tag:blogger.com,1999:blog-4801680812010878752024-03-14T08:33:11.604-07:00Disciplined ThinkingHugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.comBlogger39125tag:blogger.com,1999:blog-480168081201087875.post-88113105769136717882017-09-06T13:49:00.002-07:002017-09-06T14:06:32.643-07:00Starlings, Humans And "Emergent Order"<div class="separator" style="clear: both; text-align: center;">
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<a href="https://www.youtube.com/watch?v=eakKfY5aHmY" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"></span></a></h2>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 14pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Noah Strycker describes the swarming behavior of starlings in his enjoyable book </span><span style="background-color: transparent; color: black; font-size: 14pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">The Thing with Feathers: The Surprising Lives of Birds and What They Reveal About Being Human</span><span style="background-color: transparent; color: black; font-size: 14pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-size: 14pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 14pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Starling flocks produce intricate flight patterns that seem coordinated, but in fact result from each individual starling following a small set of simple rules.</span></span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-size: 14pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 14pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">This kind of “emergent order” also occurs in human behavior, such as the operation of free economic markets in which individual agents pursue their own self interest.</span></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 15pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">A Murmuration Of Starlings</span></h3>
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<span style="background-color: transparent; font-family: "arial"; font-size: 14pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">Large flocks (“murmurations”) of <a href="https://youtu.be/eakKfY5aHmY" target="_blank"><span style="color: #3d85c6;">starlings produce intricate flight patterns</span></a><span id="goog_1109858608"></span><span style="color: black;"><a href="https://www.blogger.com/"></a></span><span id="goog_1109858609"></span>, first all moving in one direction and then suddenly moving in another. It is tempting to think there must be a leader or set of leaders as one observes in the “V formations” that geese produce. But </span><a href="https://www.wired.com/2013/03/powers-of-swarms/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Ed Young’s excellent description of swarming behavior in Wired</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> explains that is not the case: </span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "georgia"; font-size: 13.5pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“If a falcon attacks, all the starlings dodge almost instantaneously, even those on the far side of the flock that haven’t seen the threat. How can this be? Italian physicist Andrea Cavagna discovered their secret by filming thousands of starlings from a chilly museum rooftop with three cameras and using a computer to reconstruct the birds’ movements in three dimensions. In most systems where information gets transferred from individual to individual, the quality of that information degrades, gets corrupted—like in a game of telephone. But Cavagna found that the starlings’ movements are united in a “scale-free” way. If one turns, they all turn. If one speeds up, they all speed up. The rules are simple—do what your half-dozen closest neighbors do without hitting them, essentially. But because the quality of the information the birds perceive about one another decays far more slowly than expected, the perceptions of any individual starling extend to the edges of the murmuration and the entire flock moves.”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A starling by simply minimizing the separation distance between itself and its seven nearest neighbors transmits information observed by the entire flock almost instantaneously.</span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Greg Reynolds wanted to produce <a href="https://youtu.be/GUkjC-69vaw" target="_blank"><span style="color: blue;">realistic animations of bird flocks</span></a> in 1986 and found he could do so with a small set of rules that each "individual" follows independently as described in the </span><span style="background-color: transparent; color: blue; font-family: "arial"; font-size: 14pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a href="https://en.wikipedia.org/wiki/Boids" style="text-decoration: none;">Wikipedia</a> article on his "Boids" code</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">separation: </span><a href="https://en.wiktionary.org/wiki/steer#Verb_2" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 13.999999999999998pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">steer</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> to avoid crowding local flockmates</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 13.999999999999998pt; font-style: italic; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">alignment: steer towards the average heading of local flockmates</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 13.999999999999998pt; font-style: italic; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">cohesion: steer to move toward the average position (center of mass) of local flockmates</span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">More complex rules can be added, such as obstacle avoidance and goal seeking.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The basic model has been extended in several different ways since Reynolds proposed it. For instance, Delgado-Mata et al.</span><a href="https://en.wikipedia.org/wiki/Boids#cite_note-3" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 8.4pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: super; white-space: pre-wrap;">[3]</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> extended the basic model to incorporate the effects of fear.”</span></div>
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<tr><td style="text-align: center;"><img height="198" src="https://lh3.googleusercontent.com/iSONroFnefo8cbmstaYKEk1dbNpIIDs8nyh7Sx47i17PbwafRqtnKGelRXdnzoM3CixEtCKGxcJeYG7hygJOZacCbYEFDAXKwUPj4Cixg1-g7AFTJ86hqKvrnsJXJ65GE3vLJE0F" style="border: none; margin-left: auto; margin-right: auto; transform: rotate(0rad);" width="255" /></td></tr>
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<a href="https://www.youtube.com/watch?v=GUkjC-69vaw" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"></span></a></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">It turns out “intelligent” swarming occurs in many species such as sheep, locusts, honey bees and fish such as shiners. </span><a href="https://www.wired.com/2013/03/powers-of-swarms/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Shiner schools</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> find safety as a group simply because individuals swim more slowly in darker water so the whole school seems to pivot towards darker, more protected areas.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 15pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Human Analogies</span></h3>
<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">There are also lots of examples of human behavior in which seemingly complex information is transmitted by simply observing the behavior of others. For example it is easier to observe if your neighbors are putting out their garbage cans, or moving their parked cars from one side of the street to the other than remembering the rules for garbage day or parking yourself. </span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Terms applied to this kind of “individual behavior” that seems to produce complex coordinated behavior include “emergent order” and “</span><a href="https://en.wikipedia.org/wiki/Spontaneous_order" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">spontaneous order</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.” An enjoyable hour can be spent listening to </span><a href="http://www.econtalk.org/archives/2017/08/john_mcwhorter.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Russ Roberts’ podcast “Econtalk” in which he talks with John McWhorter</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> about how even the English language is a good example of “emergent order.” </span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Turning to economics, “emergent order” was posited by Adam Smith in 1776 in his </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Wealth of Nations:</span></div>
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<span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">"Every individual necessarily labors to render the annual revenue of the society as great as he can ... He intends only his own gain, and he is in this, as in many other cases, led by an invisible hand to promote an end which was no part of his intention ... By pursuing his own interests, he frequently promotes that of the society more effectually than when he really intends to promote it. I have never known much good done by those who affected to trade for the </span><a href="http://www.investopedia.com/terms/p/public-good.asp" style="text-decoration: none;"><span style="background-color: transparent; color: #005b9d; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">public good</span></a><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">."</span></div>
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<span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="154" src="https://lh4.googleusercontent.com/ceqJT5BQACrycKmexokyDFwiKRmPjVW5NPqUa-pLgVA4UHdu4YvuZnl2pwlIOMPguLp5pZLcTjsuyAk_gol2WSZmvJ8yVTHKpxF_krGH067_FoF9_Qg67zdWZKxjucjL2-rm4G03" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="328" /></span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<a href="http://www.econtalk.org/archives/2017/06/don_boudreaux_m.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Russ Roberts, Don Boudreaux and Michael Munger in another Econtalk podcast expand on Smith’s observations more generally in their discussion of “emergent order” and free markets</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While “emergent order” can produce efficient economic outcomes as suggested by Adam Smith, investing booms and busts also arise from individuals being influenced by the greed or fear of their “nearest neighbors.” Defenders of laissez-faire economics would not dispute that, but would also argue that “emergent order” produces better outcomes than those that arise from “central planning.”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="276" src="https://lh3.googleusercontent.com/DkSXQSWKOhKwv6Gtc9QL4OV196Cj3u0j41QK8t3IYyfh9x9szzcTnC1vnzMsvMdPxCQTU6MGaW61plxJLoG8SU0QDg8nEgTBs0eDZs5jh8zx6d5y73d3b7Cg1RozIQGOxQYl2GHi" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="313" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 13.999999999999998pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In practice, however, no country pursues strictly laissez-faire policies. Like geese, humans seem to have an instinctive belief in the usefulness of “leaders.” </span></div>
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Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com2tag:blogger.com,1999:blog-480168081201087875.post-76684035657222051322017-08-21T12:12:00.001-07:002017-08-21T12:12:23.570-07:00The Adverse Impact Humans Have On Species Diversity<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: center; text-indent: -18pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="412" src="https://lh6.googleusercontent.com/CqTgRwTB27hV5ADvtJOHFlbIf03nNIfduX-xQC_hZ-ZmXywuZS6Tdy95fSgRdpfF2wRcCraVXjNuKuPV0fWmEyYAvwL-ebc4bssS12GNIKZprumSSu7FMHHHNml0KEopgdHwzLYk" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="653" /></span></h2>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Until reading </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Sapiens, A Brief History of Humankind</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> by Yuval Noah Harari, I didn’t realize the devastating adverse impact pre-industrial humans had on species diversity. Pre-industrial humans reduced (and continue to reduce) species diversity through hunting, agriculture, and protection of their domesticated animals. </span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Thus for other life forms on Earth, simply reducing industrial impact is not sufficient. Other species are best protected in large land preserves free of any human development. Such preserves can be economically sustainable through eco-tourism. </span></h2>
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<h3 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 15pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Pre-Industrial Humans’ Impact On Species Diversity</span></h3>
<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Prior to 45,000 years ago, there were no humans in Australia. Australia then had 24 "megafauna" animal species weighing 100 pounds or more. Very soon after humans arrived in Australia, 23 of those species and a number of other smaller species became extinct. </span></div>
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<a href="http://troymedia.com/2016/02/18/the-dark-history-of-homo-sapiens/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Ray Grigg</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> wrote a nice summary of Harari’s account of humans’ adverse impact on other species: </span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“ ‘Food chains throughout the entire Australian ecosystem were broken and rearranged. It was the most important transformation of the Australian ecosystem for millions of years.'</span></div>
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<br />
<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This 90 per cent extinction of megafauna was more than coincidence. Nothing but the arrival of Sapiens explains such a sudden and extensive species loss. Sophisticated hunting strategies together with 'fire agriculture' – the burning of huge areas to improve hunting – radically changed vegetation and the viability of species. The circumstantial evidence for Sapiens’ guilt is compounded by being repeated innumerable times wherever the species arrived: within about two centuries of arriving in New Zealand 800 years ago, the Maoris had eliminated most megafauna and 60 per cent of all birds.</span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Australian experience was repeated in North America about 16,000 years ago when Sapiens crossed through Siberia and Alaska to a new continent. On their way south to Tierra del Fuego, they met and decimated populations of 'mammoths, mastodons, rhinoceroses and reindeer.' Within 2,000 years of their arrival, Sapiens had eliminated 'rodents the size of bears, herds of horses and camels, oversized lions and dozens of large species the like of which are completely unknown today, among them fearsome sabre-tooth cats and giant ground sloths that weighed up to eight tons and reached a height of six metres.'</span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Such slaughter was repeated routinely elsewhere; on Madagascar, throughout Indonesia and the islands of the Pacific, Mediterranean and Caribbean. And this was just the so-called First Wave of extinctions. The following Second Wave was caused by the Agriculture Revolution. The Third Wave, now unfolding, is predicted to render about a third of all remaining animals and plants extinct by 2100.”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="407" src="https://lh3.googleusercontent.com/2JtmcQAkatgbV3FOAii7PfrtO0hL1q0_9Wdr-dqbZbb2QBMuyVrgDG4oSF5WIWEgc23aE1ZsHD1JreLqZIjJ6U3JW-9oYtBfD1nxuV_axtSpE62DTDMv4FSFuqXOkHpXVIUihiKy" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Other</span><a href="http://onlinelibrary.wiley.com/doi/10.1111/ecog.01566/abstract" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> scholars feel that natural climate change</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> may also have contributed to species decline in </span><a href="https://www.wikiwand.com/en/Holocene_extinction" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Australia and North America</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. It is also true that a limited number of species benefit from human existence (e.g., sea gulls and garbage dumps). But it is hard to escape the logical consequences of our historical association with declining species diversity.</span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Corroborating evidence can be found today in East Africa. In the eastern Serengeti, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">the pre-industrial, semi-nomadic Maasai people have virtually no “carbon footprint”</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">: no electricity, no cars. Their herds of cattle, sheep and goats graze on native plants and they tend them on foot. They engage in very limited agriculture.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="444" src="https://lh5.googleusercontent.com/iMdN54uM3KhFEPUmSvdm7XAMnGea7Gdo6kjlVbb1cRzEp4ty5zo2nEYQwK0aHVjQMcw3KC0LPURsIcEoLXbwhL5jkP9vh6vBgvRwpOEcAi7r7pDDngGT_0Jyj-MHtvJhk9nYHQ5b" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Game preserves are contiguous to Maasai settlements. There are generally no fences or other boundaries between the preserves and the settlements. Within the preserves one finds abundant giraffes, elephants, lions, leopards, warthogs, zebra, ostrich, jackals, Thomson gazelle etc. Outside the preserves virtually none of those animals are visible. By simply protecting their cattle, sheep and goats from predators and allowing them to dominate grazing lands, the Maasai effectively displace a large number of other species. For this reason the Tanzanian government moved the Maasai out of the well known Ngorongoro Crater and their other National Parks. </span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 15pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Preserving Species Diversity</span></h3>
<div dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While restraining both humans’ carbon footprint and toxic waste are vitally important in order to help other species on Earth, the historical and modern record suggests that is not enough. Even if humans could somehow romantically return to a pre-industrial state, the shear number of humans and their need to be fed would still cause species declines. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Good data on species diversity is hard to get. Mammal species diversity by country shows greater diversity near the equator. Countries near the equator also have a higher percentage of endangered mammal species. After controlling for the relationship with latitude, Figure 1 suggests the percentage of endangered mammal species decreases as the percentage of land area set aside to protect animals increases. In other words, s</span><span style="font-family: "arial"; font-size: 18.6667px; white-space: pre-wrap;">imply keeping large tracts of land free from human development seems to be the best way to preserve species diversity. </span><br />
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Fig. 1: Percent Endangered Mammal Species vs. Percent Protected Land By Country (After Controlling For Absolute Latitude)<br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgGsUjWjLjGC3Ujh_S11-FkjYmylv_WO5xyeRbK86MWbMbkVsYKBpGhDjL0MNTW-KYxtnwjnsokVHaabodAts4JNQm1u14C8NwhF8w7ze7bvPrCVTqBOXUreFsGXN9KUs8gGaA8T1yI2eo/s1600/Rplot01.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="579" data-original-width="575" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgGsUjWjLjGC3Ujh_S11-FkjYmylv_WO5xyeRbK86MWbMbkVsYKBpGhDjL0MNTW-KYxtnwjnsokVHaabodAts4JNQm1u14C8NwhF8w7ze7bvPrCVTqBOXUreFsGXN9KUs8gGaA8T1yI2eo/s1600/Rplot01.png" /></a></div>
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<span style="font-family: "arial"; font-size: 14pt; white-space: pre-wrap;">Many African and South American countries have effective “eco-tourism” models that make maintaining such preserves economically viable. As a plus, in many cases land in these preserves is not well suited for agriculture or other development.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="435" src="https://lh6.googleusercontent.com/dlae9cW3ujiw1p1D9heNY-2THPB1RjuRPaMGsmiXpGZ3Kd3m2fe4sxNwiyChZS5AN-13jQ3uQY00iO1pyosUN0002haBs6ff24Bqzrzc2yRrPh4zBQ5E3tsB2bAYCU4MO9H9aB6-" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="336" /></span></h2>
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<span style="font-family: "arial"; font-size: 14pt; vertical-align: baseline; white-space: pre-wrap;">There is an</span><a href="https://www.reuters.com/article/us-climate-ecotourism-idUSL145975320070514" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 14pt; vertical-align: baseline; white-space: pre-wrap;"> art and balance even with eco-tourism to ensure it is being done well</span></a><span style="font-family: "arial"; font-size: 14pt; vertical-align: baseline; white-space: pre-wrap;">. In particular one needs to balance the economic benefit of increasing the number of visitors with the impact visitors have on wildlife and local culture.</span><br />
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<span style="font-family: "arial"; font-size: 14pt; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #494949; font-family: "open sans"; font-size: 12pt; font-weight: 700; vertical-align: baseline;">Transparent and reproducible</span><span style="color: #494949; font-family: "open sans"; font-size: 12pt; vertical-align: baseline;">: The R code used to produce all tables is available in “humanVsSpecies.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="font-family: "Times New Roman"; font-size: medium; white-space: normal;"><span style="color: #1155cc; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> github</span></a><span style="color: #494949; font-family: "open sans"; font-size: 12pt; vertical-align: baseline;">. </span></span>Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-46109799941741748002017-08-14T03:11:00.001-07:002017-08-15T03:45:10.599-07:00The Impact Of Growing Pension Obligations On States' Financial Health<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-HQUpersdUXB1yivG_xst3zBVEAK3v-cBwK9A1jpVlaJ09SJQbJKhIBstCFdeRc-pt1yX7ia2f105e3S86mYSFvGljWjGgnctEhpAT05zrjuJx-emZS0_2BTeDZ6W1oaS4SZlCzUqHUo/s1600/images.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="194" data-original-width="259" height="300" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-HQUpersdUXB1yivG_xst3zBVEAK3v-cBwK9A1jpVlaJ09SJQbJKhIBstCFdeRc-pt1yX7ia2f105e3S86mYSFvGljWjGgnctEhpAT05zrjuJx-emZS0_2BTeDZ6W1oaS4SZlCzUqHUo/s400/images.jpg" width="400" /></a></div>
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<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-indent: -18pt;">
<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: 'Open Sans'; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">George Mason’s Mercatus Center recently released the latest update of their analysis of the financial health of all 50 US states. Their work is often reported in terms of a state’s relative rank within a 2015 context. However their most recent study also reveals how much the aggregate financial picture has deteriorated for most states since 2014. </span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: 'Open Sans'; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The largest changes since 2014 were driven by accounting changes that require states to bring their pension liabilities “on-balance sheet.” Even without accounting changes, however, state pension liabilities are growing faster than state personal income.</span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: 'Open Sans'; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">State’s medical obligations to their future retirees are not yet on many state balance sheets, but must be reported on-balance sheet within the next 2 years.</span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: 'Open Sans'; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">States could fund their negative net unrestricted asset positions either by increasing taxes and/or decreasing expenses. However some states with large negative net positions already have relatively high taxes and/or low expenses</span></h2>
</li>
</ul>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 15pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">2014 to 2015; Change In States’ Financial Health</span></h3>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In July, the </span><a href="https://www.mercatus.org/statefiscalrankings" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Mercatus Center released their latest financial analysis of the 50 US states</span></a><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> based on the latest state financial data from 2015. Much of the reporting focussed on which states had moved up or down in relative rank and which states were in the top and bottom 10 only within a 2015 context. </span><span style="background-color: transparent; color: black; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">However, the reported fiscal health of most states deteriorated from the prior Mercatus report based on 2014 data.</span><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><b id="docs-internal-guid-74b0f75f-5791-4fac-db64-f5d36c8f63cd" style="font-weight: normal;"><br /></b>
</span><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Thirty seven states increased taxes as a percentage of total personal income. On the expense side, 26 states decreased expenses as a percentage of total personal income. While increased revenues and decreased expenses (for some states) should have improved net asset positions, </span><span style="background-color: transparent; color: black; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">only 4 states saw an improvement in their net asset position relative to personal income!</span><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><b style="font-weight: normal;"><br /></b>
</span><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial" , "helvetica" , sans-serif; font-size: large; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1 summarizes dynamics for the 10 states with the greatest deterioration in their ratios of unrestricted net assets to personal income. States like Kentucky and Connecticut attempted to raise revenues and decrease expenses, however these changes were dwarfed by the massive increase in their recognition of unfunded pension obligations. </span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><b style="font-weight: normal;"><br /></b>
</span><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While the majority of the increase was due to</span><a href="http://www.milliman.com/uploadedFiles/insight/Periodicals/peri/pdfs/gasb-67-68.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> implementation of new accounting standards</span></a><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, organic growth in states’ pension obligations (independent of the assumed pension discount rate) were also quite high as shown in the right hand column of Table 1. On a population weighted basis the organic growth in pension obligations was 23% (compared to 3.7% growth in state revenues).</span></span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: 2014 to 2015 - 10 States With Greatest Deterioration In Unrestricted Net Assets/Personal Income</span></h4>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="margin-left: 0pt;">
<table style="border-collapse: collapse; border: none;"><colgroup><col width="97"></col><col width="94"></col><col width="124"></col><col width="102"></col><col width="83"></col><col width="87"></col></colgroup><tbody>
<tr style="height: 60pt;"><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">State</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Tax/Personal Income Change</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Expense/Personal Income Change</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Unrestricted Net Assets/Income Change</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Non Current Liabilities Growth</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">"Treas. Rate" Pension Liability Growth</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Alaska</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-83.4%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.5%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-30.1%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">217.1%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.3%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Kentucky</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.4%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-4.8%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-13.8%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">135.8%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.8%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New Jersey</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.6%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-11.8%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">81.6%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.9%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Illinois</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-4.7%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-0.3%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-11.5%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">99.5%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.7%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Connecticut</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.3%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-14.2%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-9.0%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">75.3%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.7%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">West Virginia</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.4%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-2.0%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-6.7%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">79.3%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.9%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Hawaii</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.9%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-2.0%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-6.2%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.2%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.2%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Massachusetts</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.3%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-1.0%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-6.0%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">60.2%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.5%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Rhode Island</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.8%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.1%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-5.4%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">102.4%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Vermont</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.4%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.7%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-3.9%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">83.3%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">81.6%</span></div>
</td></tr>
</tbody></table>
</div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This “reported” deterioration is a foretaste of further deterioration that will become apparent when states are </span><a href="http://www.gasb.org/cs/ContentServer?pagename=GASB%2FGASBContent_C%2FGASBNewsPage&cid=1176166141859" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">required to report their retiree medical obligations</span></a><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> in two years. For example, Connecticut had a $46.8 Billion negative unrestricted net asset position in 2015, but that excluded approximately</span><a href="http://www.statedatalab.org/state_data_and_comparisons/detail/connecticut" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> $11.9 Billion of unrecorded retiree medical obligations</span></a><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></span></div>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial" , "helvetica" , sans-serif; font-size: large; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Solving Negative Net Asset Positions</span></h3>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">One way to think about states with negative net asset positions (38 states in 2015) is to ask how they might solve their deficit. As shown in Figure 1, some analysts convert negative net asset positions into a</span><a href="http://www.statedatalab.org/state_data_and_comparisons/detail/illinois" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> “deficit per taxpayer” amount that the taxpayer is theoretically burdened</span></a><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> with (unless they move out of state!). </span></span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Illinois “Taxpayer Burden” = Negative Net Asset Position/Number of Taxpayers</span></h4>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="339" src="https://lh5.googleusercontent.com/YUg48XCLQ6UO9vL-0Rxn8FmjOmX4YyOlLQbYpHl9tzihC0oSJ9Hg4i4Ookov2iw9YbxpkPH_NtChkiHSDGt65KJO011nZGu9tPHWoa9KNbWweGVtMIhMOYW4pOpVmmvfIbGW4kt-" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 2 looks at two alternative ways of examining negative net asset positions. The first set of columns looks at the percentage increase in the tax burden as a percent of personal income that would be required if a state chose to “pay off” its current asset deficit via </span><span style="background-color: transparent; color: black; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">higher taxes</span><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> over 30 years at a 4% interest rate. </span></span><span style="white-space: pre-wrap;"><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;">This is equivalent to thinking of the current “Taxpayer Burden” as a debt like mortgage debt that can be amortized over an extended period of time.</span></span><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large; white-space: pre-wrap;"> So Illinois, for example, could immediately do a one time increase of 23.8% of their tax/personal income ration (taking it from 6% to 7.5%) and maintain that new level for 30 years to fund its asset deficit. </span><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large; white-space: pre-wrap;">The “rank” columns show how a state’s tax burden relative percentile rank would change if every state chose to do this compared to the state's current tax/income rank.</span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><b style="font-weight: normal;"><br /></b>
</span><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Alternatively, the second set of columns looks at how much state</span><span style="background-color: transparent; color: black; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">s would have to reduce expenses</span><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">/personal income to solve their 2015 negative net unrestricted asset position over 30 years. Again the state’s expense/personal income rank is shown with this change relative to the its current expense/income percentile rank.</span></span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 2: Top 10 States By Required Increase Of Tax/Personal Income Ratio To Fund 2015 Negative Unrestricted Asset Position Over 30 Years At 4% </span></h4>
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<div dir="ltr" style="margin-left: 0pt;">
<table style="border-collapse: collapse; border: none;"><colgroup><col width="96"></col><col width="89"></col><col width="80"></col><col width="80"></col><col width="113"></col><col width="113"></col><col width="113"></col></colgroup><tbody>
<tr style="height: 48.75pt;"><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">State</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Required % Increase Tax/Personal Income</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Adjusted Tax/Income Percentile Rank</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Current Tax/Income Percentile Rank</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Required % Reduction In Expense/Income</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Adjusted Expense/Income Percentile Rank</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Current Expense/Income Percentile Rank</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New Jersey</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.8%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">76%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-11.0%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Illinois</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.6%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">84%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">64%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-11.1%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Kentucky</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.5%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">88%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">80%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-8.3%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">72%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">82%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Connecticut</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.1%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">80%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">70%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-10.1%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Massachusetts</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.5%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">70%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">68%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-5.5%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">64%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">70%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Louisiana</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.1%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-2.6%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">56%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">64%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Rhode Island</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.9%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">62%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">66%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-3.4%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">74%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">78%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">California</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.2%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">78%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">82%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-3.9%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">52%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Maryland</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.1%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">54%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-3.6%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Hawaii</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">94%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">94%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-3.5%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">82%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">84%</span></div>
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</tbody></table>
</div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial" , "helvetica" , sans-serif; font-size: large; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Illinois, for example, could fund their negative net asset position over 30 years by their tax rate 21.6% (causing them to go from 64th percent highest tax burden to 84th percentile, assuming all states followed suit). Alternatively they could decrease expenses as a percentage of personal income by 11% (causing them to fall from 42nd percentile to 28th percentile lowest amount of expenses relative to personal income). </span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><b style="font-weight: normal;"><br /></b>
</span><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial" , "helvetica" , sans-serif; font-size: large; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">These figures illustrate the very difficult set of policy choices some states face. Higher taxes can cause businesses and residents to flee the state, but reduced expenses deprive residents of services they have become accustomed to.They also show </span><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large; white-space: pre-wrap;">how pension obligations can squeeze out everything else in a state's’ operating budget. Of course some states are in better financial health and face much easier futures.</span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><b style="font-weight: normal;"><br /></b>
</span><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial" , "helvetica" , sans-serif; font-size: large; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This analysis is also static and does not consider the continued growth in retiree obligations and/or the negative feedback consequences of higher taxes or lower services on future state revenues. Finally, </span><span style="background-color: transparent; color: black; font-family: "arial" , "helvetica" , sans-serif; font-size: large; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>this analysis is only at the state level. Many municipalities also have unfunded pension obligations financed via property taxes.</b></span><span style="background-color: transparent; color: black; font-family: "arial" , "helvetica" , sans-serif; font-size: large; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Those local taxes add to the overall tax burden faced by state residents.</span></div>
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<br />
<span style="color: #494949; font-family: "open sans"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="color: #494949; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: The R code used to produce all tables is available in “PensionState.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> github</span></a><span style="color: #494949; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">. </span>Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-40471995127249615302017-08-07T03:40:00.001-07:002017-08-07T03:40:06.148-07:00Do US Residential Real Estate Returns Reinforce Wealth Inequality?<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: center; text-indent: -18pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="442" src="https://lh5.googleusercontent.com/kQCpu8n_EfeMMzCtQ1KJGogVC0ynVP2zloDz4NT9O2b2GyJ6sb32WqDtq0-_MkfLsdwPifE3XVHl2ot_7wZ7hvgCFQoL4Xuc1-PrVITIEmoPaWOmkESTYvVsiyywuuWu6zse_YDw" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></h2>
<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-indent: -18pt;">
<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
<ul style="margin-bottom: 0pt; margin-top: 0pt;">
<li dir="ltr" style="background-color: transparent; color: black; font-family: 'Open Sans'; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Recent studies have examined multiple mechanisms by which wealth inequality is created and sustained. A recent paper using high-quality data on the portfolios of Swedish households has documented </span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">higher portfolio returns for wealthy households.</span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> The researchers have not yet examined the potential offsetting impact of higher marginal tax rates, however. </span></h2>
</li>
<li dir="ltr" style="background-color: transparent; color: black; font-family: 'Open Sans'; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The documented higher returns come primarily from the capacity of wealthy households to take on equity and liquidity risk. However the paper also documents that wealthy households’ “net wealth” returns are partly dampened because they employ less leverage (i.e., mortgage debt) than middle class households.</span></h2>
</li>
<li dir="ltr" style="background-color: transparent; color: black; font-family: 'Open Sans'; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">I don’t have access to the paper itself, and so can’t tell how they calculated returns on real estate assets. I performed an analysis on </span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">realized</span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> real estate returns in Lee County, Florida. It suggests</span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> pre-tax unleveraged returns (and risk) on real estate assets are higher for wealthy households. </span></h2>
</li>
<li dir="ltr" style="background-color: transparent; color: black; font-family: 'Open Sans'; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Lee County realized return data is also consistent with Zillow's “estimated” house price time series at the US county level. However the Zillow data suggests that the returns on more expensive homes are less volatile than lower priced home returns. </span></h2>
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<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 15pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Sources Of Higher Portfolio Returns For Wealthy Households</span></h3>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Bach, Calvet, and Sodini have written a very interesting paper titled </span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: italic; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“Risk, return, and skill in the portfolios of the wealthy”</span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. I did not have access to the actual paper, but only</span><a href="http://voxeu.org/article/risk-return-and-skill-portfolios-wealthy" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> a summary of it</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. They use a Swedish data set that is much more detailed and representative of wealthy households than the typical data used to study US households. </span></span></div>
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<b id="docs-internal-guid-b3d07f40-4684-4a40-433c-022291035470" style="font-weight: normal;"><span style="font-family: "verdana" , sans-serif;"><br /></span></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Figure 1 is reproduced from their summary. It shows portfolio returns and volatility based on “net wealth” (net assets = assets - debt). They explain the U-shaped pattern:</span></span></div>
<div style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: left; text-indent: -18pt;">
<b style="font-weight: normal;"><br /></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“Middle-class households have highly leveraged positions in real estate that generate high mean returns on net wealth. Upper-middle-class households have lower leverage and lower average returns. At the very top, households have very little personal debt but achieve high expected returns by bearing high systematic risk.”</span></div>
<div style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: left; text-indent: -18pt;">
<b style="font-weight: normal;"><br /></b></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Returns And Standard Deviations on Net Wealth From </span><a href="http://voxeu.org/article/risk-return-and-skill-portfolios-wealthy" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "droid sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Bach, Calvet, and Sodini</span></a></h4>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="271" src="https://lh5.googleusercontent.com/fvDh0eRSwYJ4jwXzPTkDCyAWxkTcnoP1TWxKTN-lRALrWs35YFKZTgMSftEh_1U1GkQBxJd0Nd8dvKhoMmn_n1s9f7rVWJDPUDmoYz1ZlixUhR73o3fIS5c8FiGJSd8Rz2Gxzv2W" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="515" /></span></div>
<div style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: left; text-indent: -18pt;">
<b style="font-weight: normal;"><br /></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">“High systematic risk” in this case simply means that wealthier households hold more stocks in their portfolio (a fact that has been well known for some time). The authors also find that wealthier households benefit from more “idiosyncratic” risk due to their undiversified holdings in private and public equity, hedge funds and other partnerships (these often require high minimum investments or net worth qualifications and thus are unavailable to middle income households).</span></span></div>
<div style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: left; text-indent: -18pt;">
<b style="font-weight: normal;"><span style="font-family: "verdana" , sans-serif;"><br /></span></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The authors don’t state it, but some of this “idiosyncratic” return is also due to the illiquidity premium investors demand for private equity/hedge fund/partnership investments because their ability to withdraw funds may be quite limited for some extended period of time. </span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Interestingly they find no evidence that wealthier households make “smarter” investments (i.e., they have no information advantage), they can simply afford to take more risk.</span></span></div>
<div style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: left; text-indent: -18pt;">
<b style="font-weight: normal;"><span style="font-family: "verdana" , sans-serif;"><br /></span></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The authors find confirming patterns in return data from US foundations. In many ways these are not surprising findings. Households (and foundations) with less “excess” savings cannot afford to take on as much risk as they are more likely to need to dip into their savings during economic downturns. Nevertheless the paper provides useful detail that documents the specific sources of return advantage that increase and sustain wealth inequality over time. </span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">It is important to point out the authors did not look at </span><a href="https://disciplinedthinking.blogspot.com/2017/05/understanding-us-wealth-inequality.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">the offsetting impact of marginal tax rates or propensities to spend</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></span></div>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 15pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Realized Real Estate Returns In Lee County, Florida</span></h3>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Residential real estate is not as “homogenous” as publicly traded stocks. A S&P 500 Index fund will provide identical returns and risks to both middle class and wealthy households. It is less clear that their respective real estate holdings are as similar, however. It is quite possible that both the returns and risks of holding “luxury” real estate are different than those from owning a “median” home. So an interesting question is whether wealthy household real estate holdings have higher returns and risk than other households.</span></span></div>
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<b style="font-weight: normal;"><span style="font-family: "verdana" , sans-serif;"><br /></span></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">I looked at a </span><a href="http://www.leepa.org/TaxRoll/ParcelData/LCPA_Parcel_Data_TXT.zip" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">data set of actual residential real estate transactions from Lee County, Florida</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Lee County is one of the few counties I am aware of that makes this information freely available. There is a significant amount of data scrubbing required to limit the data to single family residences and to filter out “bad” data.[1] In addition, homeowners may choose to sell properties to family members at a below fair-market price (although the IRS may deem some portion of the sale to be a gift subject to gift-taxes). </span></span></div>
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<b style="font-weight: normal;"><span style="font-family: "verdana" , sans-serif;"><br /></span></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">I ended up with a set of approximately 525,000 transactions going back more than 25 years. For every year, sales prices were categorized into the lowest 30% of prices (“Bottom”), middle 40%, and top 30%. Table 1 shows the number of transactions (“N”) and median realized annual returns from each transaction based on sales price category and holding period. Also shown are the 90th percentile minus the 10th percentile realized return spread as an indicator of return variability.[2] </span></span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: Median Annualized Returns And Return Variability From Home Sales In Lee County, Florida</span></h4>
<div style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: left; text-indent: -18pt;">
<b style="font-weight: normal;"><br /></b></div>
<div dir="ltr" style="margin-left: 0pt;">
<table style="border-collapse: collapse; border: none;"><colgroup><col width="56"></col><col width="51"></col><col width="61"></col><col width="61"></col><col width="55"></col><col width="62"></col><col width="62"></col><col width="55"></col><col width="62"></col><col width="62"></col></colgroup><tbody>
<tr style="height: 15pt;"><td style="border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><br /></td><td colspan="3" style="background-color: #d0e0e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Bottom 30%</span></div>
</td><td colspan="3" style="background-color: #cfe2f3; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Middle 40%</span></div>
</td><td colspan="3" style="background-color: #fce5cd; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Top 30%</span></div>
</td></tr>
<tr style="height: 48pt;"><td style="background-color: black; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Holding Period</span></div>
</td><td style="background-color: black; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">N</span></div>
</td><td style="background-color: black; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Ann. Return</span></div>
</td><td style="background-color: black; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">p90-p10 Ann. Return Range</span></div>
</td><td style="background-color: black; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">N</span></div>
</td><td style="background-color: black; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Ann. Return</span></div>
</td><td style="background-color: black; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">p90-p10 Ann. Return Range</span></div>
</td><td style="background-color: black; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">N</span></div>
</td><td style="background-color: black; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Ann. Return</span></div>
</td><td style="background-color: black; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">p90-p10 Ann. Return Range</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11,572</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-3.7%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">57.7%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17,479</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.2%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.5%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13,807</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.3%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">74.1%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5,520</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-1.6%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.5%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7,558</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.1%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.7%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5,620</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.6%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.2%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3,084</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.5%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.1%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3,248</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.3%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.8%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3,029</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.7%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.7%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1,895</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.4%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.2%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1,523</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.6%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.7%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1,561</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.4%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.9%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1,292</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.1%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">885</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.4%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.8%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">915</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.2%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.8%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #eef7e3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">769</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #000000 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.2%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #000000 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.3%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">379</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #000000 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.1%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #000000 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.4%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">229</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #000000 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.4%</span></div>
</td><td style="background-color: #eef7e3; border-bottom: solid #000000 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.8%</span></div>
</td></tr>
</tbody></table>
</div>
<div style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: left; text-indent: -18pt;">
<b style="font-weight: normal;"><br /></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">While the data is noisy, it suggests more expensive real estate has produced higher returns than lower priced real estate. Consistent with the general findings of Bach, Calvet, and Sodini, the variability of realized returns are also higher for more expensive homes except for the longest time horizon.</span></span></div>
<div style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: left; text-indent: -18pt;">
<b style="font-weight: normal;"><span style="font-family: "verdana" , sans-serif;"><br /></span></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Figure 2 shows the annualized return by year for the subset of homes sold that had been owned for 5 years. The data is noisy, but the return advantage of more expensive homes is evident. There is also an indication that less expensive homes lost value for a longer period following the Great Recession of 2008 (perhaps due to the greater incidence of negative equity, foreclosures etc.).</span></span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: Return By Calendar Year For Homes That Had Been Held For 5 Years</span></h4>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="363" src="https://lh4.googleusercontent.com/tp3qomxHoQWqe0z0tS9-rEQEpF4CmHkKthZmc7jAyo1CsVhmJZ7cdSrp88UUTjDIlFE7aHQIu2IfGxZHXNeG54oOzkByHVlQ4UuQLwHU8HX0qYh_hGSlQ3Dvox-FwUO88R8w9sMU" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
<div style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: left; text-indent: -18pt;">
<b style="font-weight: normal;"><br /></b></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">It would be easy to spin causal stories as to why commoditized low priced homes don’t appreciate as much as luxury homes that are often situated in unique settings (e.g., beachfront, waterfront, on Central Park etc.). But </span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">it is equally possible that the data shown here is only typical of areas like Florida that are seeing strong population growth.</span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><a href="http://fortune.com/2016/11/10/greenwich-ct-real-estate-luxury/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Anecdotally</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, luxury homes in states that are experiencing population declines are seeing much </span><a href="https://www.bloomberg.com/news/articles/2017-04-20/greenwich-homes-get-cheaper-and-finally-start-selling-again" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">greater losses than modestly priced homes</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></span></div>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 15pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Zillow’s US Historical Price Estimate “Returns”</span></h3>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In an effort to broaden my analysis, I looked at </span><a href="https://www.zillow.com/research/data/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Zillow’s historical time series of estimated prices for top third (by price) and bottom third homes</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> for the entire United States. The series I used was at the US county level with a monthly frequency starting in April, 1996. </span><span style="background-color: transparent; color: black; font-size: 12pt; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b><i>These are not actual realized returns, but simply average value estimates by month.</i></b></span></span></div>
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<b style="font-weight: normal;"><span style="font-family: "verdana" , sans-serif;"><br /></span></b></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Spot checking Lee County, the Zillow data indicates an annualized “return” of 7.7% for top third homes vs. 4.5% for bottom third homes for this roughly 21 year period. Those values are somewhat higher for bottom 30% homes, and somewhat lower for top 30% homes than the ones reported in Table 1 above based on realized transactions.</span></span></div>
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<b style="font-weight: normal;"><span style="font-family: "verdana" , sans-serif;"><br /></span></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Figure 3 shows the relationship between return and the starting mean home price in April, 1996 by county for top tier homes.[3] The positive relationship between price is similar and also statistically significant for bottom tier homes by county.</span></span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3: Return vs. April, 1996 Mean Home Price For Zillow's Top Tier Homes</span></h4>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="498" src="https://lh5.googleusercontent.com/gGD-S6_t8T80emqjVN54VQv_2VB_0ykJRxUS7MXxJH5co6-gPxqRDOoPo6bwM-2O8P9BxokKjWRq2lbhtCY0KZOXQm5TVT8aW_1qyf-gEraikZsYOgR7JI-RhIBav77WPBx5ZqfD" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="654" /></span></div>
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<b style="font-weight: normal;"><br /></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">I combined the Zillow top tier and bottom tier data and divided all of the mean home prices into 3 categories of top 25%, middle 50% and bottom 25% </span></span><span style="font-family: "verdana" , sans-serif; font-size: 16px; white-space: pre-wrap;">(I arbitrarily chose home prices in the year 2000 as there were more missing values for 1996)</span><span style="font-family: "verdana" , sans-serif; font-size: 12pt; white-space: pre-wrap;">. In this exercise a county with uniformly high priced homes like Marin County, California has both its Zillow Top Tier and Bottom Tier homes in my top 25% category. Table 2 shows returns and return volatility by those categories.</span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 2: Zillow Mean Annualized “Return” And Return Variability By 2000 Home Price Category</span></h4>
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<table style="border-collapse: collapse; border: none; text-align: center;"><colgroup><col width="100"></col><col width="100"></col><col width="100"></col><col width="100"></col></colgroup><tbody>
<tr style="height: 37.5pt;"><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Category</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2000 Avg. Home Price</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Annual "Return" 1996 to 2017</span></div>
</td><td style="background-color: #cca677; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Annualized Standard Deviation</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Top 25%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$193,142.09</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.79%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.76%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Middle 50%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$102,814.79</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.13%</span></div>
</td><td style="background-color: #f8f2eb; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.13%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Bottom 25%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$49,922.41</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.50%</span></div>
</td><td style="background-color: white; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.76%</span></div>
</td></tr>
</tbody></table>
</div>
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<b style="font-weight: normal;"><br /></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">The pattern of higher returns for more expensive homes again is evident, but their lower volatility contradicts the volatility pattern in Table 1.</span></span></div>
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<b style="font-weight: normal;"><span style="font-family: "verdana" , sans-serif;"><br /></span></b></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">The national correlation between US home price and return is the dominant pattern. However even if we look cross sectionally <u>within</u> counties, Zillow top tier homes in each county have outperformed their corresponding bottom tier homes by an average of approximately 0.5% per year. </span></span><br />
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;"><br /></span></span>
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">I suspect this pattern of higher residential real estate returns holds for other "developed" economies. I have less intuition about the structure of home appreciation in emerging economies.</span></span></div>
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<b style="font-weight: normal;"><br /></b></div>
<h5 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #666666; font-family: "open sans"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] The steps I took to filter the raw data are in the R code linked below.</span></h5>
<h5 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #666666; font-family: "open sans"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] I used median returns and return ranges to guard against spurious data points. However mean returns and standard deviations of returns show similar patterns. </span></h5>
<div>
<span style="background-color: transparent; color: #666666; font-family: "open sans"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[3] It is important to use starting home prices (rather than ending or mean price over the period) to avoid "look ahead" bias. For example, counties with the highest ending home prices very likely also experienced high home price appreciation.</span></div>
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<br />
<span style="color: #494949; font-family: "open sans"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="color: #494949; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: The R code used to produce all figures and tables (except Figure 1) is available in “FLrealEstate.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> github</span></a><span style="color: #494949; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">. </span></div>
Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-15134301862038645682017-07-17T04:05:00.000-07:002017-07-17T04:05:10.923-07:00The "Resource Curse"<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: center; text-indent: -18pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="360" src="https://lh4.googleusercontent.com/yKYKoFC1WmK5hJqhLmTbX13gvhoeuAy98OU8aYvgpJf4K78cY3RSWW6FMO2DNcReEzA76Jtg2NZQbrXJejBa5A5rnm7CWLut6CNOjSkhVyfJDB9zNyEu8yMVN7f0pTHYOka58t2D" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="480" /></span></h2>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: 'Open Sans'; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“The resource curse, also known as the paradox of plenty, refers to the paradox that countries with an abundance of natural resources (like fossil fuels and certain minerals), tend to have less economic growth, less democracy, and worse development outcomes than countries with fewer natural resources.” </span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">- </span><a href="https://en.wikipedia.org/wiki/Resource_curse" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Wikipedia</span></a></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: 'Open Sans'; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The term “resource curse” was initially developed to explain the observed negative correlation between abundant resources and economic growth from 1970 - 1989. However since 1989, there appears to be no such negative correlation. Similarly there is no correlation with inflation or income inequality.</span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: 'Open Sans'; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><h2 dir="ltr" style="line-height: 1.2; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">However the strong negative correlation between abundant resources and democracy has persisted. Natural resources appear to be more easily controlled by autocrats and their cronies than other forms of national wealth. </span></h2>
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<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a name='more'></a></span></h4>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">GDP Growth, Inflation, Income Inequality And The “Resource Curse”</span></h4>
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<span style="font-family: "verdana" , sans-serif;"><a href="https://www.bloomberg.com/quicktake/resource-curse" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">The term arose from a 1993 book written by British economist Richard Auty </span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">which documented slower growth in countries with abundant resources. Figure 1 from the 2001 article by Sachs and Warner in the European Economic Review illustrates what seemed to be a strong negative correlation.</span></span></div>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Negative Correlation Between GDP Growth & Natural Resources From Sachs & Warner 2001</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="EuroEconReview2001.jpg" height="346" src="https://lh3.googleusercontent.com/eEUYAgDq13137inJ_ZDfZ7REf9hJFjZ8Hi2PD70DGt61GoKTV5AM9I0EJzJnoKpUuefUK5GqZ0E9A3XgeGnWcSsBV-nAjQTwBjoM0tUyBi-gltxLJ6dm1vMY7_YyajDe9mG15FVf" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="506" /></span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Other studies claimed similar negative correlations between natural resources and inflation and income equality.</span></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">However, as shown in Figure 2, that negative correlation has disappeared. Although not shown (but reproducible in R code referenced below), there is also no statistically significant recent correlation between natural resources and inflation or income equality.</span></span></div>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: No Between GDP Growth & Natural Resources 2012-2016</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="308" src="https://lh5.googleusercontent.com/xGaMhqe4xfIq-jt5LA-2ZQO7n9dDf0PzWZ3hhUeGRs6kPkr3DZh7A3CpfBpCpmI1Z4a0H_9-_o_4UBayIpHXNvOYshTwn3gGlVpgLIqnYkkhpwP40JcuZZ51EZrWmOFLlHQOPobd" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="603" /></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In fact in some African countries like Nigeria, Angola and Botswana there is a suggestion that stronger GDP growth is appearing in countries with more natural resources. </span><a href="http://www.economist.com/news/middle-east-and-africa/21638141-africas-growth-being-powered-things-other-commodities-twilight" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">However that growth is actually not coming from natural resources directly, but from non-resource sectors like manufacturing and services that benefitted from reinvesting natural resource wealth.</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Democracy And The “Resource Curse”</span></h4>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Sadly, however, there continues to be a persistent negative relationship between natural resources and democracy. Figure 3 shows the correlation between natural resources and the Varieties Of Democracy Liberal Democracy score.[1] Nevertheless it is also clear there is more going on here than natural resources, as repressive Cuba and democratic Canada have similar percentages of natural resources relative to GDP.</span></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3: Liberal Democracy vs. Natural Resources</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="421" src="https://lh6.googleusercontent.com/xRZSFr2VP8pXnCn1ghb0NHaVfLJG_dnq3dtfXhsdQaKNgWxgf_27F4xYytxYsh9TJX53u5FKt-qP9fGbkIC4odR4QT7IJIOMc3zfucVK8mMRk-UFXYUQ-qYRTwVBW4JRaWOpN8sb" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="721" /></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">More telling than the Liberal Democracy score is the form of government per the REIGN database summarized by natural resource quintile in Table 1 (quintile 1 is the lowest percent of natural resources relative to GDP).[2] </span></span></div>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: 2012-2016 % Natural Resources of GDP Quintile Vs. 2016 Government Form Per REIGN Database</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="167" src="https://lh3.googleusercontent.com/94fWutuAOQ63IsEFEeSz29kDNrzqDvVbVeiwN0RK3KE06v75MnZe5dflysiYs8A-F06aRsGIipUZYfV6hC881JPZlrBZybP7H7r0fVdGXS_50iAlsVnJ3ACMTSWps5IxIgQQ0PfB" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">The data shows a monotonic decrease in the percentage of democratic governments by increasing natural resource quintile. Both “personal” (autocratic) and “other” (monarchies) become more likely as natural resources increase. </span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;"> </span></span></div>
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<span style="font-family: "verdana" , sans-serif;"><a href="https://en.wikipedia.org/wiki/Resource_curse" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">There are several theories why this relationship might exist</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span><a href="https://www.theatlantic.com/international/archive/2012/04/why-natural-resources-are-a-curse-on-developing-countries-and-how-to-fix-it/256508/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">One is that abundant resource wealth means a government does not need to tax its citizens</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. While this may seem like a positive, it could also mean government depends less on the approval of its citizens. The bargain between citizen and government is weaker. </span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">A second theory is that <b style="font-style: normal;">because natural resources are a concentrated source of wealth, they are more easily co-opted by corrupt leaders</b> who use that wealth to enrich themselves and the cronies on whom they depend. Apt analogies would include <i>bears and bee hives, or bank robbers and banks</i>. Often autocrats also use natural resource revenue to buy military goods to repress dissent and consequently they are more difficult to overthrow. Other countries may also be less likely to help overthrow an autocrat lest they be accused of intervening only to secure access to the afflicted country's natural resources.</span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">In this same vein (although not classically covered under the category of “natural resources”), the production of illicit drugs like cocaine also appears to be easily co-opted by autocrats. Unfortunately data on the economic value of illicit drug production is not available. If it were, it would certainly increase the percentage of GDP from “natural resources” for countries like Afghanistan, Colombia, Myanmar, and Venezuela.</span></span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="278" src="https://lh3.googleusercontent.com/P9VExV4k2qObd6h5YYKF_4TzyrOWyNuAz0yNyAuE_lbJ-DcFdasSBOt24q2HHGiEL3H0-7BfS0d6-qxmt8K9YvX5SScxadojcBEta9Ir6m0cerlX2D6OU76Vn34zwrOUmYfDb5oa" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="205" /></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Venezuela appears to be a prime example of the co-opting hypothesis. Hugo Chavez came to power by promising to more widely distribute oil revenues. However now autocrat Nicolas Maduro uses much of the revenue from oil and the illicit drug trade </span><a href="https://www.caracaschronicles.com/2017/04/28/the-toys-of-repression/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">to buy arms from China and Russia</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> to </span><a href="http://globalnews.ca/news/3428049/venezuelan-tanks-plow-through-crowds-as-2-month-protest-continues/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">repress Venezuelan protest.</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> So much money has been looted from Venezuela’s national oil company (at least $11 billion dollars) that </span><a href="http://www.reuters.com/article/us-venezuela-pdvsa-idUSKBN14X0GW" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">its oil production has declined sharply</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;"><b>The disappearance of the negative correlation between natural resources and GDP growth after 1989 should be a cautionary tale about extrapolating current empirical relationships. It also gives one hope that the negative relationship between natural resources and democracy will someday vanish as citizens rebel against plutocracies.</b></span></span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] See the Varieties of Democracy</span><a href="https://www.v-dem.net/en/data/data-version-7/" style="text-decoration: none;"><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">website</span></a><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> for the data and the codebook defining their liberal democracy score. Coppedge, Michael, John Gerring, Staffan I. Lindberg, Svend-Erik Skaaning, Jan Teorell, David Altman, Michael Bernhard, M. Steven Fish, Adam Glynn, Allen Hicken, Carl Henrik Knutsen, Joshua Krusell, Anna Lührmann, Kyle L. Marquardt, Kelly McMann, Valeriya Mechkova, Moa Olin, Pamela Paxton, Daniel Pemstein, Josefine Pernes, Constanza Sanhueza Petrarca, Johannes von Römer, Laura Saxer, Brigitte Seim, Rachel Sigman, Jeffrey Staton, Natalia Stepanova, and Steven Wilson. 2017. “V- Dem [Country-Year/Country-Date] Dataset v7.” Varieties of Democracy (V-Dem) Project. & Pemstein, Daniel, Kyle L. Marquardt, Eitan Tzelgov, Yi-ting Wang, Joshua Krusell and Farhad Miri. 2017. “The V-Dem Measurement Model: Latent Variable Analysis for Cross-National and Cross-Temporal Expert-Coded Data”. University of Gothenburg, Varieties of Democracy Institute: Working Paper No. 21, 2nd edition. </span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] Bell, Curtis. 2016. The Rulers, Elections, and Irregular Governance Dataset (REIGN). Broomfield, CO: OEF Research. Available at </span><a href="http://oefresearch.org/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">oefresearch.org</span></a><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. The data includes some information prior to 1950, but in many cases regime information is missing. Thus I restricted my analysis to data post-1949.</span></div>
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<span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">: All Figures except Figure 1 can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> free, publicly-available R program</span></a><span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> and the R code (with free data links) available in “resourceCurse.r" on </span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-19205202050424235912017-07-10T04:16:00.001-07:002017-07-10T04:16:12.609-07:00Venezuela's Twitter Revolution<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: center; text-indent: -18pt;">
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<b style="font-family: verdana, sans-serif; text-indent: -18pt; white-space: pre-wrap;"><span style="font-size: large;">Summary</span></b></h2>
<ul><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;">
<li>Twitter has a high adoption rate in Venezuela and is used widely by the resistance movement seeking to oust autocrat Nicolas Maduro. Resistance tweets employ a number of distinct strategies.</li>
<li>An analysis of Twitter traffic suggests that follower networks are widely dispersed with little overlap. This suggests broad support for the resistance as opposed to a small group re-tweeting to each other.</li>
<li>For the last several years, Maduro’s regime has used bots to inflate the appearance of government support. Twitter recently terminated a number of accounts associated with Maduro.</li>
<a name='more'></a></span></ul>
<span style="color: #434343; font-family: arial; font-size: 15pt; font-weight: 700; white-space: pre-wrap;">Twitter Strategies Used By The Venezuelan Resistance</span><br />
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<span style="font-family: "verdana" , sans-serif;"><a href="https://en.wikipedia.org/wiki/Twitter_Revolution" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Twitter has been used in social uprisings</span></a><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> in countries like Egypt, Iran, Tunisia and Moldova. Venezuela has a high Twitter adoption rate: it is used by</span><a href="http://emergencyjournalism.net/manipulation-of-public-opinion-in-venezuela-using-political-bots/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> 14% of all internet users</span></a><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> there. </span></span><span style="font-family: "verdana" , sans-serif; white-space: pre-wrap;">In fact Twitter is now the best way to get news regarding Venezuela. T</span><span style="font-family: "verdana" , sans-serif; white-space: pre-wrap;">he Venezuelan resistance uses a number of distinct communication strategies to further their goal of ousting Nicolas Maduro: </span></div>
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<span style="font-family: "verdana" , sans-serif; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">1. Simple Dissemination of News:</span><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;"> This can be simply re-tweeting media stories. However tweets often include primary reporting by citizens of repression by the Maduro government and its paramilitaries. These tweets often include phone pictures or</span><a href="https://twitter.com/305_0892/status/882796189049073667" style="font-family: Verdana, sans-serif; text-decoration-line: none;"><span style="color: #1155cc; vertical-align: baseline; white-space: pre-wrap;"> video</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;">. This serves a variety of purposes including ensuring the resistance is informed, exposing outrages in order to build further support, warning resistance members where they may be in danger, and simply serving as a way to vent well justified anger.</span></div>
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<span style="font-family: "verdana" , sans-serif; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">2. Organizing Protests:</span><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;"> These tweets inform protesters where they can gather for organized marches and “</span><a href="https://twitter.com/hashtag/trancazo" style="font-family: Verdana, sans-serif; text-decoration-line: none;"><span style="color: #1155cc; vertical-align: baseline; white-space: pre-wrap;">trancazos</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;">” (road blocks that are a form of protest).</span></div>
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<span style="clear: right; float: right; font-family: "open sans"; font-size: 12pt; margin-bottom: 1em; margin-left: 1em; vertical-align: baseline; white-space: pre-wrap;"><img height="400" src="https://lh4.googleusercontent.com/JxlKzTgzbuwMJzqfmTAt87Qskph3A3xve6MYNNPvytZ6kVsnBqVXNpzCYu07Dt9dGNrBDNRf4UArQXfWetkMPx-vYDJUYDVuFxyVvvGd-QBknp1jE0ICGm4OyLFzsBZBN_vE1k87" style="border: none; transform: rotate(0rad);" width="400" /></span><span id="docs-internal-guid-71098784-2226-d4f9-3d6e-f97f4ee780fc"></span><span style="font-family: "verdana" , sans-serif;"><span style="white-space: pre-wrap;"><br /></span></span><span style="font-family: "verdana" , sans-serif; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span style="font-family: "verdana" , sans-serif; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">3. Appealing for International Assistance:</span><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;"> Tweets often ask for help from other countries and international bodies. These tweets are typically addressed to the US President, the Pope, the UN, Senator Marco Rubio, the Human Rights Commission etc. To date most international leaders have done little more than issue denouncements of Maduro’s repressions.</span><a href="http://www.miamiherald.com/news/nation-world/world/americas/venezuela/article148459864.html" style="font-family: Verdana, sans-serif; text-decoration-line: none;"><span style="color: #1155cc; vertical-align: baseline; white-space: pre-wrap;"> Marco Rubio</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;"> and Florida</span><a href="http://www.miamiherald.com/news/article159765674.html" style="font-family: Verdana, sans-serif; text-decoration-line: none;"><span style="color: #1155cc; vertical-align: baseline; white-space: pre-wrap;"> Governor Scott</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;"> are exceptions with their recent actions designed to support the Venezuelan resistance. While it seems unlikely there will be outside military intervention, additional international actions may include embargoes, asset seizures, and increased prosecution of the regime’s illegal drug trafficking.</span><br />
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">4. Exposing Corruption and Shaming Cronies And Their Families:</span></span><span style="font-family: "verdana" , sans-serif;"><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> Tweets in this category expose</span><a href="https://twitter.com/RogerNoriega/status/882584583480496130" style="font-size: 12pt; text-decoration-line: none;"><span style="color: #1155cc; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> illegal transactions</span></a><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> by Maduro cronies, their</span><a href="https://twitter.com/pburelli/status/878747960808534018" style="font-size: 12pt; text-decoration-line: none;"><span style="color: #1155cc; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> purchases of real estate</span></a><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> and hiding of assets overseas, and/or their wealthy lifestyle and that of their children. These wealthy lifestyles are a stark contrast to the extreme poverty and hunger faced by Venezuelan citizens. </span></span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; clear: right; color: black; float: right; font-family: "open sans"; font-size: 12pt; font-style: normal; font-weight: 400; margin-bottom: 1em; margin-left: 1em; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="Screenshot 2017-07-06 12.53.39.jpg" height="405" src="https://lh4.googleusercontent.com/zIaLRcGmTj0prjOY_Y3pbEZVaEWFh9fnOLIefkyItO6fr1PMDjeqsAmzXFoRyD9G7HKN2lPq8In8bhyjFAonJ-OsssGtOQLBZymJ2SJcbW8BOw3caOLqGWcK4p6XrGzOGtIjizmi" style="border: none; transform: rotate(0rad);" width="461" /></span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: 12pt; font-weight: 700; vertical-align: baseline;">5. Debating Resistance Tactics:</span><span style="font-size: 12pt; vertical-align: baseline;"> Most of the tweets I see that oppose Maduro stress peaceful protest. However, the government and its paramilitaries have become more violent, often beating protesters and opposition politicians. Firing projectiles directly at protesters, they have killed approximately 90 people. Thus some in the resistance movement have begun to urge more forceful tactics including greater use of</span><a href="https://twitter.com/wallabo/status/882695138300002304" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 12pt; vertical-align: baseline;"> Molotov cocktails</span></a><span style="font-size: 12pt; vertical-align: baseline;"> and destruction of government armored vehicles. There are also disagreements voiced on Twitter regarding the merits of various opposition political leaders. Just recently </span></span><span style="font-family: "verdana" , sans-serif; font-size: 16px; white-space: pre-wrap;">some tweeters have expressed concern that the intensity of street protests will lessen f</span><span style="font-family: "verdana" , sans-serif; font-size: 12pt; white-space: pre-wrap;">ollowing the move to house arrest (from prison) of opposition leader Leopoldo Lopez. </span></div>
<span style="font-family: "open sans";"><span style="white-space: pre-wrap;"><span style="font-family: "open sans"; font-size: 12pt; vertical-align: baseline;"><br /></span></span></span>
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<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">One strategy I do not see used often is direct appeal to members of the military and the regime to turn against Maduro (although limited approval is expressed for regime members like Luisa Ortega Diaz who have). It would be difficult to do given the current level of violence and repression, but the resistance has not laid out a path for current regime members to turn without fear of reprisal. Thus many in the regime may feel they have no option but to defend the status quo. </span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 15pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Twitter Data Traffic Analysis</span></h3>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">On the morning of July 5th, I downloaded 15,000 tweets using the search term “trancazo” and another 15,000 tweets using the search term “protesta.” I set a fixed quota on how many tweets I downloaded, but that 30,000 quota was filled with tweets sent from just 7 PM, July 4th through 8 AM July 5th (Caracas local time). When I combined the two queries, I ended up with 29,156 unique tweets (844 of the tweets used both terms). </span></div>
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</span><br />
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<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">I selected these terms because </span><span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; vertical-align: baseline; white-space: pre-wrap;"><b>I was interested in tweets related to actual protest actions. Over this period there would have been <u>many</u> times more tweets that expressed dissatisfaction with the Maduro regime</b></span><span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Note the search words I used could have been used in other Spanish speaking countries for other reasons, but you will see nearly all of these tweets referred to Venezuela.</span></div>
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<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">These tweets were written (or re-tweeted) by 17,754 people. The greatest number of tweets from an individual tweeter in this 13 hour period was 118 -- so tweet traffic authorship was widely dispersed.</span></div>
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</span><br />
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<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1 summarizes the language used in the tweets. Not surprisingly given the Spanish search terms, 86% of the tweets were in Spanish. </span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="Table1.jpg" height="331" src="https://lh4.googleusercontent.com/12srp-AI1j9HLMc-freJq_TuH0ITbe8aLg0qaLBGpQJ9MQv8lpsC4TECA_77nFtS4VcnrmHcCT5grGbR2YBk6ZCa-Duih46CxFUWjCoaZ8G0gN2lCjDw81WQbKsqMSnNbJgIZJsQ" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="279" /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Location is self-identified and often missing (or whimsical like “Earth”). Of this sample, 39% of the tweeters did not supply location; 55% of those that did were easily identified as being in Venezuela. I suspect the actual percentage is much higher (probably a figure near the percentage of Spanish used in Table 1).</span></div>
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</span><br />
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<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1 shows when those that tweeted in this sample have had their Twitter accounts for some time. The growth up to 2010 partly reflects Twitter’s growing popularity following its creation in 2006.</span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Year of Account Creation Of Tweeters From Sample</span></h4>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="test.jpg" height="281" src="https://lh4.googleusercontent.com/4GcbbwmgmnMVcDizOX_K8Yh_DcHnR3WGEyiFFwOx2-963gMtPF6FimAPPUEinA_fsKa3lHGX8NtIqfw4P2EukJ9DEFw5OqSadaCsrLMWwYkWRkJ7UHVV0yuoPP1INVRzYwiL1trS" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="414" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 2 illustrates the tweeters in this period with the largest number of followers. A number of these are news organizations or politicians. These “broadcasters” tweet a lot and are well followed, but they absorb relatively little information from others on Twitter.</span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="Table2.jpg" height="445" src="https://lh4.googleusercontent.com/0zQsfu-DQB7Ha5OWRHn6stfoUv02Gl1PecbBr17GZUAv-sLX3R4Au6AbtMeTxg9Q6Kg7AiBsOwIzdqhES5ZqjzvSc0_bHU3vib2KkFJKczCSWDvjtpQA-GaCgeKnmLlae91brGSq" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="633" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>The million plus follower numbers shown in Table 2 are atypical of most of the tweeters who issued tweets in my sample. </b></span><span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The median tweeter in my sample had 400 followers and 75% had less than 1,225 followers. The median tweeter also followed 608 people -- thus they are net absorbers of information. Figure 2 shows the distribution of followers for the vast majority of these tweeters with less than 2,000 followers.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: Distribution of Followers For Tweeters w/<2000 Followers From Sample</span></h4>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="Figure1.jpg" height="307" src="https://lh6.googleusercontent.com/_9N8TeozSQwTJY5yXW-CB6w6uYyU-2-f8q8lrENZ259CsJUIqo3ZtQW-DfvvhmG3tCyK2WCpPhVZ_2Z4jyMmZ3SEWxv0bgz3Dbp7zrb7NKXFOD6DpufxbDQ4LmmHqlVwWkpdCxGa" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="454" /></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">To look at follower overlap, I took an arbitrary subset of 15 tweeters in this period with approximately 500 followers (this limited sample was due to the fact that Twitter rate-limits how much follower data one can download). For these 15 tweeters, 98% of their 7,500 aggregate followers were unique. In addition, less than 1% of their followers were themselves also tweeters in my 13 hour sample. </span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Again, the picture that emerges is of a large, non-overlapping group that is sending and receiving information (not a small, highly overlapping group communicating within themselves)</span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></span></div>
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<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Retweets (obviously) dominate tweet traffic in any period of time. Table 3 lists the most retweeted tweets during this period. Again, not surprisingly, the most often retweeted messages tend to be written by those with a large numbers of followers who then retweet the message. Interestingly the number of likes a tweet receives is not highly correlated with how often it is retweeted.</span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="Table3.jpg" height="415" src="https://lh3.googleusercontent.com/mVMJ8AePfaF4yW3j0McnMB55_2oHNhDDekVPyTOBQ7nZRP-3XFWlf3FstwcCVqpil8UhgqeCZG0mFJ118SFJiDDxdplApYfe0n-ns90JM3wx0lx7wzRRDIcInE1d9cRt_rzrXPzp" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="697" /></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 15pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Maduro’s Twitter Strategy</span></h3>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The government uses Twitter as a propaganda channel. The government attempts to </span><a href="http://emergencyjournalism.net/manipulation-of-public-opinion-in-venezuela-using-political-bots/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">manipulate Twitter rankings and uses automated “bots”</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> to inflate the volume of pro-government tweets.</span></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: white; color: #333333; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“In fact, a Freedom House </span><a href="https://freedomhouse.org/report/freedom-net/freedom-net-2013" style="text-decoration: none;"><span style="background-color: white; color: #ffba00; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">report</span></a><span style="background-color: white; color: #333333; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> from 2013 acknowledged that the Venezuelan government had been using social media platforms to spread their point of view and drown out political opposition, and a </span><a href="http://twiplomacy.com/blog/twiplomacy-study-2015/" style="text-decoration: none;"><span style="background-color: white; color: #ffba00; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Twiplomacy study</span></a><span style="background-color: white; color: #333333; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> found that Nicolas Maduro, current president of Venezuela, is the third most effective world leader on Twitter. Curiously, this last study also found that Maduro’s tweets were ten times more likely to be retweeted than liked, raising the suspicion that the accounts doing the retweeting could be bots.”</span></span></div>
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<span style="font-family: "verdana" , sans-serif;"><a href="https://twitter.com/jbo" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Jose Blanco Oliver,</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> founder of </span><a href="https://twitter.com/trendinalia" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">@trendinalia</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> has reported on the regime’s false account creation, methods they use to artificially create “trending topics” favorable to the regime, and an example where</span><a href="https://twitter.com/jbo/status/882738472171319296" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> 47% of pro-government tweets</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> came from 386 bots. In a move which may not be related to this manipulation (but instead to content violating Twitter’s policies), Twitter suspended a large number of Maduro-related accounts in June.[1] The move </span><a href="https://www.reuters.com/article/us-venezuela-politics-twitter-idUSKBN1980U1" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">angered Nicolas Maduro</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> who understands the importance of social media.</span></span></div>
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<span style="font-family: "verdana" , sans-serif;"><a href="https://twitter.com/NicolasMaduro" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Maduro’s own Twitter account</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> is still active and you may have seen in Table 2 that one of his tweets occurred during my sample period. His activity during that period was just one retweet without comment of a story from the Russian news service RT about a young man killed during a protest by his mishandling of an “explosive device.” The article included quotes from regime leaders blaming his death on the opposition. No one "liked" his tweet and no one retweeted it.</span></span><br />
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<span id="docs-internal-guid-71098784-2212-a0d1-ea0d-4f89725960a1"><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Evidence of the regime's unpopularity is shown in Figure 3. While Maduro's (bot inflated) "likes" run around 500 to 2,000 per tweet, former prosecutor <a href="https://twitter.com/lortegadiaz?lang=en">Luisa Ortega Diaz</a> has seen her likes dramatically increase to numbers as high as 15,000 after she turned against Maduro.[2] </span></span></span><br />
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<span style="color: #666666; font-family: "droid sans"; font-size: 14pt; vertical-align: baseline; white-space: pre-wrap;">Figure 3: Luisa Ortega Diaz vs. Maduro Individual Tweet Likes</span></h4>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiUlb1Jj1AceNOX4oPVfXDCYkvK17zYKPuUZkPyocbv6qAvHsTapCskRWXmsn_8qdRmDQgdZBC5mbfmIX17X-us5d59oRO2oD_NO3S1SLegQWjoL_ac9DV8NjYbXFYpkSnGJJRaMiCuOLo/s1600/Rplot.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="421" data-original-width="727" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiUlb1Jj1AceNOX4oPVfXDCYkvK17zYKPuUZkPyocbv6qAvHsTapCskRWXmsn_8qdRmDQgdZBC5mbfmIX17X-us5d59oRO2oD_NO3S1SLegQWjoL_ac9DV8NjYbXFYpkSnGJJRaMiCuOLo/s1600/Rplot.png" /></a></div>
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<span style="font-family: "verdana" , sans-serif; font-size: 16px; white-space: pre-wrap;"><b>Maduro's account is highly active, but features very little original content.</b> In a telling contrast, 97% of his tweets are simple retweets, while 97% of Luisa's are original content.</span><br />
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<span style="font-size: x-small;">[1] </span><span style="color: #111111;"><span style="font-size: x-small;"><span style="font-family: inherit;">Information Minister Ernesto Villegas admitted 80 accounts were suspended according to Reuters, however </span><span style="font-family: knowledge-reg, helvetica, arial, sans-serif;">a</span></span></span><span style="font-size: x-small;">s many as</span><a href="https://twitter.com/jbo/status/876488605501452288" style="font-size: small;"> 3,853 account suspensions</a><span style="font-size: x-small;"> were reported by Jose Blanco Oliver.</span><br />
<span style="font-size: x-small;">[2] Twitter API data constraints limit how far back I was able to download Maduro's tweets in 2017. Twitter limits timeline downloads to 3,200 entries. As Maduro retweets more frequently than Luisa, that 3,200 limit was filled with data only back to May.</span><br />
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<span style="color: #494949; font-family: "open sans"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="color: #494949; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: The R code used to produce the tables and figures is available in “VZLAtwitter.rmd" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> github</span></a><span style="color: #494949; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">. </span>Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-72752821957257356932017-07-03T04:10:00.000-07:002017-07-03T04:29:15.223-07:00The Future Of Democracy<br />
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 17pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary</span></h2>
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<li><span style="font-family: "verdana" , sans-serif; font-size: large; font-weight: normal;">Democracy has increased around the world since the 1970s. However it is not at all clear that this trend should be extrapolated, as the prevalence of democracy has waxed and waned in the past.</span></li>
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<li dir="ltr" style="background-color: transparent; color: black; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><span style="font-family: "verdana" , sans-serif; font-size: large;">Autocrats, military governments and authoritarian one-party states continue to exist. Willingness to use military force against civilians, tribalism, and geopolitical blocks enable these regimes to survive.</span></li>
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<li dir="ltr" style="background-color: transparent; color: black; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><span style="font-family: "verdana" , sans-serif; font-size: large;">A study by <a href="https://www.cgdev.org/blog/why-democracies-fail-lessons-mali" style="text-decoration-line: none;"><span style="color: #1155cc; vertical-align: baseline; white-space: pre-wrap;">Kapstein and Converse</span></a><span style="vertical-align: baseline; white-space: pre-wrap;"> of failed democracies created since the 1960s indicate 4 primary reasons democracies collapse:</span></span></li>
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<span style="font-size: large;"><span style="font-family: "verdana" , sans-serif; font-weight: 400;"> 1) Income inequality</span><br /><span style="font-family: "verdana" , sans-serif; font-weight: 400;"> 2) Inability to constrain the executive branch</span><br /><span style="font-family: "verdana" , sans-serif; font-weight: 400;"> 3) A fragmented society (ethnically or culturally)</span><br /><span style="font-family: "verdana" , sans-serif; font-weight: 400;"> 4) Failure to provide </span><span style="font-family: "verdana" , sans-serif; font-style: italic; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">“...adequate supplies of ‘public</span></span><br />
<span style="font-size: large;"><span style="font-family: "verdana" , sans-serif; font-style: italic; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"> goods’ like </span></span><span style="font-family: "verdana" , sans-serif; font-size: large; font-style: italic; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">health care and education….”</span><span style="font-family: "verdana" , sans-serif; font-size: large; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"> </span></h3>
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<span style="color: #666666; font-family: "droid sans"; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: x-large;"><u>The "Ascendency" Of Democracy</u></span></span></h4>
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<b style="font-weight: normal;"><span style="font-family: "verdana" , sans-serif;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1 shows the Varieties of Democracy Liberal Democracy score in 1975 and in 2016. The darker the color, the stronger the liberal democracy.</span><span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] </span><span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The yellow colored countries are missing data (yellow countries in Europe in 1975 were parts of the former Soviet Union or its satellites). </span><span style="font-weight: normal;"><span style="font-family: "verdana" , sans-serif;"></span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Democracies are more pervasive now than they were in 1975. However there continue to be many non-democratic governments and progress has been uneven in Africa and Asia.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Distribution Of Governments: 1970s and Now</span></h3>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">There have been </span><a href="https://www.brookings.edu/articles/is-democracy-in-decline-the-weight-of-geopolitics/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">several periods of waxing and waning of democracy in the last 100 years</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Democracies doubled following the collapse of monarchies after World War I. However they decreased with the rise of Fascism in the 1930s, only to rebound again when new democracies were established by the Allies after World War II. Many of those newly established (post-colonial) democracies failed, however. Thus democracy declined once again into the 1970s as shown in a chart by Jay Ulfelder based on a different data set. Democracies rebounded in the 1980s with the fall of the Soviet Union and its satellites. </span></span></div>
</b></h2>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: Post World War II Government Type Distribution From </span><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 14pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a href="https://twitter.com/dtchimp" style="text-decoration: none;">Ulfelder</a> </span><span style="background-color: transparent; font-family: "open sans"; font-size: 14pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">based on the <a href="http://oefresearch.org/datasets/reign">REIGN dataset from OEF Research</a></span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="338" src="https://lh5.googleusercontent.com/Xt5jrYOhwCwCFDT7bchJLD9PC4NKgNgPzicd5iciY9DEHuHp0ZxluqWUnbTKos19hnVhIv__u_8RLYjXwJbTb67eCtp79gJwl1Zlw60qFD0ctpH-K0aGrv_EWfhnXxeSZbDTiWng" style="border: none; transform: rotate(0rad);" width="591" /></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Most recently, democracies have failed or weakened in a number of countries including Venezuela, the Maldives, Ecuador, Colombia, Bolivia and Mali. Today we are witnessing autocratic rulers like Nicolas Maduro and Bashar al-Assad who have been able to stay in power by brutally suppressing their citizens through military/paramilitary means, appealing to tribal subsets of their population, and/or obtaining military support from geopolitical allies (e.g., Cuba, Russia, Iran, the U.S. etc.). </span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">New methods of resistance via social media are inexpensive and sometimes effective (e.g., The Arab Spring). However, we also have seen the limits of their effectiveness against autocrats willing to use military force. Indeed, the Castros’ five-plus decades of power are a sad example of autocratic longevity.</span></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: x-large; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Why Do Democracies Fail?</span></h4>
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<span style="font-family: "verdana" , sans-serif;"><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">It is easy to create theories to explain why democracies fail. One fact pattern in particular lends itself to causal theorizing: </span><a href="https://object.cato.org/sites/cato.org/files/serials/files/cato-journal/2016/2/cato-journal-v36n1-11.pdf" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">economic freedom produces faster economic growth</span></a><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">, but </span><a href="http://www.lisdatacenter.org/wps/liswps/631.pdf" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">faster economic growth is associated, at least initially, with growing income/wealth inequality</span></a><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">. But attempts to apply this fact pattern specifically to failed democracies </span><a href="http://www.annualreviews.org/doi/abs/10.1146/annurev-polisci-061014-101840" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">has not produced convincing confirmation</span></a><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> that wealth inequality alone is sufficient to cause a democracy to fail. </span></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">A comprehensive </span><a href="http://cddrl.fsi.stanford.edu/sites/default/files/19.4.kapstein.pdf" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">study of 120 democratizations since the 1960s by Kapstein and Converse </span></a><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">indicates democratic failure can be complex and influenced by initial conditions. They cite four primary factors associated with democratic failures:</span></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Inequality/poverty/infant mortality</span><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: New democracies that started with high levels of inequality, poverty and/or infant mortality tended to fail if they could not demonstrate they could improve the lives of ordinary citizens. Some countries with high initial poverty and inequality were nevertheless able to maintain their democracies (e.g., Guatemala) by showing progress. Democracies were especially prone to failure If benefits appeared to accrue only to a small “elite”.</span></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Inability To Constrain The Executive Branch</span><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: Kapstein and Converse found that new democracies which put greater limits on the executive failed only 40% of the time, while those with weak executive limits failed 70% of the time. Almost by definition, a democracy does not exist if an executive can alter the constitution or suspend elections due to a “state of emergency.”</span></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">A Fragmented Society</span><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: </span><a href="https://www.cgdev.org/blog/why-democracies-fail-lessons-mali" style="text-decoration-line: none;"><span style="color: #1155cc; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Societies that are fragmented have a difficult time building and/or sustaining political institutions.</span></a><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-size: 12pt; font-style: italic; vertical-align: baseline; white-space: pre-wrap;">“Such societies are often characterized by ‘insider’-’outsider’ tensions that are not easily resolved. As the ‘insiders’...centralize political power, the ‘outsiders’ may find they have no alternative but to try and overthrow the regime.”</span></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Failure To Supply Public Goods </span><span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Both healthcare and education are examples of areas now assumed to be public goods (although not so in the 1800s). Failure to deliver them or providing them only to an “elite” group causes citizens to question whether democracy truly serves them. Education in particular plays a key role in upward mobility and in the perception of a fair opportunity for all.</span></span></div>
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<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">There is also some evidence that democracy is a learned way of life -- the longer a democracy has lasted, the more likely it is to continue. Indeed Great Britain, Australia, Canada and the United States are prime examples of long-lived continuous democracies.[3]</span></span><br />
<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;"><br /></span></span>
<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">As to why more democracies are failing now, some commentators observe the United States is no longer able to forcefully promote democracy as effectively as it did from WW II through the fall of the Berlin Wall. US leadership has weakened for a number of reasons and non-democratic models like China and Russia have become prominent.[4] </span></span></div>
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<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">The increasing intensity of political debate in the US over exactly the four factors identified by Kapstein and Converse is quite striking. Both mainstream and social media feature discussions of inequality, executive power (the increasing use of executive orders by both Democrats and Republicans), cultural divides (Red State/Blue State, Urban/Rural, Bi-coastal/Center, College/non-College) and public goods like healthcare and education. While the discussions can seem tiresome and interminable, Kapstein and Converse’s work suggest they are critical to the continued health of our democracy.</span></span><br />
<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;"><br /></span></span>
<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">While it may seem far-fetched, <a href="https://www.authwarningsurvey.com/single-post/2017/06/27/Expert-Survey-on-American-Democracy-June-2017">a recent poll of democracy experts</a> points to a </span></span><span style="font-family: "verdana" , sans-serif; font-size: 16px; white-space: pre-wrap;">10% probability that democracy could break down in the US within four years.</span><span style="font-family: "verdana" , sans-serif; font-size: 12pt; white-space: pre-wrap;"> Note the difference in Figure 3 between the United States and both the United Kingdom and Canada.</span><br />
<span style="color: #434343; font-family: "open sans"; font-size: 14pt; white-space: pre-wrap;"><br /></span>
<span style="color: #434343; font-family: "open sans"; font-size: 14pt; white-space: pre-wrap;">Figure 3: <a href="http://strong%20perception%20that%20democracy%20is%20weakening%20in%20the%20us%2C%20particularly%20relative%20to%20the%20u.k.%20and%20canada./">Authoritarian Warning Survey, June 2017</a></span></div>
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<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;"><img src="https://static.wixstatic.com/media/acd3df_2c336ac28c6f49d1a3b08c2a59d5e052~mv2.png/v1/fill/w_550,h_283,al_c,usm_0.66_1.00_0.01/acd3df_2c336ac28c6f49d1a3b08c2a59d5e052~mv2.png" /></span></span></div>
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<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">While the probability of breakdown is low, 89% of respondents agreed that democracy has become weaker in the US over the last 10 years. This should serve as a serious warning not to take US democracy for granted.</span></span></div>
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<span style="font-family: "open sans"; font-size: 10pt; font-weight: normal; vertical-align: baseline; white-space: pre-wrap;">[1] See the Varieties of Democracy <a href="https://www.v-dem.net/en/data/data-version-7/">website</a> </span><span style="font-family: "open sans";"><span style="font-size: 13.3333px; font-weight: normal; white-space: pre-wrap;">for the data and the codebook defining their liberal democracy score.</span><span style="font-weight: normal; white-space: pre-wrap;"><span style="font-size: x-small;"> </span></span></span><span style="font-size: x-small; font-weight: normal;">Coppedge, Michael, John Gerring, Staffan I. Lindberg, Svend-Erik Skaaning, Jan
Teorell, David Altman, Michael Bernhard, M. Steven Fish, Adam Glynn, Allen Hicken,
Carl Henrik Knutsen, Joshua Krusell, Anna Lührmann, Kyle L. Marquardt, Kelly
McMann, Valeriya Mechkova, Moa Olin, Pamela Paxton, Daniel Pemstein, Josefine
Pernes, Constanza Sanhueza Petrarca, Johannes von Römer, Laura Saxer, Brigitte
Seim, Rachel Sigman, Jeffrey Staton, Natalia Stepanova, and Steven Wilson. 2017. “V-
Dem [Country-Year/Country-Date] Dataset v7.” Varieties of Democracy (V-Dem)
Project.
&
Pemstein, Daniel, Kyle L. Marquardt, Eitan Tzelgov, Yi-ting Wang, Joshua Krusell and
Farhad Miri. 2017. “The V-Dem Measurement Model: Latent Variable Analysis for
Cross-National and Cross-Temporal Expert-Coded Data”. University of
Gothenburg, Varieties of Democracy Institute: Working Paper No. 21, 2nd edition.</span><span style="font-family: "open sans"; font-size: 13.3333px; font-weight: normal; white-space: pre-wrap;"> </span><br />
<span style="font-family: "open sans";"><span style="font-size: 13.3333px; font-weight: normal; white-space: pre-wrap;">[2] </span></span><span style="background-color: white; font-family: "muli" , sans-serif; font-weight: normal;"><span style="font-size: x-small;">Bell, Curtis. 2016. The Rulers, Elections, and Irregular Governance Dataset (REIGN). Broomfield, CO: OEF Research. </span></span><span style="font-size: x-small;"><span style="background-color: white; font-family: "muli" , sans-serif; font-weight: normal;">Available at </span><a href="http://oefresearch.org/" style="background-color: white; box-sizing: border-box; color: #3498db; font-family: Muli, sans-serif; font-weight: normal; text-decoration-line: none;">oefresearch.org</a></span></div>
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<span style="font-family: "open sans"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;">[3] But voting rights excluded significant portions of the population prior to 1918 both within the </span><a href="https://www.dailykos.com/story/2011/8/14/1006781/-" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: "open sans"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;">United Kingdom</span></a><span style="font-family: "open sans"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> and the US.</span><br />
<span style="font-family: "open sans"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;">[4] <a href="https://www.blogger.com/">Reasons cited for weaker US influence include an inability to establish durable democracies in Iraq and Afghanistan despite military intervention and growing isolationism of the US electorate.</a></span></div>
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<span style="color: #494949; font-family: "open sans"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="color: #494949; font-family: "open sans"; font-size: 12pt; font-weight: normal; vertical-align: baseline; white-space: pre-wrap;">: All Figures except Figure 2 from Ulfelder can be generated by using the</span><a href="https://www.r-project.org/" style="font-weight: normal;"><span style="color: #1155cc; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> free, publicly-available R program</span></a><span style="color: #494949; font-family: "open sans"; font-size: 12pt; font-weight: normal; vertical-align: baseline; white-space: pre-wrap;"> and the R code (with free data links) available in “democracy.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="font-weight: normal;"><span style="color: #1155cc; font-family: "open sans"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> github</span></a><span style="color: #494949; font-family: "open sans"; font-size: 12pt; font-weight: normal; vertical-align: baseline; white-space: pre-wrap;">. Ulfelder’s R code is linked to his Twitter feed.</span></span></h2>
Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-30373850103859885252017-06-26T05:14:00.003-07:002017-06-26T05:34:58.494-07:00Venezuela's Next Government<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: center; text-indent: -18pt;">
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span id="docs-internal-guid-573ecdf6-b7f0-a54a-ae3e-b99acf3f36bc"><span style="color: black; font-size: 14pt; vertical-align: baseline;"><img height="314" src="https://lh5.googleusercontent.com/n4PV8vSSNczTNTOKDqVPa1hb3jcKxOyEW59ZhVeHC2eHMm3VpTbYDm1Vi8bQe1w8pdzVZ1_o25C5dadqNpcQIovHzhdSQU0bXldCOICn5tEANI_hLcN5e7_gOeaDuvI8dj1e6lm4" style="border: none; transform: rotate(0rad);" width="600" /></span></span></span></h2>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
<ul>
<li><span style="font-family: "verdana" , sans-serif;">Venezuelans are being oppressed by the autocrat Nicolas Maduro. His policies have caused hyperinflation, the Venezuelan currency to <a href="http://venezuelaecon.com/" style="text-decoration-line: none; white-space: pre-wrap;"><span style="color: #1155cc; vertical-align: baseline;">depreciate by 90%</span></a><span style="vertical-align: baseline; white-space: pre-wrap;"> since the beginning of 2016, an acute scarcity of both food and medicine, and a </span><a href="http://edition.cnn.com/2017/05/10/health/venezuela-malaria-infant-mortality/" style="text-decoration-line: none; white-space: pre-wrap;"><span style="color: #1155cc; vertical-align: baseline;">shocking rise in maternal deaths and infant mortality</span></a><span style="vertical-align: baseline; white-space: pre-wrap;">.</span></span></li>
<li><span style="font-family: "verdana" , sans-serif;">Venezuelans are rising up in protest. Protests have occurred continuously for 3 months and are</span> <a href="https://www.bloomberg.com/politics/articles/2017-06-14/venezuelan-casual-protesters-drop-out-as-violent-clashes-heat-up" style="font-family: Verdana, sans-serif; text-decoration-line: none; white-space: pre-wrap;"><span style="color: #1155cc; vertical-align: baseline;">becoming more intense</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;">. Maduro’s armed forces, with the help of paramilitary groups and </span><a href="https://twitter.com/jourdg/status/872582454934212609" style="font-family: Verdana, sans-serif; text-decoration-line: none; white-space: pre-wrap;"><span style="color: #1155cc; vertical-align: baseline;">Bolivian</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;"> and Cuban soldiers, are now firing </span><a href="https://www.theguardian.com/world/2017/jun/10/anti-government-demonstrations-convulse-venezuela?CMP=share_btn_fb" style="font-family: Verdana, sans-serif; text-decoration-line: none; white-space: pre-wrap;"><span style="color: #1155cc; vertical-align: baseline;">metal balls</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;"> and </span><a href="http://www.miamiherald.com/news/nation-world/world/americas/venezuela/article153867184.html" style="font-family: Verdana, sans-serif; text-decoration-line: none; white-space: pre-wrap;"><span style="color: #1155cc; vertical-align: baseline;">tear gas canisters directly at protesters</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;">. To date they have </span><a href="https://www.reuters.com/article/us-venezuela-politics-idUSKBN19304Y" style="font-family: Verdana, sans-serif; text-decoration-line: none; white-space: pre-wrap;"><span style="color: #1155cc; vertical-align: baseline;">killed approximately 80 protesters, many of them under the age of 18</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;">. In addition they are systematically </span><a href="https://twitter.com/rodrigopb13/status/869690681446596608" style="font-family: Verdana, sans-serif; text-decoration-line: none; white-space: pre-wrap;"><span style="color: #1155cc; vertical-align: baseline;">destroying private property</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;"> where protests are occurring.</span></li>
<li><span style="font-family: "verdana" , sans-serif;">Essentially Maduro has co opted Venezuelan oil reserves to pay off his security forces. Maduro is also surviving by paying usurious interest rates to obtain money from sources including China, Russia,</span> <a href="https://www.wsj.com/articles/venezuelan-bonds-rise-on-belief-private-deals-can-help-avoid-a-default-1496185082" style="font-family: Verdana, sans-serif; text-decoration-line: none; white-space: pre-wrap;"><span style="color: #1155cc; vertical-align: baseline;">Goldman Sachs, Nomura and the hedge fund Fintech Advisory</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;">. Estimates vary widely on the </span><a href="https://www.bloomberg.com/news/articles/2017-06-15/to-avert-default-venezuela-turns-to-its-secretive-bag-of-tricks" style="font-family: Verdana, sans-serif; text-decoration-line: none; white-space: pre-wrap;"><span style="color: #1155cc; vertical-align: baseline;">remaining value of other assets available to Maduro</span></a><span style="font-family: "verdana" , sans-serif; vertical-align: baseline; white-space: pre-wrap;">.</span></li>
<li><span style="font-family: "verdana" , sans-serif;">Handicapping exactly when Maduro will fall is therefore quite difficult. Although Venezuelans used to have a democracy, the history of government transitions around the world from "personal" governments since 1949 sadly suggests their next government may well be headed by the military or another dictator. Venezuelan protesters have shown great bravery and I sincerely hope they will be successful in forming a new democratic government.</span> </li>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a name='more'></a></span><span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><br /></span></h4>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">When Will Maduro Fall?</span></h4>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Maduro's regime should fail because it cannot provide the basic functions of government: a sound monetary system, the rule of law, economic growth, and adequate food and healthcare. But predicting the exact date Maduro falls is difficult. Analysts have looked at Venezuela’s financial condition, attempted to assess when the military might change political allegiance, and wondered about the growing global attention to Maduro’s oppression. Financial markets now </span><a href="https://www.bloomberg.com/news/articles/2017-06-15/to-avert-default-venezuela-turns-to-its-secretive-bag-of-tricks" style="font-family: verdana, sans-serif; text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">price in a 60% likelihood that Venezuela will default in the next 12 months</span></a><span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span></span><br />
<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span>
<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Political change is most likely to occur if the Venezuelan </span><span style="background-color: transparent; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><a href="http://abcnews.go.com/International/wireStory/eyes-venezuelan-military-country-teeters-47905666" style="text-decoration: none;"><span style="color: blue;">military elite decides to abandon Maduro</span></a><span style="color: #1155cc;"> </span></span><span style="background-color: transparent; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">because they have weapons,</span><span style="background-color: transparent; color: #1155cc; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; font-family: "verdana" , sans-serif; font-size: 12pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">but</span><span style="background-color: transparent; font-family: "verdana" , sans-serif; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"> the military's role in drug trafficking and killing protesters means it is hard to find a General with "clean hands" required for popular support. <a href="https://opinionator.blogs.nytimes.com/2015/02/13/a-military-manual-for-nonviolent-war/"><span style="color: blue;">A lesson taken from students' successful overthrow of Serbia's dictator</span></a> suggests Venezuelans should look for ways to recruit members of the police and military to their side. </span></span><br />
<span style="color: black; font-family: "verdana" , sans-serif; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="color: black; font-family: "verdana" , sans-serif; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">A different analytical approach was taken by Jay Ulfelder in his </span><a href="https://dartthrowingchimp.wordpress.com/2013/11/17/can-venezuelas-maduro-survive-hyperinflation/" style="font-family: verdana, sans-serif; text-decoration-line: none;"><span style="color: #1155cc; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">interesting blog piece</span></a><span style="color: black; font-family: "verdana" , sans-serif; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> written in 2013. He looked at political regime change data following hyperinflations to estimate how long Maduro might last. Figure 1, reproduced from his blog, shows the likelihood an autocrat is ousted as a function of the duration of hyperinflation. At the time Ulfelder did his study, Venezuela was not yet in hyperinflation. </span><a href="https://www.cato.org/blog/venezuela-enters-record-book-officially-hyperinflates" style="font-family: verdana, sans-serif; text-decoration-line: none;"><span style="color: #1155cc; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Based on the Hanke-Krus criteria of 50% monthly inflation lasting at least 30 days, Venezuela officially entered into hyperinflation in November, 2016.</span></a><span style="color: black; font-family: "verdana" , sans-serif; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> Thus Venezuela has only been in hyperinflation for 7 months and Maduro’s probability of being ousted is still lower than 10% according to this data.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Probability Autocrat Ousted As Function Of Hyperinflation Duration Per </span><a href="https://dartthrowingchimp.wordpress.com/2013/11/17/can-venezuelas-maduro-survive-hyperinflation/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Ulfelder</span></a></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="353" src="https://lh5.googleusercontent.com/-Md5ed3L5qd9Wbgkv9LYO1KlM5QkQU-Os9OkZ8Lr6ZzfErssJueaikrMo-nQDUEbMTuXr7tpt0AyCdq8_hk8TcXnFJHax7J9yMf5jOjzqqW7GE2XNfVxAD-bOAipnxvblvcisCe6" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="353" /></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Venezuela’s Next Government</span></h4>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Another way to try and gain insight into Venezuela’s future is to examine data on past coups and political transformations. Comprehensive data on this topic from 1950 onwards is freely available within the REIGN dataset from OEF research.[1] </span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Figure 2 shows the incidence of coups after 1949. Coup attempts have become less common since 2000. It is not clear whether this is because governments have become better at controlling citizens, or because of a greater reluctance to use violence on the part of those looking to overthrow governments.</span></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: The Number Of Coups Since 1949</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="462" src="https://lh3.googleusercontent.com/iEIKLUiCJybkmfpWUkmpGJTS2bDb1vBpP5H4LXMR2f4FXLuzE4_DX0qAWZGNHB5n6GLx-qyrSACN2KHX3ZKuKoowZpyczcITnU83wM6XV4t0Z0OGEs7wmiLOuOviHqNOQrQv1tCz" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="616" /></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Table 1 summarizes a leader’s tenure prior to a coup attempt. Interestingly unsuccessful coups happen sooner than successful ones. The median prior leader tenure before a successful coup is 3 years, with an average of 5.4 years. Maduro has been in power for 3.8 years. </span></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: Leader Tenure Prior To Coups - REIGN database</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="149" src="https://lh3.googleusercontent.com/qAzSPQHe6RiKB6oCgol7AVnftC5pPsSIqOcgh6-xX60XKw40ziU5dGC6irEkZ4dioiI5_kNV_RtgridE4ou_cjXe-2DZp5JzVzweSwzQtanBBcOiDjteRdA5zeXQoVsksfPaCQwY" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="513" /></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The REIGN database classifies the current Venezuelan government as a </span><a href="http://oefresearch.org/sites/default/files/REIGN_descriptions.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">“personal” government </span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, meaning power </span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: italic; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“...is highly concentrated in the hands of a non-monarch dictator.” </span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The dataset includes 45 cases where a “personal” government was successfully overthrown by a coup. Table 2 shows the distribution of successor government types following those coups. </span></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 2: Government Type Following Successful Coup Overthrowing A “Personal” Government</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="223" src="https://lh5.googleusercontent.com/g1oX7sRbv0xBSuhylL_ov1eb3yas9qtJgXnfmNS1BnhSz9-20I4R62G4IGoizXwmpwOKYDNYQxnJxQWMNIbUL2tVO3aAhVPO-hdA_Ke_kXUKcTIcrdMH3C4ajhNDJKsrvns43zLO" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="273" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">The data shows about a 50% chance that a new government following the overthrow of a “personal” government will be another “personal” or “party-personal” government. There is also a 50% probability the new government will be some form of military government. Notable there are no cases where the new government was fully democratic (“presidential” or “parliamentary” per the REIGN database).</span></span></div>
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<span style="font-family: "verdana" , sans-serif;"><b><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Of course, </span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: italic; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Venezuela’s transition to a new government could occur without a coup</span></b><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> via new elections if Maduro agreed to hold them (or they were held after he fled the country). Table 3 looks at all 79 regime changes from a “personal” government (including coups and peaceful transitions).</span></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 3: All Regime Transitions From “Personal” Government Type</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="288" src="https://lh5.googleusercontent.com/MGmtnV11Yn7tkEf9UMkbdB2y9ma2L6mQV86_NBu4JHoJkG59le5Vh_AEuqOLfzVWwP1tcj_jiCE3QR7ATFN6rpu7Rpo_LLM8pufOXtmdR1MlHkUcPQUKNlpjclDGHEIjQPb0iiJT" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="275" /></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Including peaceful transitions, <b>fully democratic governments have followed “personal” government's only about 14% of the time</b>. In some ways Tables 2 and 3 are not surprising: “personal” governments (and coups) are inherently unstable and lead to difficult transitions.</span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Venezuela’s government prior to Maduro was a democratic one. Does this improve the odds that it can return to democracy? <b>When I looked at all “personal” government cases where the preceding regime was democratic, I found the odds improved only slightly from 14% to 21%</b> that Venezuela’s next government will be fully democratic. This is based on a very small subsample of 14 cases, however. </span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Mining historical data in this way provides only hints of insight. The data is limited, imprecise, and easily overshadowed by the peculiarities of a specific situation.[2] Most importantly, the future is not constrained by the past</span></span><span style="font-family: "verdana" , sans-serif; font-size: 16px; white-space: pre-wrap;">.</span><br />
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;"><br /></span></span>
<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">My fervent hope is that Venezuelans suffering will end soon. There have been successful revolts against dictators in the past in countries including <a href="https://opinionator.blogs.nytimes.com/2015/02/13/a-military-manual-for-nonviolent-war/">Serbia</a>, <a href="http://www.bbc.com/news/world-africa-18987589">Ghana</a>, and the <a href="http://www.bbc.com/news/av/magazine-35526200/how-filipino-people-power-toppled-dictator-marcos">Philippines</a>. </span></span><span style="font-family: "verdana" , sans-serif; font-size: 12pt; white-space: pre-wrap;">Venezuelans have show great courage and strength in their protests and I also sincerely wish them success in forming a new democratic government in which their voices are heard.</span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] </span><span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Bell, Curtis. 2016. The Rulers, Elections, and Irregular Governance Dataset (REIGN). Broomfield, CO: OEF Research. Available at </span><a href="http://oefresearch.org/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">oefresearch.org</span></a><span style="background-color: transparent; color: black; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. The data includes some information prior to 1950, but in many cases regime information is missing. Thus I restricted my analysis to data post-1949.</span></span><br />
<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] </span><span style="white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif; font-size: x-small;">Notably I did not attempt to condition the historical regime change data based on the presence of natural resources like oil.</span></span></div>
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<span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">: All Figures except Figure 1 from Ulfelder can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> free, publicly-available R program</span></a><span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> and the R code (with free data links) available in “uprisings.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> github</span></a><span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. <a href="https://dartthrowingchimp.wordpress.com/2013/11/17/can-venezuelas-maduro-survive-hyperinflation/">Ulfelder’s data and code are linked to his blog piece</a>.</span></div>
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Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-76347408796725831492017-06-19T03:26:00.001-07:002017-06-19T03:26:20.337-07:00Why I Reduced Investment Risk Last Week <h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-left: 18pt; margin-top: 0pt; padding: 0pt 0pt 0pt 18pt; text-align: center; text-indent: -18pt;">
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhopFetmZNXFbRcS1rfAU1Hlnt7AUmmHWKntao9YiPT06T3znu7fePrgWgp9Ajx3zVFyIR8cnOxT_rOEuWKwSZ-h05AY9I0ib1yy0u-1mNnWRXPabGa6G6ntGN1Ia-z4IwZoI75Ak-oPV8/s1600/download+%25281%2529.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="252" data-original-width="200" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhopFetmZNXFbRcS1rfAU1Hlnt7AUmmHWKntao9YiPT06T3znu7fePrgWgp9Ajx3zVFyIR8cnOxT_rOEuWKwSZ-h05AY9I0ib1yy0u-1mNnWRXPabGa6G6ntGN1Ia-z4IwZoI75Ak-oPV8/s1600/download+%25281%2529.jpg" /></a></div>
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Summary:</h2>
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<li style="white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">I reduced the risk of my investments last week because I believe investors are now inadequately compensated for assuming risk. My action was primarily based on risk premiums most easily observed in the High Yield and Emerging Market bond markets. </span></li>
<li><span style="font-family: "verdana" , sans-serif;"><span style="white-space: pre-wrap;">I was also influenced by expectations that the Federal Reserve will continue to tighten monetary conditions. While initial Federal Reserve rate increases are often associated with strong stock market returns, historically tightening has eventually resulted in stock market losses. </span></span></li>
<li style="white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">While this essay explains my action, it also explores a number of good reasons to believe my decision is inappropriate for other investors, incorrect, and/or too early. </span></li>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a name='more'></a></span></h4>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: large;">Risk Premiums</span></span></h4>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Figure 1 shows three “risk premiums”: 1) the yield spread of high yield bonds over Treasuries, 2) the yield spread of Emerging Market bonds over Treasuries, and 3) the implied volatility of S&P 500 options. The red dashed lines show the 10th and 90th percentile levels, while the blue dashed line is the median value. All three measures indicate investors see very little risk currently.</span></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: High Yield, Emerging Market and S&P 500 Risk Premiums</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="298" src="https://lh5.googleusercontent.com/CxADbqw-Z0OHxVidrrthmUziY1jGSih7iKFtzeb17SztJEjigzR3Z4-yMfSJVdmwj-aa0WlXOF91dE1t0gEfWaFe5Vsf9noTsGu7LV4bkKQtiEr8MBZFCqljukUKUT6_EMHe2B_1" style="border: none; transform: rotate(0rad);" width="640" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="304" src="https://lh4.googleusercontent.com/5qa-xL6Pq-Jtz4of4DHdZimPi1EzbiXafVkTZp5Fhl8164enmMCNcuzDn-62H16cZiztYqCFERCrqEi_Qwp4ZpcfK2vT7sJ_xFXe3P3ceZka8f0bCuXpcFMzYA_9ZvfKdKWrRWQ7" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="652" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="309" src="https://lh4.googleusercontent.com/0RBYBlqQOTj5dzxExsS-WDA6tlDRCmED3Gc7aniY0s9yOFfskf5T2SRtfCd2JW6AEG7VSFTttRwxSOY-p5nUQADfNusmFp3jPSosoiJEKyFN-vAociXTFiaPnif_BcBO-DnuLsBi" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="664" /></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">All three measures also indicate how skewed risk and reward is currently. If high yield spreads decreased tomorrow from their current value of 3.7% over Treasuries to their 10th percentile value of 3.04%, investors would earn 2.6% in market value appreciation (assuming a duration of 4 years). If, however, high yield bond spreads increased to their 90th percentile value of 8.4%, investors would lose about 19%. That is not a very favorable risk/reward ratio.</span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Figure 2 illustrates the fact that high yield bond, emerging market bond and stock market returns have been highly correlated in the past. This leads to the general observation that it is unlikely that one of the three asset classes will do well if the other two perform poorly.</span></span></div>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: Trailing 12 Month High Yield, Emerging Market Bond and S&P 500 Returns</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="335" src="https://lh3.googleusercontent.com/Fmfrco4QZwxrRQmtEGj7hzsYYCvKxx54hhRLW0xAa5EffvUcgx8TVdx4tkIgWAC3FtqzdsVIK8n11TgUOyMfLY4FyWHG9jfRLUOMGPP5EQJN40HHZPeRAZVHv5eMdPhtclq5gzL_" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: large;">Risky Asset Returns And The Federal Reserve</span></span></h4>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Historically, risky assets have continued to perform well through the first part of a Federal Reserve tightening cycle. In a sense the first few rate increases by the Federal Reserve validate investors’ perception that the economy and earnings growth are strong. It is not uncommon, however, for investors to begin to worry after additional rate increases. Some investors begin to fear that the Fed will go too far and cause a recession. Higher short term Treasury yields also begin to seem like an attractive alternative to remaining invested in assets which could lose money. </span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">This interplay is shown in Figure 3: higher short term rates influenced by the Federal Reserve and falling long-term Treasury rates due to growing concern about slowing economic growth cause the 10 year - 1 year Treasury yield spread to approach 0. Poor stock market returns often occur subsequent to that yield curve spread decrease (leading to the old market maxim “don’t fight the Fed”).</span></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3: Trailing 12 Month S&P 500 Returns vs. 10 yr - 1 yr Treasury Spread</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="335" src="https://lh5.googleusercontent.com/H94R3BZkvOuETIrWBTamwxVtFiRYKrDpiWK0QYq1UvOmPkbIWaZDUE8QeSTRfSSJdOSoPJhxXcMh9R1CrS2tDtXWIbCsCJpT_VijtbkzJFxWYEz3mmtjy4ATT6IAhJ6R-qt8tZvE" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Figure 3 shows that the 10 year/1 year Treasury spread is not yet at zero. So one can certainly argue it is too early to reduce portfolio risk. That may indeed be the case, but Figure 1 also shows you are not being paid very much to guess correctly exactly when a market sell off might occur.</span></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: large;">Worry When Insurance Becomes “Cheap”</span></span></h4>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">Another indicator that has changed behavior recently is the increasing potential payoff of a long term S&P 500 put option (e.g., LEAPs). Figure 4 shows the percent payoff to a 10% out of the money LEAP if the S&P 500 were to fall 40%. This recent increase in potential payoff reflects the fact that LEAP options are cheap because implied volatility is so low. An increased potential payoff also occurred (well before) the significant market sell offs following the bubbles of 1999 and 2007. Again Figure 4 (which is really just a restatement of low VIX levels) suggests it may be too early to reduce risk, but I sense increased wariness is warranted.</span></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4: Payoff to 10% Out Of The Money LEAP to 40% S&P 500 Sell Off</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="335" src="https://lh4.googleusercontent.com/VWLQY2xkrd9noQV6T2A2fzQk-c5iW_BFjcsQ6xF24FzaHzaRkPIQfi-XMmUHet-YkM0U-UmWtR7ALyIgy7tdZvEKNyFl9a3-0k1Jtjsvq1JIeRhfe4eFnnYRgSPqjfyPkcHi_FUV" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: large;">Why A Sell-Off Of Risky Assets Could Be A Year Or More In The Future</span></span></h4>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">I’ve already mentioned several reasons reducing risk in your portfolio may be premature: spreads have been slightly narrower in the past, the 10 year/1 year Treasury spread is not yet at 0, and potential LEAP payouts have been even higher than they are now. </span></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5 also shows that a reasonably reliable (but not infallible) predictor of recession -- the </span><a href="http://www.frbsf.org/economic-research/files/el85-17.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Duncan Indicator</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> (based on the cyclical components of GDP) -- is not yet signalling an imminent recession. </span></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "open sans"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5: Duncan Indicator As Predictor Of Recessions</span></h3>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="335" src="https://lh3.googleusercontent.com/_Wv11tNt-h9BexKeyJpSG17hVk-a0jnPG4i3b_1QFY6aHO4NvKQ8MVMfpI56MZhLahRJCua5QYN04ctkJ6gnxxq903IpUxeT7tbvSbyfqG_DqtgWA-BhDNGyUdtTX7I5kkn1Hlyq" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Finally, another scenario that could prove me wrong is if corporate earnings growth meets strong expectations. Ultimately the S&P 500 closely follows corporate earnings. Currently, </span><a href="http://us.spindices.com/documents/additional-material/sp-500-eps-est.xlsx?force_download=true" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">bottom up equity analysts expect S&P 500 annualized earnings growth of about 16% through 12/31/2018</span></a><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. That’s about 80 to 90% higher than historical median annual earnings growth since 1988. But if it happens, the stock market should rise commensurately. S&P earnings growth does historically exceed US GDP growth.[1] But with expected long-term nominal GDP growth of around 3.3% (based on productivity growth of about 0.7%, population growth about 0.6% and inflation around 2%), those expectations seem high to me.[2] </span></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "droid sans"; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: large;">More Reasons To Ignore What I’m Doing</span></span></h4>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Market timing is notoriously difficult, and most people advise against it.</span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Certainly </span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: italic; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">for the young with nearly all of their asset accumulation ahead of them, reducing risk makes very little sense</span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. For the young, the best strategy is steady saving and investing in broadly diversified global funds with low fees.</span></span></div>
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<span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-family: "verdana" , sans-serif;">However, for those who are not likely to accumulate substantial additional assets (retirees and pre-retirees), the cost of a false positive (i.e., acting on an incorrect signal to reduce risk) is much lower relative to the potential benefit of escaping a significant market sell off. Accepting modestly lower returns in the near term -- perhaps a year or so -- may well be a good strategy. </span></span></div>
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<span style="font-family: "verdana" , sans-serif;"><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">For me the compelling reason to reduce risk is illustrated in Figure 1: I believe </span><span style="background-color: transparent; color: black; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">you simply aren't getting paid enough now to be heavily exposed to risky assets.</span></span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] The S&P 500 exhibits “survival bias” because Standard & Poor’s continuously adds faster growing companies and drops slower growing companies from their index.</span></div>
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<span style="background-color: transparent; color: black; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] See “Secular Trends” tab of </span><a href="http://rpubs.com/whelanh/MarketAnalysis" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">http://rpubs.com/whelanh/MarketAnalysis</span></a></div>
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<span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">: Figures can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> free, publicly-available R program</span></a><span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> and the R code (with free data links) available in “reduceEquityRisk.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> github</span></a><span style="background-color: transparent; color: #494949; font-family: "open sans"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-62221028608570041702017-06-12T04:11:00.002-07:002017-06-12T13:16:53.016-07:00Economists And Public Policy<b id="docs-internal-guid-b4d55e6d-1c51-4fa8-15d0-294110dda917" style="font-weight: normal;"><br /></b>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="274" src="https://lh6.googleusercontent.com/FuY9Q7057pRvdvUEqRUm7ZvWFDxR62HZHQmlfPOQ2S_314Rc4OkicPkx07tTXOvEODdQp4IhI8auh2tucvBnsBWA0d4qpmHkFTmWUYpnur6qvS5rPtLQXjijTId0zQweULeD2743" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="582" /></span></h2>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary: </span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Economists often refer to results they don’t have explanations for as “puzzles.” From my perspective, those “puzzles” touch on nearly every important economic change over the last 150 years.</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In fact, economists (and other social scientists) have recently begun questioning the reliability of their research. In other words, do they have a sound basis for knowing what they think they know? To further complicate things, humans adapt to policy and change behavior. Not only does that make extrapolation dangerous, it burdens policy makers with the need to guess about new behavioral consequences arising from the policies they propose.</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Such incomplete knowledge begs the question of why anyone has faith in economic policy. But humans have a strong bias toward the illusion of control -- a belief that their actions control outcomes. For example, few people question whether the Federal Reserve “controls” interest rates. A credible argument can be made that the Federal Reserve really only adjusts to long term changes that would have occurred with or without them.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Society is unlikely to resist the urge to impose new policies -- it is simply too attractive to think one can “solve problems.” Perhaps economists greatest contribution can be to ask critical questions and recall for us the results of past hubris. </span></div>
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<a name='more'></a><span style="color: #666666; font-family: "roboto"; font-size: 14pt; font-weight: 700; white-space: pre-wrap;">Economic Puzzles</span><br />
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">If you spend much time reading current economic research, you will soon pick up on the recurring use of the word “puzzle” to describe something that economists don’t fully understand or that hasn’t turned out the way they expect. A short list includes: </span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: decimal; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<a href="https://soundcloud.com/macro-musings/krugman" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Why didn’t monetary policy and quantitative easing work as well as expected post 2008</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">?</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Why has income inequality grown even as higher education became more prevalent?</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: decimal; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Why hasn’t the supply of PhDs kept up with the increased wage premium for advanced education?</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: decimal; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Why has productivity declined?</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: decimal; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Why did the economy slump after WW I, and then surprise economists after WW II when it boomed?</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: decimal; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Why has the relationship between inflation and unemployment (the “Phillips Curve”) broken down?</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This is by no means an exhaustive list and there is no shortage of proposed (and often competing) explanations for these questions. </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The following abstract from the World Bank Group publication </span><a href="https://openknowledge.worldbank.org/bitstream/handle/10986/20601/928640PUB0978100Box385358B00PUBLIC0.pdf?sequence=1&isAllowed=y" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Puzzles In Economic Growth</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> is also illustrative of developments that have surprised economists (before the fact): </span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: white; color: #333333; font-family: "open sans"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“Looking at the economic growth of seemingly similar countries one can find striking differences. Why has Australia gotten so much ahead of New Zealand, in spite of the latter being held up as a paragon of free market reform? How is it possible that Austria, with its persistently oversized state enterprise sector, has managed to (nearly) catch up with Switzerland? How can we account for the differences in economic growth between Estonia and Slovenia, and which of these two countries has been more successful at systemic transformation? Why is Mexico so much poorer than Spain, despite having been wealthier all the way into the 1960s? Why has Venezuela, which in 1950 had a per capita income higher than that of Norway and remains a major exporter of oil, slipped behind Chile? Why is Costa Rica lagging behind Puerto Rico, even though in the 1970s the U.S. territory's fast development slowed to a crawl and is now far below other comparable island economies? Why has 'communist' China outstripped 'capitalist' India? Why has Pakistan's growth lagged behind that of Indonesia, even though the latter suffered one of the deepest crises in world economic history in the years 1997-98? Why, even before the 2010 earthquake, the Dominican Republic has been visited by several dozen times more tourists than Haiti, despite being situated on the same island? ”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The authors provide answers to the questions they raise, but it seems clear 1) the answers are all available with hindsight, and 2) their explanations often feature relatively unpredictable and uncontrollable economic shocks and initial conditions.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="215" src="https://lh3.googleusercontent.com/Quk0eF1aBbqpS0COVir9hbXqGsIhYltnD3XCWZ8C96IOPoveqbtqLSMMJy87n3VbReDOUV6IefZAGBDdTzYbDHD14nDoKGeQ4BCwXib934GSHek4VHbPBI-akQOyuaqFZZr6qMmY" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="191" /></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "roboto"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Do We Know What We Think We Know?</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">There has been a </span><a href="http://www.bbc.com/news/science-environment-39054778" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">“reproducibility crisis” in all sciences</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, however it has been </span><a href="https://www.qs-2.com/bad-science-crisis-reproducibility-social-sciences/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">particularly acute in social sciences</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span><a href="http://andrewgelman.com/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Andrew Gelman</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, among others, has been a vocal critic of “</span><a href="http://www.econtalk.org/archives/2017/03/andrew_gelman_o.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">p-hacking</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">” and other errors in research design. In the area of capital markets efficiency, a recent paper by </span><a href="https://www.nber.org/papers/w23394" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Hou, Zhue, and Zhang</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> found that most “documented” stock market anomalies (286 of them!) fail to replicate. Even if one finds a replicable excess return anomaly and publishes it, it is likely the anomaly will be arbitraged away unless it turns out to be merely return for additional risk. This highlights a general problem in social sciences: that new knowledge can lead to behavioral changes that make the original observation (or policy) obsolete.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "roboto"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A Bias For “Action”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">These uncertainties have resulted in long-standing philosophical near theological debates over the merits of governmental policy. Hayek, for example, is famously known for his belief that </span><a href="http://bev.berkeley.edu/ipe/readings/The%20use%20of%20knowledge%20in%20society.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">all governmental attempts to control the economy are sub-optimal from an information theory perspective</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Nevertheless, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">empirically one observes that </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><u>government plays a large role in nearly every developed country</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Of 28 countries in an </span><a href="https://data.oecd.org/gdp/gross-domestic-product-gdp.htm" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">OECD data set</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, the median federal and state expenditure as a percent of GDP is 45%, ranging from a low of 29% in Ireland to a high of 57% in France (the US value is 38%). </span></div>
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<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Government Expenditure And Wealth</span></h3>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="417" src="https://lh5.googleusercontent.com/Mq1HSC41gurKgLUsJ0HDlysi1io1Z8fYAzgFl1DaDb1eCE8P7jlKSIk4nJqK2udGf-DoxJ3JK8JDLNvYU-IFeflzo1qVe-HvX0zerqjCoGYpGovd2iArFg1_B8PBo2y31oCKAa0j" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1 shows the relationship between government expenditure and GDP/capita. There is no obvious causal relationship indicating government expenditures </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">cause</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> wealth, suggesting perhaps the government’s primary role is to redistribute wealth in order to ensure social stability.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #666666; font-family: "roboto"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Federal Reserve</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The effectiveness of monetary policy is an economic arena which seems to enjoy nearly universal faith. Specifically, faith in the ability of the Federal Reserve to moderate economic cycles by setting interest rates and/or the growth in money supply. But it is worth </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">asking whether the Fed controls the interest rate or simply adjusts ex post facto to the rate dictated by long-term changes in the economy.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> If aging, declining fertility, productivity declines, global trade, and excess regulation are all influencing inflation and the demand for credit, how does the Federal Reserve oppose those forces in any meaningful and sustainable way? </span></div>
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<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: Did The Federal Reserve “Control” This Interest Rate?</span></h3>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="fredgraph (3).png" height="277" src="https://lh5.googleusercontent.com/oF6IXm-Ys2I7VAGH2PrrxgXDQsYs4y0B10GjaG4jpg8HEUqms-uvKtM4IJH4-onwdvDX3ir95GKKa2S5uCzriMlfQYJgvoVajaf7zcNWu95wiCN4FHJ1Wn12kRBzr0_WR8vtDwPW" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">If the Fed sets artificially low short term rates, unsustainable asset bubbles result. If it sets artificially high short term rates, long term capital investment would disappear because investors would prefer riskless artificially high return short maturity investments. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Thus on a sustained basis, the Federal Reserve can only “set” rate levels which are consistent with the level of demand in the economy. Over the long term demand sets the rate, not the Federal Reserve.</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<a href="https://pbs.twimg.com/media/C-hmI0nXoAIf59R.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="400" src="https://pbs.twimg.com/media/C-hmI0nXoAIf59R.jpg" width="400" /></a></div>
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<span style="background-color: transparent; color: #666666; font-family: "roboto"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
<h4 style="line-height: 1.9871999999999999; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "roboto"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Economists’ Role In Shaping “Good” Policy</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial" , "helvetica" , sans-serif; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">I have no expectation that people will stop trying to formulate </span><span style="background-color: transparent; color: black; font-family: "arial" , "helvetica" , sans-serif; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>new policies</b></span><span style="background-color: transparent; color: black; font-family: "arial" , "helvetica" , sans-serif; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. We are geared to continue seeking social progress, just as we are programmed to continue seeking other forms of progress like cures for cancer or improving technology. </span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In fact even </span><span style="background-color: transparent; color: black; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>existing popular policies</b></span><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> like Social Security and Medicare, are likely to require changes. I have pointed out that Social Security has been extremely effective in </span><a href="https://disciplinedthinking.blogspot.com/2017/01/retirement-crisis-in-america.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">nearly eliminating poverty among Seniors</span></a><span style="background-color: transparent; color: black; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Nevertheless Social Security faces issues like its financial “insolvency”, whether it is equitable to younger generations, and whether it is efficient. </span></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial" , "helvetica" , sans-serif; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Defenders of free market solutions should also want new policies which address corporations’ (and organized labor’s) ability to coerce public resources and restrain competition through preferential regulation.[1]</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Thus this essay is not meant to bash the economics profession. </span><a href="https://soundcloud.com/macro-musings/zumbrun" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Economists are quite capable of self criticism</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> and it is not particularly comforting to me that “.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">..half the number of </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[Stanford] </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">students graduate with degrees in economics today </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as did in 2000</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.”[2] </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">I believe economists should play a critical role in setting policy.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">But my belief is their chief contributions are to understand prior mistakes, question the sustainability of policy costs, examine efficiency leakage, and ask whether policy changes might have adverse behavioral consequences.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> My view is that this kind of humility leads to more effective policies and less wasteful outcomes.</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<b style="font-weight: normal; margin-left: 1em; margin-right: 1em;"></b></div>
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<span style="background-color: transparent; color: black; font-family: "roboto"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "roboto"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] Examples are the sugar and ethanol lobbies; government employee pensions exceeding those in the private sector etc.</span></div>
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<span style="background-color: transparent; color: black; font-family: "roboto"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] “Ensuring Academic Breadth”; Stanford Alumni Journal, January/February 2017.</span></div>
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<span style="color: #494949; font-family: "arial"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: Figure 1can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> free, publicly-available R program</span></a><span style="color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">, OECD data linked in this article, and the R code available in “policyLimits.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> github</span></a><span style="color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">.</span>Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-17192468507838093262017-06-02T08:33:00.000-07:002017-06-02T08:33:44.653-07:00Profiles In Immigration: Asian Americans<b id="docs-internal-guid-9c3db433-1d2a-f9c8-c0ed-14b3a88684a5" style="font-weight: normal;"><br /></b>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span id="docs-internal-guid-9c3db433-1d2b-669e-de83-6fcf00f0aae3" style="font-weight: normal;"><span style="color: black; font-size: 12pt; vertical-align: baseline;"><img height="456" src="https://lh4.googleusercontent.com/DAEaObl9JPp7y_d09p3f2OcFTEWIMF9Hu4Kqz5W62nwfUS5fXdx1Lz9j1C8uio6msrpMqczoa_0YecUkTEPcE7Z1H5VBWWCeGQaT_n2OeS-Chm4jtmY-THKZVb8PT1OsKjtAZf0N" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></span></span></h2>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Based on 2015 self reported Census data, single race Asians made up 5.4% of the US population. They were disproportionately concentrated in the West Coast and the North East. The Great Lakes region is also an area where immigrants are disproportionately Asian. Immigrants comprise 69% of the Asian population.</span></div>
</li>
<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asians earned more than non-Asians in the US. Their wage advantage is attributable to their education and choice of occupations. STEM occupations are the jobs in which Asians are most overrepresented relative to their share of the total US population. </span></div>
</li>
<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian immigrants had an educational advantage relative to both non-Asian immigrants and to US-born non-Asian workers. US-born Asians had an even greater wage and educational advantage. </span></div>
</li>
<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A greater percent of Asian immigrants were married (and a lower percentage were divorced) than non-Asians. College educated US-born Asians marry later than Asian immigrants, but they continued to exhibit lower divorce percentages than college educated US-born non-Asians. </span></div>
</li>
</ul>
<b style="font-weight: normal;"><br /></b>
<br />
<h2 dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Data</span></h2>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This analysis used US American Community Survey data from 2015 provided by IPUMS-USA, University of Minnesota.[1] I defined “Asian” using the IPUMS variable “RACASIAN” where “RACNUM” = 1 (meaning the respondent reported no other race).[2] When I use the term “immigrant”, I am referring to anyone not born in the US. Table 1 shows the top 10 “RACED” categories comprising the Asian category I defined.</span></div>
<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: Top 10 Composition of “Asian” Category</span></h4>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="270" src="https://lh6.googleusercontent.com/qpUl3zuYeykCJzwt2CWM4bX6AchJZpgV4VL6d33_ePm4WXFjtZk9sJ0-6HKoBskMJh47Ba-AXYaiCVgih17pmn08qf68WbuK1fBF3oUjNZRR23gvgsmdxi-YunksTiqZxxj7nxAH" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="406" /></span></div>
<b style="font-weight: normal;"><br /></b>
<h2 dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Geographic Concentration</span></h2>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The headline map illustrates the percentage Asians (both immigrants and US-born) comprised of state populations in 2015. The areas that Asian immigrants favored relative to other immigrants are illustrated in Figure 1. The Great Lakes region stands out, along with the West Coast and the Northeast.</span></div>
<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Asian Immigrants As Percentage Of All Immigrants By State</span></h4>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="363" src="https://lh6.googleusercontent.com/i6QR3AWBtF6KJTc4aCgFiwMGzUNAUwo7a9OgRncI0JW-ykGzcnY24zSlVw8FQwzlYqL7QeDJIPL9oZH_sJ_-HPizcseFpzoPwfWELnvp-W4Lu_ncoPEp7oFTXUHVj1uo1ImCvTUn" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="620" /></span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The top 10 cities by Asian concentration are shown in Table 2. Six of these are in California, while two are in Massachusetts.</span></div>
<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 2: Top 10 Cities By Asian Percent</span></h4>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="231" src="https://lh6.googleusercontent.com/jHj4oIloyqNsyyi1u4fns7zCwvYNemrJTVh8Gowt0OF4Ur7ryv7w9Qc9kycF04n75F0XYHfS-ae6_OrgfdF0ZZLp0fwoowAKcWIgd0-7q5g2rFK3lAiDDDb3k2T1jf2smai5HTxW" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="282" /></span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<h2 dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Income, Education and Ability</span></h2>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asians have higher wage income than non-Asians. While their overall share of the population is 5.4%, they comprise 9.8% of the top household income decile and only 4.4% of the bottom household income decile.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">For comparability, it is more informative to look at income controlled by whether or not workers are immigrants. Table 3 compares the incomes, education, and “ability” of Asian immigrants relative to non-Asian immigrants. “Ability” is defined as the ratio of a worker’s actual wage relative to the wage that would be expected based on the main drivers of income (which are age, education, occupation and sex; “AEOS”). </span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While Asian immigrants earned more than non-Asian immigrants, this was due to their greater education and their choice of occupation. Their education advantage is shown in the table (6 = through Grade 12, 7 = 1 year of college, 8 = 2 years of college, 9 = 3 years of college, 11 = 5+ years of college). </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Mean Wage/AEOS Wage ratio near 1.0 for both Asian and non-Asian immigrants means both groups were simply earning what would be expected based on their education, occupation and gender.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 3: Asian Immigrants vs. Non-Asian Immigrants</span></h4>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
<div dir="ltr" style="margin-left: 0pt;">
<table style="border-collapse: collapse; border: none;"><colgroup><col width="78"></col><col width="89"></col><col width="87"></col><col width="89"></col><col width="74"></col><col width="87"></col><col width="89"></col></colgroup><tbody>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><br /></td><td colspan="3" style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian Immigrants</span></div>
</td><td colspan="3" style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Non-Asian Immigrants</span></div>
</td></tr>
<tr style="height: 37pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Age Decade</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Average Wage</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Average Education</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Mean Wage/AEOS Wage</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Average Wage</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Average Education</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Mean Wage/AEOS Wage</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30s</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$48,999</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.9</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$28,646</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.2</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40s</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$55,197</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.3</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$34,872</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.1</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.99</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50s</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$44,367</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.5</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.99</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$34,771</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.1</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.99</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">60s</span></div>
</td><td style="background-color: #efefef; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$23,367</span></div>
</td><td style="background-color: #efefef; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: #efefef; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.02</span></div>
</td><td style="background-color: #fff2cc; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$20,624</span></div>
</td><td style="background-color: #fff2cc; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.9</span></div>
</td><td style="background-color: #fff2cc; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.03</span></div>
</td></tr>
</tbody></table>
</div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 4 shows the even greater wage and education advantage of US-born Asians relative to US-born non-Asians (and relative to non-Asian immigrants shown in Table 3).</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 4: US-born Asian vs. US-born Non-Asian</span></h4>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="margin-left: 0pt;">
<table style="border-collapse: collapse; border: none;"><colgroup><col width="80"></col><col width="91"></col><col width="83"></col><col width="90"></col><col width="76"></col><col width="83"></col><col width="90"></col></colgroup><tbody>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><br /></td><td colspan="3" style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian US-born</span></div>
</td><td colspan="3" style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Non-Asian US-born</span></div>
</td></tr>
<tr style="height: 37pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Age Decade</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Average Wage</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Average Education</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Mean Wage/AEOS Wage</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Average Wage</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Average Education</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Mean Wage/AEOS Wage</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30s</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$61,971</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.1</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.08</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$38,246</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.7</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40s</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$73,281</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.06</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$46,566</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.7</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50s</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$58,522</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.6</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.04</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$43,322</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.4</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">60s</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$33,803</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.3</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.12</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$23,844</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.5</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 1pt; border-left: solid #000000 1pt; border-right: solid #000000 1pt; border-top: solid #000000 1pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.99</span></div>
</td></tr>
</tbody></table>
</div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">US-born Asians do appear to have a modest “ability” advantage relative to US-born non-Asians using the wage/AEOS ratio as a gauge. But the bulk of their wage advantage is driven by better education and by their occupational choices.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<h2 dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Occupational (And Educational) Choices</span></h2>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 5 shows the </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">top 15 occupations by </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><u>number of Asians employed</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> along with Wage/AEOS ratios, the percent of the occupation comprised of Asian workers, how over or underrepresented Asians are relative to their share of the overall population, and how much of total Asian employment the occupation accounts for. These 15 occupations together represent 36% of Asian employment.</span></div>
<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 5: Top 15 Occupations By Number of Asians Employed</span></h4>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="margin-left: 0pt;">
<table style="border-collapse: collapse; border: none;"><colgroup><col width="182"></col><col width="87"></col><col width="87"></col><col width="66"></col><col width="81"></col><col width="90"></col></colgroup><tbody>
<tr style="height: 48pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Occupation</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian Mean Wage/AEOS Wage</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">non-Asian Mean Wage/AEOS Wage</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Percent Asian</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">% Asian Relative To Asian Population</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">% of Asian Employment</span></div>
</td></tr>
<tr style="height: 37pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Software Developers; Applications and Systems Software</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.99</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.6</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.3%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Registered Nurses</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.17</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.98</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.5</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.2%</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Managers; nec (including Postmasters)</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.2</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.1%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Cashiers</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.1</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.9%</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">First-Line Supervisors of Sales Workers</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.93</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.6%</span></div>
</td></tr>
<tr style="height: 48pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Computer Scientists and Systems Analysts/Network systems Analysts/Web Developers</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.06</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.99</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.7</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.5%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Accountants and Auditors</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.94</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.4%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Postsecondary Teachers</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.99</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.3</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.4%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Chefs and Cooks</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.05</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.2</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.3%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Retail Salespersons</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.90</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.9</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.1%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Physicians and Surgeons</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.98</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.5</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Waiters and Waitresses</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.1</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.9%</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Personal Appearance Workers; nec</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.95</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.07</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">57%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.1</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.8%</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Customer Service Representatives</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.94</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.8</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.4%</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Nursing; Psychiatric; and Home Health Aides</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.06</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.9</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.3%</span></div>
</td></tr>
</tbody></table>
</div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 6 shows the top 15 occupations by </span><u><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">highest percentage</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"> </span></u><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">of Asian workers (these 15 occupations account for 12% of total Asian employment). With the exception of “Personal Appearance Workers; nec” and “Gaming Service Workers”, these are all STEM occupations.</span></div>
<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 6: Top 15 Occupations By Highest Percentage of Asian Workers</span></h4>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="margin-left: 0pt;">
<table style="border-collapse: collapse; border: none;"><colgroup><col width="172"></col><col width="88"></col><col width="88"></col><col width="70"></col><col width="84"></col><col width="91"></col></colgroup><tbody>
<tr style="height: 48pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Occupation</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian Mean Wage/AEOS Wage</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">non-Asian Mean Wage/AEOS Wage</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Percent Asian</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">% Asian Relative To Asian Population</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">% of Asian Employment</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Personal Appearance Workers; nec</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.95</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.07</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">57%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.1</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.8%</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Medical Scientists; and Life Scientists; All Other</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.94</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.03</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.7</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.6%</span></div>
</td></tr>
<tr style="height: 37pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Software Developers; Applications and Systems Software</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.99</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.6</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.3%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Physical Scientists; nec</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.98</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.7</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.7%</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Computer Hardware Engineers</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.02</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.99</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.5</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.2%</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Health Diagnosing and Treating Practitioners; nec</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.06</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.98</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.1</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.0%</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Mathematical science occupations; nec</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.94</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.02</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.9</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.1%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Actuaries</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.99</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.00</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.8</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.1%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Physicians and Surgeons</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.98</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.5</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Computer Programmers</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.04</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.99</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.5</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Database Administrators</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.07</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.98</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.4</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.3%</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Chemists and Materials Scientists</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.95</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.01</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.3</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.2%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Gaming Services Workers</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.09</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.98</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.3</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.2%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Optometrists</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.84</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.04</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.2</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.1%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Pharmacists</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.08</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.98</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.2</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.6%</span></div>
</td></tr>
</tbody></table>
</div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The occupational relationships in these two Tables reflect similar patterns in the college degree choices Asians made relative to non-Asians. Fifty eight percent of US-born Asians have a college degree versus 30% of US-born non-Asians (and 51% of Asians immigrants). Table 7 shows the top 15 degree fields chosen by Asians, with comparable share statistics reported for non-Asians.</span></div>
<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 7: Top 15 College Degree Fields Chosen By Asians Based On 2015 Census Data</span></h4>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="336" src="https://lh3.googleusercontent.com/1KByTRMRloMEwiWTLRrKWvI46oQrc9nS1lEvetYtPMynBBRgL3CkP8FxUpnQ4ud1hNylBa2oYawyj8kFjeiqeLUfhZmgZybJ6NPLHmCV5ph1Bs4xX_1AfPvkWlHhzyl3KW4LD37K" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<h2 dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Marriage, Divorce and Fertility</span></h2>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Marriage and divorce rates are correlated with income, which in turn is correlated with education. Table 8 compares Asian and non-Asian marriage and divorce rates for both college and noncollege educated respondents.</span></div>
<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 8: Percent of Asian and non-Asian Married and Divorced In 2015</span></h4>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="margin-left: 0pt;">
<table style="border-collapse: collapse; border: none;"><colgroup><col width="77"></col><col width="77"></col><col width="77"></col><col width="77"></col><col width="77"></col><col width="77"></col><col width="77"></col><col width="77"></col><col width="77"></col></colgroup><tbody>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><br /></td><td colspan="4" style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Not College Educated</span></div>
</td><td colspan="4" style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">College Educated</span></div>
</td></tr>
<tr style="height: 37pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Age Decade</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Non-Asian % Married</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Non-Asian % Divorced</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian % Married</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian % Divorced</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Non-Asian % Married</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Non-Asian % Divorced</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian % Married</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian % Divorced</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20s</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.6%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.3%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.3%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.9%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.8%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.3%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.5%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.6%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30s</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.3%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.5%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">57.0%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.6%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">62.7%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">69.0%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.7%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40s</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">53.2%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.4%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">68.7%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.9%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">70.1%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.9%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">78.7%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.6%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50s</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">55.7%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.3%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">69.3%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.8%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">68.1%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.9%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">76.5%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.1%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">60s</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">58.1%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.2%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">64.4%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.6%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">68.1%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.2%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">73.0%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0%</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">70s</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">53.9%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.3%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">53.6%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.3%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">65.6%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.1%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">67.6%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.7%</span></div>
</td></tr>
</tbody></table>
</div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While Asian marriage rates and divorce rates follow a similar non-college/college pattern, those rates indicate greater marital union and marital stability than non-Asian rates. Notably </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">non-College</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Asian divorce rates are lower than </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">college educated</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> non-Asian divorce rates</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span><a href="https://disciplinedthinking.blogspot.com/2017/04/patterns-of-upward-mobility-for.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Given what we know about the importance of two parent households</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, marital stability likely improves upward mobility for children of Asian parents.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">However, Table 9 shows that college educated US-born Asian marriage rates, family household sizes, and number of own children in the household more closely resemble those of college educated US-born non-Asians. US-born Asians also appear to marry and have children later than US-born non-Asians. But US-born Asian divorce rates continued to be 33% to 50% lower than those of US-born Asians (not shown).</span></div>
<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 9: College Educated -- Non-Asian US-born, US-born Asian and non US-born Asian Family Characteristics</span></h4>
<div dir="ltr" style="margin-left: 0pt;">
<table style="border-collapse: collapse; border: none;"><colgroup><col width="54"></col><col width="54"></col><col width="75"></col><col width="75"></col><col width="54"></col><col width="75"></col><col width="75"></col><col width="54"></col><col width="75"></col><col width="75"></col></colgroup><tbody>
<tr style="height: 15pt;"><td style="border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><br /></td><td colspan="9" style="background-color: black; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: black; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">College Educated</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><br /></td><td colspan="3" style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Non-Asian US-born</span></div>
</td><td colspan="3" style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian US-born</span></div>
</td><td colspan="3" style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian Not US-born</span></div>
</td></tr>
<tr style="height: 48pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: xx-small;">Age Decade</span></span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: xx-small;">% Married</span></span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: xx-small;">Avg. Size of Family in Household</span></span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: xx-small;">Avg. Own Children In Household</span></span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: xx-small;">% Married</span></span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: xx-small;">Avg. Size of Family in Household</span></span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: xx-small;">Avg. Own Children In Household</span></span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: xx-small;">% Married</span></span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: xx-small;">Avg. Size of Family in Household</span></span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: xx-small;">Avg. Own Children In Household</span></span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20s</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.3%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.2</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.2</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.6%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.6</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.0</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.9%</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.2</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.1</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30s</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">62.8%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.1</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.9%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.8</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.6</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">73.8%</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.1</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.9</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40s</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">70.3%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.3</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.4</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">69.3%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.3</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.3</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">80.1%</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.6</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.4</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50s</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">68.3%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.5</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.7</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">67.3%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.8</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.8</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">77.8%</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.1</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.9</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">60s</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">68.4%</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.2</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">65.4%</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.3</span></div>
</td><td style="background-color: #d0e0e3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.3</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">74.1%</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.9</span></div>
</td><td style="background-color: #ead1dc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #efefef; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #efefef; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">70s</span></div>
</td><td style="background-color: #fff2cc; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">66.1%</span></div>
</td><td style="background-color: #fff2cc; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.9</span></div>
</td><td style="background-color: #fff2cc; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #fff2cc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.1</span></div>
</td><td style="background-color: #d0e0e3; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">62.4%</span></div>
</td><td style="background-color: #d0e0e3; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.4</span></div>
</td><td style="background-color: #d0e0e3; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #d0e0e3; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.3</span></div>
</td><td style="background-color: #ead1dc; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">68.2%</span></div>
</td><td style="background-color: #ead1dc; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.8</span></div>
</td><td style="background-color: #ead1dc; border-left: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ead1dc; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.4</span></div>
</td></tr>
</tbody></table>
</div>
<b style="font-weight: normal;"><br /></b>
<br />
<h2 dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Conclusion</span></h2>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Census (</span><a href="http://www.journals.uchicago.edu/doi/abs/10.1086/680059" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">and other studies</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">) reveal a definite pattern of Asian immigrants residing in the US who were well educated here or abroad in STEM fields. STEM fields are encouraged by US immigration policy which grants </span><a href="https://en.m.wikipedia.org/wiki/Science,_technology,_engineering,_and_mathematics#Geographic_distribution" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">an additional 17 months</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> to remain in the US for foreign students who earn STEM degrees here. </span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Asian Americans' education levels and disproportionate participation in STEM occupations fully explain their higher wages relative to non-Asians. US-born children of Asian immigrants then benefited from their parents’ financial ability to help them obtain even higher levels of quality education. Relative to non-Asians, they also had the advantage of parents with stable marriages. Consequently, it is not surprising that US-born Asians achieved even higher income levels than their parents.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This data reveals nothing particularly mysterious, and suggest all groups could expect similar outcomes if they emulated the choices historically made by Asian Americans.</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] IPUMS-USA, University of Minnesota,</span><a href="http://www.ipums.org/" style="text-decoration: none;"><span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #1155cc; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">www.ipums.org</span></a><span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. The data is provided freely but is subject to their licensing restrictions.</span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] Using a broader definition that includes anyone who reports any Asian heredity, 6.4% of the US population is Asian and 61% of those were born outside the US.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: #494949; font-family: "arial"; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible: </span><span style="background-color: white; color: #494949; font-family: "arial"; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">All Figures and Tables can be generated using the</span><a href="https://www.r-project.org/" style="text-decoration: none;"><span style="background-color: white; color: black; font-family: "arial"; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, the data links in this article and in the R code available in “ProfilesImmigrationAA.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration: none;"><span style="background-color: white; color: black; font-family: "arial"; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
<br />Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-15651614781633647622017-05-29T04:19:00.000-07:002017-05-29T04:19:35.915-07:00Understanding US Wealth Inequality Trends<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="measure_balance1.jpg" height="316" src="https://lh3.googleusercontent.com/_Tr6SXzXP_LdZZHqguJCifoyeJD3WLHM8uMtiFIuHuts0RNF86AyDDhyh3nfjcXKaBTCNQsFnk9Yt2v4AdbkBZTvM3LYjK6uKi1yPVpBpVurV6VjUkeu5M8jkR-0A2Rsjk1od6VF" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="474" /></span></div>
<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
<ul style="margin-bottom: 0pt; margin-top: 0pt;">
<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Reported US</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">wealth inequality is trending towards levels last seen in the late 1920s</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Pre-tax US stocks returns and home appreciation (both disproportionately owned by the wealthy) suggest wealth concentration should be even greater than it actually is. </span></div>
</li>
<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Two important factors that have offset higher asset returns are 1) higher taxes on income, dividends, and capital gains, and 2) lower savings rates. </span></div>
</li>
<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">However, wealth is actually much more equally distributed than the 1920s if one follows generally accepted accounting principles that would capitalize the value of Social Security, Medicare, and pension income.</span></div>
</li>
</ul>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<h2 dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">US Wealth Inequality</span></h2>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1 from </span><a href="http://piketty.pse.ens.fr/files/PikettyZucman2014HID.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Piketty and Zucman's</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> work in 2014 illustrates the share of total US wealth held by the top 10% (and top 1%). From 1870 on, the top 10%’s share ranged between 67% and a peak near 80% seen in the late 1920s.</span></div>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Piketty and Zucman, 2014 - US Wealth Shares</span></h3>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="PikettyZucman2014HID.jpg" height="317" src="https://lh5.googleusercontent.com/3b-QNMe7byhRONSsjjDunXGHnf9mJz3RHxGNi3V8fEx50xFb5GBsMmC3j9UKdnL0A0YtQ9FYqciLJEM1Ow7qKatZvb9hay7QbYN6QYuzTk-nzkGTelQRN6lFOZeG4hqQOea7SAN6" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="573" /></span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2 illustrates that wealth is much more concentrated than income. This is true not only in the US, but around the world. For example, in 2011 </span><a href="http://www.thefiscaltimes.com/Articles/2011/03/25/Wealth-Debate-How-Two-Economists-Stacked-the-Deck#page1" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">the top quintile wealth share in famously egalitarian Sweden was 73%</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> when the US top </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">quintile</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> wealth share was 84%. </span></div>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: US Income And Wealth Shares Post 1950 From </span><a href="http://www.wiwi.uni-bonn.de/kuhn/paper/Wealthinequality_20March2017.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Kuhn, Schularick & Steins - 2017</span></a></h3>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="Wealthinequality_20March2017.jpg" height="352" src="https://lh5.googleusercontent.com/SrLMRIr0DwMRQ7HhzdOPxQQE7Gu4pFCJA9LZvaD_mFfCgfRanWriDOViYOmuY8VD1uOGjpJNqPeJWg5i3XQ1zeGqfziBPqyEpG62_kK7TlfUMyAxntUUcq1yiFlyUJIdA9gjXeiU" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="707" /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This difference between income and wealth concentration is not surprising as wealth represents </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">compounded income advantage</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> over time. Households with little income find it hard to save at all. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">What is surprising is that the top 10% wealth share has remained relatively stable since 1950 despite the rise in income inequality.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">From a longer term perspective, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">it is even more surprising that wealth is not more concentrated now than it was in the 1920s because asset returns increased after 1950</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Figure 3 shows annualized trailing 20 year growth rates of nominal GDP, S&P 500 earnings and S&P 500 pre-tax returns (including dividends) based on </span><a href="http://www.econ.yale.edu/~shiller/data.htm" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Robert Shiller’s data</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3: Annualized 20 year Trailing S&P 500 Returns & GDP and S&P 500 Earnings Growth</span></h3>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="304" src="https://lh6.googleusercontent.com/ZJCVSmpBig0IMeOdLZGJLEBPBtAhYqSjDh0laa6EBSKXjGcF_e50qn6yujSKNhAF8VwPa7jmtY7dEoQ7CVuTZCahvBwd35_wXWgNCX1M4BkGje1xvVLjIdG5P_429mG4utg5AqCN" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="font-family: arial; font-size: 12pt; white-space: pre-wrap;">In addition to equity holdings, the largest asset for many households is their home (leveraged by mortgage debt). Figure 4 shows that nominal home price appreciation also followed a pattern of higher returns after 1950.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4: Annualized 20 year Trailing S&P 500 Total Return, Price Return & Home Price Appreciation</span></h3>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="304" src="https://lh4.googleusercontent.com/KmpblrosLX1dQNReXFIMe3fDO_FuivBCGdsQw1rHVPeT6__YJqrfsNl6wNFNL0poWQwJq57InW8evoPuuEHQx0J6pdVOIHFkjB0XSUM9-llg3xA3JKr9EGDVdNOypnAzpa9qjOLp" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Thus conceptually it should have been much easier to compound wealth after 1950 than in the 1920s when wealth inequality was highest.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Why hasn’t wealth concentration exceeded those 1920s levels?</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Offsets To Wealth Compounding</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">One clear distinction between the two periods is taxation. Table 1 lists maximum tax rates on dividends. Notably, while there were no taxes on dividends prior to 1936, from 1954 to 1985 the maximum tax rate on dividends and income was 90%. High income taxes made it harder to save and dividend taxes meant wealth compounded at a lower rate.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: </span><a href="http://www.dividend.com/taxes/a-brief-history-of-dividend-tax-rates/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Dividend Tax Rates</span></a></h3>
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<table style="border-collapse: collapse; border: none;"><colgroup><col width="100"></col><col width="246"></col></colgroup><tbody>
<tr style="height: 15.75pt;"><td style="background-color: #78909c; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Time Period</span></div>
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<span style="background-color: transparent; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Tax Rate on Dividends</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1913-1936</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Exempt</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1936-1939</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Individuals income tax rate (Max 79%)</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1939-1953</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Exempt</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1954-1985</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Individuals income tax rate (Max 90%)</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1985-2003</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Individuals income tax rate (Max 28-50%)</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2003-Present</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15%</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">One way to visualize a tax rate of 90% is to compare the </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">blue</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">total return</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> line from Figure 4 to the </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">green</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">price return</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> (excluding dividends) line. The green line represents what would have been realized if all dividends were forfeited to the IRS (instead of 90%). The lower </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">price returns</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> realized </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">post 1950</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> were </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">similar</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> to the blue </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">total returns</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">prior to 1950</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5 illustrates a similar trend in capital gains tax rates which applied both to the sale of stocks and homes. Capital gains are only realized on sale, so capital gain taxes don’t suppress asset returns as steadily as dividend taxes. </span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5: </span><a href="https://www.fool.com/retirement/2017/02/11/a-95-year-history-of-maximum-capital-gains-tax-rat.aspx" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Maximum Capital Gains Tax Rates</span></a></h3>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="283" src="https://lh4.googleusercontent.com/fcmstdBbH5t-NWsUNQzBopER03WvLbI83lGDPkWYURBhhAm3GxqaZyZMU3ZEPHwtyiRQRsT2RBsXIaGQ3L6aNjM6N_C0SakuZtun7deXdXVfkRO4dqp1_5ICgdGPwcU92gHEF9vM" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="580" /></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The tax code began to provide some relief to savers through the deferral of real estate gains and the introduction of IRAs in the 1970s which allowed limited savings to grow “tax free” until withdrawn. In fact it is fascinating to observe how little US equity is now held in taxable accounts as illustrated in Figure 6.[1]</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 6: </span><a href="http://www.taxpolicycenter.org/sites/default/files/alfresco/publication-pdfs/2000790-The-Dwindling-Taxable-Share-of-U.S.-Corporate-Stock.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Ownership Of US Corporate Stock</span></a></h3>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="2000790-The-Dwindling-Taxable-Share-of-U.S.-Corporate-Stock.jpg" height="469" src="https://lh4.googleusercontent.com/GCx1arpbjK3Es7aPqw6LXjD88z1Xnrj0QC5xtbuFZ0pG3ObcUsPXpWZylQqCfVfSQo73YCsr_1twDCtiB2djnOr1QQVyncK17KPdVDITAsQgFi4QGJR9PXEsH6jqEX24QS_-UlBM" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="629" /></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A second key offset to wealth accumulation is the propensity to spend. Figure 7 shows the significant decline since 1950 in the savings rate for all of the top 10% except for those in the top 1%.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 6: Savings Rates From </span><a href="http://fordschool.umich.edu/files/zucman-4-24-15.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Zucman & Saez, 2015</span></a></h3>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="zucman-4-24-15.jpg" height="284" src="https://lh6.googleusercontent.com/p0u1OudxEA3h5x991nI57Jw0Uz0CS5AZZF_DhcElVABAlhqtIxrCeqyFNHPHoj8DGsZ2l9NvbSdq5c7alsVdzZRqsxQCmLy6eRst8uWvNxQm3B158uB3wxYs_rGR0o1xG9yH48Fh" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="489" /></span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">To summarize, taxation and a declining propensity to save prevented even higher levels of wealth concentration that would have been expected from higher pre-tax asset returns and growing income inequality.</span></div>
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<h2 dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“Effective” Wealth Inequality</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">If you did not have Social Security when you turned 65, but wanted to purchase an equivalent inflation indexed income stream of $10,000 per year, it would cost you approximately $150,000.[2] Thus, while Social Security is not visible on your personal balance sheet, the creation of Social Security increased your wealth. The same is true for private pension income and Medicare. While Medicare does not provide you with income, it is equivalent to having a significant amount of savings from which you pay your medical bills.</span></div>
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<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Another way to see this is through current accounting standards which prohibit companies from recording assets on their own balance sheet that they have put aside to fund employee pensions. This is sensible because the assets don’t belong to them, but they belong to someone! They belong to the company’s future retired employees. Those pension assets theoretically should (but don’t) show up on employees’ personal balance sheets. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Corporate pensions were </span><a href="https://www.ebri.org/publications/facts/index.cfm?fa=0398afact" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">created in the early 1900s</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, </span><a href="http://www.seattletimes.com/nation-world/a-brief-history-of-retirement-its-a-modern-idea/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Social Security was created in 1935 and Medicare was created in 1965</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Thus none of these “off balance sheet” assets existed or were significant in the 1920s. Therefore the observed wealth concentration numbers from the 1920s are what they are. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Fast forward to 2017, however, and those same wealth concentration numbers are now misleadingly low and ignore two of the government’s largest expenditures.</span></div>
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<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">To make an apples to apples comparison using 2013 Survey of Consumer Finances data, Table 2 shows wealth concentration for 65 to 74 year olds both with and without capitalizing pensions, Social Security and Medicare.[3] The 50% income and 77% net worth shares of the top 10% </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><u>without</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> capitalizing Social Security, pensions or Medicare are similar to those reported by others for the US as a whole. </span></div>
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<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 2: 2013 Survey Of Consumer Finances - Top 10% Wealth Shares With Capitalization of Social Benefits (SCF data from Tables in “</span><a href="https://disciplinedthinking.blogspot.com/2017/01/retirement-crisis-in-america.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Retirement Crisis In America?</span></a><span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">”)</span></h3>
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<table style="border-collapse: collapse; border: none;"><colgroup><col width="94"></col><col width="92"></col><col width="92"></col><col width="92"></col><col width="61"></col><col width="92"></col><col width="92"></col><col width="44"></col></colgroup><tbody>
<tr style="height: 17.25pt;"><td colspan="8" style="background-color: #f3f3f3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Age Group 65 to 74 Year Olds</span></div>
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</td><td style="background-color: #f3f3f3; border-bottom: solid #000000 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">No Capitalization - Bottom 90%</span></div>
</td><td style="background-color: #f3f3f3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">No Capitalization - Top 10%</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">No Capitalization - 10% Share Of Total</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Capitalization - Bottom 90%</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Capitalization - Top 10%</span></div>
</td><td style="background-color: #f3f3f3; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10% Share Of Total</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Income</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$28,602</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$262,202</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50%</span></div>
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<br /></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
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</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
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<tr style="height: 15.75pt;"><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Wages</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$7,857</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$75,427</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">52%</span></div>
</td><td colspan="3" style="background-color: #d9ead3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Capitalized Value Of Benefit</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
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<tr style="height: 26.25pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Social Security</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$10,545</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$14,205</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13%</span></div>
</td><td style="background-color: #d9ead3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Social Security</span></div>
</td><td style="background-color: #d9ead3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$158,175</span></div>
</td><td style="background-color: #d9ead3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$213,075</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Pension</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$7,576</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$35,796</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34%</span></div>
</td><td style="background-color: #d9ead3; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Pension</span></div>
</td><td style="background-color: #d9ead3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$113,640</span></div>
</td><td style="background-color: #d9ead3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$536,940</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Transfer/Other</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$901</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$9,681</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">54%</span></div>
</td><td style="background-color: #d9ead3; border-bottom: solid #cccccc 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<a href="http://www.urban.org/sites/default/files/publication/66116/2000378-Social-Security-and-Medicare-Lifetime-Benefits-and-Taxes.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Medicare</span></a></div>
</td><td style="background-color: #d9ead3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$195,000</span></div>
</td><td style="background-color: #d9ead3; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$195,000</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td></tr>
<tr style="height: 26.25pt;"><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Interest + Dividends</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$218</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$36,818</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">95%</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Capital Gains</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$85</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$31,595</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">98%</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td></tr>
<tr style="height: 26.25pt;"><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Business/Farm Income</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$1,089</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$55,819</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">85%</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #efefef; border-bottom: solid #000000 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Assets</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$172,751</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$4,407,651</span></div>
</td><td style="background-color: yellow; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">74%</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$639,566</span></div>
</td><td style="background-color: #fff2cc; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$5,352,666</span></div>
</td><td style="background-color: yellow; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Financial</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$59,889</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$2,383,099</span></div>
</td><td style="background-color: yellow; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">82%</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$526,704</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$3,328,114</span></div>
</td><td style="background-color: yellow; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Debt</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$28,521</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$129,351</span></div>
</td><td style="background-color: yellow; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #cccccc 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34%</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$28,521</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$129,351</span></div>
</td><td style="background-color: yellow; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34%</span></div>
</td></tr>
<tr style="height: 15.75pt;"><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Networth</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$144,230</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$4,278,300</span></div>
</td><td style="border-color: rgb(0, 0, 0) rgb(204, 204, 204) rgb(0, 0, 0) rgb(0, 0, 0); border-style: solid; border-width: 0.75pt; padding: 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: black; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">77%</span></div>
</td><td style="background-color: #efefef; border-bottom: solid #cccccc 0.75pt; border-left: solid #cccccc 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #cccccc 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$611,045</span></div>
</td><td style="background-color: #fdfdfd; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">$5,223,315</span></div>
</td><td style="border-color: rgb(0, 0, 0); border-style: solid; border-width: 0.75pt; padding: 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: black; color: white; font-family: "arial"; font-size: 10pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49%</span></div>
</td></tr>
</tbody></table>
</div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The table shows that </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">the top 10% share of net worth falls from 77% to 49% when one puts the value of benefits created after the 1920s</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> “on balance sheet.” In other words, “Effective” wealth concentration fell approximately 40% from the late 1920s. This is shown “stylistically” in Figure 7 (I did not estimate values for separate years, but simply smoothly adjusted to the benefit adjusted 2013 end point of 49%).</span></div>
<h3 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 7: Stylized Illustration Of Top 10% Wealth Share Adjusted For Social Benefits (As Reported Data From </span><a href="http://fordschool.umich.edu/files/zucman-4-24-15.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Saez and Zucman, 2015</span></a><span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)</span></h3>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="454" src="https://lh5.googleusercontent.com/TkoO3XMmI6Srf3EXsPJ4OUVnn8QDA2UD67UQ7fQb5b4q4h7EUh7r7SiLsI9HA2IXRvOibfChW5fveWcjeMVRVwMt0TtNzY6R0uscuTbs98B5zpluNYvsB8P0DNw0eqOC7Uuo98Gs" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="676" /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Fair observations would include the fact that social benefits aren’t like other assets because they can’t be sold or passed to heirs (except for a limited time via survivor benefits). They are also difficult or impossible to use to obtain a loan. Nevertheless they are a form of wealth. If individuals didn’t have them, they would need to have reduced consumption and saved more earlier in life to arrive at the same end point. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>Capitalizing social benefits is a concrete way of looking at changes in wealth redistribution arising from forced savings (pensions) and the implementation of disproportionate tax rates. </b></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<b><br /></b></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>The growing equality of effective wealth since the 1920s is a story that is rarely told.</b>[</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4] </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] Of course all tax deferred savings from IRAs and pensions are eventually taxed at ordinary income rates when distributed.</span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] Essentially 15 year average remaining life expectancy x $10,000. The discount rate is effectively offset by the expected inflation adjustment. </span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[3] My capitalization of Social Security and pension income is a very crude 15 year life expectancy times the annual income amount; capitalization of Medicare is taken from </span><a href="http://www.urban.org/sites/default/files/publication/66116/2000378-Social-Security-and-Medicare-Lifetime-Benefits-and-Taxes.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Steuerle and Quakenbush, 2015</span></a><span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. While a 15 multiple may seem high given the 65 to 74 year age category, redefining the age group to 60 to 70 year olds (centered on age 65 with 80 year life expectancy) would produce nearly identical results.</span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[4] </span><span style="background-color: transparent; color: #1155cc; font-family: "georgia"; font-size: 11pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a href="http://www.pbs.org/newshour/making-sense/can-social-security-medicare-b/" style="text-decoration: none;">Though Robert Lerman did in 2011</a> </span> and <a href="http://www.urban.org/sites/default/files/publication/66116/2000378-Social-Security-and-Medicare-Lifetime-Benefits-and-Taxes.pdf">Steuerle and Quakenbush</a> have extensively analyzed the trend in capitalized social benefit values.<br />
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<span id="docs-internal-guid-f0657cd9-4692-528f-8d48-f55be239853e"><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible: </span><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">I only generated Figures 3, 4 and 7 using the</span><a href="https://www.r-project.org/" style="text-decoration-line: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">, the data links in this article and in the R code available in “PickettyWealth.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration-line: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">. I also hand calculated Table 2 from tables in my earlier essay </span><span style="color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; vertical-align: baseline; white-space: pre-wrap;">“</span><a href="https://disciplinedthinking.blogspot.com/2017/01/retirement-crisis-in-america.html" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: italic; vertical-align: baseline; white-space: pre-wrap;">Retirement Crisis In America?</span></a><span style="color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; vertical-align: baseline; white-space: pre-wrap;">” </span><span style="color: #434343; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">- links to that data are provided in that essay.</span></span>Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-33881702326934169172017-05-22T05:12:00.000-07:002017-05-22T05:12:24.703-07:00Clustering Of Ability In The US<b id="docs-internal-guid-09dbd625-f77d-e8e2-3f1f-74f607ba3a49" style="font-weight: normal;"><br /></b>
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<span style="color: black; font-size: 12pt; font-style: normal; margin-left: 1em; margin-right: 1em; vertical-align: baseline;"><img height="364" src="https://lh3.googleusercontent.com/5Rdk3s_v-y3O8DFnv0zwypXQH0XC-dcZAQHicQKB_nnHht-4jxE4W7_LcvXQWa8Tkc7RnB3frLLjMUvhsbtABRu1SZV-MBZD8BGQCWoE-eGIpFqaL9flVdjoYy2aqguswpO6RiJA" style="border: none; transform: rotate(0rad);" width="640" /></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span id="docs-internal-guid-09dbd625-f784-e863-3eb2-9cf080a9130f" style="font-weight: normal;"></span></span></h2>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Part II of a two part series looking at ability and income.</span><a href="https://disciplinedthinking.blogspot.com/2017/01/ability-and-income-inequality.html" style="text-decoration: none;"><span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Part I</span></a><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">focused on ability income payoffs by occupation and ability’s contribution to income inequality. Part II examines the geographical distribution of ability and the degree to which ability income payoffs are distorted by cost of living differences by state.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: arial; font-size: 12pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<a href="https://disciplinedthinking.blogspot.com/2017/01/ability-and-income-inequality.html" style="font-weight: 400; text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Part I of this study of looked at “ability”</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> as measured by the difference between what someone makes and what the average wage they would be expected to earn based on primary determinants of income: age, education, occupation, gender and race (“AEOSR” wage). Two main findings were that </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>income payoffs to ability varied by occupation,</b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> and, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>t</b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>he existence of ability significantly contributes to income inequality</b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This essay analyzes the distribution of ability by state. My measure of ability shows geographic concentrations. I examine whether this result is being partially caused by cost of living (“COL”) differences that may affect wage levels.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The data suggest </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">COL is not correlated with clustering of </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><u>high ability</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> workers in </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><u>high wage </u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">occupations</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. This indicates</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> high ability workers in those occupations concentrate where their earning potential is highest</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Because income inequality is driven by high wage occupations, the two main findings of Part I are not affected.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Cost of living does appear correlated with clustering of "</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><u>high ability</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">" workers in </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><u>low wage</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> occupations, particularly those that are more heavily unionized.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">For those occupations</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, intra-occupational </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">wage differences are a less convincing indicator of ability.</span></div>
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<u style="font-style: normal; font-weight: 400;"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">L</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">ow ability</span></u><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> workers appear to be more concentrated in </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">low</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> cost of living states</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Because COL is correlated with wages in low wage occupations, it is very likely that </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><i>both</i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> low ability clustering is occurring </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><b><i>and</i></b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> that employers are paying lower wages in low COL states. Thus the Wage/AEOSR ratio underestimates the ability of low wage workers in low COL states (and vice-versa). </span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Data</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This analysis used US American Community Survey data from 2015 provided by IPUMS-USA, University of Minnesota.[1] I looked at the subset of individuals with positive wage income (incwage > 0) who were the primary “breadwinners” (the individual who earned the most in a household). I defined “</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">high ability</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">” as those individuals who </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">earned 120% or more than their AEOSR expected income</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Low ability</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> was defined as those </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">earning</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">80% or less than their AEOSR expected income.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> State location was based on place of work if available, otherwise on place of residence.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Cost of Living Problem</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">I defined "ability" as the ratio of a worker's actual wage to the expected AEOSR Wage. However, if employers in high cost of living (“COL”) states must pay a wage premium to entice a worker to live there, my measure overestimates ability in those areas because the wage is inflated by a COL bonus. Similarly it would even further underestimate ability in low COL areas </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">if</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> employers in low COL states are able to pay workers less</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">High Ability Distribution And Cost Of Living</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1 shows the statistically significant positive correlation between a state’s cost of living and its percentage of high ability workers (r-squared = 0.38). This correlation could be seen to support the idea that </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ability is overestimated in high COL states and underestimated in low COL states</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">However, it is also </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">possible that high ability workers independently cluster in high cost of living states</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> (i.e., and would do so whether or not they receive a COL wage premium). This second possibility would hypothesizes that high ability workers migrate to high COL states because their net earnings potential is higher there due to the presence of skill centers with customer concentration (e.g., Silicone Valley, New York City’s financial center, Hollywood etc.). If this is true, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">normalizing wages by COL would underestimate the role of ability as a driver of income. </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Percent of State Workers That Are High Ability vs. Cost of Living</span></h4>
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<span style="background-color: white; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="413" src="https://lh4.googleusercontent.com/grzciHiKEyqxY8z6Z5YsXXVQzHafZiag3ErgpU5ekEQXf2GO_9pIbmMxRamRmBgIcAzeHOQvEbYPkHde3xTQPDu3T3XFXPOILbXqIkpkla-ShsG2NRFxDTQ13HWxtg3_06yBGh8s" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Insight into the relationship between COL and high ability concentration is gained by looking in more detail at specific occupations. Despite the pattern in Figure 1, Figure 2 shows there is no relationship between cost of living and a state’s share of physicians that are high ability. At an average wage of $235,000, Physicians have the highest mean wage of all Census occupation codes. At that salary level, inter-state cost of living differences do not appear to be important.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: Percent of State Physicians That Are High Ability vs. Cost of Living</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="413" src="https://lh6.googleusercontent.com/AecZC21LWaVDRAvsQe7P_v_jHplzdUpnpaZSwfSXwHzPkfMeOUJbAf7h1O4DuuTLlu4pQraOa7SgSEU6qnbQIMXgY12wD-V8r7vmGMuTqWwvloIr9aIelEM0IctzQjI2AqthC2QT" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">However for nurses with a mean salary of $69,900, there </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">is</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> a strong statistically significant relationship between a state’s share of apparent high ability nurses and cost of living (R-squared = 0.55) as shown in Figure 3.</span></div>
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<br />
<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3: Percent of State Registered Nurses That Are High Ability vs. Cost of Living</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="413" src="https://lh6.googleusercontent.com/rmz4gMoQkHGEmUK8k_bQcfBKKfNjTsW53JCRzuVIb4ogdIzZqohQPRqyrBmoD53_xcU_ELryuTZGe0QxMFfOl_4_4s0Hn1yA7OVFz976vbn4_YcqTlHCmAixzU-cVy-kSkdxgSFl" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This strong correlation suggests that my simple ability measure of Wage/AEOSR Wage may overstate nurses ability in high COL states, unless one believes the best nurses migrate to high COL states because their best earnings potential </span><span style="font-family: arial; font-size: 16px; white-space: pre-wrap;">(net of COL) </span><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">happens to exist there</span><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">. I suspect that is not what is happening, however, because the 29% difference between the 75th percentile and the median nurses salary would be largely offset by differences in state COLs. For doctors, there is a 64% spread between 75th percentile and median. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In general </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">this is the pattern in the data:</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">occupations with higher average income show less correlation between COL and a state's percentage of high ability workers.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Interestingly, the occupations which show the highest correlation between apparent ability share and COL -- police and teachers (followed by nurses) -- </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">are significantly more </span><a href="https://disciplinedthinking.blogspot.com/2017/01/the-state-of-unions-in-america.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">unionized</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. For those occupations, the ratio of actual wage to the AEOSR expected wage is likely to be a misleading signal of high ability.</span></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In aggregate, 52% of all of the Census occupational codes show a statistically significant relationship between state COL and its percentage of workers that are high ability. However those occupations are lower wage jobs: the average salary of occupations showing a relationship with COL was only 24% of the average salary of all occupations in 2015. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">If we look at </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">all</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">primary earners from the top decile of household income (regardless of occupation), we see no strong relationship between COL and a state's percentage of high ability workers</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> as shown in Figure 4.[2] Seventy five percent of the primary earners in that decile earned $100,000 or more in 2015. </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4: Percent of State Top Household Income Decile Primary Earners That Are High Ability vs. Cost of Living</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="413" src="https://lh4.googleusercontent.com/9d9U8ixV4kgh7UxlvWFmX_0ffAJ8_Z6qSqtH9tl9slYIGeyZTEhuz9nGxbmb0pR8bkO6p-pzwsbPgH3PUGHEf_2sAVZEJ3Hg0H4w_MYVrCDpZmT-xjrWLRZEtLTPRvD5K_D3vhlh" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<a href="https://disciplinedthinking.blogspot.com/2017/01/ability-and-income-inequality.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Part I</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> showed that high ability in the top household income decile significantly amplifies national income inequality. Figure 4 shows that the findings in Part I are not affected by cost of living. This is also the reason that the headline map at the top of this essay showing the percent of state workers that are high ability adjusted for COL is indistinguishable from a map that is not adjusted for COL (and also why both are correlated with mean income and income inequality by state).[3] </span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Low Ability Distribution And Cost Of Living</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5 shows that a state’s percentage of low ability workers is </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">negatively</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> correlated with COL (statistically significant, r-squared = 0.54). That is, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">low ability workers are concentrated in states where the cost of living is low</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span></div>
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<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5: Percent of State’s Workers That Are Low Ability vs. Cost of Living</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="413" src="https://lh4.googleusercontent.com/mlLtdyCBUz21K0dsUeZRM9QaAUHGeshytVbEhRfC754u3q560bC0yGCf-NU3oYoxFZOTLRUoogMJDlxBW9lj1V7nJJoqg34bq4J_EnLC1jA24pborrcmLEJ8md-_Se1jadmNuN4M" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In aggregate 66% of all of the Census occupational codes show a statistically significant </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">negative relationship</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> between state COL and its </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><i>share of low ability</i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> workers. Once again, the relationship occurs primarily in lower wage occupations where the mean salary is only 34% of the average salary for all occupations.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">It is difficult to ascertain how much of this relationship is due to 1) the possibility that low ability workers really do cluster in low COL states because it is cheaper to live there, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">or</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> 2) whether it's due to the fact that employers may pay “low ability” workers less in low COL states (due to labor supply and prevailing wages). In the second case, the ability of “low ability” workers in low COL states is underestimated by the Wage/AEOSR ratio. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">It was easier to draw conclusions for high income households because so few high wage occupations show a relationship with COL. That is not the case for low income households where low wage jobs predominate. It is quite probable that </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">both</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> low ability clustering occurs, and that employers take advantage of the greater supply of low ability labor and the prevailing COL to pay lower wages. </span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">It is worth noting that </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">the distribution of low ability workers is not correlated with state welfare benefits</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">unlike the distribution of homeless</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. The </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">distribution of homeless is</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">positively correlated</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> with state COL as shown in Figure 6.</span></div>
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<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 6: Percent of State’s Residents That Are Homeless vs. Cost of Living</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="361" src="https://lh4.googleusercontent.com/lisOB0vVYxd0CO1jtMfp6stISsjt9XOIGTP54Olx3OwY0KYZFUJPiXuW1w4C5BepnH8rDjAS7YCGEzDbppfJ_k1i49frN0TWUklFixjjqZ-ZRk57cZUCI5FXpzDPiFYqoHNZfmh4" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="630" /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The homeless and other non-working poor may concentrate in high COL states because those states pay higher benefits as shown in Figure 7.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 7: Welfare Benefits vs. Cost of Living</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="368" src="https://lh4.googleusercontent.com/P6od89-FVzfBcRcZgfq6PvBiBBzAYrxuORWiD8NYx5dowc5mFIhM5tqwhYYl8FXHpyDAfynLQ_lBJ_5TtXTOqKhsZvOy4ef7RdecHqtMHx5qGkU1JarnsSkNYhfGSEEFXLJJ9N6S" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="642" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">There are no obvious solutions for national household income inequality arising from “apparent low ability” clustering. Even if these workers’ abilities are truly higher than that implied by their low relative wages, the wage benefit from moving may be offset by higher costs of living.[4]</span><span style="background-color: transparent; color: blue; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><u> </u></span><span style="background-color: transparent; font-family: "arial"; font-size: 12pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><a href="https://disciplinedthinking.blogspot.com/2017/05/home-grown-us-states-and-declining.html"><span style="color: blue;">Indeed, interstate mobility has declined</span>.</a></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Clustering of low ability/low wage occupations also makes it more difficult to locally fund improved resources for the poor.</span></div>
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<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] IPUMS-USA, University of Minnesota,</span><a href="http://www.ipums.org/" style="text-decoration: none;"><span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #1155cc; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">www.ipums.org</span></a><span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. The data is provided freely but is subject to their licensing restrictions.</span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] This is also true for the top household income </span><span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">quintile</span><span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">: there is no statistically significant relationship between a state’s percentage of high ability workers and its cost of living.</span></div>
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<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[3] Sample sizes are smaller for less populous states, so less confidence should be placed on estimated ability shares in those states (e.g., the Dakotas, Wyoming, Delaware etc.).</span><br />
<span style="background-color: transparent; color: black; font-family: "georgia"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[4] Those who move may also lose the economic benefit of extended family networks that can provide childcare, financial assistance etc.</span></div>
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<b>Transparent and reproducible:</b> All Figures can be generated using the<a href="https://www.r-project.org/"> free, publicly-available R program</a>, the data links in this article and in the R code available in “AbilityCostOfLivingAdj.r" on<a href="https://github.com/whelanh/WorldValueSurveyRCode"> github</a> (look for the comments with "Figure X").Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-23591806236189579052017-05-15T04:43:00.000-07:002017-05-15T04:43:53.415-07:00"Home Grown" US States And Declining Inter-State Mobility<b id="docs-internal-guid-7ee24426-cb95-f5fb-cdff-cebcf32fbc00" style="font-weight: normal;"><br /></b>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="Rplot69.jpeg" height="392" src="https://lh6.googleusercontent.com/ju6ZTA_fBLvdA3KQONdmtfhhaPXOb5sdevlYQ1B82PaxhElQ-d04HVN1LgCYqCp1-_We2cjprm6gARyXbWzAOpj4ivq-I0VfpB4vVufTg96G4JtnSXmcHKnRdByxuRPDsOo5ClxE" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></div>
<ul style="margin-bottom: 0pt; margin-top: 0pt;">
<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In 2015, the percentage of state residents who were born there varied significantly across the country from a high of 75% in Louisiana to a low of 12% in Nevada. Retention of native-born adults is greater for those who married a spouse also born in the state. </span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Most states became less “home grown” from 1990 to 2015. Changes are complex and are driven both by how attractive a state is </span><span style="color: #434343; font-size: 18.6667px; white-space: pre-wrap;">to its own young residents, and </span><span style="color: #434343; font-size: 14pt; white-space: pre-wrap;">to retirees, US born workers, and immigrants. </span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">There is a similarly large range for the percentage of all adults born in a state who now no longer live there. Based on the 2015 Census, 66% of all the adults who were born in Wyoming now live in another state. At the other extreme, only 23% of all adults born in Texas live outside Texas. This range is partially driven by a state’s size in terms of population and geographic area.</span></div>
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<li dir="ltr" style="background-color: transparent; color: #434343; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While one might expect inter-state mobility has increased for economic reasons, it has actually declined since the 1980s. Recent research indicates the decline is a result of a broader decrease in the rate of job changes across all age groups. Broadly this implies that the costs of changing jobs (and moving) have risen and that its benefits have decreased. </span></div>
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<a name='more'></a><b style="font-weight: normal;"><br /></b>
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<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">State Shares Of Native-born Residents </span></h2>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The map at the head of this essay illustrate each state’s percentage of native-born residents. Conceptually its share is an interplay between how well it retains its own young adults, and how attractive it is to those that were not born there. Forces at play include how pleasant the state is to live in and the number of attractive jobs created there. In addition to someone’s affection for where they grew up, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>family ties are also important </b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as shown in Figure 1. Figure 1 illustrates the </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>increased likelihood that adults remain in their home state if their spouse was also born there</b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.[1] </span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: 2015 Census -- Retention of Native Born Married (Spouse Native vs. Overall)</span><span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></h4>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="392" src="https://lh5.googleusercontent.com/-6zLpW-P3MSWV6WHxLmGDN4DIM4YC6pwulz2t3rgNcsfEgFb-xCsXT3pULAII1fkro560dNULFzUFmMyFpEMuGGQN4fibVxkNm0nlfIc0C8ObvjjCIAhZ2sZZKm0d5X6p2hK1Z8L" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">North Dakota, for example, retains about 43% of all of its native born married. However, it retains about 72% of native born married individuals whose spouses were also native born.</span></div>
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<span style="color: #434343; font-family: arial; font-size: 14pt; font-weight: 700; white-space: pre-wrap;">A State’s Out-Of-State Residents</span><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">States have different levels of attractiveness to non-natives. Table 1 shows each state’s non-native percentage in 2015 and its decomposition into three non-overlapping groups: 1) those 65 and older (broadly “</span><a href="https://disciplinedthinking.blogspot.com/2017/01/retiree-migration-across-state-lines.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">retirees</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">”), 2) those younger than 65 born in the US (broadly “</span><a href="https://disciplinedthinking.blogspot.com/2017/02/worker-migration-across-state-lines.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">US-born workers</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">”) and 3) those younger than 65 born outside the US (broadly </span><a href="https://disciplinedthinking.blogspot.com/2017/02/immigrant-labor-facts-and-trends-2011.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">“immigrants”</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">).</span></div>
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; font-weight: 700; white-space: pre-wrap;">Table 1: 2015 Census -- Decomposition of State Non-native Shares</span><br />
<span style="color: #666666; font-family: "arial"; font-size: 12pt; font-weight: 700; white-space: pre-wrap;"><br /></span>
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<table border="1" cellpadding="0" cellspacing="0" dir="ltr" style="border-collapse: collapse; border: none; font-family: arial,sans,sans-serif; font-size: 13px; table-layout: fixed;"><colgroup><col width="100"></col><col width="114"></col><col width="106"></col><col width="121"></col><col width="139"></col></colgroup><tbody>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"State"}" style="background-color: #d9d9d9; font-weight: bold; padding: 2px 3px; text-decoration-line: underline; vertical-align: bottom;">State</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"% Not Native Born"}" style="background-color: #b7e1cd; font-weight: bold; padding: 2px 3px; text-align: center; text-decoration-line: underline; vertical-align: bottom; word-wrap: break-word;">% Not Native Born</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"% Not Native 65+ Age"}" style="background-color: #fff2cc; font-weight: bold; padding: 2px 3px; text-align: center; text-decoration-line: underline; vertical-align: bottom; word-wrap: break-word;">% Not Native 65+ Age</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"% Not Native < 65, Born US"}" style="background-color: #fff2cc; font-weight: bold; padding: 2px 3px; text-align: center; text-decoration-line: underline; vertical-align: bottom; word-wrap: break-word;">% Not Native < 65, Born US</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"% Not Native < 65, Foreign Born"}" style="background-color: #fff2cc; font-weight: bold; padding: 2px 3px; text-align: center; text-decoration-line: underline; vertical-align: bottom; word-wrap: break-word;">% Not Native < 65, Foreign Born</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Louisiana"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Louisiana</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.2529881}" style="background-color: #57bb8a; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>25%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.05110329261428}" style="background-color: #fffffd; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.15098630863839}" style="background-color: #fffaed; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>15%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.050898496217449}" style="background-color: #fffbf0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Michigan"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Michigan</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.274244}" style="background-color: #5cbd8d; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>27%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.0745360637256}" style="background-color: #fff9e9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.1272839627148}" style="background-color: #fffdf6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>13%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.07242399549912}" style="background-color: #fff8e5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Ohio"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Ohio</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.2856638}" style="background-color: #5fbe90; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>29%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.07740549146098001}" style="background-color: #fff9e7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.15935863635244}" style="background-color: #fffae9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>16%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.04889967218658001}" style="background-color: #fffcf2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Pennsylvania"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Pennsylvania</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.2968288}" style="background-color: #62bf92; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>30%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.05922485536864}" style="background-color: #fffdf6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.15996504750880003}" style="background-color: #fff9e9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>16%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.077638894154272}" style="background-color: #fff8e2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Iowa"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Iowa</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3164855}" style="background-color: #67c195; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>32%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.05694260918534999}" style="background-color: #fffdf8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.20129664620624999}" style="background-color: #fff5d9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>20%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.05824623511383499}" style="background-color: #fffaec; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"West Virginia"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>West Virginia</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3218132}" style="background-color: #69c296; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>32%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.05905230384284}" style="background-color: #fffdf6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.23935020874732002}" style="background-color: #fff1ca; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>24%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.023410697064236}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Mississippi"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Mississippi</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3233339}" style="background-color: #69c297; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>32%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.059687179272879996}" style="background-color: #fffdf6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.2326497344026}" style="background-color: #fff2cc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>23%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.030996986324520002}" style="background-color: #fffefb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Wisconsin"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Wisconsin</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3316054}" style="background-color: #6cc398; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>33%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.06496037040164}" style="background-color: #fffcf1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.2080470725249}" style="background-color: #fff4d6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>21%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.058597960389513995}" style="background-color: #fffaec; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Kentucky"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Kentucky</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3394043}" style="background-color: #6ec49a; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>34%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.060088917901890006}" style="background-color: #fffdf5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.23447325204168}" style="background-color: #fff2cc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>23%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.044842130056429994}" style="background-color: #fffcf4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Alabama"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Alabama</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3410183}" style="background-color: #6ec49a; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>34%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.06680091532478}" style="background-color: #fffbf0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.22979569298245}" style="background-color: #fff2ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>23%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.044421678052038005}" style="background-color: #fffcf4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Indiana"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Indiana</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3642566}" style="background-color: #74c79e; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>36%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.08120703857306}" style="background-color: #fff8e3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.22509480648922}" style="background-color: #fff3cf; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>23%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.057954758580285995}" style="background-color: #fffaed; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Minnesota"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Minnesota</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3777946}" style="background-color: #78c8a1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>38%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.06759470759632}" style="background-color: #fffbef; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.21409196852047999}" style="background-color: #fff4d4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>21%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.0961079238832}" style="background-color: #fff5d8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>10%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"North Dakota"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>North Dakota</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3780406}" style="background-color: #78c8a1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>38%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.04790326341276}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.28840237262438}" style="background-color: #ffecb6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>29%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.041734967743265995}" style="background-color: #fffdf5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Missouri"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Missouri</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.391539}" style="background-color: #7ccaa3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>39%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.0875382144633}" style="background-color: #fff7de; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.2564007628443}" style="background-color: #ffefc3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>26%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.04759999920006001}" style="background-color: #fffcf2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Illinois"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Illinois</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3936853}" style="background-color: #7ccaa4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>39%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.08090083314586}" style="background-color: #fff8e4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.15064568784003002}" style="background-color: #fffaed; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>15%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.162138806572081}" style="background-color: #ffebb4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>16%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nebraska"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Nebraska</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4053091}" style="background-color: #7fcba6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>41%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.07529633858340999}" style="background-color: #fff9e8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.24829916385287998}" style="background-color: #fff0c6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>25%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.08171358945752799}" style="background-color: #fff7e0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"South Dakota"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>South Dakota</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4056084}" style="background-color: #7fcba6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>41%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.07647681484655999}" style="background-color: #fff9e7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.29240447462855995}" style="background-color: #ffebb5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>29%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.036727110524879994}" style="background-color: #fffef8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Maine"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Maine</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4117384}" style="background-color: #81cca7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>41%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.10323339855688}" style="background-color: #fff3d1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>10%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.27110017358288}" style="background-color: #ffeebd; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>27%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.037404794921168}" style="background-color: #fffdf8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Arkansas"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Arkansas</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.439276}" style="background-color: #88cfac; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>44%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.092674277358}" style="background-color: #fff5da; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.2877942192008}" style="background-color: #ffecb7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>29%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.058807503441200004}" style="background-color: #fffaec; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"New York"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>New York</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.443292}" style="background-color: #89cfad; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>44%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.0910695538464}" style="background-color: #fff6db; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.10275286914000001}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>10%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.24946959031236002}" style="background-color: #ffde84; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>25%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Massachusetts"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Massachusetts</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.444329}" style="background-color: #8acfad; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>44%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.08129847723389999}" style="background-color: #fff8e3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.1720937314835}" style="background-color: #fff8e4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>17%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.19093683127220998}" style="background-color: #ffe7a4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>19%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Oklahoma"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Oklahoma</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4589139}" style="background-color: #8ed1b0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>46%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.08504973293337}" style="background-color: #fff7e0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.29892311417412}" style="background-color: #ffebb2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>30%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.07494105289250999}" style="background-color: #fff8e3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Tennessee"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Tennessee</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4654103}" style="background-color: #8fd2b1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>47%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.09110434547118}" style="background-color: #fff6db; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3122493551936}" style="background-color: #ffe9ad; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>31%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.062056608643426006}" style="background-color: #fffaea; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Utah"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Utah</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4716994}" style="background-color: #91d2b2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>47%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.07302416147351999}" style="background-color: #fffaea; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.28604092182694}" style="background-color: #ffecb7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>29%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.112634307265552}" style="background-color: #fff2cf; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>11%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"South Carolina"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>South Carolina</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4786501}" style="background-color: #93d3b4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>48%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.10684786519775}" style="background-color: #fff2ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>11%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.31012749930711003}" style="background-color: #ffeaae; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>31%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.061674773787148}" style="background-color: #fffaeb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Rhode Island"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Rhode Island</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4812469}" style="background-color: #94d3b4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>48%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.09382057502038998}" style="background-color: #fff5d9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.22852408481427}" style="background-color: #fff2ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>23%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.158902244977809}" style="background-color: #ffecb5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>16%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Kansas"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Kansas</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4912278}" style="background-color: #96d4b6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>49%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.09247574562954}" style="background-color: #fff5da; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3040348854123}" style="background-color: #ffeab0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>30%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.094717154221326}" style="background-color: #fff5d9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Texas"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Texas</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.495219}" style="background-color: #97d5b7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>50%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.0824099880528}" style="background-color: #fff8e2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.20575467960180002}" style="background-color: #fff5d7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>21%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.20705435215416}" style="background-color: #ffe59b; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>21%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"North Carolina"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>North Carolina</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4975731}" style="background-color: #98d5b7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>50%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.08830559174706}" style="background-color: #fff6dd; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.31055776249949996}" style="background-color: #ffeaae; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>31%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.09870977063209499}" style="background-color: #fff4d6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>10%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Connecticut"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Connecticut</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.5206775}" style="background-color: #9ed8bb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>52%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.117836816006}" style="background-color: #fff0c4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>12%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.22380843314200002}" style="background-color: #fff3d0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>22%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.17903221961135}" style="background-color: #ffe9aa; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>18%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Montana"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Montana</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.5267911}" style="background-color: #a0d8bd; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>53%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.13618434944048}" style="background-color: #ffecb5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>14%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.36439341470708}" style="background-color: #ffe499; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>36%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.026213351656172997}" style="background-color: #fffffe; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Hawaii"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Hawaii</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.5356408}" style="background-color: #a2d9be; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>54%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.10494188851072}" style="background-color: #fff3cf; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>10%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.23872074938656002}" style="background-color: #fff1ca; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>24%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.191978194241168}" style="background-color: #ffe7a3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>19%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Georgia"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Georgia</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.5361}" style="background-color: #a2d9be; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>54%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.08915407332000001}" style="background-color: #fff6dd; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.31872152868000003}" style="background-color: #ffe9ab; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>32%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.128224414083}" style="background-color: #fff0c6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>13%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"New Mexico"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>New Mexico</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.5538117}" style="background-color: #a7dbc2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>55%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.14458002074295}" style="background-color: #ffeaae; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>14%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.2955349679646}" style="background-color: #ffebb4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>30%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.11369667252563101}" style="background-color: #fff2ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>11%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Vermont"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Vermont</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.5556997}" style="background-color: #a8dbc2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>56%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.13463803523432}" style="background-color: #ffecb6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>13%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.3704783215936}" style="background-color: #ffe396; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>37%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.050583320944092}" style="background-color: #fffcf1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"New Jersey"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>New Jersey</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.5632528}" style="background-color: #aadcc3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>56%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.12326900178559999}" style="background-color: #ffeec0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>12%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.19067887158848}" style="background-color: #fff6dd; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>19%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.249304937890976}" style="background-color: #ffde84; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>25%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"California"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>California</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.5730788}" style="background-color: #acddc5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>57%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.13206337329752}" style="background-color: #ffecb8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>13%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.13778694050464}" style="background-color: #fffcf2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>14%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.303228469005476}" style="background-color: #ffd666; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>30%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Virginia"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Virginia</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.5843442}" style="background-color: #afdec7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>58%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.1065601317957}" style="background-color: #fff2ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>11%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.33028501549428}" style="background-color: #ffe8a6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>33%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.147499046866578}" style="background-color: #ffedbc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>15%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Maryland"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Maryland</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.6105237}" style="background-color: #b6e1cc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>61%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.12275360458836002}" style="background-color: #ffefc0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>12%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.31343871601884}" style="background-color: #ffe9ad; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>31%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.174331416024222}" style="background-color: #ffe9ad; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>17%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Idaho"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Idaho</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.6199852}" style="background-color: #b9e2ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>62%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.13909045569696002}" style="background-color: #ffebb2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>14%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4095479634604}" style="background-color: #ffdf87; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>41%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.071346805642048}" style="background-color: #fff8e5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Washington"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Washington</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.6228381}" style="background-color: #bae3ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>62%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.13165445875322998}" style="background-color: #ffedb9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>13%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.32894066914538994}" style="background-color: #ffe8a6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>33%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.16224295341623698}" style="background-color: #ffebb4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>16%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Delaware"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Delaware</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.6260214}" style="background-color: #bae3cf; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>63%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.16553908921056}" style="background-color: #ffe59c; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>17%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.35212157477142}" style="background-color: #ffe59d; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>35%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.10836074853844799}" style="background-color: #fff3d1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>11%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Oregon"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Oregon</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.639561}" style="background-color: #bee4d2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>64%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.1563521345919}" style="background-color: #ffe7a4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>16%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.37100952796830006}" style="background-color: #ffe396; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>37%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.11219933104419001}" style="background-color: #fff2cf; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>11%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"New Hampshire"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>New Hampshire</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.6520598}" style="background-color: #c1e6d4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>65%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.1492264934692}" style="background-color: #ffe9aa; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>15%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4381577771781}" style="background-color: #ffdc7c; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>44%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.064675490229112}" style="background-color: #fff9e9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Wyoming"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Wyoming</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.6739585}" style="background-color: #c7e8d8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>67%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.13898203697375}" style="background-color: #ffebb3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>14%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.49153242415775}" style="background-color: #ffd666; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>49%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.043444038868500005}" style="background-color: #fffdf5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Colorado"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Colorado</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.6847561}" style="background-color: #cae9da; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>68%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.13246551974012}" style="background-color: #ffecb8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>13%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.43086983403471}" style="background-color: #ffdd7e; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>43%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.12142074622516999}" style="background-color: #fff1ca; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>12%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Alaska"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Alaska</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.7047061}" style="background-color: #cfebde; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>70%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.11189316408739}" style="background-color: #fff1c9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>11%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.47978505406300004}" style="background-color: #ffd86b; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>48%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.11302783252018299}" style="background-color: #fff2ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>11%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Arizona"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Arizona</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.7411651}" style="background-color: #d9efe5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>74%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.20409930292713002}" style="background-color: #ffdc7b; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>20%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.38390929143008}" style="background-color: #ffe291; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>38%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.153156527877743}" style="background-color: #ffecb9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>15%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Florida"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Florida</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.7595854}" style="background-color: #def1e8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>76%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.22894655945546}" style="background-color: #ffd666; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>23%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.30865266594344}" style="background-color: #ffeaae; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>31%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.221986204984516}" style="background-color: #ffe293; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>22%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nevada"}" style="background-color: #d9d9d9; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Nevada</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.8805577}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>88%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.19310137248688}" style="background-color: #ffdf85; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>19%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.46101193326958007}" style="background-color: #ffda73; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>46%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.226444411854694}" style="background-color: #ffe290; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>23%</b></td></tr>
</tbody></table>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Some states like Florida and Arizona are attractive to retirees. California, New York and New Jersey are examples of states that are relatively attractive to immigrants.</span></div>
<h2 dir="ltr" style="line-height: 1.38; margin-bottom: 6pt; margin-top: 18pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 16pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Most States Becoming Less “Home Grown”</span></h2>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 2 shows most states became less home grown from 1990 to 2015. Again, I decompose the absolute change in out-of-state share into the three non-overlapping absolute changes in non-native retirees, out-of-state US-born workers, and immigrants. </span><span style="white-space: pre-wrap;"><span style="font-family: Arial, Helvetica, sans-serif;">The yellow highlighted columns sum to the green column. The rose colored column is only included to show directionally how a state is doing in retaining its own young native born residents (</span></span><span style="font-family: arial; font-size: 16px; white-space: pre-wrap;">the darker the rose shading, the more improvement the state has shown in retaining young natives)</span><span style="white-space: pre-wrap;"><span style="font-family: Arial, Helvetica, sans-serif;">.</span></span><span style="font-family: arial; font-size: 12pt; white-space: pre-wrap;"> </span></div>
<h4 dir="ltr" style="line-height: 1.9871999999999999; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 2: 2015 vs 1990 Census -- Decomposition of Change in State Non-native Shares</span></h4>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><style type="text/css"><!--td {border: 1px solid #ccc;}br {mso-data-placement:same-cell;}--></style></span></div>
<table border="1" cellpadding="0" cellspacing="0" dir="ltr" style="border-collapse: collapse; border: none; font-family: arial,sans,sans-serif; font-size: 13px; table-layout: fixed;"><colgroup><col width="100"></col><col width="100"></col><col width="100"></col><col width="100"></col><col width="100"></col><col width="100"></col></colgroup><tbody>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"State"}" style="background-color: #efefef; font-weight: bold; padding: 2px 3px; text-decoration-line: underline; vertical-align: bottom; word-wrap: break-word;">State</td><td data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":2,"2":"Change In Non-Native Share"}" style="background-color: #c1e6d4; font-weight: bold; padding: 2px 3px; text-align: center; text-decoration-line: underline; vertical-align: bottom; word-wrap: break-word;">Change In Non-Native Share</td><td data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":2,"2":"Change 65+"}" style="background-color: #ffd666; font-weight: bold; padding: 2px 3px; text-align: center; text-decoration-line: underline; vertical-align: bottom; word-wrap: break-word;">Change 65+</td><td data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":2,"2":"Change Not Native <65 Born US"}" style="background-color: #ffd666; font-weight: bold; padding: 2px 3px; text-align: center; text-decoration-line: underline; vertical-align: bottom; word-wrap: break-word;">Change Not Native <65 Born US</td><td data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":2,"2":"Change Not Native <65, Foreign Born"}" style="background-color: #ffd666; font-weight: bold; padding: 2px 3px; text-align: center; text-decoration-line: underline; vertical-align: bottom; word-wrap: break-word;">Change Not Native <65, Foreign Born</td><td data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":2,"2":"Change In Native Share Of < 35 yr Olds"}" style="background-color: #fbe5e4; font-weight: bold; padding: 2px 3px; text-align: center; text-decoration-line: underline; vertical-align: bottom; word-wrap: break-word;">Change In Native Share Of < 35 yr Olds</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Alaska"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Alaska</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.104028484}" style="background-color: #57bb8a; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-10%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.063740023}" style="background-color: #ffd769; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.214021478}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-21%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.046252971}" style="background-color: #fff2cc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.188525901039326}" style="background-color: #e67c73; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>19%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"California"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>California</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.086022258}" style="background-color: #61bf91; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.009710247}" style="background-color: #fff8e2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.163034439}" style="background-color: #fff8e4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-16%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.067301934}" style="background-color: #ffeab1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.165000970955956}" style="background-color: #e8877e; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>17%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Arizona"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Arizona</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.057766745}" style="background-color: #73c69d; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.03073328}" style="background-color: #ffebb3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.156681858}" style="background-color: #fff7e0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-16%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.068181833}" style="background-color: #ffeab0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.147722991997501}" style="background-color: #ea8e86; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>15%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Florida"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Florida</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.051984166}" style="background-color: #76c7a0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-5%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.001095305}" style="background-color: #fffdf5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.141867518}" style="background-color: #fff5d8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-14%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.088788048}" style="background-color: #ffe395; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.12457796271872201}" style="background-color: #ec9891; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>12%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Michigan"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Michigan</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.032956629}" style="background-color: #82cca8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.002260229}" style="background-color: #fffffd; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.063462977}" style="background-color: #ffeaad; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.032766577}" style="background-color: #fff6dd; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.015842598811395048}" style="background-color: #f7d4d1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-2%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Ohio"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Ohio</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.028565895}" style="background-color: #84cdaa; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.006679478}" style="background-color: #fff9e9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.056809816}" style="background-color: #ffe9aa; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.021564442}" style="background-color: #fffaeb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.025559227659274986}" style="background-color: #f8d8d5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-3%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"New Mexico"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>New Mexico</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.023223133}" style="background-color: #88ceac; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.034157439}" style="background-color: #ffe9ab; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.106227544}" style="background-color: #fff0c5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-11%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.048846972}" style="background-color: #fff1c8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.061953924213883016}" style="background-color: #f1b3ad; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nevada"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Nevada</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.019362917}" style="background-color: #8acfad; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.051790241}" style="background-color: #ffde84; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.196190983}" style="background-color: #fffdf6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-20%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.125037825}" style="background-color: #ffd666; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>13%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.07253136052789902}" style="background-color: #f0aea8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Louisiana"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Louisiana</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.000812483}" style="background-color: #96d4b6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.011546027}" style="background-color: #fff6de; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.033704669}" style="background-color: #ffe59d; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.022971125}" style="background-color: #fffaea; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.0003094591124850332}" style="background-color: #f6cdc9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Wyoming"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Wyoming</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.002960867}" style="background-color: #98d5b7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.024702872}" style="background-color: #ffefc0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.040330927}" style="background-color: #ffe6a1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.018588922}" style="background-color: #fffbef; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.01684295871185698}" style="background-color: #f7d4d1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-2%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Oregon"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Oregon</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.003451914}" style="background-color: #98d5b7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.01231919}" style="background-color: #fff6dc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.067837012}" style="background-color: #ffeab0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.058969736}" style="background-color: #ffedbb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.0034176999527599783}" style="background-color: #f6cecb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Colorado"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Colorado</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.006945537}" style="background-color: #9ad6b9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.031645856}" style="background-color: #ffeab1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.091008741}" style="background-color: #ffeebc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.066308422}" style="background-color: #ffebb2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.026897784380526035}" style="background-color: #f4c1bd; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Washington"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Washington</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.014166279}" style="background-color: #9fd8bc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.014364016}" style="background-color: #fff5d7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.086825684}" style="background-color: #ffedba; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.086627947}" style="background-color: #ffe498; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.006168755230918976}" style="background-color: #f6d0cc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-1%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Indiana"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Indiana</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.02045524}" style="background-color: #a2d9be; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.013643214}" style="background-color: #fff5d9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.029066741}" style="background-color: #ffe49b; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.035878767}" style="background-color: #fff5d9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.06595804915819203}" style="background-color: #fbe9e8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-7%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Illinois"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Illinois</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.021028213}" style="background-color: #a3d9bf; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.013408292}" style="background-color: #fff5da; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.057370776}" style="background-color: #ffe9aa; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.064990698}" style="background-color: #ffebb4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.02520104965564396}" style="background-color: #f8d8d5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-3%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Connecticut"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Connecticut</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.022434457}" style="background-color: #a4dabf; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.027453612}" style="background-color: #ffedba; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.074486226}" style="background-color: #ffebb3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.069467071}" style="background-color: #ffeaae; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.011287445346934932}" style="background-color: #f7d2cf; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-1%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"New Hampshire"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>New Hampshire</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.022964031}" style="background-color: #a4dabf; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.056101761}" style="background-color: #ffdc7a; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.055062344}" style="background-color: #ffe8a9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.021924614}" style="background-color: #fffaeb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.09530457861706898}" style="background-color: #eea49e; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>10%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Idaho"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Idaho</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.032702559}" style="background-color: #aadcc4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.023280719}" style="background-color: #ffefc3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.026027057}" style="background-color: #ffe499; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.035448897}" style="background-color: #fff5da; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.03056549748067}" style="background-color: #f3c0bc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"New Jersey"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>New Jersey</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.034136746}" style="background-color: #abddc4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.020287772}" style="background-color: #fff1ca; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.08493836}" style="background-color: #ffedb9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.098787334}" style="background-color: #ffe088; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>10%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.013786260489075941}" style="background-color: #f7d3d0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-1%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Hawaii"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Hawaii</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.034229604}" style="background-color: #abddc4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.040450154}" style="background-color: #ffe59d; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.024839448}" style="background-color: #ffe498; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.018618898}" style="background-color: #fffbef; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.03131342328473402}" style="background-color: #f3c0bb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Delaware"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Delaware</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.039534556}" style="background-color: #aedec6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.0596497}" style="background-color: #ffda72; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.081439627}" style="background-color: #ffecb7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.061324483}" style="background-color: #ffecb8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.012082605097797017}" style="background-color: #f5c8c4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Maryland"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Maryland</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.040857501}" style="background-color: #afdec7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.039975128}" style="background-color: #ffe59e; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.095975153}" style="background-color: #ffeebf; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-10%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.096857526}" style="background-color: #ffe08b; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>10%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.0022157680313030226}" style="background-color: #f6ceca; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Missouri"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Missouri</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.041880186}" style="background-color: #afdec7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.018595789}" style="background-color: #fff2ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.004351011}" style="background-color: #ffe18d; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.027635408}" style="background-color: #fff8e4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.03724698291107398}" style="background-color: #f9ddda; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-4%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Oklahoma"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Oklahoma</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.044476622}" style="background-color: #b1dfc9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.005268398}" style="background-color: #fffaec; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.006855098}" style="background-color: #ffe18f; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.046063323}" style="background-color: #fff2cc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.03699903429130402}" style="background-color: #f3bdb9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Montana"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Montana</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.045264928}" style="background-color: #b1dfc9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.03122398}" style="background-color: #ffebb2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.007427482}" style="background-color: #ffdf87; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.006613467}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.05438545082595503}" style="background-color: #fae4e2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-5%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Utah"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Utah</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.050526841}" style="background-color: #b5e1cb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.01777612}" style="background-color: #fff3d0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.033589956}" style="background-color: #ffe59d; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.066340677}" style="background-color: #ffebb2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.005165678601013024}" style="background-color: #f5cbc7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"New York"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>New York</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.056486669}" style="background-color: #b8e2ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.016604448}" style="background-color: #fff3d2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.020175218}" style="background-color: #ffe396; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.060057439}" style="background-color: #ffedba; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.071370921374184}" style="background-color: #fcebea; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-7%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Kansas"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Kansas</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.057856115}" style="background-color: #b9e2ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.016302107}" style="background-color: #fff4d3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.021621636}" style="background-color: #ffe397; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.063175644}" style="background-color: #ffecb6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.02420882769356303}" style="background-color: #f8d7d5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-2%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Wisconsin"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Wisconsin</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.063721255}" style="background-color: #bde4d1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.013257518}" style="background-color: #fff5da; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.016970298}" style="background-color: #ffde82; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.03349344}" style="background-color: #fff6dc; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.09203090576928707}" style="background-color: #fdf4f3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-9%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nebraska"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Nebraska</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.063944356}" style="background-color: #bde4d1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.018225901}" style="background-color: #fff2cf; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.015695621}" style="background-color: #ffe393; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.061414076}" style="background-color: #ffecb8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.05762245260399901}" style="background-color: #fbe6e4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-6%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Maine"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Maine</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.067617233}" style="background-color: #bfe5d2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.044055193}" style="background-color: #ffe395; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.017671726}" style="background-color: #ffde81; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.005890315}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.009532554065266985}" style="background-color: #f7d1ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-1%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Iowa"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Iowa</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.068433232}" style="background-color: #c0e5d3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.006781376}" style="background-color: #fff9e8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.020869264}" style="background-color: #ffdd7f; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.040782591}" style="background-color: #fff3d3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.09407731312967604}" style="background-color: #fef5f4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-9%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Texas"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Texas</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.069911726}" style="background-color: #c0e5d3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.027769468}" style="background-color: #ffedb9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.055226219}" style="background-color: #ffe8a9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.097368478}" style="background-color: #ffe08a; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>10%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.018113266266844064}" style="background-color: #f4c5c1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Minnesota"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Minnesota</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.070959369}" style="background-color: #c1e6d4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.013651676}" style="background-color: #fff5d9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.010745113}" style="background-color: #ffe291; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.068052807}" style="background-color: #ffeab0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.08829968905863494}" style="background-color: #fdf3f2; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-9%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Virginia"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Virginia</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.071280888}" style="background-color: #c1e6d4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.046272656}" style="background-color: #ffe290; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.057462379}" style="background-color: #ffe9aa; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.082470612}" style="background-color: #ffe59d; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.0015839366515219555}" style="background-color: #f6ccc9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Arkansas"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Arkansas</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.072036445}" style="background-color: #c2e6d4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.015885052}" style="background-color: #fff4d4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.012005504}" style="background-color: #ffde84; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.044145889}" style="background-color: #fff2ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.033688348888002984}" style="background-color: #f9dbd9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-3%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Mississippi"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Mississippi</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.072347876}" style="background-color: #c2e6d4; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.022163141}" style="background-color: #fff0c6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.031750018}" style="background-color: #ffdc7a; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.018434717}" style="background-color: #fffbef; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.025432530341224058}" style="background-color: #f8d8d5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-3%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"South Dakota"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>South Dakota</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.073194943}" style="background-color: #c2e6d5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.007017438}" style="background-color: #fff9e8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.042213752}" style="background-color: #ffda74; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.023963753}" style="background-color: #fff9e8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.07757404600196693}" style="background-color: #fceeed; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-8%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Vermont"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Vermont</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.077255931}" style="background-color: #c5e7d6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.064881901}" style="background-color: #ffd666; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.005607989}" style="background-color: #ffe18e; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.017982019}" style="background-color: #fffbf0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.009918182391020047}" style="background-color: #f7d1ce; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-1%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Pennsylvania"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Pennsylvania</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.077323938}" style="background-color: #c5e7d6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.013275255}" style="background-color: #fff5da; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.022248838}" style="background-color: #ffdd7f; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.041799845}" style="background-color: #fff3d1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.09465653591314793}" style="background-color: #fef5f5; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-9%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Rhode Island"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Rhode Island</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.078823971}" style="background-color: #c6e8d7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.013943489}" style="background-color: #fff5d8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.004220695}" style="background-color: #ffe089; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.060659788}" style="background-color: #ffedb9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.06324726820794901}" style="background-color: #fbe8e6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-6%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"North Dakota"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>North Dakota</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.079338242}" style="background-color: #c6e8d7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.003561526}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>0%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.058342942}" style="background-color: #ffd86b; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.024556827}" style="background-color: #fff9e8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.10315950263693396}" style="background-color: #fef9f9; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-10%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Alabama"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Alabama</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.080040608}" style="background-color: #c7e8d8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.027049359}" style="background-color: #ffedbb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.024966998}" style="background-color: #ffdd7d; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.028024251}" style="background-color: #fff8e3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.030785194219569934}" style="background-color: #f8dad8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-3%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Massachusetts"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Massachusetts</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.08754461}" style="background-color: #cbeadb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.021991408}" style="background-color: #fff0c6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.017045505}" style="background-color: #ffe394; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-2%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.082598707}" style="background-color: #ffe59d; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>8%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.07707784143414509}" style="background-color: #fceeed; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-8%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"West Virginia"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>West Virginia</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.093982398}" style="background-color: #cfebde; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.014412141}" style="background-color: #fff5d7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.066619758}" style="background-color: #ffd666; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.012950499}" style="background-color: #fffdf6; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>1%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.08650198535601294}" style="background-color: #fdf2f1; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-9%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Kentucky"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Kentucky</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.095547051}" style="background-color: #d0ecde; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>10%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.026403951}" style="background-color: #ffeebd; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.037563825}" style="background-color: #ffdb76; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.031579274}" style="background-color: #fff7df; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.06665988083909102}" style="background-color: #fbe9e8; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-7%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Tennessee"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Tennessee</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.117370785}" style="background-color: #ddf1e7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>12%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.036039579}" style="background-color: #ffe8a7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.036286624}" style="background-color: #ffdb77; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.045044582}" style="background-color: #fff2cd; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.07877021240756998}" style="background-color: #fcefed; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-8%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"South Carolina"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>South Carolina</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.129260295}" style="background-color: #e5f4ec; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>13%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.058616566}" style="background-color: #ffda75; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>6%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.030360089}" style="background-color: #ffdc7a; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>3%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.040283639}" style="background-color: #fff4d3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.05698998550338796}" style="background-color: #fae5e3; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-6%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Georgia"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>Georgia</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.130747765}" style="background-color: #e6f4ed; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>13%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.046843999}" style="background-color: #ffe18f; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.006490535}" style="background-color: #ffe18e; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-1%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.090394302}" style="background-color: #ffe293; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>9%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.04596001988863507}" style="background-color: #fae1de; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-5%</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"North Carolina"}" style="background-color: #efefef; padding: 2px 3px 2px 3px; vertical-align: bottom;"><b>North Carolina</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.171714616}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>17%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.042979367}" style="background-color: #ffe497; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>4%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.054240645}" style="background-color: #ffd86d; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>5%</b></td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.074494604}" style="background-color: #ffe8a7; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>7%</b></td><td data-sheets-formula="=vlookup(R[0]C[-5],R2C16:R52C18,3,0)" data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":-0.11847749884680397}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;"><b>-12%</b></td></tr>
</tbody></table>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Table reveals two key reasons a handful of states like California, Arizona, Michigan and Ohio became more native. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">California and Arizona retained more of their young native-born residents</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">However, Michigan and Ohio lost out-of-state US born workers due to sluggish economic growth</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span></div>
<b style="font-weight: normal;"><br /></b>
<br />
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">States like South Carolina, Georgia and North Carolina that saw </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">increasing non-native shares were generally beneficiaries of immigration and/or retiree migration.</span></div>
<h2 dir="ltr" style="line-height: 1.38; margin-bottom: 6pt; margin-top: 18pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 16pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Differences In Native Mobility By State</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Historically Ireland was an example of a place where most people who lived there were also born there, but a large percentage of those born there emigrated to live in another country. In a similar context, North Dakota is a state where most people who live there are natives, but most people born there live outside the state. Texans occupy the other end of the spectrum. In 2015, only 23% of all those born in Texas lived outside the state. </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: 2015 Census -- State “Ex-Pats” versus State Population</span></h4>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="Rplot60.jpeg" height="412" src="https://lh3.googleusercontent.com/ZcxdZKhzD6ncZ7p6t5bH2FOGtSs0UdyVR8N8a0vpc-Ma5fF5py5CXAQq3lYVhrvNXlxY0StwgzJA_QdJlldHUsNwe0Ma-qeU-phO_cSi9FWUIeKT513nXe2zMPe75An1pqTwC6kh" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">As shown in Figure 2, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>it is obviously easier to change jobs and even move long distances while remaining within the state if you were born in a large state with a large population</b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Conversely, in small Northeast states like New York and New Jersey, it is not uncommon to live in one state and work in another.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 16pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Decline in Inter-State Mobility</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Affection for one’s native state as well as family and spousal ties can tie someone to their birthplace. However, historically Americans would move out-of-state if the quantity and quality of jobs in their home state was poor. Recently that has become less common and economists don’t fully understand why. </span></div>
<b style="font-weight: normal;"><br /></b>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">It is easy to come up with possible reasons for the decline: an increasing share of two-earner couples, more people trapped in negative home equity, an aging workforce and so on. Table 3 reproduce tables from an excellent 2016 paper titled </span><a href="https://awozniak.nd.edu/assets/210453/msw_demography_final_final.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Job Changing and the Decline in Long-Distance Migration in the US</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> by Molloy, Smith and Wozniak. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">They show that none of these single explanations seem to work</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> because inter-state migration declined relatively uniformly for nearly every socioeconomic characteristic. </span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 3: Tables From “Job Changing and the Decline in Long-Distance Migration in the US”</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="msw_demography_final_finalTable1.jpg" height="507" src="https://lh6.googleusercontent.com/0nf2usYN60HyuZyYolQ8Ct-GwIjgHQ0P9_DUlR3mWyQrrx-dtJb_8h30oEIZD8ru0b-xkG4On6ViaB9TEdn93UdwDhWwp0T6w0cEzcn_ybc2SbbRRoOKLB7HvJ2HNe94qdk5fjv3" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="534" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="msw_demography_final_finalTable2.jpg" height="456" src="https://lh5.googleusercontent.com/Zse3EFsP7QyuD4-Dn6RcNT1iNw5uUdO8LvNJRwjVhx8l4uyA-ugnbPLoGKHtnYobaSMkdzyChTv154bNJPH9AjAeiMZK7RqctB54bel1fhtcyIO0qUn3rT3ah8zxfSI9udJB6ZBE" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="657" /></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The authors posit that the decline is related to the fact that employees change jobs less frequently as shown in their Figure 3. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Yes, you read that correctly: </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">the popular belief that employees change employers more frequently than they did in the past is false.</span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3: Declines In Employer, Occupation And Industry Transitions From “</span><span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Job Changing and the Decline in Long-Distance Migration in the US</span><span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">”</span></h4>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="msw_demography_final_final.jpg" height="475" src="https://lh3.googleusercontent.com/gExuIJoWLiu3SdDrAmJJYabmwqijH7TanetiH3ddYlMR5r7J43TvS-Zd9CtQm6Qwq8UMAKNuNFPzbXCrONYrQyduXZYk4IiphdRg5jgCgXzWBGCjhWPCUwa-L5xwis84BEH_TgXZ" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="529" /></span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The authors illustrate the correlation between these two trends of declining inter-state migration and declining job changes by state in their chart reproduced as Figure 4. </span></div>
<h4 dir="ltr" style="line-height: 1.2; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4: Declining Inter-state Migration and Declining Job Changes By State From “</span><span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Job Changing and the Decline in Long-Distance Migration in the US</span><span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">”</span></h4>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="msw_demography_final_finalSTATEvsJOBCHG.jpg" height="480" src="https://lh3.googleusercontent.com/xkJj9UBDEnjp-kuh7KsIVXnfs4ZD67KIsZXfP1yFSAn1z6GKw_zGOvdQTg1pNRWupblgi1z9bF996z0D5GDOKoGOcreoFEgtvWziwBpajh4t_1w7JydZeI6pVkoMTkA1_LTB0yu9" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="526" /></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Molloy, Smith and Wozniak suggest causality is running from declining job changing </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">to</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> declining inter-state mobility. They cite the need for further research to explain the broader decline in job changes:</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-style: italic; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In a very general sense, explanations for the decline in labor market transitions (and consequently the decline in interstate migration as well) can be categorized into factors that have raised the cost of making such transitions, and factors that have reduced the benefit of making such transitions. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-style: italic; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> On the cost side, possibilities include changes in job search or the hiring practices of firms, a rise in the importance of soft information—which is more difficult to obtain and assess—in the hiring process, and an increase in the importance of on-the-job training and accumulation of firm specific human capital, which would be lost in a transition between employers. In fact, some research finds that employer investments in workers in the form of training and on-the-job skill development has risen over time (Cairo 2013; Corrado, Hulten and Sichel 2009). Fujita (2012) proposes a model in which there is a secular increase in the risk of experience depreciation during an unemployment spell for all workers in an economy. Workers therefore become increasingly reluctant to separate from their firms and risk the loss of skill that would result from a failed transition to a new job. He argues that such a model can reconcile declining labor market turnover with stagnant wages and rising public anxiety about job security. Higher costs imply a less fluid labor market, which has the potential to reduce aggregate economic efficiency and ultimately household welfare. For example, Davis and Haltiwanger (2014) argue that the secular decline in labor market fluidity may be suppressing job creation and human capital accumulation. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-style: italic; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> On the benefit side, it could be that returns to making a transition in the labor market are smaller because wages are more similar across employers or locations than in the past. Also, it is possible that initial matches between firms and workers are of higher quality than in the past, for example because more information is available prior to the match or because the pool of potential matches from which workers and firms draw is larger or more diverse.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">On the “cost side”, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>one of the notable features of states with a high percentage of natives is that they tend to be low cost-of-living states</b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> as shown in Figure 5. </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5: 2015 % Native Resident Share vs. Cost of Living</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="Rplot50.jpeg" height="471" src="https://lh5.googleusercontent.com/uzcbp1L4-CRDDhonOWZCrB3Ecok-Ive0l3psNjqxfGDF1ogz39cE5nQikeuDZyEbw7A-LUEbBKa60ekW4MQlQ6mrZ6vt6kbeMit7D0rHepDaQ2bm6yOQ02cSQdIMsOCVBMqtdHvf" style="border: none; transform: rotate(0rad);" width="720" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span style="background-color: transparent; color: black; font-family: Arial, Helvetica, sans-serif; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In some sense, natives of low cost of living states are trapped there unless they can secure significant wage increases by moving out-of-state. </span></div>
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<br />
<div style="line-height: 1.38; margin-bottom: 6pt; margin-top: 18pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] US Census data provided by IPUMS-CPS, University of Minnesota,</span><a href="http://www.ipums.org/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> www.ipums.org</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. The data is provided freely but is subject to their licensing restrictions. I used an age cutoff of 21 years or older. Presumably native retention is also higher for those whose parents also reside their home state, but US Census data is not collected in a way that allows us to prove that.</span></div>
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<div style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible: </span><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Tables 1 and 2 and Figures 1, 2 and 5 can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, the data links in this article and in the R code available in “homeGrown.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-89819597160504193212017-05-08T03:31:00.001-07:002017-05-08T03:51:38.818-07:00Human Evolution And Entropy<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="464" src="https://lh5.googleusercontent.com/lfIUsWk7BFyKwEGtGxh1cUy11ffvfcIs1p13GATUBaMnLzLjcxuh0juMnS1zUyc_CthZIceoDNccxIPS2riQ9d1ZqPCm2w5qztnidOKiyBXDQY1kRwspc75caTPJqBVyFdkmRSQV" style="border: none; transform: rotate(0rad);" width="640" /></span></h2>
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<a href="https://ourfiniteworld.com/2016/11/17/the-energy-problem-behind-trumps-election/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Figure from ourfiniteworld.com</span></a></h2>
<b id="docs-internal-guid-9b26e789-e791-781a-c81a-899e31c40d1e" style="font-weight: normal;"><br /></b>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
<span style="color: #434343; font-family: "arial"; font-size: 14pt; vertical-align: baseline; white-space: pre-wrap;"></span><br />
<ul><span style="color: #434343; font-family: "arial"; font-size: 14pt; vertical-align: baseline; white-space: pre-wrap;">
<li>Human population growth has dominated the planet. In a Darwinian context, this phenomenon is attributed to “survival of the fittest” where intelligence has been the key differentiator between humans and other species. This framework can be broadly rephrased to state that the universe is orientated towards species that <span style="font-size: 14pt; font-style: italic; vertical-align: baseline;">maintain</span><span style="font-size: 14pt; vertical-align: baseline;"> the fastest growth.[1] </span></li>
<li>Human population growth could not have occurred on the same scale without increasing energy consumption (made possible by human intelligence). Greater energy consumption increases entropy. </li>
<li>As a thought experiment, one could reverse the order of these two observations and broadly state that the universe is orientated towards species that increase entropy the most. The subtle difference of this perspective relative to the “survival” view is the implication that the universe will promote outcomes in which the greatest total amount of energy is consumed over the long run. This view is consistent with human's’ unique ability to increase the Earth's radiant heat loss via global warming. More conventionally, it is also compatible with human’s desire to increase GDP per capita.</li>
<li>This thought experiment suggests that humans -- as agents of increasing entropy -- have a “special place” among species only as long as they are able to consume the most energy. It also suggests the ultimate limit on human population growth is their ability to access energy.</li>
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Acknowledgement</h2>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Thinking about entropy can be a pleasant but time consuming diversion. I started thinking about entropy and humans “thanks”(?!) to Cesar Hidalgo’s engaging book </span><a href="https://www.amazon.com/Why-Information-Grows-Evolution-Economies/dp/0465048994" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Why Information Grows</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> which articulates the concept that complex order grows in out-of-equilibrium systems. However, energy is required to keep out-of-equilibrium systems from returning to equilibrium. Your refrigerator is an excellent example, as it uses energy to keep a cool interior from rebalancing to the temperature of your kitchen.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Entropy</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">There are </span><a href="http://www.science20.com/hammock_physicist/what_entropy-89730" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">three common ways in which the concept of entropy is expressed</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. For my purposes, the simplest thermodynamic form expressed by the French military engineer Sadi Carnot in the 19th century is sufficient: </span><span style="background-color: white; color: #494949; font-family: "verdana"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ΔS = ΔQ/T.</span><span style="background-color: white; color: #494949; font-family: "verdana"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">It states that the increase in entropy, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">S</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, is equal to change in heat </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> relative to absolute temperature</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> T</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. The second law of thermodynamics states that total system entropy cannot decrease: it can either remain the same or increase. Going back to the refrigerator example, while entropy in the interior of refrigerator is decreased due to cooling, the waste heat from the motor cooling your refrigerator causes a net increase in overall entropy. </span></div>
<h4 dir="ltr" style="line-height: 1.9871999999999999; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: </span><a href="https://universe-review.ca/R02-13-inflation.htm" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Schematic Illustration</span></a><span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> of Universe’s Entropy Increase</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="456" src="https://lh4.googleusercontent.com/DeXSMF5TWIPw_h9xRcfqcDvmw2L7xsBn4VyECDTdiryFgf3nUtTkeBj-vSZz_CevEjuf5vuNLTKrTkUKEGJk2rGegPeLAy6Mi1ydn63Z_BOajLrJMoWdQdiahv0PR51k3f6V-BPR" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While cosmology is a hotly debated topic, there is broad agreement that entropy was very low 13.8 billion years ago when the Big Bang occurred, and that it has increased ever since. While there is controversy as to whether “heat death” (in which all energy is fully distributed across the universe) is the final state of the universe, heat is being distributed in the universe now. A specific example of this is provided by our </span><a href="https://en.wikipedia.org/wiki/Sun" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">sun</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. It will dissipate heat from nuclear fusion for several billion more years before transforming into a “red giant” engulfing Mercury, Venus and probably the Earth. The point of this review is simply to make the point that the universe is evolving to increase entropy and it does so by consuming and dissipating all available free energy. </span></div>
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<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Unique Earth, Unique Species </span><span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(In Our Solar System, Perhaps Not In The Universe)</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Other planets in our solar system absorb solar radiation, but Earth is the only that has stored significant amounts of solar energy in the form of organic material. Similarly, humans are not the only species that consume solar radiation and stored solar energy. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">But humans have proven to be a unique species because of their ability to dramatically </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">increase the rate of</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> their energy consumption.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> First through the use of fire, then by domesticating other species, and more recently via fossil/nuclear fuels and “renewables.” </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: Human Energy Consumption By Method</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="ENERGY IN HISTORY.jpg" height="244" src="https://lh5.googleusercontent.com/B77YJU80xh4j89z2KvKIJDyk8a4H3vTYAlzb7lFJ1kFCKTuJChIOZ4WQXICg1cUFNwv42IOyaH2XP2tUY0JuX8sBsC1rAC-YBrPQJ_owvq7PT2_2iGIEE5_pJSXwoGgEr5TdBSSR" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="644" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">From: </span><a href="http://www.paolomalanima.it/default_file/Articles/ENERGY%20IN%20HISTORY.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Malanima, “Energy In History”</span></a></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">As Figure 3 illustrates, humans </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">continue</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> to increase their consumption of energy at a faster rate than the growth in the overall population. While human progress is often credited to a competition of ideas, it is interesting to note that the net effect of all of those ideas is to consume more energy!</span></div>
<h4 dir="ltr" style="line-height: 1.9871999999999999; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3: World Population Growth and Energy Consumption [2]</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="381" src="https://lh5.googleusercontent.com/B_DAH7Q1z1V_kkk72wwybpAJyROZqKr6P-3NNxgUjgwRaPjV0b53DlG4H1TUkzDJAMcPs3kFXcf7I4dGEZZEhjUyzuh2d6JnEfj7yGkbNm-Fwhd_H9vFYs_t3O1ZjGNfYDxE7-wg" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="625" /></span></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">However, GDP has increased even faster than energy consumption, meaning humans have gotten better at converting energy into material well being.</span></div>
<h4 dir="ltr" style="line-height: 1.9871999999999999; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4: </span><a href="https://www.eia.gov/todayinenergy/detail.php?id=27032" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">World Energy Intensity From US Energy Information Administration</span></a></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="291" src="https://lh6.googleusercontent.com/JvVEWTdBZE8pkwQXfxsRVr95cWaKkO9kXufZ6X7RYfAjcwSsWdlXhyBdtsCMJaUuug8ki6IUpoDPxZWR__XwyYGBzd2FF6y_vH00mhNUyI9GcKzAiApK_eb53rYi0ZYdLK7jAh_I" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="586" /></span></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Human’s explosive population growth could not have been accomplished without commensurate dramatic increases in energy consumption. Seven and a half billion people would have a hard time feeding themselves if they were still hunter/gatherers warming themselves by a fire. But this also means humans have been phenomenally successful in increasing entropy. So much so that their efforts are visible in some amount of global warming.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The only way the Earth can transmit heat is by radiative cooling (as space’s atmosphere does not permit convective or conductive heat dissipation). There is vigorous debate regarding how efficiently the Earth transmits heat. The less efficient it is, the longer global warming caused by Man’s activities will last.[3] But regardless of how much warming occurs on Earth, increased heat due to human’s energy consumption causes faster increases in entropy as that heat is eventually released into space.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">How Much Longer?</span></h2>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This thought experiment has implicitly suggested that human’s good fortunes were created because they were the agents most capable of facilitating the universe’s tendency towards increased entropy. If increasing entropy is the objective, presumably human’s survival will be enabled at least until all fossil and nuclear fuels have been used up. After that point, humans have substantially less relative “entropy advantage” over other species. That is, unless they can remain more energy intensive by exploiting solar and other “renewables.” </span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While there will inevitably be a time when Earth’s traditional sources of energy will be exhausted, that time is likely well into the future based on remaining energy potentials illustrated conceptually in Figure 5. In postponing that time, human’s declining fertility, their ability to increase the ratio of GDP to energy consumption, and past successes in developing new technologies are all encouraging. </span></div>
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<h4 dir="ltr" style="line-height: 1.9871999999999999; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5: </span><a href="http://www.pnas.org/content/112/31/9511.abstract" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Schematic Of Remaining Energy Potential</span></a></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="393" src="https://lh6.googleusercontent.com/Vy9AbtZDTNXpzeTdQBeDXr6I7ggY598Xgz7o_InYRzVhNLViRPiVSSVTIUFSfSWUpUxCqqf-2v8hCFJIZmSAFcOtiGVEVyIRR_tpyutkuGEAtC3UdUlKJHZgWY3mlWk1sMOo2zhl" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="440" /></span></div>
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<br />
<div style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While this theoretical framework may seem far fetched, other thinkers have travelled down a similar road. </span><a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4534218/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Alfred Lotka proposed complementary dynamics in the early 1920s</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> (bolding is mine):</span></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "times new roman"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“He was especially keen to explore the energetics of evolution: that is, how to understand evolution broadly as a process involving the capture and transmission of energy. Lotka envisioned systems as giant machines or energy transformers that changed over time. For him, natural selection could be understood as a physical principle with the same level of generality as the laws of thermodynamics (</span><a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4534218/#r13" style="text-decoration: none;"><span style="background-color: white; color: #642a8f; font-family: "times new roman"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">13</span></a><span style="background-color: white; color: black; font-family: "times new roman"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">). Lotka argued that natural selection would tend to favor an increase in the rate of circulation of matter through the system, and would also favor more efficient use of energy. Seeking to derive a general law expressing this idea, Lotka proposed the principle that </span><span style="background-color: white; color: black; font-family: "times new roman"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">‘evolution proceeds in such direction as to make the total energy flux through the system a maximum compatible with the constraints</span><span style="background-color: white; color: black; font-family: "times new roman"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">’”</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "times new roman"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">It is not clear to me that this perspective provides any useful predictions that are different from those made from viewing the universe in a more conventional Darwinian framework. But now and again, it can simply be refreshing to view existence in a novel way.</span></div>
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<div style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] Other species like the </span><a href="https://www.scientificamerican.com/article/3-billion-to-zero-what-happened-to-the-passenger-pigeon/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Passenger Pigeon grew tremendously, but were unable to </span><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">maintain</span><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> their growth and later collapsed</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
<div style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] Excludes energy from food, fire and agriculture except to the extent primary fuels, solar, wind, or hydroelectric were used as inputs.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[3] Increasing greenhouse gases, high cloud cover, and water vapor all slow the rate of the Earth’s cooling. The Earth continues to warm until the point when heat lost from additional radiative cooling equals the additional heat generated on Earth.</span></div>
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<span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible: </span><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">I only generated Figure 3 from </span><a href="http://data.worldbank.org/indicator/NY.GDP.MKTP.CD" style="text-decoration-line: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">World Bank data</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> using the</span><a href="https://www.r-project.org/" style="text-decoration-line: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">, the data links in this article, and the R code available in “energyEntropy.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration-line: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">.</span>Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-36752239862022218642017-05-01T04:50:00.000-07:002017-05-01T04:50:11.450-07:00Which US states are "business friendly"?<b id="docs-internal-guid-c675c8b6-c3ba-db47-2c60-c59da5a2e71c" style="font-weight: normal;"><br /></b>
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<a href="https://www.thumbtack.com/survey#/2016/1/states" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><img alt="United States Small Business Friendliness Survey Thumbtack.png" height="392" src="https://lh4.googleusercontent.com/JpRsFq-4tQ9OzOs0HyMRFx8nfRy-23o702_yIQ7tFjh8FZr8sfv6pr8ksI-u51NhWjg6QvMVnUS7JqwOdgeDF9aQzdEcUKrTLcreq_bxlxhr8i71K1i4_-vzX6U9FgrIQc5FYabM" style="border: none; transform: rotate(0rad);" width="640" /></span></a></div>
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<a href="https://www.thumbtack.com/survey#/2016/1/states" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Thumbtack.com Small Business Survey of State Business Friendliness</span></a></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
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<li><span style="color: #434343; font-family: "arial"; font-size: 14pt; vertical-align: baseline;">In response to my essay </span><a href="https://disciplinedthinking.blogspot.com/2017/02/states-facing-significant-fiscal.html" style="font-size: 17pt; font-weight: 700; text-decoration-line: none;"><span style="background-color: white; color: #1155cc; font-family: "roboto"; font-size: 14pt; text-decoration-line: underline; vertical-align: baseline;">States Facing Significant Fiscal Challenges</span></a><span style="background-color: white; color: #212121; font-family: "arial"; font-size: 14pt; font-weight: 700; vertical-align: baseline;">, </span><span style="background-color: white; color: #212121; font-family: "arial"; font-size: 14pt; vertical-align: baseline;">a reader</span><span style="color: #434343; font-family: "arial"; font-size: 14pt; vertical-align: baseline;"> in Connecticut sent me a paper that seems to contradict the poor ranking of his home state in terms of GDP growth, tax collection trends, declining attraction to young educated workers, net migration of its citizens, and financial health. </span></li>
<li><span style="color: #434343; font-family: "arial"; font-size: 14pt; vertical-align: baseline;">The </span><a href="https://drive.google.com/file/d/0BzdFOu43OsuaQmM3dUVwcTlnVjQ/view" style="font-size: 17pt; font-weight: 700; text-decoration-line: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 14pt; font-weight: 400; text-decoration-line: underline; vertical-align: baseline;">paper</span></a><span style="color: #434343; font-family: "arial"; font-size: 14pt; vertical-align: baseline;">, essentially an argument that Connecticut businesses should pay more in taxes, argues that Connecticut is one of the most attractive locations for business based on EY’s (Ernst & Young) “Total Effective Business Tax Rate” (TEBTR) measure. However, EY states TEBTR is not a comprehensive measure of a state’s business attractiveness.</span></li>
<li>How can one deduce whether a state’s business climate is attractive? Key evidence can be found in voluntary movements by companies, movements by more mobile hedge funds/investment managers, and by net business expansions and openings both by number and as a percentage of employment. </li>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Connecticut Argument</span></h2>
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<a href="https://drive.google.com/file/d/0BzdFOu43OsuaQmM3dUVwcTlnVjQ/view" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Opportunities for Growth: Business Tax Advantages, Economic Strengths, and Quality of Life Perceptions in Connecticut</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> was written by three Connecticut state employees, professors at Central Connecticut State University. While the paper was prepared under the auspices of the “Center for Public Policy and Social Research at Central Connecticut State University”, it appears to be a political piece rather than a research paper. It’s title page curiously states that it was “submitted to the Connecticut AFL-CIO.” The paper asserts that Connecticut is attractive to businesses because business taxes are low relative to other states. It further suggests Connecticut businesses should be happy to pay more taxes because of the benefit they receive in the form of educated employees due to state spending on education.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The TEBTR is the key business metric the paper relies upon to make their argument. This ratio divides total business taxes by the private gross state product (“GSP”; essentially state GDP less government activity). Connecticut and Oregon had the two lowest TEBTRs in the country in 2014 according to the </span><a href="https://webforms.ey.com/Publication/vwLUAssets/EY-total-state-and-local-business-taxes-october-2015/$FILE/EY-total-state-and-local-business-taxes-october-2015.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">EY paper</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> the concept was derived from. However, the authors of “Opportunities for Growth” have a hard time reconciling why Connecticut has had such poor economic and employment growth despite its attractive TEBTR. Disingenuously, they never reference the fact that the very EY paper they cite specifically advises against concluding that the TEBTR is a good descriptor of a state’s tax environment.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The EY paper is clear that while TEBTRs might be a starting point,</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“...they do not provide sufficient information to evaluate a state’s competitiveness. States with relatively low TEBTRs that derive most of their business taxes from origin-based taxes such as property taxes and sales taxes are not as competitive as states with higher TEBTRs that rely on taxes that have a larger impact on out-of-state businesses. TEBTRs also do not indicate the economic incidence of a tax. When a tax can be passed on to consumers, the tax is not a burden in the same way as taxes where the economic incidence, not just the legal liability, falls on the owners of a business.” </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In fact EY explicitly discusses Connecticut (bolding is mine):</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“Connecticut is home to several high-output industries, including insurance, financial services and aerospace. Connecticut’s economy generates a large amount of GSP per worker, meaning that while </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Connecticut imposes higher-than-average taxes on a per-worker basis</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, its business taxes are significantly below the national average when measured per dollar of GSP. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">These results should not be interpreted to mean that Connecticut is a low-tax environment overall.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">These last observations makes one realize that the “Opportunities for Growth” corollary argument that Connecticut business taxes are low as a share of all taxes collected simply means that Connecticut’s combined tax rate on individuals is the </span><a href="http://rpubs.com/whelanh/247478" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">second highest in the country</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="221" src="https://lh5.googleusercontent.com/vBC5Vovk8W_JZNLTNzkgN6MCvrHH6hv6vBmt4UAXj2R88xGANtSkYNXyN5haLGrGXZ1oxsEtP2fMYLbRdCqKMKdB6ybOlW8X75Y-NMPydccSxADyYzBgUSL8QsiDVCjSuou74KQg" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="172" /></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Deducing Whether A State Is Business “Friendly”</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">How can one infer whether a state is business friendly? It is not as easy a task as one might guess because many economic forces can influence whether particular industries are contracting or expanding at any one point in time. You can ask business owners directly, as Thumbtack.com does in their </span><a href="https://www.thumbtack.com/survey#/2016/1/states" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">small business survey</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> shown in the headline graphic above. However, it is not clear how comprehensive or biased such surveys are.[1] Another way to get at the issue is to observe voluntary behavior by businesses. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Public Companies Who Relocate Their Headquarters</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While most businesses do not relocate their company headquarters, some do. As an exercise, I took all filers of 10-Q or 10-Ks (a required filing for public companies) in the first quarter of 2017 and compared the location of their headquarters now to where their location was in the first quarter of 2007. Out of 2,644 companies for which I could match 2017 and 2007 data, there were 249 who moved their headquarters. Table 1 shows moves in, out, net moves and net moves divided by the average of moves in and out. This last measure of the percentage of net movers is helpful because the gross number of movers is related to the size of a state’s population. </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: 10-K/10-Q Filers Who Moved Main Business Address from Q1 2007 to Q1 2017</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="521" src="https://lh3.googleusercontent.com/Qud_GpMEJL-sc6DMfWWcpx-0MxhhTCHl39k3VGLIc4ltAadL4Rpq9uzOfydGEQGbr3oT3FHYOr2PV9S5ZS8T-uMwNHA30sgsFyQLfodJU-oMlSPZdFwq9b2iiCJzz8qiW6Xemovz" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="503" /></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">By inference, the states at the top of the table are the least business friendly and the ones at the bottom are most business friendly.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Investment Managers/Hedge Funds Who Relocated Their Headquarters</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While many industrial companies find it difficult to relocate their headquarters due to reliance on inputs like natural resources or access to ports, hedge funds and investment managers are generally less restricted by location. While physical proximity to clients can be helpful, it is less determinative. As a second exercise, I took all 13F filers (13F is a required disclosure of investment holdings) who were </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">not</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> 10-Q or 10-K filers (so as not to overlap with the exercise above) in the first quarter of 2017 and again compared the location of their headquarters now to where it was in the first quarter of 2007. Out of 1,745 firms for which I could match 2017 and 2007 data, there were 107 who moved their headquarters. Table 2 summarizes their movements by state.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 2: 13F (non 10-K/10-Q) Filers Who Moved Main Business Address from Q1 2007 to Q1 2017</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="372" src="https://lh3.googleusercontent.com/quKS7UCKipxYqEdDNoKpvGgibomu6TqDktLSEOg1aBKvOMWoAf70U1RvsgDYvlsqG2HVa8dV5sUKc2Bnbf6MMJFav0Bi6rrwLKOMIpbBY576e7Qa_IpNcEHi8WZHkr6FR7iLK5pn" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="449" /></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While Table 2 is less comprehensive than Table 1, there is some overlap between the trends shown in both tables.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="images (5).jpg" height="186" src="https://lh5.googleusercontent.com/cMQBAPAwtM1MmaZTAFHNa51zII2btpXgw9VXMup2dZhL4R4F55oLieKvIgwuUImeOXs76Uf2w761srOuYtVbU4pg3pZmk0bLXF7j9tkOyLtTWuhk-c3mg_i_NXFbkdj67ebCxozF" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="271" /></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Business Openings And Closings</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">One obvious limitation of the two “movers” exercises described above is that they only cover the subset of businesses required to file with the SEC. A broader set of data covering all businesses is provided by the US Bureau of Labor Statistics in data series on </span><a href="https://data.bls.gov/cgi-bin/dsrv?bd" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">business openings and closings by state</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Presumably if a state is unusually “business friendly”, it should see companies choosing to open businesses there. </span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 3 shows state rank each year based on net openings (i.e., openings minus closings) divided by gross openings. The ratio is used again to normalize for the fact that states with larger populations see larger numbers for both openings and closings. The table is sorted by 2015 rank from worst to best.</span></div>
<h4 dir="ltr" style="line-height: 1.9871999999999999; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 3: State Rank For Net Openings/Gross Openings Using BLS Data (1 = Worst Rank)</span></h4>
<div dir="ltr" style="margin-left: 0pt;">
<table style="border-collapse: collapse; border: none;"><colgroup><col width="98"></col><col width="49"></col><col width="49"></col><col width="49"></col><col width="49"></col><col width="50"></col><col width="49"></col><col width="50"></col><col width="50"></col><col width="50"></col><col width="50"></col></colgroup><tbody>
<tr style="height: 15pt;"><td style="background-color: #26a69a; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">State</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2006</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2007</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2008</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2009</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2010</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2011</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2012</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2013</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2014</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2015</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Washington</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New Mexico</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">North Dakota</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">West Virginia</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Oklahoma</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Michigan</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Mississippi</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Delaware</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Vermont</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Connecticut</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Louisiana</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Kansas</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Kentucky</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Wyoming</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Pennsylvania</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Alaska</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Maryland</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Alabama</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Nebraska</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Ohio</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New York</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Hawaii</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Iowa</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New Jersey</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Arkansas</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Wisconsin</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Maine</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Georgia</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Indiana</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Rhode Island</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Minnesota</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Missouri</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Illinois</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">North Carolina</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Texas</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New Hampshire</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Oregon</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">South Dakota</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Utah</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Colorado</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Arizona</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Massachusetts</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Nevada</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">South Carolina</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Florida</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Tennessee</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">California</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Idaho</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Montana</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Virginia</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.5pt; border-left: solid #000000 0.5pt; border-right: solid #000000 0.5pt; border-top: solid #000000 0.5pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td></tr>
</tbody></table>
</div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">If you read across the rows, you see that state rank can vary quite a bit from year to year. Oil producing states, for example, have seen poor rankings recently due to the decline in oil prices. This serves as a warning that this measure is partially confounded by cycles of economic activity. However there are also states with persistent trends (e.g., Massachusetts, Colorado, Texas).</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Business Expansion/Openings vs. Contraction/Closings As Percent Of Employment</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While numbers of movers, openings and closings may be indicative of a state’s business climate, ultimately employment is more important for a state’s fiscal health (the original focus of </span><a href="https://disciplinedthinking.blogspot.com/2017/02/states-facing-significant-fiscal.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">States Facing Significant Fiscal Challenges</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">). Table 4 shows state rank for net percentage employment increase from business expansion/openings less business contraction/closings. Again, the table is sorted by 2015 rank from worst to best.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<h4 dir="ltr" style="line-height: 1.9871999999999999; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 4: State Rank For Net Percent Employment Increase Due to Expansion/Openings Minus Contraction/Closings From BLS Data (1 = Worst Rank)</span></h4>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="margin-left: 0pt;">
<table style="border-collapse: collapse; border: none;"><colgroup><col width="99"></col><col width="49"></col><col width="49"></col><col width="49"></col><col width="49"></col><col width="49"></col><col width="49"></col><col width="50"></col><col width="50"></col><col width="50"></col><col width="50"></col></colgroup><tbody>
<tr style="height: 15pt;"><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">State</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2006</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2007</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2008</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2009</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2010</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2011</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2012</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2013</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2014</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2015</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">North Dakota</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Wyoming</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">West Virginia</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Oklahoma</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Alaska</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Louisiana</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New Mexico</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Connecticut</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Iowa</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Kansas</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Vermont</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Pennsylvania</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Rhode Island</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Illinois</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Delaware</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Minnesota</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Ohio</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Texas</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Michigan</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">South Dakota</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Wisconsin</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.0</span></div>
</td></tr>
<tr style="height: 26pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New Hampshire</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Massachusetts</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Nebraska</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New Jersey</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Mississippi</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Alabama</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Indiana</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New York</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">21.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Arkansas</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Kentucky</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Maryland</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">18.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Washington</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Missouri</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Maine</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Colorado</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">15.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Hawaii</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">5.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">36.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Montana</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">7.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">North Carolina</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">California</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Georgia</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">South Carolina</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">41.5</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Tennessee</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">12.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">27.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Oregon</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">8.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Arizona</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">31.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">44.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">39.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">33.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Nevada</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">32.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">13.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">29.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Virginia</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">16.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Idaho</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">46.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">38.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">4.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">9.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">37.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">28.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">48.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Utah</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">19.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">11.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.5</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">47.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">49.0</span></div>
</td></tr>
<tr style="height: 15pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Florida</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">26.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">22.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">35.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">42.0</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">45.5</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: right;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 9pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50.0</span></div>
</td></tr>
</tbody></table>
</div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A row by row reading of the table once again shows both cycles of economic activity and persistent trends. </span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">For Connecticut readers who have been keeping score, there is little in these data series to support the claim made by the authors of “Opportunities for Growth” that Connecticut is unusually attractive to businesses. While Connecticut is doing alright with hedge funds/investment firms based on Table 2, it fares poorly in Tables 1, 3 and 4. It is hard to see how increasing taxes on businesses in Connecticut will improve its “business friendly” standing.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] In general, there does seem to be some correspondence between the Thumbtack.com small business results and the results shown in Tables 1 - 4 (e.g., Florida, Texas, New York, Connecticut).</span></h2>
<b style="font-weight: normal;"><br /></b>
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<h2 dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible: </span><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">All tables can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, the data links in this article, and the R code available in “businessMobility.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></h2>
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Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-50007938622479145632017-04-24T05:13:00.000-07:002017-04-24T05:13:44.343-07:00Patterns of Upward Mobility For Children of Poor Parents<b id="docs-internal-guid-992bce59-9fc4-d501-1471-bfa916320a81" style="font-weight: normal;"><br /></b>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjLFeoWFy8Ig0dxapno-RKRkMqoVNZYfEghURO1_eEm1iLDcYyfZ3V7uCvIoptXc50REZQUiItVVP7SNtxgfqT9McwC4vzz5Vn2Mn-8GLLCrVOn1RKAgtxMqyAAyrLx5yjWBta1yafodLc/s1600/map_nbhds_slides.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="480" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjLFeoWFy8Ig0dxapno-RKRkMqoVNZYfEghURO1_eEm1iLDcYyfZ3V7uCvIoptXc50REZQUiItVVP7SNtxgfqT9McwC4vzz5Vn2Mn-8GLLCrVOn1RKAgtxMqyAAyrLx5yjWBta1yafodLc/s640/map_nbhds_slides.jpg" width="640" /></a></div>
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<span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Slide 70 From </span><a href="http://www.equality-of-opportunity.org/assets/documents/nbhds_slides.pdf" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Slides</span></a><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> For </span><a href="http://www.equality-of-opportunity.org/assets/documents/movers_paper2.pdf" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">The Effects of Neighborhoods on Intergenerational Mobility II: County-Level Estimates</span></a></div>
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<span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Raj Chetty and Nathaniel Hendren </span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">National Bureau of Economic Research</span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Working Paper No. 23002, 2016</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Part II of a two part series looking at intergenerational mobility. </span><a href="https://disciplinedthinking.blogspot.com/2017/04/are-you-better-off-than-your-parents.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Part I </span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">focused on national and global trends. Part II focuses on implications of the variations in intergenerational mobility within the US.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 17pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Relative upward mobility for children whose parents are in the bottom income quintile is lower than would be expected in a world of "neutral advantage." How can it be improved? Insights are gained from reading eight research papers available on the </span><a href="http://www.equality-of-opportunity.org/documents/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Equality of Opportunity website</span></a><span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> which examine variations in upward mobility </span><span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">within</span><span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> the US. Those variations include differences by geography, teacher quality, and gender. In some cases, probable causality for these variations could be suggested by comparing families with children that moved from one area to another.</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The primary correlations with increased upward mobility for children of parents in the bottom 25th percentile of income by </span><a href="https://en.wikipedia.org/wiki/Commuting_zone" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">commuting zone</span></a><span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> were: 1) less segregation (racial, economic, and commute time), 2) lower income inequality, 3) better quality school systems, 4) stronger social capital, 5) stronger family structure and 6) better teenage labor force participation. </span></div>
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<li dir="ltr" style="background-color: transparent; color: #434343; font-family: Arial; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Some of these correlates suggest that improvement in upward mobility could be encouraged by local and/or Federal government policies. </span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Geographical Variations Within The US</span></h2>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Differences in relative mobility across the US. allow researchers to try to isolate characteristics that seem to foster more upward mobility. Table 1 from the 2016 paper </span><a href="http://www.equality-of-opportunity.org/assets/documents/movers_paper2.pdf" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">The Effects of Neighborhoods on Intergenerational Mobility II: County-Level Estimates</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> by Chetty and Hendren illustrates both factors that were, and were not, highly correlated with differences in upward mobility for children of parents in the bottom 25th percentile of income.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">These kinds of correlations are fraught with interpretational pitfalls as each factor often shows strong correlations with other factors and it is difficult to establish whether they are truly causal. An alternative to being causal is the possibility they may simply reflect “selection bias” or “sorting” (when people with similar socioeconomic characteristics live together).</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: US Relative Mobility Geographic Correlates For Children Of Parents At 25th Percentile Of Income</span></h4>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="movers_paper2.jpg" height="629" src="https://lh6.googleusercontent.com/pgGToC_bYMqQiIe6LZPxnIQ4kWvEt3KEkoiCBj3Qg0HLgCBq_PF9ktj9lBOCjDaGWFSSaRoYYNi55J55HZQzU-3qqgtbhN_oKJ4BYw1DxjwVBy9-lK5-a147kKegtS0Krj7gl1Z7" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table V From </span><a href="http://www.equality-of-opportunity.org/assets/documents/movers_paper2.pdf" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">The Effects of Neighborhoods on Intergenerational Mobility II: County-Level Estimates</span></a></div>
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<span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Raj Chetty and Nathaniel Hendren </span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">National Bureau of Economic Research</span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Working Paper No. 23002, 2016</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Chetty and Hendren are able to increase the likelihood that factors they identify could be causal by looking at children who move from one area to another at different ages. By looking at movers, they can isolate the differential effect of how long a child was exposed to a positive (or negative) area. They also take into account the income of the child’s parents, the parents’ marital status and the area from which they moved. Following this procedure, they can estimate how much of an observed correlation is based on selection or sorting effects (see Column 5 in Table 1) versus how much seems to reflect causal exposure (see Column 4 in Table 1). Even so they are careful not to claim they have proved causality. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">For the balance of this essay, when I refer to something as being “positively” or “negatively” correlated, I am referring to Column 4 in Table 1 that attempts to isolate correlations not associated with sorting</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 16pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Residential Segregation And Income Inequality</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The strongest single correlation between upward mobility for poor children is living in an area with commute times of 15 minutes or less. Note that this is not their commute time, but their parents’. Lower population density, lower levels of segregation by income or race, and a lower concentration of African Americans are also associated with upward mobility. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While income inequality as measured by the Gini coefficient is quite negatively associated with upward mobility, the poverty rate was not especially strongly correlated with upward mobility. In fact, the share of top 1% income families within a commuting zone is </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">negatively correlated</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> with upward mobility for poor children. High rent and home prices are also negatively correlated with mobility. This is a recurring result: </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">poor children do not need to live in wealthy areas or areas with high government expenditures/capita to do well</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Indeed poor children may be at a disadvantage in high cost-of-living wealthy neighborhoods in which wealthy parents have little need for public education. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Upward mobility is explicitly correlated with having a high percentage of middle class parents. In short, it appears the best neighborhoods for upward mobility are relatively diverse suburbs which reflect average American compositions of income and race in which parents have enough time before and after work to spend time with their children.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="images (1).jpg" height="269" src="https://lh4.googleusercontent.com/vo8NcLoFQxPKU9WRN_ejGJfZnmHeR432G4cKuUeLSm43Rg-8UqXuyQuvZPhxONAHLmqQAXki-HpVIOVIa9Ocvlup1AMafQzX8edCcU0Yxx07r2vnhiaUADi2gJXIaNXSSmMV_J1E" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="187" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 16pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Education</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Living in an area with schools that produce high test scores and a low high school dropout rate (both controlled for parent income) is highly correlated with improved upward mobility. Conversely, a high ratio of students to teachers is negatively correlated with improved outcomes for poor children. But school expenditures per student is </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">not</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> correlated with improved upward mobility.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In a separate paper, Chetty and co-researchers document that educational environment makes a measurable difference beginning in kindergarten.[1] In kindergarten, small class size, capable peers and an experienced teacher produce better outcomes in areas like test scores, future income, college attendance and other outcomes. They are careful to explain that teacher experience per se is not likely to be causal (i.e., tenure) and that their study provides no basis for believing paying teachers more would improve outcomes.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In two later papers, Chetty and co-researchers analyze whether teachers that exhibit more skill in improving their students’ test scores (from their incoming baseline) have any measurable impact on children. “Value Added” or “VA” is the term used for this approach of measuring teacher skill.[2] </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">They find that skilled teachers measured in this way have positive effects on their students future salaries, college attendance, and diminished likelihood of having children as teenagers.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> The impacts are large throughout grades 4-8. In a policy context, they observe in the second of the two papers (use of bold is mine):</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“We also evaluate the expected gains from policies that pay bonuses to high-VA teachers to increase retention rates. The gains from such policies are only slightly larger than their costs because most bonus payments end up going to high-VA teachers who would have stayed even without the additional payment. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Replacing low VA teachers may therefore be a more cost effective strategy to increase teacher quality in the short run than paying bonuses to retain high-VA teachers.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> In the long run, higher salaries could attract more high VA teachers to the teaching profession, a potentially important benefit that we do not measure here.” </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While “teaching to the test” has become controversial, their research unequivocally indicates that children would benefit from any mechanism which increases the number of teachers who produce better relative outcomes that can be measured, while removing those that produce below average outcomes. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Experienced elementary and middle school teachers I know don’t like the fact that curriculums are now tightly controlled to optimize test scores, often to the detriment of their ability to teach more effectively. This is not a good outcome, but </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dictating curriculums can also be seen as a mechanism that tries to compensate for</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><a href="https://www.theatlantic.com/education/archive/2014/06/firing-bad-teachers-a-superintendent-and-a-teachers-union-official-debate/373651/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">the inability to remove ineffective teachers due to union rules</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Other controversial mechanisms to improve student outcomes include increasing parental choice through charter schools that compete for good teachers and parent funding based on their results.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="R-2358752-1460888852-9854.jpeg.jpg" height="300" src="https://lh4.googleusercontent.com/cyI1R4qxEripcSHvgK_weoep8nOYCJojUZXEH2IsNzhtH65MneJRtUfLlSJx0mEnyl4DPrO6ZFkXqpLRow-Q_gfDr2z3dFDMzU6VcFSSANwVtzr69nPa_4BaOb2RmDv7DndoyHoQ" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="297" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 16pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Social Capital, Family Structure and Teenage Labor Force Participation</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1 shows that upward mobility is strongly positively correlated with social capital (e.g., strength of clubs, community associations, civic involvement etc.) and negatively correlated with violent crime. It is also very positively correlated with the percentage of married adults and negatively correlated with the fraction of children with single mothers. Finally, increased teenage labor force participation (14 - 16 year olds) is positively correlated with upward mobility for poor children.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Crime is an good example of how these factors are confounding. In a paper which looked at gender gaps in employment, earnings, and college attendance, Chetty and co-researchers found that males growing up in poor single parent families in high-poverty, high-minority areas were less likely to be employed than females. They speculated that “</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">These areas also have higher rates of crime, suggesting that boys growing up in concentrated poverty substitute from formal employment to crime</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.”[3]</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While it is not particularly clear to me how policies could strengthen voluntary associations like marriage and social clubs, they may be able to help suppress crime and increase employment opportunities for 14 to 16 year olds.[4]</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="images (3).jpg" height="216" src="https://lh3.googleusercontent.com/QjWjDWMDsczGHl3Fe6--zk7H5l6v0Y1lQR95NRPB7ZL24zSyTg4LqRa22wihSA4uzK961GMal-F0KZh-nt1nolJ8mm12xYwwI3BcsLzkOHjY03yXBgbx5uCLqX5p0st14woE4gA9" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="234" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 16pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Moving As A Solution</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Many of the results summarized above were strengthened by studying children whose parents had moved. There are interesting nuances there. In their paper on neighborhoods, Chetty and Hendren found </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">continuous linear benefit by years of exposure for children moving from a worse area to a better area</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> (i.e., one year of exposure produced a constant benefit </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">whether the child moved at age 8 or at age 15)</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.[5] </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">But, as they explained, that result was conditioned on parents </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">who had decided to move</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">An earlier paper by Chetty, Hendren and Katz analyzed a US Department of Housing and Urban Development program in the mid-1990s called “Moving to Opportunity” that offered vouchers to those in subsidized housing in high-poverty areas to allow them to move to less impoverished areas.[6] </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In this case they found there were benefits for children who were moved when they were 13 years or younger, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">but some net harm if children older than 13 were moved</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> (perhaps due to the disruption of moving during high school).</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> This was a direct comparison of children who had moved relative to those who had not.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Moving to the right area as defined by the characteristics we have discussed above appears to be a reasonable strategy. As Chetty, Hendren and Katz observe, expenses related to moving vouchers can be offset by higher future tax revenues from the increased earnings of those who have been positively impacted. However, the map shown at the top of this essay suggests it may be a limited strategy. Notably, a large contiguous section of the Southeast has poor upward mobility exposures -- </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">it is certainly not feasible to move every child from that region or many similar large regions throughout the country.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> In some cases there may be county or borough level granularity that can help. But ultimately, improvements are needed at the local level throughout the country. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Improving outcomes by policy is challenging. Policies that attempt to improve outcomes must be measurable and not introduce new problems. In a world of finite resources, they must also be cost effective. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 16pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New Data, An Old Problem</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The advent of “big data” can create an impression that we are discovering new problems, and hopefully new ways of solving them. When facing an issue like the inadequate upward mobility for children of poor parents, it is perhaps helpful to remember that it has a long pedigree. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The purpose of remembering persistent history is most certainly </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">not</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> to give up on the problem, but to realize progress requires sustained effort and is measured in generations.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In closing: the </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1862</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><a href="https://ebooks.adelaide.edu.au/h/hugo/victor/lesmis/preface1.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Preface</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> from Victor Hugo’s novel “Les Miserables”:</span></div>
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<div dir="ltr" style="line-height: 1.2; margin-bottom: 2pt; margin-left: 36pt; margin-top: 0pt; text-align: justify;">
<span style="background-color: #fcfff6; color: black; font-family: "georgia"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">So long as there shall exist, by virtue of law and custom, decrees of damnation pronounced by society, artificially creating hells amid the civilization of earth, and adding the element of human fate to divine destiny; so long as the three great problems of the century — the degradation of man through pauperism, the corruption of woman through hunger, the crippling of children through lack of light — are unsolved; so long as social asphyxia is possible in any part of the world; — in other words, and with a still wider significance, so long as ignorance and poverty exist on earth, books of the nature of Les Miserables cannot fail to be of use.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 16pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="images (4).jpg" height="260" src="https://lh5.googleusercontent.com/ySEErJGxGA_2hfySSTEGEB3QB-w5yVAewnF58PfmyfCGnxmnWZAmxSA9iz-iD2kpQz_rkk_LImWjVfSY_6Ac7GKprhu1vk4plXcuUIMaM-qiUrFg-SAvB59fXcrZYDtYgHnejl9L" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="170" /></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] </span><a href="http://www.equality-of-opportunity.org/assets/documents/star_paper.pdf" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">How Does Your Kindergarten Classroom Affect Your Earnings? Evidence from Project STAR</span></a><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: x-small;"><span style="background-color: white; color: #444444; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Raj Chetty, John Friedman, Nathaniel Hilger, Emmanuel Saez, Diane Schanzenbach, and Danny Yagan </span><span style="background-color: white; color: #444444; font-style: italic; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Quarterly Journal of Economics</span><span style="background-color: white; color: #444444; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> 126(4): 1593-1660, 2011</span></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] </span><a href="http://www.equality-of-opportunity.org/assets/documents/teachers1.pdf" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Measuring the Impacts of Teachers I: Evaluating Bias in Teacher Value-Added Estimates</span></a><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Raj Chetty, John Friedman, and Jonah Rockoff </span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">American Economic Review</span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> 104(9): 2593-2632, 2014 and </span><a href="http://www.equality-of-opportunity.org/assets/documents/teachers2.pdf" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood</span></a><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Raj Chetty, John Friedman, and Jonah Rockoff </span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">American Economic Review</span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> 104(9): 2633-2679, 2014</span></div>
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<span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[3] </span><a href="http://www.equality-of-opportunity.org/assets/documents/gender_paper.pdf" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Childhood Environment and Gender Gaps in Adulthood</span></a><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Raj Chetty, Nathaniel Hendren, Frina Lin, Jeremy Majerovitz, and Benjamin Scuderi </span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">American Economic Review Papers and Proceedings</span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> 106(5): 282-288, 2016</span></div>
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<span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[4] There certainly should not be any penalties for marriage (e.g., in the tax code or in eligibility for benefits).</span></div>
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<span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[5] </span><a href="http://www.equality-of-opportunity.org/assets/documents/movers_paper1.pdf" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">The Effects of Neighborhoods on Intergenerational Mobility I: Childhood Exposure Effects</span></a><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Raj Chetty and Nathaniel Hendren </span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">National Bureau of Economic Research</span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Working Paper No. 23001, 2016</span></div>
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<span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[6] </span><a href="http://www.equality-of-opportunity.org/assets/documents/mto_paper.pdf" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">The Effects of Exposure to Better Neighborhoods on Children: New Evidence from the Moving to Opportunity Experiment</span></a></div>
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<span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Raj Chetty, Nathaniel Hendren, and Lawrence Katz </span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">American Economic Review</span><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> 106(4): 855-902, 2016</span></div>
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Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-40250813864789850372017-04-17T04:49:00.001-07:002017-04-24T05:14:59.851-07:00Are You Better Off Than Your Parents?<b id="docs-internal-guid-5354abcc-688b-e38a-2c9e-b6fcd65f44d7" style="font-weight: normal;"><br /></b>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjips9SXxMsvfvzRRvgMSuqNmrZI-KGXpn8XsuOJNU-KPnOOSeWRPfCWYqb04cYOaUR4tRPCWK8BYxlPZweVQvkEhfDpT9HUQFO8oDsuAnET5cx78nvepJvi1y4aRSaG2iCxKwYSxQOW20/s1600/1200px-Going_up_or_down_advertisement.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="275" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjips9SXxMsvfvzRRvgMSuqNmrZI-KGXpn8XsuOJNU-KPnOOSeWRPfCWYqb04cYOaUR4tRPCWK8BYxlPZweVQvkEhfDpT9HUQFO8oDsuAnET5cx78nvepJvi1y4aRSaG2iCxKwYSxQOW20/s400/1200px-Going_up_or_down_advertisement.jpg" width="400" /></a></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Part I of a two part series looking at intergenerational mobility. Part I focuses on national and global trends. </span><span style="font-family: "arial"; font-size: 12pt; font-style: italic; white-space: pre-wrap;"><a href="https://disciplinedthinking.blogspot.com/2017/04/patterns-of-upward-mobility-for.html">Part II</a> will focus on implications of the variations in intergenerational mobility within the US.</span></div>
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Summary:</h2>
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<li><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;">Evidence suggests that relative mobility has been stable in the US for children born from 1971 to 1993. While rank mobility is stable, the upward mobility income dollar payoff (and downward mobility penalty) increased because of growing income inequality over this period.</span></li>
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<li><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;">Although relative mobility appears stable, a 2016 research paper documents a decline in absolute mobility since 1940. This result was widely covered by the press and was broadly interpreted to imply that children are “less well off” than their parents and that the American Dream (of a brighter future for succeeding generations) is dead.</span></li>
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<li><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;">It is easy to show that aggregate US real income has continued to increase, but more slowly than GDP and at a declining rate.</span></li>
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<a name='more'></a><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;"><br /></span>
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<li><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;">Decreasing absolute mobility is a function of both income growth and how income growth is distributed (i.e., income inequality). Decreasing income growth is related to declining GDP growth (which is not well understood), and direct and indirect increases in the supply of labor. Increasing income inequality is partly attributable to increasing returns to skill.</span></li>
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<li><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;">While one can point to ways in which younger generations are clearly better off than their parents, it does appear that decreasing income growth has lead them to opt for lower rates of marriage, fertility, and household formation. </span></li>
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<li><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;">Declining US absolute mobility occurred as the US labor force became more inclusive, technology advanced, and global absolute mobility increased. These closely related trends raise interesting ethical questions for those who wish they could turn the clock back to a time of higher US absolute mobility.</span></li>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Stable Relative Mobility</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: 14.6667px;">There are two types of intergenerational mobility: relative and absolute. <b>Relative mobility</b> is based on rank -- e.g., the odds that a child of parents in the bottom income quartile will make it into the top income quartile. <b>Absolute mobility</b> is measured in dollars and measures the likelihood that children will make more than their parents (adjusted for inflation). </span></span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1 illustrates the findings of the </span><a href="http://www.equality-of-opportunity.org/assets/documents/mobility_trends.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Chetty, Hendren, Kline, Saez, and Turner</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> 2014 paper which documents stable relative mobility for children born from 1971 to 1993.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: US Relative Mobility</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="trends_slides1.jpg" height="397" src="https://lh3.googleusercontent.com/msLUqFrNcmyDB-Rqi8v60oJ_k-UdxQYVbaiHyrfA9yZri-nTY7Srxw7CMVI1oJf0wuPdxKZg4bDi5tZCbQ-JlZUyIJzCj-yKtzS9hO5YyMZeMsanaItyxaLcYiGEGF7NKTFh4ZF-" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="530" /></span></div>
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<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In a society in which all children received identical upbringings and had equal access to social networks, the expected probability that a child rises to the top quintile (or any quintile) for all parent income quintiles would be equal at 20%. Thus the roughly 9% probability for children of bottom quintile parents versus the 32% probability for top quintile parents indicates strong variations in educational preparation and access, and in the relative power of social networks.</span></div>
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<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The stability of relative mobility may seem surprising given the </span><a href="https://disciplinedthinking.blogspot.com/2017/03/long-term-trends-in-college-education.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">increasing prevalence of college education</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, however the </span><a href="https://disciplinedthinking.blogspot.com/2017/04/significant-variation-in-future-income.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">income of college graduates vary greatly based on the college they attend</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Figure 2 from the 2014 Chetty et. al. relative mobility paper shows that the quality of the college students attend (and consequently their future income) is highly correlated with their parents’ income. Thus the mere presence of education has not significantly altered relative income ranks.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: US College Quality vs. Parent Income Rank</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="trends_slides2.jpg" height="398" src="https://lh3.googleusercontent.com/0Ih1H3y3LjJX_qg0jtFikfDViHaSD2KCE_jMenMlkvNFyO4LE9Y484xdJ2yNzWR6VI2xzhXayWPEl0PNsoCY2jFrv1GkDKZ2SWY2sNMErlPdtLWjGEB7iVitu2wtwIi-S65SKp6i" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="530" /></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Declining Absolute Mobility</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3 is taken from </span><a href="http://www.equality-of-opportunity.org/papers/abs_mobility_paper.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">The Fading American Dream: Trends In Absolute Income Mobility Since 1940</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> by Chetty, Grusky, Hell, Hendren, Manduca, and Narang (@2016). It shows the probability that children's’ real income would exceed that of their parents (both measured when they are in their early 30s) based on their birth cohort and their parents’ relative income rank. If one’s parents make nothing, clearly the probability of earning more than they did is quite high. Similarly, if your father is Warren Buffett, the odds of outearning him are quite small. However one can see the probability of outearning one’s parents has declined uniformly for successive birth cohorts.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3: Absolute Mobility/Parent Income Curves By Birth Cohort</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="abs_mobility_slides.jpg" height="386" src="https://lh6.googleusercontent.com/zN3ZWPWtHRGFuphj3LZ5LQZpPtHfq6bgesHKMfBCW3go7-Jzi57KTp1vxmJMEHqQN2yx4gqnMd_NMt6gYnKpQiWozYdoq_Trjgd8P7IVo3jA5NZqz2I5zwH9KVYDvle4vG_zK17d" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="514" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4 shows the steady decline of mean absolute mobility since 1940. It turns out that </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">the true amount of decline is significantly dependent on the choices made by the researchers. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Chetty et. al. discuss the impact of different assumptions in their paper.[1]</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Choices include which deflator is used to derive real income, how one chooses to account for benefits that are not captured in income, and how one adjusts for decreasing family size. Depending on how one compounds these choices, the true decline of mean absolute mobility might be from 90% to 72%, instead of 90% to 50% as reported by Chetty et. al.[2] </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">But the qualitative observation of a declining trend remains.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4: Declining Mean Absolute Mobility By Birth Cohort</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="abs_mobility_slides2.jpg" height="418" src="https://lh6.googleusercontent.com/G8Og6YZYGTfVvXTxo1EWfReBqPTkHm3PKYVj2DHRIewj_FFp8iFf0-hNcC4Zb2k8Mquoy-mzvnt94pcnJibLrjxYAaGVo6pFXfweAal4lldhQlkwdirzQZxM-fdF_-4UEomdaXXx" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="557" /></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Declining Absolute Mobility, GDP Growth, Productivit</span><span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">y, </span><span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">And Labor Supply</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5 shows trailing 30 year real annualized growth rates in GDP per capita and in compensation/hour (30 years is the relevant period because Chetty et. al. measure children and parent income when they are 30). </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In aggregate,</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">there is no question that succeeding generations are making more than prior ones because real income growth is positive</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. However, equally noticeable is the significant decline in that growth, as well as the sharper decline in compensation/hour than in GDP/capita.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5: Real Growth In US GDP/Capita And Compensation/Hour</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"></span></div>
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<a href="https://lh5.googleusercontent.com/2IyzEp1HT_-Eb8kwgaWYwRCU-z2PDtD_TLl0UYvBI3ieB2mRI72_Fcc8wT70P8khStRPbQ3ltJQiX11FLjNzeQOEeJdolSP9BNIM76YuFnSu6er6GU7kIU0PcwuVJCesJUEyZJjX" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="394" src="https://lh5.googleusercontent.com/2IyzEp1HT_-Eb8kwgaWYwRCU-z2PDtD_TLl0UYvBI3ieB2mRI72_Fcc8wT70P8khStRPbQ3ltJQiX11FLjNzeQOEeJdolSP9BNIM76YuFnSu6er6GU7kIU0PcwuVJCesJUEyZJjX" style="border: none; cursor: move; transform: rotate(0rad);" width="687" /></a></div>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; vertical-align: baseline;">As a stylized fact, if growth in GDP/capita were 0% and compensation/hour was a constant percentage of GDP/capita -- the average odds of any one worker outearning their parents would be 50%. Under the same circumstances, if GDP/capita growth was very high -- the odds of a worker outearning their parents would also be quite high. This is a general statement that absolute mobility increases as GDP/capita growth increases, as well as an observation that absolute mobility depends on the relationships between GDP and compensation. Thus as Chetty et. al. observe, </span><span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline;">the decline in the growth of GDP/capita is part of the story. </span><a href="https://www.theatlantic.com/business/archive/2016/10/why-economic-growth-is-so-lackluster/504989/" style="font-family: "Times New Roman"; font-size: medium; font-style: normal; font-weight: normal; text-decoration-line: none; white-space: normal;"><span style="color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">There is no broad consensus as to why GDP growth has slowed.</span><span style="color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: italic; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"> </span></a></span><br />
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">But why did compensation/hour fall faster than GDP/capita? </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Absolute mobility is more directly tied to compensation/hour than it is to GDP and one can see the similar timing of the sharp drop in compensation/hour and the drop in mean absolute mobility shown in Figure 4. Figure 6 shows that part of the decline in compensation/hour was due to falling productivity. As with the related drop in GDP growth, the </span><span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;"><a href="https://www.ecb.europa.eu/pub/pdf/other/eb201602_focus01.en.pdf"> drop in output/hour is also not well understood</a> and was observed </span><a href="http://www.resolutionfoundation.org/app/uploads/2016/09/Examining-an-elephant.pdf" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">in other G7 countries</span></a><span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="white-space: pre-wrap;"><span style="font-family: "arial"; font-size: 11pt;"> </span><b><span style="font-family: "arial" , "helvetica" , sans-serif;">If the growth rate of what workers are producing per hour declined, however, it is not surprising that the growth in their compensation/hour also slowed.</span></b><span style="font-family: "arial"; font-size: 11pt;"> </span></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 6: Non-Farm Business Sector Output/Hour Vs. Compensation/Hour</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="394" src="https://lh3.googleusercontent.com/pdlsfSxqx4AqHboqVagQEU4wk5OX26bWMin89uw7R2FGDgl3PbU2VOCjF6fP-xPa8DjEFvQs9uQJVIZA9CpAb8gf8O0-jIHJ4sRXTZIug7bSb-50p8-Wu47uAmYQn7pKvhIw9jxp" style="border: none; transform: rotate(0rad);" width="687" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Nevertheless, the drop in US compensation per hour growth is </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><u>still greater</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> than the drop in output/hour. This greater decline can be partly attributed to the growth and changing nature of the labor supply. </span><br />
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<span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a href="https://www.advisorperspectives.com/dshort/updates/long-term-trends-in-employment-by-age-group" style="text-decoration: none;">Figure 7</a></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> depicts the strong growth in the labor force until about 1995, coinciding with the period of the greatest declines in absolute mobility and in compensation/hour. The net rise in labor came from the young and from women. </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 7: US Labor Force Participation</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="415" src="https://lh4.googleusercontent.com/GDDMvc7rgozNLY4mlEHeefgRraF5ZBQJWIq8q2RXGvgt7eBcrHIDeSTqaRmrsDg61SlW9Z-vPicxIOWyIBXU7vJK82NYDFZTphMB0pIHyJyaN8QdK5VKPgZdcPryS-Sjrk5eSHDL" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="572" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In addition to the downward wage pressure from a simple rise and deepening in the supply of labor, it is depressingly quite likely average wages were suppressed initially by gender-based pay discrimination</span><span style="background-color: transparent; color: black; font-family: "arial"; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.[2]<span style="font-size: 11pt;"> Finally, compensation growth was also held down by the significant increase in “virtual” labor from increasing automation and global trade. </span></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Declining Absolute Mobility And Income Inequality</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Actual growth in compensation/hour has fallen to 1% -- not far from 0%. I stated earlier that </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b><i>average absolute mobility would be 50% if compensation growth was 0%. This is true regardless of how incomes are distributed.</i></b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> However, the rate at which absolute mobility improves with compensation growth is highly dependent on how income is distributed. </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 8 is a stylized illustration using lognormal distributions to approximate US income distribution. The two colored lines each represent constant, but different levels of income inequality. The bottom gold line represents dramatically more income inequality than the top green line. The Figure illustrates</span><span style="font-family: "arial"; font-size: 14.6667px; white-space: pre-wrap;"> how much more quickly absolute mobility grows as compensation growth increases when income is more equally distributed.[4]</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 8: Theoretical Absolute Mobility Versus Growth And Income Distribution Shape</span></h4>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh5SJs3yykMa-YcGBCubV5DUOZOgWMTah3_gVla91y-Z_efyKyI7N47r5jvntcQUWutT7tsyQ9rAEZNWp7eNdu8QYqTc-YtV0LW1Q1e5pyTMtH-6QrDI-H5Re7S7NU9-FqUBo9PFVi_6ec/s1600/Rplot46.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh5SJs3yykMa-YcGBCubV5DUOZOgWMTah3_gVla91y-Z_efyKyI7N47r5jvntcQUWutT7tsyQ9rAEZNWp7eNdu8QYqTc-YtV0LW1Q1e5pyTMtH-6QrDI-H5Re7S7NU9-FqUBo9PFVi_6ec/s1600/Rplot46.jpeg" /></a></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">When absolute mobility was greater than 90% for the 1940s birth cohort with compensation/hour growth of about 2.4% (top black point), the distribution of income was broadly consistent with the less positively skewed green top line shown in Figure 8. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b><i>One can see from Figure 8 that how large a role rising income inequality played in declining absolute mobility will depend on what one believes the true absolute mobility number is now.</i></b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> If you believe the true absolute mobility number now is closer to 72% (based on different assumptions on how to deflate earnings, adjust for family size, etc. than Chetty et. al. use to arrive at their reported 50% number) shown as the topmost red point, than increasing income inequality played a small role in decreasing absolute mobility. In other words, you could get there just due to the drop in compensation/hour growth rates to 1% along the green top line with constant inequality. This particular path seems unlikely as </span><a href="https://disciplinedthinking.blogspot.com/2016/12/rising-household-income-inequality.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">we know income inequality increased over this time</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">If absolute mobility now is truly about 50% (bottom red point) as Chetty et. al. report, increasing income inequality played a much larger role. Chetty et. al. suggest about 71% of the decline in absolute mobility to their reported value is due to increased income inequality and the balance is due to declining GDP growth. They seem to underestimate the role of declining compensation/hour, however, as their counterfactual calculation implicitly assumes the relationship between GDP and compensation remained constant. In fact it was not, as described above. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><i>If one compensated for the greater drop in compensation/hour growth, the non-distributional GDP-compensation changes might account for just under half of the drop in absolute mobility to their 50% value.</i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[5] </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Just as the 72% number seems too high because we know income inequality increased, the reported 50% value also seems too low because it is difficult to achieve 50% mobility without 0% growth (or negative income growth for some meaningful portion of the population). I think a fair characterization is that absolute mobility would have fallen anyway due to falling compensation/hour, but the drop was somewhat magnified by changes in the distribution of income growth (see below). </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In thinking about the relationship between absolute mobility, income growth, and income inequality, it is worth noting that China has </span><a href="http://science.sciencemag.org/content/344/6186/832.full" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">increasing income inequality and increasing absolute income mobility -- because they also have income growth</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Figure 8 makes clear this is also a feasible path for any move to the upper right with a slope that is flatter than the slope of the green line. </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Finally it is important to observe that increasing income inequality in the US was caused by increasing returns to skill (associated generally with education and increasing technological leverage), and decreasing returns to “medium skilled” jobs due to greater competition from global trade and automation</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. This is illustrated in Figure 9 taken from </span><a href="http://economics.mit.edu/files/1474" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Autor and Dorn.</span></a></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 9: Changes In Employment Share And Compensation By “Skill” Required</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="the growth of low skill 2013.jpg" height="673" src="https://lh5.googleusercontent.com/2ZXZXQ_6FLlmBL1UyPmyhFVrDrmLm0Pv8ylGYcTPQdO3oV9kCgs-dUK3Hb-DX8zGteKhLT3ZJmVKUwcJB0MdtBFIhQZ0pxyGcFE0q1x9-kvYUhxPmws9K4ts1ph-wNRTalzPtDLR" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="483" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">So increasing US income inequality was not a case where the top income quintile simply “took” compensation away from lower quintiles. As I discuss below,</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><i><b> i</b></i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><i><b>t is not clear that increasing returns to skill (and decreasing returns to medium skill) could have been avoided without further impairing economic growth and/or raising the cost of living for all. </b></i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Declining Absolute Mobility, Consumption Tradeoffs, And Fertility</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Income is half of the answer to the question of whether you are better off than your parents were when you were both 30 years of age. Consumption is the other half of the answer. While your consumption obviously comes from your income, the price of (some) goods may be falling faster than your income growth is slowing. This dynamic often arises from global trade which suppresses income for some workers, but also makes goods available more cheaply for all consumers. One sees this for consumer durables, for example, as shown in </span><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a href="https://cdn.ampproject.org/c/s/mercury.postlight.com/amp?url=https://fee.org/articles/are-we-really-worse-off-than-our-parents/" style="text-decoration: none;">Table 1</a> from Horowitz</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.[6] </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: Labor Hours Required To Purchase Selected Consumer Durables</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="487" src="https://lh3.googleusercontent.com/bk1Zzz_Ci3BotNwuMCnkAjV1_xUxqP73S9uUArWZ5mCiTnxWTDaIjNlog680-_Sg5MPT131A3CFiL8zUh7V5QH1C6m6CgOhOVp1oTsB3olc-V96ZuvNgDJxXKfsRExrwa0Hs9Xen" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="572" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">There are other ways in which life has unambiguously improved for younger generations. </span><a href="http://www.equality-of-opportunity.org/assets/documents/healthineq_slides.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Life expectancy, for example, increased for all income quintiles</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.[7] However this result was likely supported by the subsidization of health care (e.g., Medicare, Medicaid and Emergency Room care). </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><i>Slowing income growth did not help this outcome</i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While the cost of durable goods and apparel have fallen, other significant costs have grown faster than income growth. The largest component of CPI is housing at 43% of total consumption. Housing costs have increased by about 3% over the last 30 years -- well above the growth in compensation/hour. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">One way to preserve purchasing power with lower income growth is to avoid large costs, particularly those which are growing faster than your income. So for example, one would avoid paying for housing, choose not to marry (or postponing marriage to) someone with much lower income, and/or electing not to have children. While partly attributable to the Great Recession of 2008, it is true that </span><a href="http://www.pewsocialtrends.org/2016/05/24/for-first-time-in-modern-era-living-with-parents-edges-out-other-living-arrangements-for-18-to-34-year-olds/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">unprecedented numbers of children chose to continue living with their parents, remained single or deferred marriage to a later age</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, and </span><a href="https://www.bloomberg.com/view/articles/2017-01-03/make-america-mate-again" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">chose not to have (any or as many) children. This behavior was also seen in the 1930’s when income growth was low and many believed America would never recover from the Great Depression.</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In a very broad context, declining demand for labor as reflected in diminishing wage growth appears to be causing recent birth cohorts to elect to provide lower amounts of future workers (i.e., children).</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Ethics Of Turning Back The Clock To A Time Of Higher US Absolute Mobility</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Earlier I indicated that increased and more inclusive US labor force participation was one factor dampening income growth, and thus US absolute mobility. Although it played a role in holding down some US wage growth, strong technological progress also occurred. Beyond US borders, declining US absolute mobility occurred as </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><i><b>global absolute mobility increased</b></i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 10 is excerpted from a </span><a href="http://www.resolutionfoundation.org/app/uploads/2016/09/Examining-an-elephant.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Resolution Foundation paper</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> and depicts varying income experiences by country. It is a busy chart: each dot represents an income decile for a color coded country or country set. The size of the dot represents the size of the population. Several things are observable as the authors note. First: A significant portion of the the US population comprise the highest incomes in the world. Secondly, income growth has been quite positive (and by implication, absolute mobility) for more than a billion people who earn less than the bottom US income decile.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Many studies have ascribed some part of declining US absolute mobility and worsening income inequality to increasing global trade. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>What are the ethics behind policies that would seek to reverse the absolute mobility development within the US by erecting barriers to trade? </b></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 10: Income Growth By Decile For Selected Country And Country Sets</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="Examining-an-elephant.jpg" height="495" src="https://lh4.googleusercontent.com/0SofIDNjIsmq3oSjVI2xuuemzmoHh1s4l5FL4S2y3v-NCkW0IoKGjTaFfps05hS_adxaV0fP5ODLKqqy6oPohypQYuzWNRogjd6Eb8kGblrCBxbe_m5cpLhnZfKscpeBIz5bW1NS" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Niño-Zarazúa, Roope, Tarp in their paper </span><a href="http://voxeu.org/article/income-inequality-globalising-world" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Income Inequality In A Globalizing World</span></a><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> make an interesting point that takes us back to where this essay started with a discussion of </span><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>relative mobility:</b></span></div>
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<span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“Over the past 40 years, over one billion people around the world have been lifted out of poverty, driven largely by substantial growth in income in developing countries. While this growth has been accompanied by a striking rise in absolute inequality, it has also improved the lives of hundreds of millions of people. It is difficult to imagine how in practice such growth, and the associated poverty reduction, could have occurred without an increase in absolute inequality. There would be huge implications for the fight against global poverty if attempts were made to halt economic growth in order to appease absolute inequality. Instead, the policy emphasis should be on creating more inclusive growth with falling ‘relative’ inequality – these two goals are complementary.”</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">While they are talking about developing countries, their logic extends to the US and suggest the best set of policies to restore US income growth would be those which focus on increasing the 10% likelihood that children of poor parents can rise to the top (see Figure 1). E</span><span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">veryone wants higher GDP growth and the high absolute mobility that arises from it. However, GDP growth -- and thus absolute mobility -- cannot be increased by fiat.[8] But </span><span style="color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">maximizing the utilization of potential talent can increase the likelihood of economic growth</span><span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">As <a href="https://www.archbridgeinstitute.org/wp-content/uploads/2017/04/Contemporary-levels-of-mobility-digital-version_Winship.pdf">Scott Winship has argued</a>, u</span><span style="color: black; font-family: "arial"; vertical-align: baseline; white-space: pre-wrap;">ltimately the question of </span><span style="color: black; font-family: "arial"; font-style: italic; vertical-align: baseline; white-space: pre-wrap;">how we can raise the likelihood that poor children who are bright can rise to the top? </span><span style="color: black; font-family: "arial"; vertical-align: baseline; white-space: pre-wrap;">is more </span><span style="color: black; font-family: "arial"; vertical-align: baseline; white-space: pre-wrap;">important than the proportion of </span><span style="color: black; font-family: "arial"; vertical-align: baseline; white-space: pre-wrap;">people making more than their parents</span><span style="color: black; font-family: "arial"; vertical-align: baseline; white-space: pre-wrap;">. </span><span style="color: black; font-family: "arial" , "helvetica" , sans-serif; vertical-align: baseline; white-space: pre-wrap;">To pursue this question, Part II of this essay will examine 8 research papers which Chetty and his co-researchers have made </span><span style="font-family: "arial" , "helvetica" , sans-serif;">available on the </span><a href="http://www.equality-of-opportunity.org/documents/" style="font-family: Arial, Helvetica, sans-serif;">Equality of Opportunity website</a><span style="font-family: "arial" , "helvetica" , sans-serif;">. These interesting papers document factors that are correlated to variations in upward</span><span style="color: #434343; font-family: "arial" , "helvetica" , sans-serif;"> </span><span style="font-family: "arial" , "helvetica" , sans-serif;">mobility within the US</span><b style="font-family: Arial, Helvetica, sans-serif;">.</b></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] Scott Winship has also written extensively about the assumptions behind different absolute mobility numbers and earlier raised many of the same issues that I discuss i</span><span style="font-family: "arial"; font-size: 14.6667px; white-space: pre-wrap;">n </span><a href="https://freopp.org/the-new-chetty-bomb-fewer-adults-are-surpassing-their-parents-income-3b7e60d93b24" style="font-family: arial; font-size: 14.6667px; white-space: pre-wrap;">writing he did in late 2016</a>. <span style="font-family: "arial"; font-size: 11pt; white-space: pre-wrap;"> </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] See the slide 58 of </span><a href="http://www.equality-of-opportunity.org/papers/abs_mobility_slides.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Chetty, Hendren, Kline, Saez, and Turner's</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> presentation slides for the 72% result.</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[3] <a href="https://disciplinedthinking.blogspot.com/2017/01/ability-and-income-inequality.html">One can see this is one looks at unadjusted and adjusted gender normalized compensation (also normalized for age, education and occupation).</a></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[4] For this hypothetical, I use the transition matrix from Table 1 of </span><a href="http://www.equality-of-opportunity.org/assets/documents/mobility_geo.pdf">Where is the Land of Opportunity?The Geography of Intergenerational Mobility in the United States by Chetty, Hendren, Kline, and Saez</a> @2014 that approximately correlates with the relative rank mobility shown in Figure 1. The transition matrix doesn't matter very much in this context: one could assume the child's income has no relation to the parents' and obtain nearly identical results.<br />
<span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">[5] See slide 55 of </span><a href="http://www.equality-of-opportunity.org/papers/abs_mobility_slides.pdf" style="text-decoration-line: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">Chetty, Hendren, Kline, Saez, and Turner's</span></a><span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;"> presentation slides. An extra 0.6% of annual compensation growth would add about 6% to the 62% absolute mobility result for their GDP growth counterfactual.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[6] One can also see this by plotting CPI - Durables against other CPI indices on </span><a href="https://fred.stlouisfed.org/series/CUSR0000SAD" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">FRED</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[7] For women more than men and not for men or women in the bottom 5% of income. See “</span><a href="http://www.equality-of-opportunity.org/assets/documents/healthineq_slides.pdf" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">The Association between Income and Life Expectancy in the United States, 2001 - 2014</span></a><span style="background-color: white; color: #444444; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">” </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">by Chetty, Stepner, Abraham, Lin, Scuderi, Turner, Bergeron, and Cutler</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[8] One could imagine a host of policies that tried to increase absolute mobility by redistributing income, but as Niño-Zarazúa, Roope, Tarp suggest, it is hard to imagine how simple redistribution on its own could be done without adverse effects on economic growth.</span></div>
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<span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>Transparent and reproducible: </b></span><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">I generated Figures 5 and 6 from </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a href="https://fred.stlouisfed.org/" style="font-style: normal; text-decoration: none;">FRED</a></span><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> data. I also generated Figure 8 using lognormal sampling functions within R. These figures can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> and the R code available in “AbsoluteRelativeMobility.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
<br />Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-60224948661574873862017-04-10T04:41:00.000-07:002017-04-10T04:42:29.792-07:00Why Are American Non-College Whites Killing Themselves?<h2 dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="C8RGQf4XkAEVPp4.jpg" height="400" src="https://lh3.googleusercontent.com/BSg0e7PuXW_97ahfBwMOr3eD1luy451aX7S8W6b08gXFPLezZsXWukAiG77A7E_l62eq79mKuN_UhLu1Lg3eDOtz4ylJmjp67sIWgnh9vJ1zsUxmAjN_rE7rumad8YjeVQpv2SDy" style="border: none; transform: rotate(0rad);" width="397" /></span></h2>
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<i>From <u>Liminal Thinking</u> By David Gra</i>y</div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The media provided extensive coverage of a 2017 </span><a href="https://www.brookings.edu/wp-content/uploads/2017/03/6_casedeaton.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">draft paper</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> by Princeton professors Case and Deaton (“C&D”) that asserts that non-college midlife whites (“NCMW”) are experiencing increased mortality because of increasing “cumulative despair” related to their weakened status in the labor market. </span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: arial; font-size: 11pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; list-style-type: disc; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">There is no doubt that mortality has increased for NCMW, or that labor conditions have weakened for non-college workers (they have for whites, blacks and Hispanics), </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">the question is whether deteriorating labor conditions are the </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><u>primary</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> cause of increased NCMW mortality.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The C&D paper is baffling because the authors repeat their causal story even though they seem to be well aware they offer no proof. Their paper also makes clear that they are aware of critiques made by others which include negative selection bias, the inability to explain why the same forces of “cumulative despair” have not affected non-college blacks and Hispanics, uncritical analysis of “corroborating” evidence and failure to review conflicting evidence, and failure to account for temporal and racial differences in exposure to toxicity.</span></div>
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<span style="white-space: pre-wrap;">It is not difficult to come up with more compelling causal stories that don't feature unique labor market responses by whites. </span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The C&D Causal Story Of White Non-College Despair</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The most recent C&D paper was widely (and uncritically) covered by the media including </span><a href="http://www.npr.org/sections/health-shots/2017/03/23/521083335/the-forces-driving-middle-aged-white-peoples-deaths-of-despair" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">NPR</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, the </span><a href="https://www.washingtonpost.com/national/health-science/new-research-identifies-a-sea-of-despair-among-white-working-class-americans/2017/03/22/c777ab6e-0da6-11e7-9b0d-d27c98455440_story.html?utm_term=.3c70b94a17de" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Washington Post</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, and the </span><a href="https://www.nytimes.com/aponline/2017/03/23/us/politics/ap-us-white-working-class-struggles.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">NY Times</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. In general these reports sensationalized the findings and generalized them. For example, the Washington Post headline announced “a ‘sea of despair’ among white, working-class Americans” (borrowing from the </span><a href="https://www.brookings.edu/wp-content/uploads/2017/03/6a_casedeaton.pptx" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">author’s presentation</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">) even though C&D only discuss those without a college degree -- not all working class Americans. Given the rise of populism in the US (and abroad), the C&D story is topical and fits a trendy narrative that populism can be solely attributed to “poor whites.” </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The two graphs most often reprinted from the Case and Deaton paper are shown in Figure 1. They show that white mid-life mortality has only worsened for those without a college degree, and that non-college white mortality is now worse than mortality for all mid-life blacks.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Case & Deaton “Midlife” Mortality Graphs</span></h4>
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<a href="https://lh6.googleusercontent.com/5If8IRFnGpkf6ltt9F39dIOjcjU7YKSMS52i1oakb7MfL3qP61NCceLtVDXB-gHlI-UQGP7ELEPVf1kCJrhFodGtqGJaottjOcsIhzVK-WQa6NmwUb2cc---R1B9HH3ya4kaWGxv" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="327" src="https://lh6.googleusercontent.com/5If8IRFnGpkf6ltt9F39dIOjcjU7YKSMS52i1oakb7MfL3qP61NCceLtVDXB-gHlI-UQGP7ELEPVf1kCJrhFodGtqGJaottjOcsIhzVK-WQa6NmwUb2cc---R1B9HH3ya4kaWGxv" style="border: none; transform: rotate(0rad);" width="400" /></a></div>
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<a href="https://lh6.googleusercontent.com/8hEUpe-btROHjsphbR6pZaSuMezatcATSLAAmMawxtzVk-8UoMTEXvIuqJGdQet_-pqldqzYKgrHEopvN-chY7syGmzEPJ-7knaHxWoPZbduP-gu4ApcXIW9fibEmwzy49E9JAVr" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="283" src="https://lh6.googleusercontent.com/8hEUpe-btROHjsphbR6pZaSuMezatcATSLAAmMawxtzVk-8UoMTEXvIuqJGdQet_-pqldqzYKgrHEopvN-chY7syGmzEPJ-7knaHxWoPZbduP-gu4ApcXIW9fibEmwzy49E9JAVr" style="border: none; transform: rotate(0rad);" width="378" /></a></div>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The C&D causal story is essentially that NCMW are killing themselves via alcohol, overeating, suicide and drugs because: 1) they faced a </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">weakened labor market</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> for those without a college degree when they were young, 2) they experienced </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">lower relative wages</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> and </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">higher probability of unemployment</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> over their lifetime which lead to </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">lower marriage rates</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> and higher divorce rates, 3) they felt the pain of loss of social status and status relative to their parents’ age-equivalent absolute income, and 4) they received less </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">social support</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> due to declining participation in religion and other social groups. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Importantly C&D assert that this causal chain of cumulative lifetime “insult” for NCMW has progressively worsened for every succeeding birth cohort. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Their causal story </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">has to infer this</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> in light of their findings that “despair” deaths increase more rapidly with age for younger birth cohorts (see Figure 2).</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Those NCMW born in 1980 were already experiencing rates of “despair” mortality in their 30’s that was not experienced by those born in 1960 until their late 40s or early 50s. </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: Case & Deaton Progressive Worsening “Despair” Mortality With Birth Cohort</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="6_casedeaton.jpg" height="415" src="https://lh4.googleusercontent.com/aKpbYSlTIpC7xKVd1XI21I4WA5ryxCiu4LPDbr0h6kYos_FrRwJlsPjM-YNrKo2xuGzwM8FKD-g-I50ECsc3tv8TzPBUijJsP2hBw0tTtmwcbs7ZZKr_EExfpu1ujlMjQEsj8-TN" style="border: none; transform: rotate(0rad);" width="656" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In Section III of their paper they derive a “worsening birth cohort factor” that is nothing more than a numerical summary of their Figure 1.7 (Figure 2 above) that shows worsening NCMW despair mortality for successively younger birth cohorts. If you are capable of reading the chart, you would automatically know you could derive a “factor” that showed worsening experience with time. C&D explicitly say (underlining mine): </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“This might be the real wage at the time of entering, but it could be a range of other economic and social factors, including the general health of the birth cohort (Case et al. 2005); </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">we deliberately treat this as a latent variable that we do not specify</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.”</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">But then C&D nevertheless conclude their paper (my underlining and parenthetical question mark): </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“The factor could certainly represent some force that we have not identified, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">or we could try to make a case</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> that declining real wages is more fundamental than other forces. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Better(?),</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> we can see globalization and automation as the underlying deep causes. Ultimately, we see our story as about the collapse of the white, high school educated, working class after its heyday in the early 1970s, and the pathologies that accompany that decline.” </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">So despite admitting they have “...</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><i>a latent variable that we do not specify...”</i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> that could “</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><i>...certainly represent some force that we have not identified...</i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">”, they nevertheless repeat their unsupported belief that it’s probably globalization and automation killing non-college whites. That unsupported guess is what the media chose to report as a proven result.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Problem #1: Lagged Selection Bias</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">C&D explicitly warn “</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> It is important not to focus on those with less than a high school degree, a group that has grown markedly smaller over time, and is likely to be increasingly negatively selected on health.” C</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">uriously, given critiques C&D acknowledge from Gelman, Bound and others (see Footnote 1) regarding their work, they don’t explicitly answer the question of why the same danger doesn’t arise from their focus on those without any college experience.[1] </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In C&D’s defense, while NCMW grew smaller as a percent of all whites from 55% in 1990 to 37% in 2000, their percentage held steady through 2015. Thus rising NCMW despair mortality would not seem to be directly attributable to negative selection related to group size. However </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">group size may not be the only indicator of negative selection.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Consider that the NCMW despair mortality increase started in 2000 for a cohort of 50 to 54 year olds that did not go to college from 1967 to 1971. Yes, that would have been during the Vietnam war when 10% of that generation -- primarily men -- served in Vietnam. Of those that served, </span><a href="http://history-world.org/vietnam_war_statistics.htm" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">88% were Caucasian and 76% were from the lower middle/working class</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Notably as to future mortality, 58,000 of those that served never came home. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Compare that cohort to the NCMW cohort that was 50 to 54 years old in 2015 when mortality had worsened. This cohort did not go to college from 1982 to 1986. They had no wars to contend with and by that time, </span><a href="http://www.onlinecolleges.net/student-debt-in-the-u-s-part-2-a-brief-history-of-student-debt-in-the-united-states/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">two additional student loan programs had been initiated</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, arguably making it easier to attend college. Female college enrollment steadily grew from the late 60’s with the passing of Title IX in 1972. </span><a href="https://en.wikipedia.org/wiki/Timeline_of_women%27s_education#1970.E2.80.931999" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Women’s enrollment equalled that of men for the first time in 1980</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Yet despite increased access, this later group of men and women still didn’t attend college. One should at least be suspicious of increasing negative selection at work. At a minimum, it is difficult to confidently draw conclusions from comparisons between two cohorts linked only by non-college education when the availability of a college education was increasing. </span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Problem #2: Why Weren't Blacks and Hispanics Similarly Affected?</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">C&D make a (very) small effort to explain why their narrative story doesn’t apply to non-Hispanic blacks (and no effort to explain why it doesn’t apply to Hispanics) :</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Social upheaval may have taken different forms, on average, for African Americans. Black kin networks, though often looser, may be more extensive and more protective, as when grandmothers care for children. Black churches provide a traditional and continuing source of support. As has often been noted, blacks are no strangers to labor market deprivations, and may be more inured to the insults of the market.”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Their authors’ presentation also puts forth the suggestion (in the form of a question) that perhaps Blacks had greater access to Federal anti-poverty programs. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Remember that 3 key components of the C&D causal story relate to the successively worsening cumulative impact of lower wages, higher probability of unemployment and lower likelihood of spousal support for non-college individuals. Figures 3, 4 and 5 present US Census data indicating that </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“midlife” non-college blacks and Hispanics ended up in weaker positions and suffered similar -- if not worse -- deterioration than whites did in these 3 components over the period NCWM despair mortality increased</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.[2] </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3: 50-54 Year Old Median Household Income/Person In 1999 Dollars</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="387" src="https://lh4.googleusercontent.com/mbilVvyBNGVcnRzT2HK3aBcnNImjwbViT3-jN8XS3poUpzB0caTcL70CA0aAod-2NNOsnR5gtDENVOSoFGTKNHOwgdA79edsMzHikeFlovyc7o5r3w_GpU8bV4FokhrE_6WtonLr" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="473" /></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4: 50-54 Year Old Percent Employed</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="383" src="https://lh5.googleusercontent.com/Ft_FP2k1R30fE6uAwEs_Tl5C8nV90OC8pYPUlCQvyk75xMaQGLRw2Rj3pCd0utxhLIGHqORtfdSgVl-Fz3DDj826Z_1pqCqm-u2crv8cZfL8FClM4t1_u1R9eoDLxKlavDSxvcRw" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="469" /></span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5: 50-54 Year Old Percent Living In Household With Spouse Present</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="400" src="https://lh6.googleusercontent.com/1kYPixOaHlLrFm1nIaHwGNzwJhGNGi5swgcK4hu0rdvcFlyioSaqcXF2AQYnxoE9tqKxosK254ajO3Rk45CjzaNmdCTeY1X9G-jtpvkXIaDvoBxFh2aYUd_D5Rdn4NunVu-KUCf0" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="488" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Looking at these figures, it is very hard to imagine </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">why -- if socioeconomic pressure is the primary cause of increased alcohol, drug and suicide mortality -- African Americans and Hispanics who suffered </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">at least as much whites</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> would not have experienced a similar (or any -- in the case of blacks) increase in “despair” mortality. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">To argue that blacks and Hispanics are “used to it” and whites are not seems, in fact, to be an argument that race is more determinative of mortality than socioeconomic pressure.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Problem #3: Uncritical Analysis of “Corroborating” Data & Failure To Review Conflicting Data</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Corroborating:</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
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<span style="font-family: "arial";"><span style="font-size: 14.6667px; white-space: pre-wrap;"><u><b>Reports Of Unspecified Pain And Distress</b></u></span></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">C&D cite “corroborating” evidence to support their causal story of ever worsening cumulative pain felt by NCMW by noting </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">increased reports of pain and use of pain medication, especially by men who are out of the labor force</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. C&D state:</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> “Since the mid-1990s (when questions on pain and mental health began to be asked annually in the National Health Interview Survey), middle-aged whites’ reports of chronic pain and mental distress have increased, as have their reports of difficulties with activities of daily living (Case and Deaton 2015a).” </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Notably, C&D did not report on increased reports of pain by race. That would seem to be critical in examining Problem #2 as to why MCNW despair mortality did not increase for blacks and hispanics.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">It is unlikely to be completely coincidental that there was an increased reporting of pain and the fact that those in economic distress have increasingly looked to Federal Disability benefits as seen in Figure 6. To qualify for disability, </span><a href="https://www.forbes.com/sites/neilhowe/2015/06/30/the-boom-in-disability-benefits/2/#47d6ad7530a9" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">many applicants referenced unspecified pain</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“Another driver of DI growth is a lower threshold for what constitutes a “disability” that prevents someone from working. In 1961, the largest share of new DI recipients (25.7%) suffered from </span><a href="http://apps.npr.org/unfit-for-work/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">life-threatening illnesses like heart disease</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. By 2011, however, subjective ailments like musculoskeletal problems (33.8%) and mental illness (19.2%) had risen to the top. At the same time, high-tech tools that determine disease have made it easy to find a second (or third) opinion that supports the patient’s case.” </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Note that “disability” has mysteriously declined as the economy recovered from the 2008 Great Recession. C&D would have been well served to at least question the value of their corroborating evidence in the context of the economic incentive to self-report mental distress, chronic pain and difficulty with activities.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 6: </span><a href="https://www.ssa.gov/oact/STATS/dibGraphs.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Disability Applications And Award</span></a></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="dibappsawds.gif" height="305" src="https://lh4.googleusercontent.com/z7J9Q9jDz2SQ-grxWRagRFFQWiQ1LLG8tOrnT8UAIPWJbCIiwN6qhsw4BIA_3gLKsxVssccK-x_vmUdGrnbiA2GqRQdAI6_4DiOXghlQJOKOM_E4Qe8bPMMqiaCnAA60ssIjggIS" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="492" /></span></div>
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<u><b>Mortality And Chinese Imports</b></u></div>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The best confirming evidence supporting the C&D thesis that economic pressure causes increased mortality is found in </span><a href="http://www.ddorn.net/papers/Autor-Dorn-Hanson-MarriageMarket.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Autor, Dorn and Hansen's 2017</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> study (referenced by C&D) of declining marriage in areas that lost manufacturing jobs (which are disproportionately non-college and white) due to increased Chinese imports:</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“...we show that trade shocks lead to a differential rise in mortality from drug and alcohol poisoning, liver disease, diabetes, and lung cancer among young men relative to young women. The proportional rise in mortality from these causes is substantial: a one-unit shock more than doubles the relative male death rate from drug and alcohol poisoning.”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">However, even here, note that this only refers to an increase in male mortality relative to female mortality and C&D’s data indicates mortality increasing equally for both male and female NCMW. Also the timing is a bit off as:</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“For the period of 1990 - 2000, our data indicate a mean rise of Chinese import penetration of 0.94 percentage points, 60 percent of which accrued to male employment and 40 percent to female employment. In the subsequent 2000 - 2007 period, when Chinese import penetration accelerated sharply, import penetration rose by an additional 1.33 percent, with 65 percent of this rise accruing to male employment.”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Based on this economic pressure, NCMW despair mortality should have: 1) impacted men more than women, 2) started increasing before 2000, and 3) accelerated (rather than steadily increased as shown in the left panel of Figure 1). In general, Chinese import penetration can at best explain about a third of the decline in the percentage of young women married, the percent of children in two parent households, and the increase in out of wedlock births (see Table 9 of Autor, Dorn and Hansen). The authors conclude </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“The inference that we draw, consistent with our priors, is that rising China trade is a contributor to, but not the primary driver of the broader demographic shifts on which we focus.”</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">As Chinese imports are a leading cause of declining employment for NCMW</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, that conclusion calls into question C&D’s assertion that economic pressures are the dominant cause of NCMW mortality increases. </span><br />
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; vertical-align: baseline; white-space: pre-wrap;"><u><b>Marriage and Non-College Alcohol, Suicide & Drug Mortality</b></u></span></div>
<span style="font-weight: normal;">Finally, C&D suggest the "despair" sequence for NCMW is poor labor prospects lead to increased likelihood of never marrying or being divorced. That social isolation in turn leads to alcohol, suicide or drug mortality. Table 1 shows the percentage of all deaths due to alcohol, suicide and drugs for non-college non-Hispanic whites by marital status in 2015. </span><br />
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<span style="font-weight: normal;"><span style="color: #666666; font-family: "arial"; font-size: 16px; font-weight: bold; white-space: pre-wrap;">Table 1: 2015 Non-College, Non-Hispanic Whites: Percent of Deaths Due to Alcohol, Suicide and Drugs By Age Group</span></span><br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh7EAc84MnsfqUeBaMXo1mgzKWnMTJxNVAW8YbNYZDatJ1nYOR3TpOJNJwVTuGZRIca1WwzvSc4PW302kpJ-K9jebLDKjzybf9rBT_sr4hACpBr9CACd7seOxGePsw09gGHFwd_KQri0po/s1600/deathNCMW.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="301" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh7EAc84MnsfqUeBaMXo1mgzKWnMTJxNVAW8YbNYZDatJ1nYOR3TpOJNJwVTuGZRIca1WwzvSc4PW302kpJ-K9jebLDKjzybf9rBT_sr4hACpBr9CACd7seOxGePsw09gGHFwd_KQri0po/s400/deathNCMW.jpeg" width="400" /></a></div>
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In C&D's context, there appear to be nearly as many "despairing" married NCMW as those that are single and divorced. Marriage is not as strongly protective as C&D imply.</div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Conflicting:</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Chetty, Stepner and Abraham’s 2016 paper </span><a href="https://jamanetwork.com/journals/jama/fullarticle/2513561?guestAccessKey=4023ce75-d0fb-44de-bb6c-8a10a30a6173" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">The Association Between Income and Life Expectancy in the United States, 2001-2014</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> is a careful study of US geographical variations in the significant gap in life expectancy between the poor and the wealthy. They looked at where life expectancy for the bottom income quintile is the longest and where it is the shortest. They found (my underlining): </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“Correlational analysis of the differences in life expectancy across geographic areas did not provide strong support for 4 leading explanations for socioeconomic differences in longevity: differences in access to medical care (as measured by health insurance coverage and proxies for the quality and quantity of primary care), environmental differences (as measured by residential segregation), adverse effects of inequality (as measured by Gini indices), and labor market conditions (as measured by unemployment rates). </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Rather, most of the variation in life expectancy across areas was related to differences in health behaviors, including smoking, obesity, and exercise</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">They also found that neither religion or the percentage of blacks correlated with regional variations in life expectancy for the poor. While they are studying a different issue, their results would not seem to be a good fit with C&D’s causal story and its heavy reliance on labor markets, social isolation, and race. </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Also, presumably if NCMW are killing themselves out of despair, their unhappiness should show up in other ways. Pew Researchers </span><a href="http://www.pewsocialtrends.org/files/2010/10/Republicans-Happiness.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">looking at data from 2005 through 2008</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> found happiness in this time period had no correlation to education or race. Similar to the Chetty, Stepner and Abraham findings, the largest correlation was with health. </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 7: Pew Research On US Happiness 2005 - 2008</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img alt="Republicans-Happiness.jpg" height="407" src="https://lh4.googleusercontent.com/B7d5ihGoluiGniMUx3L3DlQD3BZsXLeQkizQgzckEJBTX_dWGhTIejp6renL2gMe5OF6yzIZHv53Y6jtwYNBvTXU9fLQTMM35FNKan1MolTlxApVJRprTMcHABO8Glx8hAt_WI3T" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="305" /></span></div>
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<b style="font-weight: normal;"><br class="Apple-interchange-newline" /><span style="color: #434343; font-family: "arial"; font-size: 14pt; font-weight: 700; white-space: pre-wrap;">Problem #4: What About Temporal And Racial Differences In Exposure To Toxins?</span></b><br />
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 8 shows the 280% increase in </span><a href="https://www.drugabuse.gov/related-topics/trends-statistics/overdose-death-rates" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">total deaths due to opioids</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> (including illegal variants and heroin) since 2002 (In 2015 the CDC reported that </span><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a href="https://www.cdc.gov/drugoverdose/epidemic/" style="text-decoration: none;">91 Americans died every day from </a>opioids</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">). According to the CDC (underlining is mine), “</span><span style="background-color: white; color: black; font-family: "arial"; font-size: 10.5pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Since 1999, the amount of prescription opioids sold in the U.S. nearly quadrupled,</span><span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2</span><span style="background-color: white; color: black; font-family: "arial"; font-size: 10.5pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> yet there has </span><span style="background-color: white; color: black; font-family: "arial"; font-size: 10.5pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">not been an overall change in the amount of pain that Americans report</span><span style="background-color: white; color: black; font-family: "arial"; font-size: 10.5pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3,4</span><span style="background-color: white; color: black; font-family: "arial"; font-size: 8pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">” </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Notably for the international mortality differences that C&D refer to, </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“...</span><a href="https://ppsg.medicine.wisc.edu/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Americans take 195 milligrams of hydrocodone</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, the active ingredient in Vicodin and OxyContin, per capita annually, whereas the figure in Germany is 28 milligrams per capita.”</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 8: Overdose Deaths From Opioids</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="345" src="https://lh5.googleusercontent.com/QCEYREqFO1Ek9oHMHb1XP4wYTtoPxpFGX3n-v5H15SvCqpRMWk6TnHZyFFG6RFK4w9GACy6Lj8DHXqKpaG_d2OPG_bJ308F6V0A5wtZIlr0foXZlQnZWkBTdSVZUCDwLIC0ftzFj" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="460" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">So temporally we have a fit to the 2000 - 2014 time period, we see the smooth mortality increase for both men and women (again see Figure 1 above), and a reason why young cohorts born in 1980 are seeing similar mortality to those born in 1960 as both cohorts were exposed to this new killer at the same time (see Figure 2 above).</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Racially, we also can </span><a href="https://www.cdc.gov/nchs/products/databriefs/db166.htm" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">tie this to increased white mortality</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Not surprisingly, </span><span style="color: #990000;"><span style="background-color: transparent; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">whites have greater access to opioids given their </span><span style="background-color: transparent; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a href="https://archive.ahrq.gov/research/findings/nhqrdr/nhqrdr10/minority.html" style="text-decoration: none;">greater access to medical care</a>,</span><span style="background-color: transparent; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> the fact that doctors are also predominantly white, and because their incomes are higher than African Americans' and Hispanics'</span><span style="background-color: transparent; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-left: 36pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“A </span><a href="http://journals.plos.org/plosone/article?id=10.1371%2Fjournal.pone.0159224" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">brand-new study</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> led by Astha Singhal of Boston University’s dental school found that non-Hispanic blacks and non-Hispanic whites who came to emergency rooms complaining of fractures, toothaches or kidney stones — “definitive” conditions a doctor could see — were equally likely to be sent home with a prescription for opioids. Racial disparities emerged, however, with respect to “non-definitive” conditions. In those cases, African Americans were 33 percent less likely than whites to get an opioid, the study found.”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Differences in racial exposure to other drugs</span><a href="http://www.washingtonpost.com/wp-dyn/content/article/2009/04/14/AR2009041401775.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> like crystal meth (higher for whites) and cocaine (higher for blacks) have also been cited</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Notably <a href="https://www.drugabuse.gov/related-topics/trends-statistics/overdose-death-rates">deaths due to cocaine did not increase in the 2000-2015 period</a>. Deaths from Benzodiazepines (the key ingredient in Xanax and Valium) have increased by </span><a href="https://www.drugabuse.gov/related-topics/trends-statistics/overdose-death-rates" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">430% since 2002</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> and overdose admissions are </span><a href="https://www.addictionhope.com/benzodiazepine/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">higher for whites</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Benzodiazepines are the </span><a href="https://carsey.unh.edu/publication/drugs-alcohol-suicide" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">cause of most drug-induced suicides.</span></a></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Beyond drug use, whites are more likely to have smoked in their lifetime than blacks or Hispanics (and all college graduates smoke substantially less than non-college individuals).[4] Lower rates of smoking among Hispanics is one of the principal reasons cited to explain the “hispanic mortality paradox” (the fact that Hispanic life expectancy exceeds that of whites and African Americans despite low levels of income).[5] Whites use more smokeless tobacco than blacks and Hispanics.[4] The percentage of deaths due to alcohol are higher for w</span><a href="https://carsey.unh.edu/publication/drugs-alcohol-suicide" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">hites than blacks, but not Hispanics</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. Suicide is lowest among Hispanics (for those that are Roman Catholic, suicide is a grave sin). </span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Finally there are significant geographic variations in mortality that can be related to factors like diet (e.g., fried foods) and exercise. If you want to see the amazing geographic variations in mortality by cause, check out </span><a href="http://www.worldlifeexpectancy.com/usa-health-maps" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">http://www.worldlifeexpectancy.com/usa-health-maps</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Mortality is complex and not subsumable under a simple story of labor disadvantage.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">So Let’s Tell a Different Story (That Actually Matches The Data)...</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">As an exercise, let's emulate C&D and make up a story to explain the increase in deaths due to alcohol, suicide and drugs (“ASD”) over time and by race depicted in </span><a href="https://carsey.unh.edu/publication/drugs-alcohol-suicide" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Figure 8</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> from </span><a href="https://carsey.unh.edu/person/shannon-m-monnat">Shannon M. Monnat</a><span style="font-family: "arial"; font-size: 11pt; white-space: pre-wrap;"> (it is an apples to apples comparison, not one conditioned on education for whites only). </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 8: Alcohol, Suicide & Drug Mortality By Race and Period</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="425" src="https://lh5.googleusercontent.com/hYVLNjx9Sik6noTf6U-xO9rVdLOSOuCFz4JRcnuSnP8VyjiyBS91TV1fdnvoXVi4TM2vFWV8g1kU8b72cuyrNBkBuj1AAIve5S3-hHCb4SHagoqtxmFiDvyWqnvBcC1axWT_2rd8" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 9 is also from Monnat and breaks down ASD by age. As a thought experiment, imagine Figure 9 is a graph of the probability of experiencing auto accidents by age instead of a graph of ASD by age. It would not be surprising that younger drivers have more accidents (and women have fewer accidents than men), and that racial groups with more access to cars (due to income) would also be more likely to have auto accidents.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 9: ASD Death By Age: 2010-2014</span></div>
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><img height="385" src="https://lh4.googleusercontent.com/AeoiWdBXNsV2bvl54LTGlinLpei9E-jn_e-EZ_yXOwJAmsZhR_6bNF_e_pkKHq3dXCMWq057aOArk7-BWrkTBmlqzJ8cVFCOq52e3nkpDUPZw7eEQ9Ca0EYmkmW2Y_3HAcClgCEq" style="border: none; transform: rotate(0rad);" width="640" /></span><span style="font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">N</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">So here's a story that "explains" the charts: </span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: decimal; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">New effective killers are created that are increasingly available from 2000 - 2015</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> that have a high correlation with alcohol and suicide (opioids and Benzodiazepines). </span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: decimal; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">As documented by the Astha Singhal study referenced above and other sources: </span><a href="https://archive.ahrq.gov/research/findings/nhqrdr/nhqrdr10/minority.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">medical access</span><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"> to the new killers is greatest for whites, followed by blacks and finally Hispanics</span></a>.<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: decimal; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Access to the new killers due to higher </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">income</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> is greatest for Whites, Hispanics and then blacks (see Figure 3). But real incomes declined over this time for all 3 groups (thus declining drug mortality for non-Hispanic blacks may reflect their lowest and declining income).</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: decimal; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Propensity for </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">reckless behavior is highest among the young,</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: decimal; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Propensity for </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">reckless behavior is also highest among the most negatively selected group</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> (non-college whites most negatively selected, with both African Americans and Hispanics showing less negative selection).[5]</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: decimal; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Propensity for </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">reckless behavior is higher for men than women</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">I guarantee that one can fit “factors” (as C&D did) to the data that would be consistent with the story outlined above as deriving factors is just numerical re-telling of the relationships shown in the charts. This story also explains the C&D findings of increased mortality with successive birth cohorts (older cohorts were not exposed to the new killers until recently and younger cohorts are more disposed to use them). It also provides a credible reason that use among whites is higher (medical access, income, negative selection) without </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">making any reference to white despair or worsening labor markets.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Does that mean worsening labor markets play no role? No -- the </span><a href="http://www.ddorn.net/papers/Autor-Dorn-Hanson-MarriageMarket.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Autor, Dorn and Hansen's 2017</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> study suggests labor markets might play a modest role (as they do in explaining declining marriage rates etc.). It just means labor markets and “white despair” are quite likely not the primary drivers.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">How differently the C&D mortality data would have been covered if NPR, NYT and WaPO had chosen the headline: </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“Whites’ Privileged Access To Drugs Is Killing Them.”</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] See Gelman & Auerbach </span><a href="http://www.slate.com/articles/health_and_science/science/2017/03/is_white_mortality_rising_not_really.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">here</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">; also see Bound </span><a href="http://content.healthaffairs.org/content/34/12/2167.abstract" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">here</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> and Harris </span><a href="https://psmag.com/the-death-of-the-white-working-class-has-been-greatly-exaggerated-1c568d3e6b8c" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">here</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] Data available from IPUMS-USA, University of Minnesota, <a href="http://www.ipums.org/">www.ipums.org</a>. It is freely available subject to their licensing agreement.</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[3] See </span><a href="https://www.washingtonpost.com/blogs/post-partisan/wp/2016/08/18/the-opioid-epidemic-for-whites-only/?utm_term=.3a5988e7620c" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">here</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[4] See Tables 2.25B, 2.30B </span><a href="https://www.samhsa.gov/data/sites/default/files/NSDUH-DetTabs2014/NSDUH-DetTabs2014.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">here</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[5] </span><a href="http://news.heart.org/cdc-u-s-hispanics-live-longer-than-whites-and-blacks/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Mortality is lowest for the 36% of Hispanics not born in the US</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> -- some hypothesize the physical nature of their jobs may play a role (along with some positive selection bias due to immigration).</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[6] A simple proxy for negative selection for non-college individuals is the percentage they comprise of their race. The smaller percentage, the more negative selection. For whites the percentage of non-college individuals aged 50 - 54 remained stable at approximately 37% from 2000 - 2015; for blacks it declined from 54% to 48% over the same period; for Hispanics it declined from 56% to 49%. Thus by this logic whites would show the most negative selection. Blacks and Hispanics would show less (but deteriorating) negative selection.</span></div>
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<br />
<span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible: I generated Figures 3, 4 and 5 from US Census data from IPUMS-USA, and Table 1 from CDC data. They can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration-line: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> and the R code available </span><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration-line: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> in “CDCdeathRate.r" and "CDCdata.r" (to download the CDC mortality data) </span><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">to analyze the publicly available data I used.</span>Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-11519262355990270522017-04-03T06:03:00.001-07:002017-04-03T06:03:05.513-07:00Significant Variation In Future Income And Upward Mobility By College<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgDVUbSrtOTaVE8Ro99fKPFoIc0c9SfF-Y2qXOcrx9-bipCeiwq96_PcODECZut4xMKcqdqRZMJekn3QYdddF7AJliEovit6209YOqxP1uFkeif7NiKhXL5esTZVQBlAxU-HmLvkR0fsfo/s1600/The-5-Most-Significant-Factors-in-Determining-College-Success.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgDVUbSrtOTaVE8Ro99fKPFoIc0c9SfF-Y2qXOcrx9-bipCeiwq96_PcODECZut4xMKcqdqRZMJekn3QYdddF7AJliEovit6209YOqxP1uFkeif7NiKhXL5esTZVQBlAxU-HmLvkR0fsfo/s1600/The-5-Most-Significant-Factors-in-Determining-College-Success.jpg" /></a></div>
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<span style="color: #666666; font-family: "arial"; font-size: 11pt; font-style: italic; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">Part II of a two part series on college education. Part I discussed long term trends in average income outcomes. Part II focuses on significant differences in college outcomes related to income and upward mobility.</span></h5>
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<span style="font-family: "arial"; font-size: 16pt; white-space: pre-wrap;">Summary:</span><br />
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Future salary outcomes of those who go to college vary significantly by college.</span><span style="font-size: 11pt; white-space: pre-wrap;"> Nevertheless, college students with parents in the bottom income quintile successfully improve their own relative income rank.</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The average salary of students when they reach their 30’s is highly correlated -- in decreasing order of impact -- with: the average parental income of their classmates, the average salary of their college professors, their SAT score, and which majors students chose. </span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: circle; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Broadly speaking, college students’ future salary is a result of the interaction between the college’s social network, the college’s teaching skill, student aptitude and career choice.</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The value of a college’s social network can be inferred by analyzing college success rates in raising poor college students to the top 1% of income.</span></div>
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<a name='more'></a><span style="color: #434343; font-family: "arial"; font-size: 14pt; white-space: pre-wrap;"><b>Data</b></span><br />
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The </span><a href="http://www.equality-of-opportunity.org/data/index.html#college" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">data</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> used here was made publicly available by Chetty, Friedman, Saez, Turner, and Yagan and was used in their 2017 paper: “</span><a href="http://www.equality-of-opportunity.org/papers/coll_mrc_paper.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Mobility Report Cards: The Role of Colleges in Intergenerational Mobility</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">” featured on the </span><a href="http://www.equality-of-opportunity.org/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Equality of Opportunity</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> website. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Their paper is well worth reading.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> The income of college students who attended college from 1999 - 2004 was measured in 2014 when they were 32-34 years. I used a subset of their data, restricting the colleges looked at to those who had more than 150 students in birth years 1980-84 (that is roughly equivalent to restricting my analysis to only those colleges with 150 students per graduating class).</span></div>
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<span style="color: #434343; font-family: "arial"; font-size: 14pt; white-space: pre-wrap;"><b>Widely Varying Income Outcomes</b></span><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1 shows the distribution of median alumni income by college. While </span><a href="https://disciplinedthinking.blogspot.com/2016/12/rising-household-income-inequality.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">education clearly has an income benefit</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, that benefit depends a great deal on which college students attend. Median income by college of 32-34 year olds in 2014 ranged from $10,300 to $112,700.</span></div>
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<h4 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1: Average Income Distribution By College </span></h4>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiJzgJ_JOoOWaxPwUL-diqvXcwMUga61YbmFmolmv5wL0Z13YEKnkzHDORXvqX35lzjQyOSd8On5VWLsW0nLQLlUDYnKKNREnFoZUOsN_9nmLcsJLB9uO3OguHpJ1AHibHl_yeMEhq3EGw/s1600/Rplot34.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="482" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiJzgJ_JOoOWaxPwUL-diqvXcwMUga61YbmFmolmv5wL0Z13YEKnkzHDORXvqX35lzjQyOSd8On5VWLsW0nLQLlUDYnKKNREnFoZUOsN_9nmLcsJLB9uO3OguHpJ1AHibHl_yeMEhq3EGw/s640/Rplot34.jpeg" width="640" /></a></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The weighted median (weighted by number of students) of colleges’ median alumni incomes was $40,400 (</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">this figure is based on wage income only)</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> For comparison using a different source of income data -- the <a href="https://usa.ipums.org/usa/">2014 ACS Census Data</a> -- 32 to 34 year old individuals born in the US with at least 2 years of college had median wage income of $42,000, compared to a median income of $18,000 for those with less than 2 years of college.[1] </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #434343; font-size: 18.6667px;"><b>More Uniform Success Improving Intergenerational Mobility</b></span></span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">College students of parents in the bottom income quintile are more uniformly successful in raising their own relative income rank. Approximately 38% of children with bottom income quintile parents went to college. Of those that went to college, 15.9% were in the top income quintile in their early 30s compared to 4.1% of those that did not go to college. Ninety seven percent of colleges had upper quintile placement higher than 4.1% and 85% of colleges had upper quintile placement rates higher than two times the 4.1% non-college level.</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Similarly, about 16% of college educated children with bottom income quintile parents stayed in the bottom income quintile in their early 30s. That compares to approximately 44% of non-college educated children with bottom quintile income parents. Ninety percent of colleges at least doubled the chance children of bottom income quintile parents would get out of the bottom income quintile compared to those that did not go to college with parents in the bottom income quintile.[2]</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Chetty et. al. data set cannot tell us how great a role the colleges actually played in improving poor students outcomes relative to the students' own aptitude and drive. To start answering that question, we would need data by individual that included measures like SAT scores and subsequent income for those that went to college and those that didn't. I suspect many of those that don't go to college also don't take an SAT exam, and that the set of high SAT scorers that don't go to college is small.</span></div>
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<b style="color: #434343; font-family: arial; font-size: 18.6667px; white-space: pre-wrap;">Why Do Income Outcomes Vary So Much?</b><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">There are a number of factors considered individually which seem to explain these widely different outcomes. For example the SAT scores of admitted students on its own explains 60% of the differences in mean income per college. The mix of graduating students by major by itself explains 48% of the differences. The average parental income by college explains 55% of the differences (</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">not an individual child’s parents’ income</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, but the average parental income of all of a student’s classmates</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">). Finally, average faculty salary explains 46% of the differences. Clearly many of these factors are highly correlated with each other.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">If we combine these factors into one linear model, 79% of the variability in average incomes by college is accounted for. Figure 2 shows the difference between actual incomes and those predicted by the model.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: Average Income Distribution By College </span></h4>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiauY5qxdvtAG17sFZkHXDpIDvROrIVlEI2RHA0cWder1p32ns7gkbnOEsM2XfWaAMSVGBeezmDAzKXC2NZWqR5sTUTCynNB8i7IywBWAVgu5DGZCgH95RzgozIq57xeX3xcROiTKsFW8o/s1600/Rplot28.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="482" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiauY5qxdvtAG17sFZkHXDpIDvROrIVlEI2RHA0cWder1p32ns7gkbnOEsM2XfWaAMSVGBeezmDAzKXC2NZWqR5sTUTCynNB8i7IywBWAVgu5DGZCgH95RzgozIq57xeX3xcROiTKsFW8o/s640/Rplot28.jpeg" width="640" /></a></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1 shows the statistically significant factors and the 10th, 90th and 50th percentile values for the 709 colleges the predictive model is based on. Most of the factors are intuitively straightforward. SAT is a measure of student aptitude and prior training. Faculty salary is presumably correlated with professors’ skill. Percent STEM and Business majors relate to professions which are often relatively highly paid. </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: Distribution Of Predictive Variables</span></h4>
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<table border="1" cellpadding="0" cellspacing="0" dir="ltr" style="border-collapse: collapse; border: none; font-family: arial,sans,sans-serif; font-size: 13px; table-layout: fixed;"><colgroup><col width="100"></col><col width="100"></col><col width="100"></col><col width="100"></col><col width="100"></col><col width="128"></col><col width="100"></col></colgroup><tbody>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Percentile"}" style="background-color: #26a69a; padding: 2px 3px; vertical-align: bottom;"><b><span style="color: white;">Percentile</span></b></td><td data-sheets-value="{"1":2,"2":"SAT Avg. 2001"}" style="background-color: #26a69a; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b><span style="color: white;">SAT Avg. 2001</span></b></td><td data-sheets-value="{"1":2,"2":"% STEM"}" style="background-color: #26a69a; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b><span style="color: white;">% STEM</span></b></td><td data-sheets-value="{"1":2,"2":"% Business"}" style="background-color: #26a69a; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b><span style="color: white;">% Business</span></b></td><td data-sheets-value="{"1":2,"2":"% Health"}" style="background-color: #26a69a; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b><span style="color: white;">% Health</span></b></td><td data-sheets-value="{"1":2,"2":"Avg. All Parents Income"}" style="background-color: #26a69a; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b><span style="color: white;">Avg. All Parents Income</span></b></td><td data-sheets-value="{"1":2,"2":"Avg. Faculty Salary"}" style="background-color: #26a69a; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b><span style="color: white;">Avg. Faculty Salary</span></b></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.1}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>10%</b></td><td data-sheets-numberformat="[null,2,"#,##0",1]" data-sheets-value="{"1":3,"3":940}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>940</b></td><td data-sheets-numberformat="[null,2,"0.0",1]" data-sheets-value="{"1":3,"3":4.826348}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>4.8</b></td><td data-sheets-numberformat="[null,2,"0.0",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>0.0</b></td><td data-sheets-numberformat="[null,2,"0.0",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>0.0</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":83343.32}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$83,343</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":521767.6}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$43,481</b></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.9}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>90%</b></td><td data-sheets-numberformat="[null,2,"#,##0",1]" data-sheets-value="{"1":3,"3":1270}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>1,270</b></td><td data-sheets-numberformat="[null,2,"0.0",1]" data-sheets-value="{"1":3,"3":31.091269}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>31.1</b></td><td data-sheets-numberformat="[null,2,"0.0",1]" data-sheets-value="{"1":3,"3":35.10715}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>35.1</b></td><td data-sheets-numberformat="[null,2,"0.0",1]" data-sheets-value="{"1":3,"3":16.505142}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>16.5</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":277518.48}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$277,518</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":887770.7}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$73,981</b></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.5}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>50%</b></td><td data-sheets-numberformat="[null,2,"#,##0",1]" data-sheets-value="{"1":3,"3":1075}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>1,075</b></td><td data-sheets-numberformat="[null,2,"0.0",1]" data-sheets-value="{"1":3,"3":14.489287}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>14.5</b></td><td data-sheets-numberformat="[null,2,"0.0",1]" data-sheets-value="{"1":3,"3":19.94379}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>19.9</b></td><td data-sheets-numberformat="[null,2,"0.0",1]" data-sheets-value="{"1":3,"3":3.332381}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>3.3</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":125428.41}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$125,428</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":650399.8}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$54,200</b></td></tr>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">To get a sense of each factor’s importance, we can look at the model’s income payoffs if a college were to move from the 50th percentile to the 90th percentile for each variable. Table 2 shows the increase in mean income expected by the predictive model if a college moved from a 50th percentile value to a 90th percentile value for each factor separately. For the same percentile move, average parental income has the largest payoff, followed by faculty salary, SAT, percent STEM majors, and then other Major choices.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 2: Payoffs in Average Alumni Income Based On Factors Correlated With Income Results By College</span></h4>
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<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Correlated Factor"}" style="background-color: #26a69a; font-weight: bold; padding: 2px 3px 2px 3px; vertical-align: bottom;"><span style="color: white;">Correlated Factor</span></td><td data-sheets-value="{"1":2,"2":"Avg. College Income Increase Moving From 50th to 90th Percentile"}" style="background-color: #26a69a; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom; word-wrap: break-word;"><span style="color: white;">Avg. College Income Increase Moving From 50th to 90th Percentile</span></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"SAT Avg. 2001"}" style="background-color: white; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b>SAT Avg. 2001</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":7903.422}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$7,903</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"% STEM"}" style="background-color: #ddf2f0; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b>% STEM</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":5070.314}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$5,070</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"% Business"}" style="background-color: white; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b>% Business</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":3444.19}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$3,444</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"% Health"}" style="background-color: #ddf2f0; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b>% Health</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":3915.158}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$3,915</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Avg. All Parents Income"}" style="background-color: white; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b>Avg. All Parents Income</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":12064.839}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$12,065</b></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Avg. Faculty Salary"}" style="background-color: #ddf2f0; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;"><b>Avg. Faculty Salary</b></td><td data-sheets-numberformat="[null,4,"\"$\"#,##0",1]" data-sheets-value="{"1":3,"3":11627.243}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;"><b>$11,627</b></td></tr>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">It is not immediately intuitive why the average income of all the parents of students enrolled in a college should matter beyond what is already captured by faculty salary and average student SAT scores. To gain more insight, we can look at how successful colleges seem to be at providing upward mobility for students of poor parents.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">College Success Rates In Providing Upward Mobility</span></h3>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The paper by Chetty, Friedman, Saez, Turner, and Yagan cited above looks at several measures of upward mobility. One measure is how many students from a college make it into the top 1% of income despite the fact that their parents were in the bottom quintile of income. I will use the term "</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><b>Upward Success Rate</b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">" to refer to the percentage of students that achieve a high relative income (e.g., top quintile, top 1% etc.) even though their parents were in the bottom income quintile.[3]</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3: Distribution of Top 1% Income Upward Success Rate From Bottom Quintile Parents By College</span></h4>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgoemJRH_LYUk-xzm59UAM4KvHqgae7V4zzQdYWafMdfWpiuR9D0V46CR6Bwc442FuyQ6ZEnDov6DX1Xy7l8w8jyPHrmPIXaFaP1AtUmaRL47Uh90KQACl1Q2qNI95YDS0Utf2djusDEwM/s1600/Rplot29.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="482" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgoemJRH_LYUk-xzm59UAM4KvHqgae7V4zzQdYWafMdfWpiuR9D0V46CR6Bwc442FuyQ6ZEnDov6DX1Xy7l8w8jyPHrmPIXaFaP1AtUmaRL47Uh90KQACl1Q2qNI95YDS0Utf2djusDEwM/s640/Rplot29.jpeg" width="640" /></a></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3 shows the distribution of the success rates by college in raising students of bottom income quintile parents to the top 1% of income. This distribution is highly skewed. While the weighted median success rate by college is 0.4%, the weighted mean success rate of 1.0% is 3.2 times greater than the median. Seventy five percent of all colleges have a success rate lower than 0.7%. Yet 27 colleges shown in Table 3 have success rates that are at or above 10% -- </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30 to 90 times higher than the median success rate</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><br />
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; white-space: pre-wrap;">Table 3: Colleges With 10% or Better "Upward Success Rates" To Top 1% of Income</span><br />
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<span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">The factors that are statistically significant in explaining 53% of the differences in top 1% college success rates are shown in the “payoff” table, Table 4. A college’s biggest gains in top 1% upward success rates are correlated in decreasing order of importance with: </span><span style="color: black; font-family: "arial"; font-size: 11pt; font-style: italic; vertical-align: baseline; white-space: pre-wrap;">percentage of parents in the top 1% of income</span><span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">, average faculty salary, average </span><span style="font-family: "arial"; font-size: 14.6667px; white-space: pre-wrap;">SAT score, </span><span style="font-family: "arial"; font-size: 11pt; white-space: pre-wrap;">and percent of STEM majors. </span></div>
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">Table 4: Payoffs Of Factors Correlated With Differences Between College Success Rates of Students With Bottom Income Quintile Parents Reaching The Top 1% of Income</span></h4>
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<span style="color: white; font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Predictive Factor</span></div>
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<span style="color: white; font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">1% Upward Sucess Rate Improvement College Moving From 50th to 90th Percentile</span></div>
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<span style="color: black; font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"><b>SAT Avg. 2001</b></span></div>
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<span style="color: black; font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"><b>0.94%</b></span></div>
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<span style="color: black; font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"><b>% STEM</b></span></div>
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<span style="color: black; font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"><b>0.38%</b></span></div>
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<span style="color: black; font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"><b>% Parents In Top 1%</b></span></div>
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<span style="color: black; font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"><b>1.91%</b></span></div>
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<span style="color: black; font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"><b>Avg. Faculty Salary</b></span></div>
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<span style="color: black; font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"><b>1.08%</b></span><br />
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline;">The importance of parental income is born out by the 27 colleges listed in Table 3. The weighted mean for the percent of students with parents in the </span><span style="color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-weight: 700; vertical-align: baseline;">top 10% of income</span><span style="color: black; font-family: "arial"; font-size: 11pt; font-style: italic; vertical-align: baseline;"> </span><span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline;">for these 27 colleges is 54%. That compares to 16% for all colleges in this data set.</span></span></h4>
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<span style="color: black; font-family: "arial"; font-size: 11pt; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">The percent of parents in the top 1% of income is capturing something separately from student aptitude, a college’s teaching skill, and career choice. </span><span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">While </span><span style="color: black; font-family: "arial"; font-size: 11pt; font-style: italic; vertical-align: baseline; white-space: pre-wrap;">the nature of this data set cannot isolate the reason the percentage of wealthy parents plays a role</span><span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;"> (because the data is not at the student level, it is at the college level), a plausible hypothesis is that poor students gain increased access to the social network of the wealthy when they go to colleges with a high percentage of students with wealthy parents.</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">If access to the social network of the wealthy plays a role, one might expect 1) </span><span style="background-color: transparent; color: black; font-family: "arial"; vertical-align: baseline;"><i><span style="font-size: 11pt; white-space: pre-wrap;">the percent of top income decile parents should matter more for top 1% upward </span><span style="font-size: 14.6667px; white-space: pre-wrap;">success</span><span style="font-size: 11pt; white-space: pre-wrap;"> rates than it matters for top quintile upward </span><span style="font-size: 14.6667px; white-space: pre-wrap;">success</span><span style="font-size: 11pt; white-space: pre-wrap;"> rates </span></i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(because the top quintile social network is more accessible as it is 20 times larger than the top 1% social network) and 2) </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><i>students from wealthy households should have a greater probability of being in the top 1% than poor students</i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> because wealthy students generally have greater access to the wealthy's social network.</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4 shows the relationship between top 1% upward success rates versus the percentage of students with parents in the top income </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><u>decile</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. It appears that the </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">success rate </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">accelerates</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> as the percentage of well off students at a college exceeds approximately 33%</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4: Students Achieving Top 1% of Income With Bottom Quintile Parents vs. Percent of Parents In Top Decile Of Income</span></h4>
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<span style="color: black; font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">Figure 5 shows the relationship of top quintile upward success rates </span><span style="font-family: "arial";"><span style="font-size: 14.6667px; white-space: pre-wrap;">versus the percentage of students with parents in the top income decile. The relationship is still positive, but does not show the accelerating impact of parental wealth of Figure 4 on top 1% upward success. This seems to be consistent with the suggestion that exposure to social networks is important.</span></span><br />
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; white-space: pre-wrap;">Figure 5: Students Achieving Top Quintile of Income With Bottom Quintile Parents vs. Percent of Parents In Top Decile Of Income</span><br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiWKNM0FYVizQlEhd5C4Ykm5XLmiGzkCGaUiTtLFsSMYqlxdRVCyT0_lqpdtiE3QOorRmXLjYiFvc-6WflwWt7M709YcwlDBNjfd5JT0K1Fw9VWD3SdRP-KMbwwa1L6c489L9CIeHJBzpg/s1600/Rplot24.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="481" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiWKNM0FYVizQlEhd5C4Ykm5XLmiGzkCGaUiTtLFsSMYqlxdRVCyT0_lqpdtiE3QOorRmXLjYiFvc-6WflwWt7M709YcwlDBNjfd5JT0K1Fw9VWD3SdRP-KMbwwa1L6c489L9CIeHJBzpg/s640/Rplot24.jpeg" width="640" /></a></div>
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 6 seems to affirm the second conjecture that <i style="font-size: 14.6667px;">students from wealthy households should have a greater probability of being in the top 1% than poor students.</i> The fitted line on the chart suggests that if a college has a 10% upward success rate for students reaching the 1% of income with bottom quintile income parents, roughly 17% of students with top quintile income parents at that college will also achieve earnings in the top 1% of income.</span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 6: Students Achieving Top 1% of Income With Bottom Quintile Parents vs. Those With Parents In Top Quintile</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-style: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">However the two success rates are correlated, so poor students who study and socialize with wealthy students also appear to benefit (in addition to the success they achieve by being bright, going to well taught classes, and making monetarily rewarding career choices).</span></div>
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<span style="font-family: "arial"; vertical-align: baseline; white-space: pre-wrap;">This "social network" hypothesis would also help explain why average parents’ income is also significant in explaining differences in future average student income by college as shown in Table 2.</span><br />
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<b style="color: #434343; font-family: arial; font-size: 14pt; white-space: pre-wrap;">Is Income Variation Just A Grad School Phenomenon? </b><br />
<span style="font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">The data used in this essay does not distinguish between those college students who go on and get a graduate degree and those that don't. Using <a href="https://usa.ipums.org/usa/">US Census data</a>, Figure 7 shows the percentage of income ventiles (formed from 32-34 year olds born in the US with positive wage income) represented by those with at least a college degree and Figure 8 shows the share graduate degrees represent of those with at least a college degree. </span><br />
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">Figure 7: Percent of 32-34 Year Olds With At Least College Degree By Income Ventile In 2014</span></h4>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiOZfzYFc1gCbExZ5lYIT9CI7h889pCvL61TXAOtESQhneWSxAtZp1NZ32loBmPC4UeQW-zg-bNOkqwGp5AW-grLEXvVoeCSamJi2vH2LnXGiz9Y-3VNcS0Krt7EnlVwnwk7IyeokVXAL0/s1600/Rplot32.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="482" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiOZfzYFc1gCbExZ5lYIT9CI7h889pCvL61TXAOtESQhneWSxAtZp1NZ32loBmPC4UeQW-zg-bNOkqwGp5AW-grLEXvVoeCSamJi2vH2LnXGiz9Y-3VNcS0Krt7EnlVwnwk7IyeokVXAL0/s640/Rplot32.jpeg" width="640" /></a></div>
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666; font-family: "arial"; font-size: 12pt; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">Figure 8: Percent Of College Educated 32-34 Year Olds With A Graduate Degree By Income Ventile In 2014</span></span></h4>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgnsPXZ__DI5h16S94fMN5B4hJQhhXAEQ8F2Q9H-63KxIEwDHKA1Amkh0S-1fvy3X7GuAGmDtgLbgF4Uwkb6ghRfzAW8q9lTl0mLWL6U9PtuoqnWJICPeAHarciAGdwdwsfNfWAcvQaYrE/s1600/Rplot33.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="482" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgnsPXZ__DI5h16S94fMN5B4hJQhhXAEQ8F2Q9H-63KxIEwDHKA1Amkh0S-1fvy3X7GuAGmDtgLbgF4Uwkb6ghRfzAW8q9lTl0mLWL6U9PtuoqnWJICPeAHarciAGdwdwsfNfWAcvQaYrE/s640/Rplot33.jpeg" width="640" /></a></div>
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<span style="font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;"><br /></span><span style="font-family: "arial"; vertical-align: baseline;"><span style="font-size: 11pt; white-space: pre-wrap;">The two charts show that more than 80% of the 32-34 year olds in the top 5% of income had at least a college degree, and that more than 50% of that college educated 80% also had graduate degrees. Given the importance of graduate degrees in upper income percentiles, <i>one might ask if differences in college alumni income and upward success rates could be explained<b> if some undergraduate colleges generate a disproportionate percentage of students who go on to get graduate degrees. </b></i></span></span><br />
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<span style="font-family: "arial"; vertical-align: baseline;"><span style="font-size: 11pt; white-space: pre-wrap;">If we separately link data from the <a href="https://ncsesdata.nsf.gov/webcaspar">NSF on PhDs by their baccalaureate institution</a> to the </span></span><span style="font-family: "arial"; font-size: 14.6667px; white-space: pre-wrap;">Chetty, Friedman, Saez, Turner, and Yagan data set</span><span style="font-family: "arial"; font-size: 11pt; white-space: pre-wrap;">, we can look at the relationship between college average income and upward success rates by the percentage of undergraduates who go on to get PhDs.[4] We would prefer to have data on all graduate degrees, not just PhDs. However it is interesting to analyze the PhD data that is available.</span><br />
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; white-space: pre-wrap;">Figure 9: 2014 Average Salary of 32-34 Year Olds By College vs. Percent of Class That Typically Goes On To Get A PhD</span><br />
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;">Figure 10: 2014 1% Upward Success Rates From Bottom Income Quintile Parents vs. Percent of Class That Typically Goes On To Get A PhD</span></h4>
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<span style="font-family: "arial" , "helvetica" , sans-serif;">While there is a positive relationship in both Figures 9 and 10, there is wide dispersion and the relationships are not statistically significant in increasing our ability to account for differences among college's average alumni salaries or 1% upward success rates when considered together with the factors shown in Tables 2 and 4. This suggests that PhD graduate students are not just sourced from a small subset of colleges.</span><br />
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><b style="color: #434343; font-size: 18.6667px;">Conclusion</b></span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;">Paradoxically, colleges provide both an important step in the path of upward income mobility <u style="font-style: italic; font-weight: bold;">and</u> strongly reinforce existing social networks of unequal income. </span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">We saw in Part I that simply having a Bachelor's degree provides less income advantage than it did in the 1960s as the supply of college educated labor increased. However, being at the bottom of the income distribution is also increasingly highly correlated with not having a 4 year college degree. In Part I, I talked about wages being related to supply, demand and skill pay-offs that may be increasing due to technology.</span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">We saw in Part II that income outcomes vary greatly depending on which college one attends. The most exclusive schools with the greatest access to wealthy social networks are not surprisingly dominated by children of wealthy parents and admit relatively few students from poor backgrounds. However, income payoffs are highest for those poor (and highly qualified) students that are admitted to those elite schools (which also have highly skilled professors).</span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">Thus Part II raised the question whether income payoffs may also have a social network component in addition the income attributable to educational attainment. It is an open question whether those high payoffs for poor students would remain if elite institutions no longer maintained their wealthy student demographic.</span><br />
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<span style="font-family: "arial"; vertical-align: baseline;"><span style="font-size: 11pt; white-space: pre-wrap;">[1] </span></span>Data available from IPUMS-USA, University of Minnesota, www.ipums.org. It is freely available subject to their licensing agreement.<br />
[2] The figures in the paragraph and the following paragraph are estimated from the data set, <a href="http://www.equality-of-opportunity.org/papers/coll_mrc_paper.pdf">Table 1 of the </a><span style="font-family: "arial"; font-size: 14.6667px; white-space: pre-wrap;"><a href="http://www.equality-of-opportunity.org/papers/coll_mrc_paper.pdf">Chetty, Friedman, Saez, Turner, and Yagan paper</a> and Table VI of "</span><i><a href="http://www.equality-of-opportunity.org/assets/documents/mobility_geo.pdf">Where is the Land of Opportunity?The Geography of Intergenerational Mobility in the United States"</a> </i>by Chetty, Hendren, Kline, and Saez. The estimates are only approximate due to small differences in the data sets.<br />
[3] This is distinct from the "Mobility" term that Chetty, Friedman, Saez, Turner, and Yagan use which multiply success rate and access. Access is a college's share of students with bottom quintile parents.<br />
[4] I averaged the number of PhDs who came from each college in the years 1999-2004 and divided by cohort size to obtain a "typical percent" of PhDs per college.<br />
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<span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: All Figures and Tables can be generated by using the</span><a href="https://www.r-project.org/" style="background-color: white; color: #00669b; font-family: arial, tahoma, helvetica, freesans, sans-serif; font-size: 14.85px;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> and the R code available in “college.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="background-color: white; color: #00669b; font-family: arial, tahoma, helvetica, freesans, sans-serif; font-size: 14.85px;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> to analyze the publicly available data obtainable from the links in the article. </span></div>
Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-16123168302674996592017-03-27T04:21:00.000-07:002017-03-27T04:21:29.256-07:00Long Term Trends In College Education And Income: 1960 - 2015<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhSFXtrUsq8X-7V8Dq0xskNfKMEwa_suWuYA3XKHyh6uk-BsK5FEi6LsSZhTtHZT-GrEeWEg2-jpDCr7CnjbnDDJKhkBevDYzIcaP8gaJHxTdkJuViUxmiVWE7ZRcnuWY7FRfF82ji5ev0/s1600/college_classroom-1950.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhSFXtrUsq8X-7V8Dq0xskNfKMEwa_suWuYA3XKHyh6uk-BsK5FEi6LsSZhTtHZT-GrEeWEg2-jpDCr7CnjbnDDJKhkBevDYzIcaP8gaJHxTdkJuViUxmiVWE7ZRcnuWY7FRfF82ji5ev0/s1600/college_classroom-1950.png" /></a></div>
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<h5 dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 12pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Part I of a two part series on college education. Part I discusses long term trends in average income outcomes. Part II will discuss the heterogeneity of college outcomes related to income and upward mobility.</span></h5>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In 1960, 50% of the top income quintile for 32 - 34 year olds had a high school education or less. By 2015 that percentage shrank to 9%.</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The correlation between having a 4 year college degree and achieving high relative income has weakened since 1960 because the percentage of workers with a 4 year college degree or graduate degree increased from 12% to 40% by 2015. </span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">For the US as a whole, real median Inflation adjusted income has only grown for those with graduate degrees.</span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Data</span></h2>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The </span><a href="https://usa.ipums.org/usa/" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">data</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> used here is US Census data made available by IPUMS.org.[1] Following the methodology of Chetty, Friedman, Saez, Turner, and Yagan in their 2017 paper: “</span><a href="http://www.equality-of-opportunity.org/papers/coll_mrc_paper.pdf" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Mobility Report Cards: The Role of Colleges in Intergenerational Mobility</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">”, this analysis focuses on 32-34 year olds. While </span><a href="https://disciplinedthinking.blogspot.com/2016/12/rising-household-income-inequality.html" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">income is strongly related to age</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, lifetime relative income rank is relatively stable by the time workers reach their early 30s. Thus when I refer to upper income quintile, I am referring to the upper income quintile of 32-34 year olds -- not to the entire US population. </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: 14.6667px;">While later Census surveys distinguished between different levels of graduate degrees, in 1960 the three highest educational categories were “4 years of college”, “5 years of college”, and “6+ years of college.” I conform these categories with later surveys by grouping 4 years and 5 years together as “Bachelor’s” and classify “6+ years” as “More Than Bachelor's.” For later surveys, Masters and PhDs are classified together as “More Than Bachelor’s.” As a shorthand, I will refer to “More Than Bachelor’s” as those with “graduate degrees” and those with “Bachelor’s” as those with “undergraduate degrees.” My category “Some College” includes those who receive two-year degrees.</span></span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span style="font-size: 14.6667px;"><br /></span></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">To concentrate on US college experience and its impact on </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><u>employment</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> income, this analysis is limited to US born workers with </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><i>positive wage income</i></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. My use of the word “income” e</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><u>xcludes all other sources of income</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> as I focus on education’s relation to wages (e.g., not savings behavior, inheritance etc.). </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; vertical-align: baseline; white-space: pre-wrap;"><b>My focus on only those with wage income <u>understates the overall social impact of education on income because those without any college education are less likely to earn wages.</u></b></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> The percent of 32-34 year olds with High School or less that had wage income rose from 61% in 1960 to 69% in 2015. That compares to 73% in 1960, and 90% in 2015 for those with 4 years of college or more. Increased female labor force participation increased the percentage of those employed across all education levels over this time period, however it only increased by 8% for those with High School or less versus by 17% for those with 4 years of college or more.[2]</span><br />
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Upper Income Quintile Share</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 1 shows the share of the upper income quintile by educational attainment. The share of those with High School and less than High School education declined sharply over this period. The largest increase in relative share was for those with graduate degrees.</span></div>
<b style="font-weight: normal;"><br /></b><span style="color: #666666; font-family: "arial"; font-size: 12pt; font-weight: 700; white-space: pre-wrap;">Figure 1: Long Term Trends In Upper Income Quintile Share By Education</span><br />
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="471" src="https://lh5.googleusercontent.com/gOoQPAe3eGbXpP6Zr89UlUpMFRJpencJ7mPTi2DSN9X9EQbP1kb0cdB-oy5yNP1NoAX5Mhsa6CVfxJel_9N2NpoaIdrWJKqLwjfVEsIeF_ibJoPajNsNNWTajGXZF5N8jTIOiGqS" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Increased Supply of College Educated Labor</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2 shows the share of workers by educational attainment. The share of all workers with an undergraduate degree increased from 10% to 25% over this period. The share with graduate degrees increased from 2% to 14%. The percentage with High School remained relatively constant, dropping from 29% to 23%. Notably, in 2015 </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">73% of all workers had some college education.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 2: Long Term Trends In Worker Share By Education</span></h4>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="471" src="https://lh4.googleusercontent.com/PhgBO-1khTkYsp08iIIMaxfonLgzQzgwPCo3ClujNoPtb4BqqsCjkIqF4Ml7ZRp31vg8ZDkvatW-wfIDfJZAR3-Tdo069TGeTmWwPCbcYiG2WU6gOXqxJa71Z186Dx2yZvgDWsf4" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
<b style="font-weight: normal;"><br /></b><span style="color: #434343; font-family: "arial"; font-size: 14pt; font-weight: 700; white-space: pre-wrap;">The Implication Of Increased Supply For The Probability Of Upper Income</span><br />
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Because there were relatively few workers with undergraduate and graduate degrees in 1960, the likelihood of achieving the top income quintile if you had one of those degrees was quite high: 50% for undergraduates and 54% for graduates. By 2015, those probabilities had dropped to 32% for undergraduates, and less dramatically to 44% for those with graduate degrees. Note that these probabilities don’t sum to 100% -- if everyone had the same educational attainment, the probability for all would be 20%. </span></div>
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<br />
<h4 dir="ltr" style="line-height: 1.656; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 3: Long Term Trends In Probability Of Upper Income Quintile By Educational Attainment</span></h4>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="471" src="https://lh4.googleusercontent.com/yYsBmpbKZK-KT8tSk0qig5bhuZXF30Kh_C8CDnMH-IhMeDiOItSyHopaZeK1jHJzH3JdqZ7aVLv35tPuICgxbN_F4g9XxacPa9WkL1dL0VMj2_uEx1JltIyztR1LcMLgDyAkU97W" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The Implication Of Increased Supply Of College Educated Workers For Relative Income And Real Income Growth</span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Theoretically wages are a function of both the supply of labor at a particular “skill level” and demand for that “skill level.” Demand is related to industrial mix (e.g., the share of knowledge-based industries) and the value that a given “skill level” is capable of producing. </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">For example </span><span style="font-family: arial; font-size: 14.6667px; white-space: pre-wrap;">in an economy where all employment opportunities involved manual labor, </span><span style="font-family: arial; font-size: 11pt; white-space: pre-wrap;">demand for PhDs would be low (and they would have no wage advantage) because their additional education provides no incremental value for that set of employment opportunities.</span><br />
<span style="font-family: arial; font-size: 11pt; white-space: pre-wrap;"><br /></span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Similarly, if the government decided to provide every citizen with a college education </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; vertical-align: baseline; white-space: pre-wrap;"><u>but the mix of job types in the economy did not change</u></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, there would be a lot of college educated waiters, auto mechanics, construction workers etc. In this hypothetical case there is little reason to think a "universal college" social policy would change income outcomes. In this context, it is worth noting that the US already has the 7th highest percentage of <a href="https://en.wikipedia.org/wiki/List_of_countries_by_tertiary_education_attainment#2014_OECD_data">"tertiary education" among 44 countries</a> followed by the OECD.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">To further complicate matters, labor supply has become increasingly global (so US-based Figure 2 does not accurately represent the true labor supply available to producers). Labor also competes with capital in the form of automation. </span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Given the complexity of global labor supply and automation, it is difficult to link US real wages by educational attainment solely to increases in the supply of US college educated workers. We can simply observe growth in absolute and relative real wages to infer the economic value of educational attainment. </span></div>
<h4 dir="ltr" style="line-height: 1.656; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4: Median Income in 1960 Dollars By Education For 32-34 Year Old Workers</span></h4>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="471" src="https://lh6.googleusercontent.com/8CRoZR9VVTwEPQFRT0a_nW-lwKpfx0EjUwBDwGKpJNehLE7nB4ZZH0ctWyLusf2MerWjuF33LUy7jmB-SioUfzY8oMTzFDdyj4C_BgyoVcxrXB_J30ZDYgm-8HmBbUKAJWqSU8g5" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="720" /></span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4 shows an increasing gap between those who have an undergraduate or graduate degrees and those that don’t. That is, education has increased income on a relative basis for those with 4 years of college or more. However this relative improvement is primarily due to the deterioration in the real income of those with less than a 4 year degree.</span></div>
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<br />
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 4 also shows that only those with graduate degrees have seen any real growth in median income since 1960. At a broad level, this suggests the still relatively small supply of those with graduate degrees and their productivity in the context of the current US economy has been enough to offset competition from increased automation and global labor competition.</span></div>
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<br />
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Real income growth has been strongest for those in the top income quintile as shown in Figure 5. This is true regardless of education and is probably related to the increasing ability to leverage </span><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a href="https://disciplinedthinking.blogspot.com/2017/01/ability-and-income-inequality.html" style="text-decoration: none;">ability/aptitude</a></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> in certain fields via technology. Examples would include the increased media value of elite athletes and increased productivity of those working in high tech fields. We will see in Part II of this analysis that the percentage of STEM majors by college has a statistically significant correlation with 32-34 year old incomes by college. </span></div>
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<h4 dir="ltr" style="line-height: 1.656; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Figure 5: Median Income in 1960 Dollars For 32-34 Year Old Workers In The Top Income Quintile By Education </span></h4>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjGfrski8YFnSmJC_pqdkFffI3UvmrpVJ6kp4LzG0RY5LujdawOz9pWIAl_aA0JgFnqOOgjXkEluLrEgwS3BDZDozEcBzGklMTyzh3ZNSv4aH-_b1ufudCt1-pcfBfBawtVLLHWiiLGQiA/s1600/Rplot40.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="406" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjGfrski8YFnSmJC_pqdkFffI3UvmrpVJ6kp4LzG0RY5LujdawOz9pWIAl_aA0JgFnqOOgjXkEluLrEgwS3BDZDozEcBzGklMTyzh3ZNSv4aH-_b1ufudCt1-pcfBfBawtVLLHWiiLGQiA/s640/Rplot40.jpeg" width="640" /></a></div>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
<h3 dir="ltr" style="line-height: 1.656; margin-bottom: 4pt; margin-top: 16pt;">
<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Averages Don’t Capture Significant Differences In Outcome By College</span></h3>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The broad averages shown in Figures 1 - 5 mask the fact that outcomes for individual students vary significantly by college. Table 1 uses 2014 </span><a href="http://www.equality-of-opportunity.org/data/index.html#college" style="text-decoration: none;"><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">data</span></a><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> from the Chetty, Friedman, Saez, Turner, and Yagan paper described above for students who attended college from 1999 - 2004. </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This is a sub-sample of their data based on 1,208 colleges </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">not</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> identified as “Two-Year” colleges with a cohort size of more than 150 students.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[3] The table shows the weighted (by number of students per college) median fraction of students who achieve the top income quintile when they are 32-34 years old by Barron’s Selectivity Index. </span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Notably these success rates include students who go on to get graduate degrees </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(so they resemble a blend of the 32% undergraduate and 44% graduate probabilities for 2015 described above)</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
<h4 dir="ltr" style="line-height: 1.656; margin-bottom: 4pt; margin-top: 14pt;">
<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: 2014 Probability Of Being In Top Income Quintile For 32-34 Year Olds Who Attended A 4 Year College By Barron’s College Selectivity Index</span></h4>
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<table style="border-collapse: collapse; border: none;"><colgroup><col width="100"></col><col width="173"></col><col width="100"></col><col width="100"></col></colgroup><tbody>
<tr style="height: 0pt;"><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Barron's Selectivity Index</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Weighted Median of Probability of Top Income Quintile For Colleges In Category</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Share of Students In Sub-Sample</span></div>
</td><td style="background-color: #26a69a; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #26a69a; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Cum. Share Of Students</span></div>
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<tr style="height: 0pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Elite</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">61%</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.3%</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">6.3%</span></div>
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<tr style="height: 0pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Highly Selective</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">51%</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">14.0%</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">20.3%</span></div>
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<tr style="height: 17.25pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Selective +</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">40%</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">23.5%</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">43.8%</span></div>
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<tr style="height: 0pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Selective</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30%</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">34.6%</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">78.5%</span></div>
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<tr style="height: 0pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Selective-</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">24%</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.1%</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">88.5%</span></div>
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<tr style="height: 0pt;"><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Special</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">25%</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">0.8%</span></div>
</td><td style="background-color: #ddf2f0; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: #ddf2f0; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">89.3%</span></div>
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<tr style="height: 0pt;"><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Non-Selective</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">17%</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">10.7%</span></div>
</td><td style="background-color: white; border-bottom: solid #000000 0.75pt; border-left: solid #000000 0.75pt; border-right: solid #000000 0.75pt; border-top: solid #000000 0.75pt; padding: 2pt 2pt 2pt 2pt; vertical-align: bottom;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt; text-align: center;">
<span style="background-color: white; color: black; font-family: "arial"; font-size: 10pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">100.0%</span></div>
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</div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Also shown are the share and cumulative share of students by category for this sub-sample. There is marked divergence between the 17% top income quintile probability for the 11% of students who attended “Non-Selective” colleges versus the 61% top income quintile probability for the 6% of students who attended “Elite” colleges.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Part II of this analysis will examine the characteristics of colleges that are correlated with these widely divergent outcomes.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[1] Data available from IPUMS-USA, University of Minnesota, www.ipums.org. It is freely available subject to their licensing agreement.</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[2] The increase in educated female labor force participation has also <a href="https://disciplinedthinking.blogspot.com/2016/12/rising-household-income-inequality.html">contributed to rising income inequality at the household level.</a></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial"; font-size: 11pt; white-space: pre-wrap;">[3] See their paper for details regarding cohort sizes and a description of their variable “College Tier Name.”</span></div>
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<span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible: All Figures and Tables can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration-line: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> and the R code available in “degreeShare.r" on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration-line: none;"><span style="background-color: white; color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> to analyze the publicly available data obtainable from the links in the article.</span>Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-84755650756887862912017-03-20T04:36:00.000-07:002017-03-20T04:36:12.247-07:00Faith, Trust, And Income Around The World<br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjMBCguUJfCDAeeonKmDXqBSdbbwZgmnag0dKMyhdZPdATbmnFGQtItWBfJjrEIadUC-EeaqN7J7bLBLeLQdV3nE_BlyoW6V5_kwGKCnFaujQJo-xq6O6PNYooFzT7P9Kab0Mry7BMd9ZU/s1600/download+%25286%2529.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="424" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjMBCguUJfCDAeeonKmDXqBSdbbwZgmnag0dKMyhdZPdATbmnFGQtItWBfJjrEIadUC-EeaqN7J7bLBLeLQdV3nE_BlyoW6V5_kwGKCnFaujQJo-xq6O6PNYooFzT7P9Kab0Mry7BMd9ZU/s640/download+%25286%2529.jpg" width="640" /></a></div>
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Summary:</h3>
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<li dir="ltr" style="font-family: arial; font-size: 12pt; list-style-type: disc; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">The United States has been portrayed as being more religious than would be expected based on income. However, the level of a country's religious belief is better explained by its residents' level of trust of others. </span></div>
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<li dir="ltr" style="font-family: arial; font-size: 12pt; list-style-type: disc; vertical-align: baseline;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Country differences in religious importance are also related to whether religion is state-sponsored, and thus important to a citizen's economic and civil status.</span></li>
<li dir="ltr" style="font-family: arial; font-size: 12pt; list-style-type: disc; vertical-align: baseline;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">In addition to its correlation with religion, trust level appears to be helpful in understanding differences in income. </span></li>
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<b style="color: #434343; font-family: arial; font-size: 18.6667px; white-space: pre-wrap;">Faith And Income</b><br />
<span style="font-family: "arial";"><span style="white-space: pre-wrap;">Figure 1 is a <a href="http://www.pewresearch.org/fact-tank/2015/03/12/how-do-americans-stand-out-from-the-rest-of-the-world/">Pew Research Center graph</a> showing the United States' unusually high "religious importance" relative to its GDP per capita. </span></span><br />
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;"><span style="color: #666666;"><span style="white-space: pre-wrap;">Figure 1: Pew Research - Percent Saying Religion Very Important vs. GDP/Capita</span></span></span></span><br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiKXWpRa380hzVvd3tcWaJrglP4MQHjIUpsuBPvMMF9dQG_achJGr_n-sDb0EUpknGr_dl_Z6Fdo4xMtZxhBrxfZfaU-hkkMGHJEOPiOmkRBwpaQ9A1Bf7fh5w-RuAxJ715xuep4CVgAxI/s1600/ReligionGDP.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiKXWpRa380hzVvd3tcWaJrglP4MQHjIUpsuBPvMMF9dQG_achJGr_n-sDb0EUpknGr_dl_Z6Fdo4xMtZxhBrxfZfaU-hkkMGHJEOPiOmkRBwpaQ9A1Bf7fh5w-RuAxJ715xuep4CVgAxI/s1600/ReligionGDP.png" /></a></div>
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;">If one looks within the United States at variations in religious importance by State, there also appears to be a correlation between religion's importance and State GDP per capita.</span></span><br />
<span style="font-family: "arial";"><span style="white-space: pre-wrap;"><span style="color: #666666;"><br /></span></span></span>
<span style="font-family: "arial";"><span style="white-space: pre-wrap;"><span style="color: #666666;">Figure 2: Pew Research - Percent Saying Religion</span><span style="color: #666666;"> Very Important vs. State GDP/Capita</span></span></span><br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjn5bHOCTA_cxciI2Sdt-hestBhMfHwEeMpeX5KO2TNjKHtLoI5nePbvpXxs7Jr9dPS8MdOB_eRmsIIzSB9qG2QrLEpz4JUqDfOIE4J59tG1p5aUSC6jgJCVoU4gAex-_mraqhOshCAGAQ/s1600/Rplot14.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjn5bHOCTA_cxciI2Sdt-hestBhMfHwEeMpeX5KO2TNjKHtLoI5nePbvpXxs7Jr9dPS8MdOB_eRmsIIzSB9qG2QrLEpz4JUqDfOIE4J59tG1p5aUSC6jgJCVoU4gAex-_mraqhOshCAGAQ/s1600/Rplot14.jpeg" /></a></div>
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<span style="font-family: "arial"; white-space: pre-wrap;">However this simple relationship is less evident in other global data sets. Like the Pew Research Center, the </span><a href="http://www.worldvaluessurvey.org/" style="font-family: arial; white-space: pre-wrap;">World Value Survey</a><span style="font-family: "arial"; white-space: pre-wrap;"> (WVS) also asks respondents around the world how important religion is to them. Their "Wave 6" data from 2010 - 2014 includes some other countries </span><span style="font-family: "arial"; white-space: pre-wrap;">which also have</span><span style="font-family: "arial"; white-space: pre-wrap;"> "anomalously" high levels of religious importance relative to income like the US. However those countries were </span><span style="font-family: "arial"; white-space: pre-wrap;">not included in Pew's Figure 1 above </span><span style="font-family: "arial"; white-space: pre-wrap;">. </span><br />
<span style="font-family: "arial"; white-space: pre-wrap;"><br /></span>
<span style="color: #666666; font-family: "arial"; white-space: pre-wrap;">Figure 3: World Value Survey - Percent Saying Religion</span><span style="color: #666666; font-family: "arial"; white-space: pre-wrap;"> Very Important vs. GDP/Capita</span><br />
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<span style="font-family: "arial"; white-space: pre-wrap;">Now <b>the relationship between religious importance and country income no longer looks so straightforward</b>. </span><br />
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<b style="color: #434343; font-family: arial; font-size: 18.6667px; white-space: pre-wrap;">Faith And Trust</b><br />
<span style="white-space: pre-wrap;"><span style="font-family: "arial";">One of the questions in the WVS dataset relates to the amount of trust in a society. They ask:</span><span style="font-family: "times" , "times new roman" , serif;"> </span></span><span style="font-style: italic;"><span style="font-family: "times" , "times new roman" , serif; font-size: large;">"Generally speaking, would you say that most people can be trusted or that you need to be very careful in dealing with people?" </span><span style="font-family: "georgia" , "times new roman" , serif;"> </span></span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">Figure 4 shows that religious importance has a stronger correlation with trust than it does with GDP per capita.</span><br />
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<span style="color: #666666; font-family: "arial"; white-space: pre-wrap;">Figure 4: World Value Survey - Percent Saying Religion</span><span style="color: #666666; font-family: "arial"; white-space: pre-wrap;"> Very Important vs. Trust</span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">Based on trust levels, the US (and Singapore) no longer appear "unusually" religious. A simple linear model indicates 32% of variations in religious importance among countries can be explained by trust levels (GDP per capita only explains 1% for this data set). </span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">We can "improve" the relationship if we include in our analysis the fact that some countries have "active" state religions. In some such countries it is a crime to be an atheist, attempting to convert citizens to a different religion may be illegal, and one's civil status and economic well being is determined in part by religious authorities.[1] Not surprisingly in all of these countries, the percentage of those saying religion is "very important" to them exceeds 90%. Figure 5 shows the relationship between trust and religious importance <i>excluding countries with an active state-sponsored religion.</i> </span><br />
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<span style="color: #666666; font-family: "arial"; white-space: pre-wrap;">Figure 5: WVS Excluding Countries With State Religion - Religion</span><span style="color: #666666; font-family: "arial"; white-space: pre-wrap;"> Very Important vs. Trust</span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">For this reduced data set, trust explains 46% of the variation in religious importance (and adding GDP per capita does not improve the ability to explain differences in religious importance across countries).[2] </span><br />
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<b style="color: #434343; font-family: arial; font-size: 18.6667px; white-space: pre-wrap;">Trust And Income</b><span style="font-family: "arial" , "helvetica" , sans-serif;"> </span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;">Interestingly, trust is correlated with country GDP per capita as shown in Figure 6.</span><br />
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<span style="color: #666666; font-family: "arial"; white-space: pre-wrap;">Figure 6: WVS Excluding Countries With State Religion - GDP/Capita</span><span style="color: #666666; font-family: "arial"; white-space: pre-wrap;"> vs. Trust</span><br />
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<span style="color: #666666; font-family: "arial"; white-space: pre-wrap;"><br /></span><span style="font-family: "arial" , "helvetica" , sans-serif;">There is still quite a bit of variation, so clearly other variables (e.g. oil wealth for Kuwait and Qatar) are important in explaining country GDP/capita levels. </span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">As shown in Figure 7, <b>trust is also correlated with self-reported income decile <i>within countries.</i> </b>That is, people who believe they in are in the top income decile in their country are <i>also</i> more likely to indicate they trust most people.</span><br />
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<span style="color: #666666; font-family: "arial"; white-space: pre-wrap;">Figure 7: WVS Excluding Countries With State Religion - </span><span style="color: #666666; font-family: "arial"; white-space: pre-wrap;">Trust vs. Income Decile</span><br />
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<b style="color: #434343; font-family: arial; font-size: 18.6667px; white-space: pre-wrap;">Why Trust?</b><br />
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<span style="font-family: "trebuchet ms" , sans-serif; font-size: large;"><b><u>Why are countries more religious if their citizens are more distrustful?</u> </b> </span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;">In an <a href="https://disciplinedthinking.blogspot.com/2017/03/religious-diversity-in-america.html">earlier essay</a> on the sharp socio-demographic differences between religions in the United States, I asserted that religious affiliation appears to also be a form of social networking. </span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">A religious community has economic value for its members because they are more likely to trust each other, support each other, practice good ethics, and shun/punish those who violate group norms. Quite simply, <b><i>the value of belonging to a social network of this kind is greatest in an environment where overall trust in others is low.</i></b></span><br />
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<u><b><span style="font-family: "trebuchet ms" , sans-serif; font-size: large;">Why do countries and individuals with more trust have higher incomes?</span></b></u><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;">There has been much <a href="https://ourworldindata.org/trust#cross-country-surveys">research</a> on the relationship between trust and income at the individual and country level. </span><br />
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<i><span style="font-family: "georgia" , "times new roman" , serif;">In a much cited article, Arrow (1972)<a href="https://ourworldindata.org/trust#note-14">14</a> says that “Virtually every commercial transaction has within itself an element of trust, certainly any transaction conducted over a period of time.”</span></i></blockquote>
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<span style="font-family: "arial" , "helvetica" , sans-serif;">Some <a href="https://www.jstor.org/stable/20047302?seq=10#page_scan_tab_contents">analysts</a> like Francis Fukuyama characterize countries where trust is low as ones which tend to be dominated by small family-owned businesses. This contrasts with high-trust countries that are more likely to form large corporations comprised of unrelated owners and workers. </span><span style="font-family: "arial" , "helvetica" , sans-serif;">Higher levels of </span><a href="https://ourworldindata.org/trust#is-there-a-link-between-education-and-trust" style="font-family: arial, helvetica, sans-serif;">trust are also correlated with higher levels of education</a><span style="font-family: "arial" , "helvetica" , sans-serif;"> and </span><a href="https://ourworldindata.org/trust#what-is-the-relationship-between-trust-and-gdp" style="font-family: arial, helvetica, sans-serif;">entrepreneurship</a><span style="font-family: "arial" , "helvetica" , sans-serif;">.</span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;"><br /></span><span style="font-family: "arial" , "helvetica" , sans-serif;">Cesar Hidalgo in his book <u><a href="https://www.amazon.com/dp/B00TT1VLAO/ref=dp-kindle-redirect?_encoding=UTF8&btkr=1">Why Information Grows</a></u> maps country wealth to the complexity of the products a country produces. Highly complex products require networks of specialized companies comprised of educated workers with the critical knowledge and knowhow to produce them. Such linkages are difficult in environments of low trust.</span><br />
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<span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: Figures 2 - 7 can be generated by using the</span><a href="https://www.r-project.org/" style="background-color: white; color: #00669b; font-family: Arial, Tahoma, Helvetica, FreeSans, sans-serif; font-size: 14.85px; text-decoration: none;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> and the R code available in “religionGlobal.R” on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="background-color: white; color: #00669b; font-family: Arial, Tahoma, Helvetica, FreeSans, sans-serif; font-size: 14.85px; text-decoration: none;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="background-color: white; color: #494949; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> to analyze the publicly available data obtainable from the links in the article. </span><br />
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[1] Data available at<span style="color: #666666; white-space: pre-wrap;"><span style="font-family: "georgia" , "times new roman" , serif; font-size: x-small;"> <a href="http://www.thearda.com/Archive/Files/Codebooks/RAS2012_CB.asp">Association of Religion Archives</a></span></span><br />
[2] Trust explains 53% of variations in the log of religious importance, suggesting the relationship between the two variables is exponential. Country education levels (measured as the percent of respondents with university degrees) and internet usage (measured as the percent who use the internet daily as an information source) do not have statistically significant relationships with religious importance when included with trust in a model.</div>
Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-42797546192282614982017-03-13T04:13:00.002-07:002017-03-13T04:13:14.025-07:00Declining US Religious Faith 2007 - 2014<div class="separator" style="clear: both; text-align: center;">
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<span style="color: #434343; font-family: "georgia" , "times new roman" , serif; white-space: pre-wrap;"><i>This is Part II of an essay based on data from the Pew Research Center. </i></span></div>
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<span style="color: #434343; font-family: "arial"; font-size: 14pt; vertical-align: baseline; white-space: pre-wrap;">Part II Summary:</span></h3>
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<span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Based on Pew Research Center data, the decline in belief in God or a universal spirit is being primarily driven by those who were under the age of 30 in 2014. </span></div>
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<li dir="ltr" style="font-family: arial; font-size: 12pt; list-style-type: disc; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">However, regular participation in religious services declined across all age groups. </span><span style="font-size: 12pt; white-space: pre-wrap;">The importance of religion also declined at every level of income, education and political orientation.</span></div>
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<li dir="ltr" style="font-family: arial; font-size: 12pt; list-style-type: disc; vertical-align: baseline;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Those under the age of 30 are marrying and having children later in life than preceding generations. While religious participation increases when couples have children, that trend also weakened from 2007 to 2014.</span></li>
<li dir="ltr" style="font-family: arial; font-size: 12pt; list-style-type: disc; vertical-align: baseline;">The acceleration in the decline in religious affiliation since the 1990s is highly correlated with the widespread adoption of the internet.</li>
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<b style="color: #434343; font-family: arial; font-size: 18.6667px; white-space: pre-wrap;">Youth's Declining "Belief"</b><br />
<span style="font-family: "arial";"><span style="white-space: pre-wrap;">Based on Pew Research data, the percentage of those "Absolutely certain" or "Fairly Certain" that God and/or a universal spirit exists declined from 88% in 2007 to 82% in 2014. However for those under 30, the percentage declined from 85% to 72%. </span></span><br />
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;">Belief in both periods declines with income and education. For "under 30s" with a college or postgraduate degree, belief declined from 84% to 64%.</span></span><br />
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;">The data suggests that "under 30s" believers' conception of God became more abstract, with the percentage stating that God was an "impersonal force" (not a "person") increasing from 30% to 33% over this period.</span></span><br />
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<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666666;">Figure 1: Pew Research Center Data: 2007 & 2014</span></span><br />
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" 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" /></a></div>
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;">While the majority of respondents are believers, the percentage of respondents who say religion is "Very important" to them is much lower. </span></span><br />
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<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 2: Importance of Religion: 2007 & 2014</span><br />
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" 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" /></a></div>
<span style="font-family: "arial" , "helvetica" , sans-serif;">To get some insight into the dynamics of changing belief, we can compare the 2014 responses with artificially "aged" 2007 respondents by adding 7 years to the age of the 2007 respondents (as if the same respondents were answering both surveys). From this exercise it appears that respondents did not feel religion was any less important as they aged, but instead <i>their age cohort was replaced by a younger cohort that thought religion was less important.</i></span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;"><i><br /></i></span>
<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 3: Importance of Religion: 2007 lagged 7 years & 2014</span><br />
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" 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" 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<span style="font-family: "arial" , "helvetica" , sans-serif;"><b style="color: #434343; font-family: arial; font-size: 18.6667px; white-space: pre-wrap;">Declining Attendance</b></span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;">While respondents may feel that religion is very important to them, </span><span style="font-family: arial, helvetica, sans-serif;">the percentage of those who attend services at least monthly has declined -- </span><span style="font-family: arial, helvetica, sans-serif;">even for those who are "Absolutely certain" or "Fairly certain" God exists. </span><br />
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<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 4: Percentage of Believers Attending Service At Least Monthly: 2007 & 2014</span><br />
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" 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<span style="font-family: "arial" , "helvetica" , sans-serif;">The data is noisy and the decline is not dramatic, but it appears to be an interesting finding: <i>the communal component of religious observance has become less valuable to US believers. </i></span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;"><br /></span><span style="font-family: "arial" , "helvetica" , sans-serif;">Figures 5 and 6 suggest the decline in religion's importance remains even after controlling for education or income. Education and income are <a href="https://disciplinedthinking.blogspot.com/2016/12/rising-household-income-inequality.html">highly correlated, of course.</a></span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 5: Religious Importance By Education: 2007 & 2014</span></span><br />
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" 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" /></a></div>
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<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 6: Religious Importance By Income: 2007 & 2014</span></span><br />
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" 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" /></a></div>
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<span style="font-family: "arial" , "helvetica" , sans-serif;">Finally, religious attendance has declined across the political spectrum:</span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;"><br /></span>
<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 7: At Least Monthly Attendance By Ideology: 2007 & 2014</span><br />
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<img 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" /></div>
<span style="font-family: "arial" , "helvetica" , sans-serif;">Ideology of "under 30s" is relatively balanced with 30% self-described as "Liberal" or "very Liberal" versus 26% self-described as "Conservative" or "very Conservative". This helps explain why denomination share change from 2007 to 2014 is not highly correlated with social views such as support for gay marriage.</span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;"><br /></span>
<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 8: Percentage Growth In Denomination National Share versus. Percentage of Denomination's 25 to 39 year-olds Supporting Gay Marriage</span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;"><br /></span>
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<span style="color: #434343; font-family: "arial";"><span style="font-size: 18.6667px; white-space: pre-wrap;"><b>Will Having Children Bring "Under 30s" Back?</b></span></span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;">Some have theorized that low religious observance is partly explained because "under 30s" have delayed having children. While it is true that the percentage attending services at least monthly is higher for adults who have two or more children, that tendency also weakened from 2007 to 2014.</span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Table 1: Percentage of "Under 30s" Attending Service At Least Monthly By Number Of Children</span></span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;"><br /></span><span style="font-family: "arial" , "helvetica" , sans-serif;">This may be partially due to the increase in mixed religious marriages. In 2014, 51% of married "Under 30s" had different religious denominations than their spouse, compared to 42% of those over 30 years old. Religion was "very important" to only 40% of "Under 30s" in mixed religious marriages, compared to 50% of "Under 30s" whose spouse is of the same denomination.</span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;"><b><span style="color: #434343; font-family: "arial";"><span style="font-size: 18.6667px; white-space: pre-wrap;">What Has Driven The Decline In Religious Affiliation?</span></span></b></span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;">Theories regarding <a href="https://en.wikipedia.org/wiki/Secularization">secularization</a> have been put forth since the 1800s. Specific to the United States, however, religion surged after WW II but then saw a decline which accelerated in the mid 1990s. What caused this acceleration? <i>A reasonable hypothesis should fit both the <b>timing</b> of the mid 1990s and a <b>disproportionate impact on those under 30</b> years of age.</i></span><br />
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<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 9: <a href="http://religionnews.com/2014/01/27/great-decline-religion-united-states-one-graph/">Decline In Religious "Intensity"</a></span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">To understand the decline in religious affiliation, it is perhaps useful to imagine a simple model of religion as consisting of two independent components: <u>Wonder</u> and <u>Social Networking.</u></span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-weight: bold;">1) </span><u style="font-weight: bold;">Wonder About The Universe And The Meaning Of One's Life</u> Given the limit of human knowledge, wonder has been a constant component of the human experience. Albert Einstein <a href="https://en.wikiquote.org/wiki/Albert_Einstein">commented</a>: </span><br />
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<span style="font-family: "georgia" , "times new roman" , serif;"><i><b style="background-color: white; color: #252525;">"</b><span style="background-color: white; color: #252525;">The human mind, no matter how highly trained, cannot grasp the universe. We are in the position of a little child, entering a huge library whose walls are covered to the ceiling with books in many different tongues. The child knows that someone must have written those books. It does not know who or how. It does not understand the languages in which they are written. The child notes a definite plan in the arrangement of the books, a mysterious order, which it does not comprehend, but only dimly suspects. That, it seems to me, is the attitude of the human mind, even the greatest and most cultured, toward God.</span><b style="background-color: white; color: #252525;">"</b></i></span></blockquote>
<span style="font-family: "arial" , "helvetica" , sans-serif;">In pursuing <i><u>Wonder</u></i>, <a href="https://notesfrombabel.wordpress.com/tag/alexis-de-tocqueville/">Alexander de Tocqueville argued</a> that one would accept the dogmatic arguments of others:</span><br />
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<span style="font-family: "georgia" , "times new roman" , serif;"><i><span style="background-color: white; color: #222222; margin: 0px; padding: 0px;"><b>"</b>If man were forced to prove to himself all the truths he makes use of every day, he would never finish; he would exhaust himself in preliminary demonstrations without advancing</span><span style="background-color: white; color: #222222;">; as he does not have the time because of the short span of life, nor the ability because of the limits of his mind, to act that way, he is reduced to accepting as given a host of facts and opinions that he has neither the leisure nor the power to examine and verify by himself, but that the more able have found or the crowd adopts. </span><span style="background-color: white; color: #222222; margin: 0px; padding: 0px;">It is on this first foundation that he himself builds the edifice of his own thoughts.<b>"</b></span> </i></span> </blockquote>
<span style="font-family: "arial" , "helvetica" , sans-serif; font-weight: bold;">2) </span><u style="font-family: Arial, Helvetica, sans-serif; font-weight: bold;">Social Networking</u><span style="font-family: "arial" , "helvetica" , sans-serif;"> Members of a denomination have historically met in a common location, typically for some form of weekly observance. While these meetings serve to affirm beliefs and further educate the believer in the dogmas de Tocqueville refers to, they also provide other social benefits. In Part I of this essay, these benefits -- of trusted information, protection, and group cohesion -- were hypothesized to help explain why denominations are highly fractionalized and differentiated along dimensions of education, age, income, race, social views and region.</span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;"><b><br /></b></span><span style="font-family: "arial" , "helvetica" , sans-serif;">As shown in Figure 10, the<b> timing of the accelerated decline </b>in religious affiliation suggests that the rapid<b> growth of the internet in the mid-1990s </b>may have adversely affected both components of our simple religious model. Notably, <b>adoption of the internet was greatest among the young </b>who grew up with it<b>.</b> </span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 10: <a href="https://www.technologyreview.com/s/526111/how-the-internet-is-taking-away-americas-religion/">Religious Affiliation And Internet Use</a></span><span style="font-family: "arial" , "helvetica" , sans-serif;"> </span></span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">Figure 11 shows that interest in the topics of prayer and meditation have actually grown since 2007 as measured by Google Trends. <i>Thus the human instinct for <u style="font-style: italic;">Wonder</u> may not have lessened; what changed was simply the avenue through which it is pursued</i>.</span><br />
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<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 11: Topic Interest In Prayer and Meditation In The US Measured By Google</span><span style="font-family: "arial" , "helvetica" , sans-serif;"> </span><br />
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" 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" /></a></div>
<span style="font-family: "arial" , "helvetica" , sans-serif;">In de Tocqueville's context, while life is still limited, the internet has dramatically lowered the cost of investigating <i><u>Wonder</u></i> and different teachings regarding it. Individuals now have the ability to access the global wisdom of the greatest thinkers and commentators on faith and what is known about the Universe and our role in it. The increase in information available to the average person has been more dramatic than the similarly impactful printing of the <a href="http://www.bl.uk/treasures/gutenberg/gutenbergstexts.html">Gutenberg bible in the 1400s</a>. The dramatic increase in the availability of information due to the advent of the printing press also caused social change:</span><br />
<blockquote class="tr_bq">
<span style="background-color: white;"><span style="font-family: "georgia" , "times new roman" , serif;"><i>"By 1500 access to books had changed profoundly. This meant more access to information, more dissent, more informed discussion and more widespread criticism of authorities."</i></span></span></blockquote>
<span style="font-family: "arial" , "helvetica" , sans-serif;">The democratization of information lessens the value of a religious denomination's "single channel" of information.</span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">Similarly the value of a denomination's associated <u><i>Social Network</i> </u>has also been adversely affected by the internet. While those who attend religious services might have also appreciated having a network of trusted people they could also ask for all kinds of non-religious information (recommendations on doctors, plumbers, help on dealing with specific problems, etc.), that help is now widely available on the internet through peer-reviewed websites. Social networking apps may also provide some of the affirmation and sense of belonging provided by religious communities. </span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;">It is worth noting that religious social networks compete with other social networks, and are not "costless." Contributions are expected, and there are opportunity costs of conforming one's schedule and behavior to that of a church/temple.</span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;"><br /></span>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><i>There are presumably aspects of being with others at a temple or church which technology cannot substitute for</i> (e.g., the beauty of stained glass, incense, in-person social contact, live music, direct access to a gifted teacher etc.). My observations are merely an attempt to understand the decline in the relative attraction of religious affiliation in the US since 2007, <i>assuming human instincts for Wonder and social networking have not changed.</i></span><br />
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<span style="font-family: "arial" , "helvetica" , sans-serif;"><a href="https://www.technologyreview.com/s/526111/how-the-internet-is-taking-away-americas-religion/">Another study</a> suggests approximately 20% of the decline in religious affiliation is due to children not being raised religiously, 5% is due to increased education, and 25% is due to the effect of the internet. That still leaves 50% of the decline that is unexplained. I suspect that the unexplained component may be related to the exponential way in which new ideas/behavior spread in a social context. In other words, it is not just an individual's exposure to new technology and education that drives behavior -- the behavior of peers also drives behavior. </span><br />
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<span style="font-family: "arial"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: Figures 1 - 9 and Table 1 can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration: none;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> and the R code available in “religion.R” on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration: none;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> to analyze the publicly available data obtainable from the links in the article. </span><br />
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Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-23942071533178025942017-03-06T04:58:00.000-08:002017-03-06T09:12:50.825-08:00Religious Diversity In America<br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhhKossJ6TaY3CGng9ASAsfn-U-Dwj3iAUFsBKiKZ5Q-7Venx-oggV8N2bUT_Wt-Jo9RYqRpyjJOYbG8C0TLIt4S47Swf-5TWHFsI4fr6JQYQPLixOPNuT5em_q9vSA5hWdOUbIlprOHxQ/s1600/RELIGIONES.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhhKossJ6TaY3CGng9ASAsfn-U-Dwj3iAUFsBKiKZ5Q-7Venx-oggV8N2bUT_Wt-Jo9RYqRpyjJOYbG8C0TLIt4S47Swf-5TWHFsI4fr6JQYQPLixOPNuT5em_q9vSA5hWdOUbIlprOHxQ/s320/RELIGIONES.png" width="320" /></a></div>
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<span style="font-family: "georgia" , "times new roman" , serif;"><i>This is Part I of a two part series based on data from the Pew Research Center. Part I looks at characteristics of religious denominations in America. Part II will examine America's decline in faith in God or a universal spirit from 2007 to 2014.</i></span><br />
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Part I Summary:</span></h3>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Religious denominations are highly differentiated along dimensions of income, education, race, regional concentration, social views, and attitudes towards science and reason.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">American’s self-described belief in God or a universal spirit declined from 2007 to 2014 based on Pew Research data. Faith also became increasingly evenly dispersed across approximately 367 different denominations. </span></div>
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<span id="docs-internal-guid-a6cd3b02-65f6-b902-3415-081497e7559e"><b style="color: #434343; font-family: arial; font-size: 18.6667px; white-space: pre-wrap;">American Religious Diversity</b></span><br />
<span id="docs-internal-guid-0147721a-65f8-4b1a-d8dd-ae9fe7af71b4"><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">When the <a href="http://www.pewforum.org/2015/05/12/americas-changing-religious-landscape/">Pew Research Center asked 35,000 Americans in 2014</a> to describe their faith, they gave 370 unique answers. Three of those answers included "Atheist", "Agnostic" and "Nothing in particular." </span></span><br />
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<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">American religious diversity was noted as long ago as 1831 by <a href="http://xroads.virginia.edu/~Hyper/detoc/religion/piers152.html">Alexander Tocqueville:</a> </span><span style="font-family: "arial" , "helvetica" , sans-serif;"><i>"Protestants of all communions, Anglicans, Lutherans, Calvinists, Presbyterians, Anabaptists, Quakers, and a hundred other Christian sects, there's the basis of the population." </i></span><span style="font-family: "arial" , "helvetica" , sans-serif;">In fact American religious diversity </span><a href="http://www.pbs.org/godinamerica/timeline/" style="font-family: arial, helvetica, sans-serif;">grew significantly just from the 1600's to the American Revolution:</a><br />
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<span style="background-color: white; color: #6c6c6c; font-family: "georgia" , "times" , serif;">"For much of the 17th century, 90 percent of American congregations are Anglican or Congregational, but by the time of the Revolution, that percentage has shrunk to 35 percent. Anglican congregations are outnumbered by Scotch-Irish Presbyterians, and their numbers are matched by English and Welsh Baptists. Quakers, German Lutherans and German Reformed congregations are also on the rise."</span><span style="font-family: "arial" , "helvetica" , sans-serif;"> </span></blockquote>
<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Religious diversity continued to grow in the 1800s due to the creation of new sects and immigration. In economic terms, the increasing number of distinct denominations is an indication that <i>denomination "start up costs" are minimal, and there are few economies of scale.</i> </span><br />
<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><br /></span><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">If there were significant economies of scale, one would expect that denominations holding only fractional market shares would merge. But </span><span style="font-family: "arial";"><span style="white-space: pre-wrap;">mergers appear to relatively rare. </span></span><br />
<span style="font-family: "arial";"><span style="white-space: pre-wrap;"><br /></span></span><span style="font-family: "arial";"><span style="white-space: pre-wrap;">A denomination's largest expenses are real estate and "labor" costs. These are difficult costs to spread over multiple locations. </span></span><span style="font-family: "arial"; white-space: pre-wrap;">There is some evidence that </span><a href="http://hirr.hartsem.edu/megachurch/2015_Megachurches_Report.pdf" style="font-family: arial; white-space: pre-wrap;">megachurches (those churches with membership greater than 2,000) do benefit from scale as multi-site megachurches are seeing stronger growth.</a><span style="font-family: "arial"; white-space: pre-wrap;"> Notably, some megachurches spread their labor cost by video-streaming preaching from a central location to their satellite locations. </span><br />
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<span style="font-family: "arial"; white-space: pre-wrap;">For most denominations, however, the scarcity of mergers may also be attributable to dis-economies of scale. For example, merging could cause membership loss associated with losing historical heritage, a lessening of shared social interests, and/or having to harmonize different theological perspectives. </span><span style="font-family: "arial";"><span style="white-space: pre-wrap;"><i>Indeed the significant demographic differences between denominations suggests that being able to successfully target a specific market segment is an important driver of a denomination's American market share.</i></span></span><br />
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<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><b style="color: #434343; font-size: 18.6667px;">Education, Income, Age and Race</b></span><br />
<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Table 1 compares the educational, income, age and racial composition of the top 25 most common responses regarding a respondent's "denomination."</span><br />
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: 2014 Pew Research Center Religious Landscape Study Demographics</span></div>
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<table border="1" cellpadding="0" cellspacing="0" dir="ltr" style="border-collapse: collapse; border: none; font-family: arial,sans,sans-serif; font-size: 13px; table-layout: fixed;"><colgroup><col width="319"></col><col width="66"></col><col width="72"></col><col width="69"></col><col width="62"></col><col width="65"></col><col width="57"></col><col width="57"></col><col width="57"></col><col width="57"></col><col width="57"></col></colgroup><tbody>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Denomination"}" style="background-color: black; color: white; padding: 2px 3px; vertical-align: bottom;">Denomination</td><td data-sheets-value="{"1":2,"2":"2014 Share"}" style="background-color: black; color: #a4c2f4; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">2014 Share</td><td data-sheets-value="{"1":2,"2":"Bachelors Deg"}" style="background-color: black; color: lime; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Bachelors Deg</td><td data-sheets-value="{"1":2,"2":"Post Grad Deg"}" style="background-color: black; color: lime; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Post Grad Deg</td><td data-sheets-value="{"1":2,"2":"Income > $100,000"}" style="background-color: black; color: #d5a6bd; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Income > $100,000</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"Age 25-39"}" style="background-color: black; color: yellow; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Age 25-39</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"Age 65+"}" style="background-color: black; color: yellow; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Age 65+</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"White"}" style="background-color: black; color: cyan; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">White</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"Black"}" style="background-color: black; color: cyan; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Black</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"Hispanic"}" style="background-color: black; color: cyan; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Hispanic</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"Other"}" style="background-color: black; color: cyan; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Other</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"ALL RESPONDENTS"}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; vertical-align: bottom;">ALL RESPONDENTS</td><td data-sheets-numberformat="{"1":3,"2":"0.0%","3":1}" data-sheets-value="{"1":3,"3":1}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">100.0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.153200433550466}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.120528064609005}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.162791364877157}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.23420678457682}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">23%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.173585151949117}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.652629058249867}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">65%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.114238991776627}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.145577086988494}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.087554862985012}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">9%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Catholic"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Catholic</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.208246112330976}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20.8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.150610688003336}" style="background-color: #b8e3ce; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.112203949908539}" style="background-color: #d0ecdf; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.160684473574764}" style="background-color: #d4a6bc; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.194709487584588}" style="background-color: #ffefc4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.201082563724941}" style="background-color: #ffeebe; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.580375944972317}" style="background-color: #76a9d8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">58%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.027530157541959}" style="background-color: #cbe0f2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.333734082283541}" style="background-color: #3d85c6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">33%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.058359815202184}" style="background-color: #b6d2ec; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nothing in particular"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nothing in particular</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.157831694917781}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15.8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.138468757535163}" style="background-color: #c0e6d3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.097977754136256}" style="background-color: #d8efe4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.149457118538287}" style="background-color: #d6aabf; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.315627553119194}" style="background-color: #ffdd7f; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">32%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.086825527445973}" style="background-color: #fffef9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.626959449061743}" style="background-color: #6ea5d6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">63%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.115331699184856}" style="background-color: #bfd8ee; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.145606560334756}" style="background-color: #90bae0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.112102291418644}" style="background-color: #9ec3e4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Southern Baptist Convention"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Southern Baptist Convention</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.05290370293771}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">5.3%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.120821172755257}" style="background-color: #ccebdc; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.066008543716953}" style="background-color: #e9f6f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.137306778883646}" style="background-color: #d8afc2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.151715865848123}" style="background-color: #fff6dc; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.265412632978151}" style="background-color: #ffe59d; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">27%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.842189688908734}" style="background-color: #4d8fcb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">84%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.062985122952989}" style="background-color: #c6ddf1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.033552911220704}" style="background-color: #c1d9ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.061272276917572}" style="background-color: #b5d1eb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Agnostic"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Agnostic</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.039621349302127}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4.0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.230716330803721}" style="background-color: #83cda9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">23%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.187029324983251}" style="background-color: #a8dcc3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.27173700363543}" style="background-color: #c180a0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">27%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.358060713639528}" style="background-color: #ffd666; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">36%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.093147490548494}" style="background-color: #fffdf6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.781164529020425}" style="background-color: #5795ce; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">78%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.031817787595324}" style="background-color: #cbe0f2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.084261130845302}" style="background-color: #abcbe8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.102756552538948}" style="background-color: #a3c6e6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"United Methodist Church"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">United Methodist Church</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.036254266601342}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3.6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.199367092253244}" style="background-color: #98d6b7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.167637820427003}" style="background-color: #b3e0ca; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.227892862419978}" style="background-color: #c88fab; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">23%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.141662344021369}" style="background-color: #fff8e2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.320146116567587}" style="background-color: #ffde81; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">32%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.936598774305601}" style="background-color: #3f86c7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">94%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.013035874490745}" style="background-color: #cee1f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.018638463756854}" style="background-color: #c7ddf1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.031726887446801}" style="background-color: #c2daef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Atheist"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Atheist</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.030787373450996}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3.1%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.24408276179935}" style="background-color: #7acaa3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.182033696171761}" style="background-color: #abddc5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.275556937431906}" style="background-color: #c07f9f; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.328845586776904}" style="background-color: #ffdb77; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">33%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.086474375236022}" style="background-color: #fffef9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.777095373426702}" style="background-color: #5796ce; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">78%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.028446589404993}" style="background-color: #cbe0f2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.097215440555682}" style="background-color: #a5c7e6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.097242596612624}" style="background-color: #a5c7e6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Independent Baptist in the Evangelical Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Independent Baptist in the Evangelical Protestant tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.025008102008868}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2.5%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.11269775169703}" style="background-color: #d1eddf; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.056577914230577}" style="background-color: #eef8f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.10595905630775}" style="background-color: #deb9ca; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.182808287309509}" style="background-color: #fff1ca; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.184351646159731}" style="background-color: #fff0c7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.874142177343558}" style="background-color: #488cca; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">87%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.057769033695209}" style="background-color: #b6d2ec; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.068088788961233}" style="background-color: #b2d0ea; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nondenominational evangelical"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nondenominational evangelical</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.019511607711385}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2.0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.203970627075017}" style="background-color: #95d4b5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.142210317139623}" style="background-color: #c0e6d3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.193745001162875}" style="background-color: #ce9bb4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.278562596142302}" style="background-color: #ffe394; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.097328304625073}" style="background-color: #fffcf4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.729418739387199}" style="background-color: #5f9bd1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">73%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.0724369905365}" style="background-color: #c5dcf0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.124525532009654}" style="background-color: #99c0e3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.073618738066647}" style="background-color: #afceea; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Protestant non-specific / Other Protestant in the Mainline Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Protestant non-specific / Other Protestant in the Mainline Protestant tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.019033676644787}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.123669740802567}" style="background-color: #caeada; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.100534069930237}" style="background-color: #d7efe3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.131963338542347}" style="background-color: #d9b0c4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">13%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.24437905626324}" style="background-color: #ffe8a7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.155750394748564}" style="background-color: #fff4d6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.714634420831934}" style="background-color: #619cd1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">71%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.000459412684948}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.1534538810244}" style="background-color: #8cb8df; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.131452285458718}" style="background-color: #96bee2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">13%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Church of Jesus Christ of Latter Day Saints"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Church of Jesus Christ of Latter Day Saints</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.015731413507865}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.215090100342068}" style="background-color: #8dd1b0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">22%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.122205662159178}" style="background-color: #cbeadb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.180655795753403}" style="background-color: #d1a0b7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.26866125851132}" style="background-color: #ffe49a; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">27%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.153672839517102}" style="background-color: #fff5d7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.840690074353482}" style="background-color: #4d90cb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">84%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.006767139571128}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.078020634874148}" style="background-color: #adcde9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.074522151201241}" style="background-color: #afcee9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"American Baptist Churches in the USA"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">American Baptist Churches in the USA</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.015052400227534}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.5%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.067496098904701}" style="background-color: #eff9f4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.057012196449123}" style="background-color: #eef8f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.078580596311821}" style="background-color: #e3c3d1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.166718479332236}" style="background-color: #fff4d4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.187296274745496}" style="background-color: #fff0c5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.726504471907452}" style="background-color: #5f9bd1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">73%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.101192907352102}" style="background-color: #c1d9ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.105445975170657}" style="background-color: #a1c5e5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.066856645569789}" style="background-color: #b2d0ea; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Church of Christ"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Church of Christ</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.015049563536995}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.5%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.098469197208412}" style="background-color: #dbf1e6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.077235430122801}" style="background-color: #e3f4ec; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.141075445159276}" style="background-color: #d8adc1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.22509363110188}" style="background-color: #ffebb2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">23%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.210737194769133}" style="background-color: #ffedb9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.680330525022941}" style="background-color: #669fd3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">68%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.162772416618877}" style="background-color: #b8d3ec; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.10235697376559}" style="background-color: #a3c6e6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.054540084592592}" style="background-color: #b8d3ec; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">5%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Protestant non-specific in the Evangelical Protestant Tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Protestant non-specific in the Evangelical Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.014845309697239}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.5%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.097682476671769}" style="background-color: #dbf1e6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.084874050238677}" style="background-color: #dff2e9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.111683188758316}" style="background-color: #ddb7c9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.242804447273638}" style="background-color: #ffe8a8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.136811136293546}" style="background-color: #fff7df; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.629804227923815}" style="background-color: #6ea4d5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">63%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.269307707794658}" style="background-color: #5a97cf; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">27%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.100888064281528}" style="background-color: #a3c6e6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"National Baptist Convention"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">National Baptist Convention</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.01421765400754}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.110737835256734}" style="background-color: #d3ede0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.080892818463696}" style="background-color: #e1f3ea; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.077149691232314}" style="background-color: #e3c3d2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.107908015928228}" style="background-color: #fffdf5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.227428895883714}" style="background-color: #ffeab1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">23%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.990501914731836}" style="background-color: #3d85c6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">99%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.009498085268164}" style="background-color: #cbe0f2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Assemblies of God"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Assemblies of God</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.013759844918648}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.104100067317161}" style="background-color: #d7efe3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.045007860817075}" style="background-color: #f4fbf8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">5%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.08318062441689}" style="background-color: #e2c1d0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.194262374168014}" style="background-color: #fff0c4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.228230518714786}" style="background-color: #ffeab0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">23%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.661725260833915}" style="background-color: #69a1d4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">66%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.028270945764725}" style="background-color: #cbe0f2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.252701846830366}" style="background-color: #619cd1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">25%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.057301946570994}" style="background-color: #b6d3ec; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Evangelical Lutheran Church in America (ELCA)"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Evangelical Lutheran Church in America (ELCA)</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.013724565685385}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.190987343849541}" style="background-color: #9dd8bb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.167911435389213}" style="background-color: #b2e0ca; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.225176481016255}" style="background-color: #c990ac; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">23%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.117094619451686}" style="background-color: #fffbf0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.30568513757441}" style="background-color: #ffe089; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">31%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.943318159471382}" style="background-color: #3e86c7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">94%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.015652119036807}" style="background-color: #cde1f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.009932927683377}" style="background-color: #cbe0f2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.031096793808434}" style="background-color: #c2daef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Baptist not further specified (just a Baptist) in the historically black Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Baptist not further specified (just a Baptist) in the historically black Protestant tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.012240042345864}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.061076698144908}" style="background-color: #f4fbf7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.043948715103129}" style="background-color: #f5fbf8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.06404414998017}" style="background-color: #e5c8d5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.233054070141824}" style="background-color: #ffeaae; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">23%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.134946149563098}" style="background-color: #fff7e0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">13%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.976133362210013}" style="background-color: #4087c7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">98%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.023866637789987}" style="background-color: #c5dcf0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Lutheran Church, Missouri Synod"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Lutheran Church, Missouri Synod</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.010773402205466}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.1%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.177151723534169}" style="background-color: #a7dbc2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.138377342892805}" style="background-color: #c2e7d5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.18660923929022}" style="background-color: #d09eb6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.124923498924411}" style="background-color: #fffaec; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.297277383872689}" style="background-color: #ffe18d; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">30%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.943404024648229}" style="background-color: #3d85c6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">94%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.016307412670477}" style="background-color: #cde1f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.013778232928317}" style="background-color: #c9dff2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.026510329752978}" style="background-color: #c4dbf0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nondenominational not further specified (just Nondenominational) in the Evangelical Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nondenominational not further specified (just Nondenominational) in the Evangelical Protestant tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.009747284839868}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.202750571366762}" style="background-color: #96d5b6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.072087060765338}" style="background-color: #e6f5ee; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.138947813592199}" style="background-color: #d8aec2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.300491312766123}" style="background-color: #ffdf87; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">30%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.074121737995108}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.719678032066545}" style="background-color: #609cd1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">72%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.118579149903002}" style="background-color: #9cc1e4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.161742818030453}" style="background-color: #89b5de; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">16%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Episcopal Church in the USA"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Episcopal Church in the USA</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.009254028727655}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.261799589455086}" style="background-color: #6ec59a; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">26%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.292406389679413}" style="background-color: #70c59b; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">29%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.306907566754241}" style="background-color: #ba7496; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">31%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.129086361858602}" style="background-color: #fffae9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">13%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.339368347326174}" style="background-color: #ffdb77; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">34%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.895973051139751}" style="background-color: #458ac9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">90%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.038210349929731}" style="background-color: #cadff2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.0215482513463}" style="background-color: #c6dcf1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.044268347584218}" style="background-color: #bcd6ee; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Presbyterian Church USA"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Presbyterian Church USA</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.008510155052554}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.221869942361698}" style="background-color: #89cfad; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">22%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.249740547548256}" style="background-color: #87cfab; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">25%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.282612217351762}" style="background-color: #bf7c9d; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.089882953476844}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.371869680928818}" style="background-color: #ffd666; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">37%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.872252573705424}" style="background-color: #498dca; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">87%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.048370536560106}" style="background-color: #c8def1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">5%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.036695592988154}" style="background-color: #bfd8ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.042681296746316}" style="background-color: #bdd7ee; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Reform Jewish"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Reform Jewish</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.008121066085461}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.296380537297686}" style="background-color: #57bb8a; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">30%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.337871044990431}" style="background-color: #57bb8a; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">34%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.418884173690341}" style="background-color: #a64d79; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">42%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.172029879522372}" style="background-color: #fff3d1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.285557214832614}" style="background-color: #ffe293; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">29%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.921988038554755}" style="background-color: #4188c8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">92%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.042930250228179}" style="background-color: #bdd7ee; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.035081711217066}" style="background-color: #c0d9ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Jehovah's Witness"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Jehovah's Witness</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.008040983346506}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.083510747123745}" style="background-color: #e5f5ed; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.035306565932634}" style="background-color: #f9fdfb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.035828662356228}" style="background-color: #ead1dc; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.216965564770999}" style="background-color: #ffecb7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">22%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.217239374955597}" style="background-color: #ffecb6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">22%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.351254005764131}" style="background-color: #99c0e3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">35%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.264262808306203}" style="background-color: #a9cae7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">26%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.314962143466277}" style="background-color: #468bc9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">31%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.06952104246339}" style="background-color: #b1cfea; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Pentecostal not further specified (just a Pentecostal) in the Evangelical Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Pentecostal not further specified (just a Pentecostal) in the Evangelical Protestant tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.007181299850042}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.04300136109079}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.023945295364547}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.06025041262175}" style="background-color: #e6c9d6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.247365096996335}" style="background-color: #ffe7a6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">25%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.134874447563484}" style="background-color: #fff7e0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">13%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.586888624357802}" style="background-color: #75a9d8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">59%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.288770357508}" style="background-color: #5192cd; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">29%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.124341018134198}" style="background-color: #99c0e3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Don't know/refused - no information on religious identity"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Don't know/refused - no information on religious identity</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.00640186646144}" style="background-color: #1c4587; color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.122212521799187}" style="background-color: #cbeadb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.178844085920684}" style="background-color: #addec6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.116280864691974}" style="background-color: #dcb6c8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.308601704332343}" style="background-color: #ffde83; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">31%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.109562941447615}" style="background-color: #fffbed; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.555253929805936}" style="background-color: #7aacd9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">56%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.042591822722829}" style="background-color: #c9dff2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.083488173975618}" style="background-color: #abcbe8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.318666073495617}" style="background-color: #448ac9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">32%</td></tr>
</tbody></table>
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<div>
<br /></div>
<div>
<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;">The range between the lowest value and the highest value in each column shows strong differences in demographic makeup.</span><br />
<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;"><br /></span>
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<b style="color: #434343; font-family: arial; font-size: 18.6667px; white-space: pre-wrap;">Composition By Foreign Born, Convert, Fertility And Region</b></div>
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;">Other than through merger, a denomination can gain market share through immigration, converting US-born residents or through disproportionate birth rates (if children maintain the faith of their parents).</span></span></div>
<div>
<span style="font-family: "arial";"><span style="white-space: pre-wrap;"><br /></span></span><span style="font-family: "arial"; white-space: pre-wrap;">The first column of Table 2 suggests some denominations have historically been more successful in attracting immigrants than others. The next two columns of Table 2 highlighted in green show the percentage of US born respondents that were born into their current denomination versus the percentage that converted to their current denomination. </span></div>
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;"><br /></span></span></div>
<div>
<span style="font-family: "arial";"><span style="white-space: pre-wrap;">The total percentage of converts is shown as well as the percentage of converts that were formerly Catholic. As Catholics have the largest existing market share, they also often make up the largest percentage of converts. If each denomination sourced Catholic converts equally, they would all be expected to have the same 24% of converts coming from Catholics (the average for all denominations), but success in attracting Catholics varies by denomination. </span></span></div>
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;"><br /></span></span></div>
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<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Table 2: 2014 Pew Research Center Religious Landscape Study - Additional Demographics</span><span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;"> </span></div>
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;"> </span></span></div>
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<table border="1" cellpadding="0" cellspacing="0" dir="ltr" style="border-collapse: collapse; border: none; font-family: arial,sans,sans-serif; font-size: 13px; table-layout: fixed;"><colgroup><col width="282"></col><col width="64"></col><col width="64"></col><col width="64"></col><col width="64"></col><col width="64"></col><col width="64"></col><col width="64"></col><col width="64"></col><col width="64"></col><col width="64"></col><col width="66"></col></colgroup><tbody>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Denomination"}" style="background-color: black; color: white; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Denomination</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"Non US"}" style="background-color: black; color: red; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">Non US</td><td data-sheets-value="{"1":2,"2":"US: Not Convert"}" style="background-color: black; color: lime; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">US: Not Convert</td><td data-sheets-value="{"1":2,"2":"US: Convert"}" style="background-color: black; color: lime; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">US: Convert</td><td data-sheets-value="{"1":2,"2":"Total Convert"}" style="background-color: black; color: lime; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">Total Convert</td><td data-sheets-value="{"1":2,"2":"% of Converts: From Catholic"}" style="background-color: black; color: lime; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">% of Converts: From Catholic</td><td data-sheets-value="{"1":2,"2":"Attend Month+ And 3+ Kids"}" style="background-color: black; color: #ead1dc; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">Attend Month+ And 3+ Kids</td><td data-sheets-value="{"1":2,"2":"Mixed Marriage As % Marr/Liv. Togthr"}" style="background-color: black; color: #ead1dc; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">Mixed Marriage As % Marr/Liv. Togthr</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"Northeast"}" style="background-color: black; color: yellow; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">Northeast</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"South"}" style="background-color: black; color: yellow; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">South</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"Midwest"}" style="background-color: black; color: yellow; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">Midwest</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"West"}" style="background-color: black; color: yellow; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">West</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"ALL RESPONDENTS"}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; vertical-align: bottom;">ALL RESPONDENTS</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.149538800075309}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.366287207484122}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom;">37%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.48417399244057}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom;">48%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.54886968061763}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom;">55%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.235304321976941}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.105891616359534}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.431543803240154}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom;">43%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.181881430208814}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.371294443310066}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom;">37%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.214176222174146}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.232647904306974}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; text-align: right; vertical-align: bottom;">23%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Catholic"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Catholic</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.277764430353267}" style="background-color: #e67c73; padding: 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.638772102087613}" style="background-color: #62c092; padding: 2px 3px; text-align: right; vertical-align: bottom;">64%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.08346346755912}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.095737680124798}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.146183837348155}" style="background-color: #f8fcfa; padding: 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.245515479523993}" style="background-color: #8acfad; padding: 2px 3px; text-align: right; vertical-align: bottom;">25%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.263833890849255}" style="background-color: #ffe499; padding: 2px 3px; text-align: right; vertical-align: bottom;">26%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.26704480395694}" style="background-color: #fff8e5; padding: 2px 3px; text-align: right; vertical-align: bottom;">27%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.213614750077962}" style="background-color: #fff4d6; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.255506555115842}" style="background-color: #fff2cc; padding: 2px 3px; text-align: right; vertical-align: bottom;">26%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nothing in particular"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nothing in particular</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.142081079276139}" style="background-color: #f4c3be; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.185934706936922}" style="background-color: #d7efe3; padding: 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.671984213786939}" style="background-color: #86ceab; padding: 2px 3px; text-align: right; vertical-align: bottom;">67%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.78254921437455}" style="background-color: #7bcaa3; padding: 2px 3px; text-align: right; vertical-align: bottom;">78%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.349463697417452}" style="background-color: #57bb8a; padding: 2px 3px; text-align: right; vertical-align: bottom;">35%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.020477520398898}" style="background-color: #e98d86; padding: 2px 3px; text-align: right; vertical-align: bottom;">2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.513167587707289}" style="background-color: #f9dedc; padding: 2px 3px; text-align: right; vertical-align: bottom;">51%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.185845520366368}" style="background-color: #ffedba; padding: 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.326276976658536}" style="background-color: #fff5d7; padding: 2px 3px; text-align: right; vertical-align: bottom;">33%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.213870461814385}" style="background-color: #fff4d6; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.274007041160711}" style="background-color: #fff0c7; padding: 2px 3px; text-align: right; vertical-align: bottom;">27%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Southern Baptist Convention"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Southern Baptist Convention</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.024058431216872}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.640807972640356}" style="background-color: #61bf91; padding: 2px 3px; text-align: right; vertical-align: bottom;">64%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.335133596142772}" style="background-color: #cbeadb; padding: 2px 3px; text-align: right; vertical-align: bottom;">34%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.354996845095119}" style="background-color: #cdebdd; padding: 2px 3px; text-align: right; vertical-align: bottom;">35%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.143780692137453}" style="background-color: #bae4cf; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.121673831289297}" style="background-color: #fbedec; padding: 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.223847355253641}" style="background-color: #7bc9a3; padding: 2px 3px; text-align: right; vertical-align: bottom;">22%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.023161076590835}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.797146234569255}" style="background-color: #ffd666; padding: 2px 3px; text-align: right; vertical-align: bottom;">80%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.107452809585667}" style="background-color: #fffcf4; padding: 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.072239879254243}" style="background-color: #fffef8; padding: 2px 3px; text-align: right; vertical-align: bottom;">7%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Agnostic"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Agnostic</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.076343135585597}" style="background-color: #fae5e3; padding: 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.027305650218245}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">3%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.896351214196158}" style="background-color: #57bb8a; padding: 2px 3px; text-align: right; vertical-align: bottom;">90%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.96645719087314}" style="background-color: #57bb8a; padding: 2px 3px; text-align: right; vertical-align: bottom;">97%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.295662860551819}" style="background-color: #71c69d; padding: 2px 3px; text-align: right; vertical-align: bottom;">30%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.001943812567326}" style="background-color: #e67c73; padding: 2px 3px; text-align: right; vertical-align: bottom;">0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.684029716345814}" style="background-color: #efa6a0; padding: 2px 3px; text-align: right; vertical-align: bottom;">68%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.206884358353898}" style="background-color: #ffebb1; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.294973009538412}" style="background-color: #fff7df; padding: 2px 3px; text-align: right; vertical-align: bottom;">29%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.192636798289701}" style="background-color: #fff6dc; padding: 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.305505833817989}" style="background-color: #ffeec0; padding: 2px 3px; text-align: right; vertical-align: bottom;">31%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"United Methodist Church"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">United Methodist Church</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.040809395542472}" style="background-color: #fef7f6; padding: 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.523401904055368}" style="background-color: #80cca6; padding: 2px 3px; text-align: right; vertical-align: bottom;">52%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.43578870040216}" style="background-color: #b7e2cd; padding: 2px 3px; text-align: right; vertical-align: bottom;">44%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.469655619521878}" style="background-color: #b7e2cd; padding: 2px 3px; text-align: right; vertical-align: bottom;">47%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.177307537321596}" style="background-color: #aaddc4; padding: 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.118678820201006}" style="background-color: #fbeae9; padding: 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.356117076312445}" style="background-color: #d8efe3; padding: 2px 3px; text-align: right; vertical-align: bottom;">36%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.162159797243408}" style="background-color: #fff0c4; padding: 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.4749247575637}" style="background-color: #ffebb4; padding: 2px 3px; text-align: right; vertical-align: bottom;">47%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.27418071915764}" style="background-color: #fff0c5; padding: 2px 3px; text-align: right; vertical-align: bottom;">27%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.088734726035252}" style="background-color: #fffcf4; padding: 2px 3px; text-align: right; vertical-align: bottom;">9%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Atheist"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Atheist</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.125701575631605}" style="background-color: #f5cbc7; padding: 2px 3px; text-align: right; vertical-align: bottom;">13%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.044785269360466}" style="background-color: #fbfefc; padding: 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.829513155007929}" style="background-color: #65c194; padding: 2px 3px; text-align: right; vertical-align: bottom;">83%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.935310252585326}" style="background-color: #5ebe8f; padding: 2px 3px; text-align: right; vertical-align: bottom;">94%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.307185001404474}" style="background-color: #6cc499; padding: 2px 3px; text-align: right; vertical-align: bottom;">31%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.001467129429156}" style="background-color: #e67c73; padding: 2px 3px; text-align: right; vertical-align: bottom;">0%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.672199788421705}" style="background-color: #efaaa4; padding: 2px 3px; text-align: right; vertical-align: bottom;">67%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.242085511995039}" style="background-color: #ffe7a2; padding: 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.258868456143911}" style="background-color: #fff9e7; padding: 2px 3px; text-align: right; vertical-align: bottom;">26%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.202631523388244}" style="background-color: #fff5d9; padding: 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.296414508472805}" style="background-color: #ffefc2; padding: 2px 3px; text-align: right; vertical-align: bottom;">30%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Independent Baptist in the Evangelical Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Independent Baptist in the Evangelical Protestant tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.04907812839807}" style="background-color: #fdf3f2; padding: 2px 3px; text-align: right; vertical-align: bottom;">5%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.395761142005079}" style="background-color: #a0d9bd; padding: 2px 3px; text-align: right; vertical-align: bottom;">40%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.555160729596851}" style="background-color: #9ed8bc; padding: 2px 3px; text-align: right; vertical-align: bottom;">56%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.599048855106542}" style="background-color: #9ed8bc; padding: 2px 3px; text-align: right; vertical-align: bottom;">60%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.16144071420965}" style="background-color: #b2e0c9; padding: 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.140655774678841}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.409901196281586}" style="background-color: #fdfefe; padding: 2px 3px; text-align: right; vertical-align: bottom;">41%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.119095438549506}" style="background-color: #fff5d7; padding: 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.543323951643872}" style="background-color: #ffe7a3; padding: 2px 3px; text-align: right; vertical-align: bottom;">54%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.190357140684063}" style="background-color: #fff6dc; padding: 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.147223469122559}" style="background-color: #fff9e6; padding: 2px 3px; text-align: right; vertical-align: bottom;">15%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nondenominational evangelical"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nondenominational evangelical</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.084654089739724}" style="background-color: #fae0de; padding: 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.111255443296461}" style="background-color: #eaf7f0; padding: 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.804090466963814}" style="background-color: #6bc398; padding: 2px 3px; text-align: right; vertical-align: bottom;">80%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.875393983104113}" style="background-color: #69c397; padding: 2px 3px; text-align: right; vertical-align: bottom;">88%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.208570662929715}" style="background-color: #9bd7ba; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.148400640701716}" style="background-color: #f5fbf8; padding: 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.326078989965508}" style="background-color: #c3e6d5; padding: 2px 3px; text-align: right; vertical-align: bottom;">33%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.092847972850468}" style="background-color: #fff8e2; padding: 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.353426560235196}" style="background-color: #fff3d1; padding: 2px 3px; text-align: right; vertical-align: bottom;">35%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.251925334606329}" style="background-color: #fff1cb; padding: 2px 3px; text-align: right; vertical-align: bottom;">25%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.301800132308008}" style="background-color: #ffefc1; padding: 2px 3px; text-align: right; vertical-align: bottom;">30%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Protestant non-specific / Other Protestant in the Mainline Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Protestant non-specific / Other Protestant in the Mainline Protestant tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.139142383486334}" style="background-color: #f4c4c0; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.156593196578196}" style="background-color: #def2e8; padding: 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.70426441993547}" style="background-color: #7fcca6; padding: 2px 3px; text-align: right; vertical-align: bottom;">70%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.824839262289028}" style="background-color: #73c79e; padding: 2px 3px; text-align: right; vertical-align: bottom;">82%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.263624813165081}" style="background-color: #81cca7; padding: 2px 3px; text-align: right; vertical-align: bottom;">26%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.026714533872149}" style="background-color: #ea938c; padding: 2px 3px; text-align: right; vertical-align: bottom;">3%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.812470200793151}" style="background-color: #e67c73; padding: 2px 3px; text-align: right; vertical-align: bottom;">81%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.210143096171208}" style="background-color: #ffeab0; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.277954919512001}" style="background-color: #fff8e3; padding: 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.218112824201849}" style="background-color: #fff4d5; padding: 2px 3px; text-align: right; vertical-align: bottom;">22%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.293789160114941}" style="background-color: #ffefc2; padding: 2px 3px; text-align: right; vertical-align: bottom;">29%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Church of Jesus Christ of Latter Day Saints"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Church of Jesus Christ of Latter Day Saints</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.074171795036929}" style="background-color: #fbe6e4; padding: 2px 3px; text-align: right; vertical-align: bottom;">7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.666030620885573}" style="background-color: #5bbd8d; padding: 2px 3px; text-align: right; vertical-align: bottom;">67%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.259797584077498}" style="background-color: #dbf1e6; padding: 2px 3px; text-align: right; vertical-align: bottom;">26%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.312261195784337}" style="background-color: #d6efe2; padding: 2px 3px; text-align: right; vertical-align: bottom;">31%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.275264402352667}" style="background-color: #7bcaa3; padding: 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.276567826878326}" style="background-color: #57bb8a; padding: 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.171743838251621}" style="background-color: #57bb8a; padding: 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.054619763997299}" style="background-color: #fffcf2; padding: 2px 3px; text-align: right; vertical-align: bottom;">5%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.204870247287139}" style="background-color: #fffcf4; padding: 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.0668575827466}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.673652405968963}" style="background-color: #ffd666; padding: 2px 3px; text-align: right; vertical-align: bottom;">67%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"American Baptist Churches in the USA"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">American Baptist Churches in the USA</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.087374494274812}" style="background-color: #f9dfdd; padding: 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.40867373284821}" style="background-color: #9dd8bb; padding: 2px 3px; text-align: right; vertical-align: bottom;">41%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.503951772876978}" style="background-color: #a9dcc3; padding: 2px 3px; text-align: right; vertical-align: bottom;">50%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.581844041853524}" style="background-color: #a2dabe; padding: 2px 3px; text-align: right; vertical-align: bottom;">58%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.211232943235454}" style="background-color: #9ad6b9; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.166886184818594}" style="background-color: #def2e8; padding: 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.527970738471829}" style="background-color: #f8d9d7; padding: 2px 3px; text-align: right; vertical-align: bottom;">53%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.162693180750861}" style="background-color: #fff0c4; padding: 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.434806926251442}" style="background-color: #ffeebd; padding: 2px 3px; text-align: right; vertical-align: bottom;">43%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.23893344841349}" style="background-color: #fff2cf; padding: 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.163566444584207}" style="background-color: #fff8e2; padding: 2px 3px; text-align: right; vertical-align: bottom;">16%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Church of Christ"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Church of Christ</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.06057420974046}" style="background-color: #fcedeb; padding: 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.474761972394558}" style="background-color: #8cd1af; padding: 2px 3px; text-align: right; vertical-align: bottom;">47%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.464663817864982}" style="background-color: #b1e0c9; padding: 2px 3px; text-align: right; vertical-align: bottom;">46%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.5104365150819}" style="background-color: #afdfc8; padding: 2px 3px; text-align: right; vertical-align: bottom;">51%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.146929603311826}" style="background-color: #b9e3ce; padding: 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.169167906130631}" style="background-color: #dcf1e6; padding: 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.411536776749625}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">41%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.049885651529777}" style="background-color: #fffcf4; padding: 2px 3px; text-align: right; vertical-align: bottom;">5%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.485421461800417}" style="background-color: #ffeab1; padding: 2px 3px; text-align: right; vertical-align: bottom;">49%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.262276363798485}" style="background-color: #fff1c8; padding: 2px 3px; text-align: right; vertical-align: bottom;">26%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.202416522871321}" style="background-color: #fff5d9; padding: 2px 3px; text-align: right; vertical-align: bottom;">20%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Protestant non-specific in the Evangelical Protestant Tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Protestant non-specific in the Evangelical Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.180721440553053}" style="background-color: #f0afa9; padding: 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.141931378377656}" style="background-color: #e2f4eb; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.677347181069291}" style="background-color: #85ceaa; padding: 2px 3px; text-align: right; vertical-align: bottom;">68%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.826292235455439}" style="background-color: #73c69d; padding: 2px 3px; text-align: right; vertical-align: bottom;">83%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.331489350387685}" style="background-color: #60bf91; padding: 2px 3px; text-align: right; vertical-align: bottom;">33%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.131897673857537}" style="background-color: #fdf7f6; padding: 2px 3px; text-align: right; vertical-align: bottom;">13%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.57970742736947}" style="background-color: #f5c9c5; padding: 2px 3px; text-align: right; vertical-align: bottom;">58%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.118026859621099}" style="background-color: #fff5d7; padding: 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.318236006392835}" style="background-color: #fff5d9; padding: 2px 3px; text-align: right; vertical-align: bottom;">32%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.221466964177094}" style="background-color: #fff4d4; padding: 2px 3px; text-align: right; vertical-align: bottom;">22%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.342270169808971}" style="background-color: #ffecb7; padding: 2px 3px; text-align: right; vertical-align: bottom;">34%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"National Baptist Convention"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">National Baptist Convention</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.040507550999103}" style="background-color: #fef7f6; padding: 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.678451859309689}" style="background-color: #57bb8a; padding: 2px 3px; text-align: right; vertical-align: bottom;">68%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.281040589691208}" style="background-color: #d7efe3; padding: 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.299991291636652}" style="background-color: #d8f0e4; padding: 2px 3px; text-align: right; vertical-align: bottom;">30%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.136322959202615}" style="background-color: #bee5d2; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.190395051334866}" style="background-color: #c1e6d4; padding: 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.396419367913013}" style="background-color: #f4faf7; padding: 2px 3px; text-align: right; vertical-align: bottom;">40%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.096365663433586}" style="background-color: #fff7e0; padding: 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.673270319462502}" style="background-color: #ffde84; padding: 2px 3px; text-align: right; vertical-align: bottom;">67%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.18879178420738}" style="background-color: #fff6dd; padding: 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.041572232896532}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">4%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Assemblies of God"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Assemblies of God</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.206958298256666}" style="background-color: #eda19b; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.288764929128374}" style="background-color: #bce4d1; padding: 2px 3px; text-align: right; vertical-align: bottom;">29%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.50427677261496}" style="background-color: #a9dcc3; padding: 2px 3px; text-align: right; vertical-align: bottom;">50%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.642972556705801}" style="background-color: #96d5b6; padding: 2px 3px; text-align: right; vertical-align: bottom;">64%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.305638700435067}" style="background-color: #6dc499; padding: 2px 3px; text-align: right; vertical-align: bottom;">31%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.213004659279541}" style="background-color: #a6dbc1; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.277634917377858}" style="background-color: #a1d9bd; padding: 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.142963647745437}" style="background-color: #fff2cd; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.366961587354443}" style="background-color: #fff2cd; padding: 2px 3px; text-align: right; vertical-align: bottom;">37%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.236504936109576}" style="background-color: #fff3cf; padding: 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.253569828790544}" style="background-color: #fff2cc; padding: 2px 3px; text-align: right; vertical-align: bottom;">25%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Evangelical Lutheran Church in America (ELCA)"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Evangelical Lutheran Church in America (ELCA)</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.04092657643155}" style="background-color: #fef7f6; padding: 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.592740102967609}" style="background-color: #6ec49a; padding: 2px 3px; text-align: right; vertical-align: bottom;">59%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.366333320600841}" style="background-color: #c5e8d7; padding: 2px 3px; text-align: right; vertical-align: bottom;">37%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.399277437114922}" style="background-color: #c5e8d7; padding: 2px 3px; text-align: right; vertical-align: bottom;">40%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.189980140625923}" style="background-color: #a4dbc0; padding: 2px 3px; text-align: right; vertical-align: bottom;">19%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.139895509804006}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.346839782570225}" style="background-color: #d1ecdf; padding: 2px 3px; text-align: right; vertical-align: bottom;">35%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.15822138561989}" style="background-color: #fff0c6; padding: 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.169107849578051}" style="background-color: #fffffd; padding: 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.538480376588992}" style="background-color: #ffdc7a; padding: 2px 3px; text-align: right; vertical-align: bottom;">54%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.134190388213067}" style="background-color: #fff9e9; padding: 2px 3px; text-align: right; vertical-align: bottom;">13%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Baptist not further specified (just a Baptist) in the historically black Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Baptist not further specified (just a Baptist) in the historically black Protestant tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.039793511292101}" style="background-color: #fef7f7; padding: 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.538272468206681}" style="background-color: #7ccaa4; padding: 2px 3px; text-align: right; vertical-align: bottom;">54%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.421934020501219}" style="background-color: #bae3cf; padding: 2px 3px; text-align: right; vertical-align: bottom;">42%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.445317725965054}" style="background-color: #bce4d1; padding: 2px 3px; text-align: right; vertical-align: bottom;">45%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.09523795721938}" style="background-color: #d2ede0; padding: 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.137458504776406}" style="background-color: #fefcfc; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.628288064345393}" style="background-color: #f2b9b4; padding: 2px 3px; text-align: right; vertical-align: bottom;">63%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.123578572257523}" style="background-color: #fff4d5; padding: 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.653999595357613}" style="background-color: #ffe089; padding: 2px 3px; text-align: right; vertical-align: bottom;">65%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.175393177437165}" style="background-color: #fff7e1; padding: 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.047028654947699}" style="background-color: #fffffe; padding: 2px 3px; text-align: right; vertical-align: bottom;">5%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Lutheran Church, Missouri Synod"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Lutheran Church, Missouri Synod</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.026784328389781}" style="background-color: #fffefe; padding: 2px 3px; text-align: right; vertical-align: bottom;">3%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.624793727200507}" style="background-color: #65c194; padding: 2px 3px; text-align: right; vertical-align: bottom;">62%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.348421944409712}" style="background-color: #c9e9d9; padding: 2px 3px; text-align: right; vertical-align: bottom;">35%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.371938066774926}" style="background-color: #caeada; padding: 2px 3px; text-align: right; vertical-align: bottom;">37%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.166202389372745}" style="background-color: #b0dfc8; padding: 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.110222488703885}" style="background-color: #f9e2e0; padding: 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.384500861154651}" style="background-color: #ecf7f1; padding: 2px 3px; text-align: right; vertical-align: bottom;">38%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.065796283563718}" style="background-color: #fffbed; padding: 2px 3px; text-align: right; vertical-align: bottom;">7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.157794071020654}" style="background-color: white; padding: 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.60657051999773}" style="background-color: #ffd666; padding: 2px 3px; text-align: right; vertical-align: bottom;">61%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.169839125417898}" style="background-color: #fff7e0; padding: 2px 3px; text-align: right; vertical-align: bottom;">17%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nondenominational not further specified (just Nondenominational) in the Evangelical Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nondenominational not further specified (just Nondenominational) in the Evangelical Protestant tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.058531812693096}" style="background-color: #fceeec; padding: 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.088259264591887}" style="background-color: #f0f9f5; padding: 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.853208922715016}" style="background-color: #60bf91; padding: 2px 3px; text-align: right; vertical-align: bottom;">85%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.906832643673079}" style="background-color: #63c093; padding: 2px 3px; text-align: right; vertical-align: bottom;">91%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.217122532360178}" style="background-color: #97d5b7; padding: 2px 3px; text-align: right; vertical-align: bottom;">22%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.158321977981868}" style="background-color: #e9f6f0; padding: 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.565325012467664}" style="background-color: #f6cdca; padding: 2px 3px; text-align: right; vertical-align: bottom;">57%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.073538185622953}" style="background-color: #fffaea; padding: 2px 3px; text-align: right; vertical-align: bottom;">7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.403956235585918}" style="background-color: #fff0c5; padding: 2px 3px; text-align: right; vertical-align: bottom;">40%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.237604033974125}" style="background-color: #fff3cf; padding: 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.284901544817004}" style="background-color: #fff0c5; padding: 2px 3px; text-align: right; vertical-align: bottom;">28%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Episcopal Church in the USA"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Episcopal Church in the USA</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.062274068376951}" style="background-color: #fcecea; padding: 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.507051494623425}" style="background-color: #84cda9; padding: 2px 3px; text-align: right; vertical-align: bottom;">51%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.430674436999624}" style="background-color: #b8e2ce; padding: 2px 3px; text-align: right; vertical-align: bottom;">43%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.483099847120832}" style="background-color: #b5e1cb; padding: 2px 3px; text-align: right; vertical-align: bottom;">48%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.292162364534701}" style="background-color: #73c79e; padding: 2px 3px; text-align: right; vertical-align: bottom;">29%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.096081300100661}" style="background-color: #f7d5d2; padding: 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.534513783205673}" style="background-color: #f8d7d5; padding: 2px 3px; text-align: right; vertical-align: bottom;">53%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.259154605161172}" style="background-color: #ffe59b; padding: 2px 3px; text-align: right; vertical-align: bottom;">26%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.397041558561072}" style="background-color: #fff0c6; padding: 2px 3px; text-align: right; vertical-align: bottom;">40%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.135657857938082}" style="background-color: #fffaec; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.208145978339674}" style="background-color: #fff5d7; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Presbyterian Church USA"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Presbyterian Church USA</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.088353171969198}" style="background-color: #f9dedc; padding: 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.443303304471006}" style="background-color: #94d4b5; padding: 2px 3px; text-align: right; vertical-align: bottom;">44%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.468343523559796}" style="background-color: #b0dfc8; padding: 2px 3px; text-align: right; vertical-align: bottom;">47%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.539174946765551}" style="background-color: #aaddc4; padding: 2px 3px; text-align: right; vertical-align: bottom;">54%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.118043337165889}" style="background-color: #c7e9d8; padding: 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.169010840449831}" style="background-color: #dcf1e7; padding: 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.372337144093938}" style="background-color: #e3f3eb; padding: 2px 3px; text-align: right; vertical-align: bottom;">37%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.166392555614428}" style="background-color: #ffefc3; padding: 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.378399866959241}" style="background-color: #fff1cb; padding: 2px 3px; text-align: right; vertical-align: bottom;">38%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.241310268869986}" style="background-color: #fff2ce; padding: 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.213897308556345}" style="background-color: #fff4d6; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Reform Jewish"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Reform Jewish</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.080724769849465}" style="background-color: #fae2e0; padding: 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.536286436044665}" style="background-color: #7ccaa4; padding: 2px 3px; text-align: right; vertical-align: bottom;">54%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.38298879410587}" style="background-color: #c2e6d4; padding: 2px 3px; text-align: right; vertical-align: bottom;">38%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.429826879066798}" style="background-color: #bfe5d3; padding: 2px 3px; text-align: right; vertical-align: bottom;">43%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.047433280724718}" style="background-color: #e9f6f0; padding: 2px 3px; text-align: right; vertical-align: bottom;">5%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.039994447817219}" style="background-color: #eca099; padding: 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.519708488691989}" style="background-color: #f9dcda; padding: 2px 3px; text-align: right; vertical-align: bottom;">52%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.382629229640796}" style="background-color: #ffd666; padding: 2px 3px; text-align: right; vertical-align: bottom;">38%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.283780854354528}" style="background-color: #fff7e1; padding: 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.141909416642592}" style="background-color: #fffaea; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.191680499362084}" style="background-color: #fff6db; padding: 2px 3px; text-align: right; vertical-align: bottom;">19%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Jehovah's Witness"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Jehovah's Witness</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.257410808788985}" style="background-color: #e9877f; padding: 2px 3px; text-align: right; vertical-align: bottom;">26%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.284016131638851}" style="background-color: #bde5d1; padding: 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.458573059572164}" style="background-color: #b2e0ca; padding: 2px 3px; text-align: right; vertical-align: bottom;">46%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.648716957332658}" style="background-color: #95d4b5; padding: 2px 3px; text-align: right; vertical-align: bottom;">65%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.338611616853064}" style="background-color: #5dbe8e; padding: 2px 3px; text-align: right; vertical-align: bottom;">34%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.220868079162193}" style="background-color: #9cd7ba; padding: 2px 3px; text-align: right; vertical-align: bottom;">22%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.356301968555609}" style="background-color: #d8efe4; padding: 2px 3px; text-align: right; vertical-align: bottom;">36%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.178547294608263}" style="background-color: #ffeebd; padding: 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.361358206671159}" style="background-color: #fff2cf; padding: 2px 3px; text-align: right; vertical-align: bottom;">36%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.166942816044203}" style="background-color: #fff8e3; padding: 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.293151682676375}" style="background-color: #ffefc3; padding: 2px 3px; text-align: right; vertical-align: bottom;">29%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Pentecostal not further specified (just a Pentecostal) in the Evangelical Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Pentecostal not further specified (just a Pentecostal) in the Evangelical Protestant tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.216812164363044}" style="background-color: #ed9c95; padding: 2px 3px; text-align: right; vertical-align: bottom;">22%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.247549709824357}" style="background-color: #c7e8d8; padding: 2px 3px; text-align: right; vertical-align: bottom;">25%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.535638125812598}" style="background-color: #a2dabe; padding: 2px 3px; text-align: right; vertical-align: bottom;">54%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.71439006375428}" style="background-color: #88cfac; padding: 2px 3px; text-align: right; vertical-align: bottom;">71%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.261733544337535}" style="background-color: #82cda8; padding: 2px 3px; text-align: right; vertical-align: bottom;">26%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.183780311007488}" style="background-color: #caeada; padding: 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.608825494666437}" style="background-color: #f3bfbb; padding: 2px 3px; text-align: right; vertical-align: bottom;">61%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.150529049954603}" style="background-color: #fff1c9; padding: 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.478405091861073}" style="background-color: #ffebb3; padding: 2px 3px; text-align: right; vertical-align: bottom;">48%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.171618133791339}" style="background-color: #fff8e2; padding: 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.199447724392985}" style="background-color: #fff5d9; padding: 2px 3px; text-align: right; vertical-align: bottom;">20%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Don't know/refused - no information on religious identity"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Don't know/refused - no information on religious identity</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.155882260795088}" style="background-color: #f3bbb7; padding: 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.141349876066603}" style="background-color: #e2f4eb; padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.702767863138309}" style="background-color: #80cca6; padding: 2px 3px; text-align: right; vertical-align: bottom;">70%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.793971640264764}" style="background-color: #79c9a2; padding: 2px 3px; text-align: right; vertical-align: bottom;">79%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.225239569163111}" style="background-color: #93d4b4; padding: 2px 3px; text-align: right; vertical-align: bottom;">23%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.019020646057128}" style="background-color: #e98c84; padding: 2px 3px; text-align: right; vertical-align: bottom;">2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.633758511785571}" style="background-color: #f2b7b2; padding: 2px 3px; text-align: right; vertical-align: bottom;">63%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.195781936276536}" style="background-color: #ffecb6; padding: 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.286544310966128}" style="background-color: #fff7e1; padding: 2px 3px; text-align: right; vertical-align: bottom;">29%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.209962350819346}" style="background-color: #fff5d7; padding: 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.30771140193799}" style="background-color: #ffeebf; padding: 2px 3px; text-align: right; vertical-align: bottom;">31%</td></tr>
</tbody></table>
<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;"><br /></span></div>
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<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Fertility is indicated by the column showing the percentage of respondents who have 3 children or more </span><b style="font-family: Arial; font-size: 16px; white-space: pre-wrap;">and</b><span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;"> </span><i style="font-family: Arial; font-size: 16px; white-space: pre-wrap;">attend service at least monthly</i><span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;">. The focus on "regular attenders" is important because </span><a href="http://www.pewforum.org/2016/10/26/one-in-five-u-s-adults-were-raised-in-interfaith-homes/" style="font-family: Arial; font-size: 16px; white-space: pre-wrap;">Pew's research</a><span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;"> indicates that children of parents for whom religion is unimportant also tend to be less religious.</span></div>
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<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Also shown to the right are the percentage of all respondents in mixed marriages as a percentage of respondents currently married or living with a partner. <a href="http://www.pewforum.org/2016/10/26/one-in-five-u-s-adults-were-raised-in-interfaith-homes/">Pew's research</a> indicates that children of mixed marriages are less likely to be religious. Their data suggests <i>it is not necessarily mixed marriage itself that causes lower religious attachment, it is that religion tends to be less important for parents who enter into mixed marriages. </i>That is, the parents' disinterest is the cause of the diminished religiousness of their children --- not the form of the marriage.</span></div>
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<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;">The four columns of Table 2 highlighted in yellow show the strong geographical variations by denomination.</span></div>
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<b style="color: #434343; font-family: Arial; font-size: 18.6667px; white-space: pre-wrap;">Social Views, Science/Reason, And Conviction</b></div>
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<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Denominations also differ sharply as to the social views of their members. For background to see this, it is important to understand factors that are highly correlated to social views.</span><br />
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<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 1 shows that Pew's 2014 data documents that American support for gay marriage and abortion are both strongly correlated with education. </span></div>
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<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 1: 2014 Pew Research Center Religious Landscape Study - Social Questions</span></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEilB7nNn_ObQGckEV4hh0Eu81MVP3c-HltHJQfw3F_tMf2QF6wf8Ur1IkuW6nAMQtbbey5wvlhmvL1K6mrRXyrMOwKW0wa-PHObhw3bA5SFOvT0_g3uSPo_x6ntTkAI5Na1miKLIEBMz1g/s1600/Rplot05.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEilB7nNn_ObQGckEV4hh0Eu81MVP3c-HltHJQfw3F_tMf2QF6wf8Ur1IkuW6nAMQtbbey5wvlhmvL1K6mrRXyrMOwKW0wa-PHObhw3bA5SFOvT0_g3uSPo_x6ntTkAI5Na1miKLIEBMz1g/s1600/Rplot05.jpeg" /></a></div>
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<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 2 shows that American support for gay marriage in 2014 was also highly correlated with age. </span></div>
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<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Figure 2: 2014 Pew Research Center Religious Landscape Study - Support For Gay Marriage By Age</span></div>
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;">Knowing these relationships, we can look at these issues by denomination after controlling for education and age[1]. The first three columns of Table 3 document wide denominational variations on both social issues. In general support for gay marriage between the young compared to all College+ (college degree as well as those with postgraduate degrees) respondents is similar within each denomination. However, there are cases where support is higher among the young than among College+ respondents of all ages (e.g., Church of Jesus Christ of Latter Day Saints and Southern Baptist Convention)</span></span></div>
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<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Table 3: 2014 Pew Research Center Religious Landscape Study Social & Faith Perspectives</span><span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;"> </span></div>
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<table border="1" cellpadding="0" cellspacing="0" dir="ltr" style="border-collapse: collapse; border: none; font-family: arial,sans,sans-serif; font-size: 13px; table-layout: fixed;"><colgroup><col width="283"></col><col width="79"></col><col width="79"></col><col width="79"></col><col width="79"></col><col width="79"></col><col width="79"></col><col width="100"></col></colgroup><tbody>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Denomination"}" style="background-color: black; color: white; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Denomination</td><td data-sheets-value="{"1":2,"2":"College+: Support Abortion"}" style="background-color: black; color: red; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">College+: Support Abortion</td><td data-sheets-value="{"1":2,"2":"College+: Support Gay Marriage"}" style="background-color: black; color: yellow; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">College+: Support Gay Marriage</td><td data-sheets-value="{"1":2,"2":"Age25-39: Support Gay Marriage"}" style="background-color: black; color: yellow; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Age25-39: Support Gay Marriage</td><td data-sheets-value="{"1":2,"2":"Ethics Based Science or Reason"}" style="background-color: black; color: cyan; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Ethics: Based on Science or Reason</td><td data-sheets-value="{"1":2,"2":"Believe, But Not Absolutely Certain"}" style="background-color: black; color: cyan; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Believe, But Not Absolutely Certain</td><td data-sheets-value="{"1":2,"2":"Religion Very Import"}" style="background-color: black; color: lime; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Religion Very Import</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":2,"2":"Attend Monthly+"}" style="background-color: black; color: lime; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Attend Monthly+</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"ALL RESPONDENTS"}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">ALL RESPONDENTS</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.632513367911267}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">63%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.650163896458165}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">65%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.637669960072049}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">64%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.195689247486351}" style="background-color: #b1d0ec; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.256701421278684}" style="background-color: #a5c9e9; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">26%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.532139438990783}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">53%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.498770395796246}" style="background-color: #cccccc; font-weight: bold; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">50%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Catholic"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Catholic</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.525333647188084}" style="background-color: #f4c2be; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">53%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.646531233944464}" style="background-color: #ffe6a2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">65%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.657873957509943}" style="background-color: #ffe7a6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">66%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.197196913323035}" style="background-color: #b1d0ec; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.332748092818162}" style="background-color: #96c0e6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">33%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.576587492669644}" style="background-color: #96d5b6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">58%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.570176118728763}" style="background-color: #95d4b5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">57%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nothing in particular"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nothing in particular</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.824151364850905}" style="background-color: #ea9089; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">82%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.848010165048796}" style="background-color: #ffdc7b; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">85%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.756923835452632}" style="background-color: #ffe292; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">76%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.279805849757269}" style="background-color: #a1c6e8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.387782737515888}" style="background-color: #8cbae3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">39%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.172730609769422}" style="background-color: #e3f4eb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.114589941763226}" style="background-color: #eef8f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Southern Baptist Convention"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Southern Baptist Convention</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.27255494684733}" style="background-color: #fcecea; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">27%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.210979118602798}" style="background-color: #fffdf5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">21%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.334546391156918}" style="background-color: #fff9e6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">33%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.063628882278591}" style="background-color: #cadff2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.101333148936775}" style="background-color: #c3dbf1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.807252743480855}" style="background-color: #6bc398; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">81%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.718016639474904}" style="background-color: #78c9a1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">72%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Agnostic"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Agnostic</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.912882735429752}" style="background-color: #e78279; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">91%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.946580770062703}" style="background-color: #ffd768; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">95%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.942180418193336}" style="background-color: #ffd86e; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">94%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.441013367162205}" style="background-color: #81b3e1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">44%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.376417532436966}" style="background-color: #8ebbe4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">38%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.035923059779194}" style="background-color: #fdfefd; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.042451247871374}" style="background-color: #fcfefd; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"United Methodist Church"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">United Methodist Church</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.651571919264032}" style="background-color: #f0ada7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">65%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.604131967617114}" style="background-color: #ffe8aa; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">60%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.600706004908802}" style="background-color: #ffebb1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">60%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.13532223506333}" style="background-color: #bdd7ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.277010666049333}" style="background-color: #a1c7e8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.607492303720533}" style="background-color: #91d3b2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">61%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.629005589476125}" style="background-color: #89d0ad; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">63%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Atheist"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Atheist</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.927068037518437}" style="background-color: #e77f76; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">93%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.95477032485855}" style="background-color: #ffd666; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">95%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.959665726384301}" style="background-color: #ffd86a; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">96%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.534037532974375}" style="background-color: #6fa8dc; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">53%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.05367984569735}" style="background-color: #cce1f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">5%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.020137094512071}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.023787620862317}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Independent Baptist in the Evangelical Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Independent Baptist in the Evangelical Protestant tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.291315704767003}" style="background-color: #fbe9e7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">29%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.32016171505457}" style="background-color: #fff7e0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">32%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.458536361845832}" style="background-color: #fff2cd; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">46%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.074262707993496}" style="background-color: #c8def2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.126116900337094}" style="background-color: #bed8ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">13%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.737870690640548}" style="background-color: #78c9a1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">74%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.660729435722373}" style="background-color: #83cda9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">66%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nondenominational evangelical"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nondenominational evangelical</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.241944257792476}" style="background-color: #fdf1f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.269976375470662}" style="background-color: #fffaea; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">27%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.280408575493994}" style="background-color: #fffbf0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.066833317289588}" style="background-color: #cadff2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">7%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.079727321205809}" style="background-color: #c7def2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.852091483588789}" style="background-color: #62c092; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">85%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.835833339835325}" style="background-color: #61bf91; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">84%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Protestant non-specific / Other Protestant in the Mainline Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Protestant non-specific / Other Protestant in the Mainline Protestant tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.661671212437316}" style="background-color: #efaba5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">66%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.619584320231495}" style="background-color: #ffe8a7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">62%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.677661744732235}" style="background-color: #ffe6a2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">68%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.178494578418051}" style="background-color: #b4d2ed; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.350556710257768}" style="background-color: #93bee5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">35%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.409025187969745}" style="background-color: #b6e2cc; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">41%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.272168507374284}" style="background-color: #cfecde; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">27%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Church of Jesus Christ of Latter Day Saints"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Church of Jesus Christ of Latter Day Saints</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.243571992071213}" style="background-color: #fdf1f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.19575474987737}" style="background-color: #fffdf8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.34606524259847}" style="background-color: #fff8e3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">35%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.075885873988438}" style="background-color: #c8def2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.121543927436539}" style="background-color: #bfd9f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.838208216529736}" style="background-color: #65c194; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">84%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.862056096382635}" style="background-color: #5bbd8d; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">86%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"American Baptist Churches in the USA"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">American Baptist Churches in the USA</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.618627942076646}" style="background-color: #f1b2ad; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">62%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.511138299167316}" style="background-color: #ffedbb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">51%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.483308439408851}" style="background-color: #fff1c8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">48%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.120845853661887}" style="background-color: #bfd9f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.166018298486411}" style="background-color: #b7d4ee; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.730904400861073}" style="background-color: #79c9a2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">73%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.610166800501737}" style="background-color: #8dd1b0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">61%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Church of Christ"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Church of Christ</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.388651271672486}" style="background-color: #f8d9d6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">39%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.274683554442679}" style="background-color: #fff9e9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">27%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.339243244514061}" style="background-color: #fff8e5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">34%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.094449541484827}" style="background-color: #c5dcf1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.165593549899806}" style="background-color: #b7d4ee; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">17%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.733645181628998}" style="background-color: #79c9a2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">73%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.684380841863065}" style="background-color: #7ecba5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">68%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Protestant non-specific in the Evangelical Protestant Tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Protestant non-specific in the Evangelical Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.463821009561069}" style="background-color: #f6ccc9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">46%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.393150449140903}" style="background-color: #fff3d2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">39%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.425685050986102}" style="background-color: #fff4d4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">43%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.103677490353257}" style="background-color: #c3dbf0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.128807899828684}" style="background-color: #bed8ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">13%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.785220141285954}" style="background-color: #6fc59b; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">79%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.671668426829096}" style="background-color: #81cca7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">67%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"National Baptist Convention"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">National Baptist Convention</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.709223876196662}" style="background-color: #eea39d; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">71%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.387534245614995}" style="background-color: #fff4d3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">39%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.504216568919665}" style="background-color: #fff0c4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">50%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.087548920900954}" style="background-color: #c6ddf1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.092791823322562}" style="background-color: #c5dcf1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.909641958227461}" style="background-color: #57bb8a; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">91%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.844271746102862}" style="background-color: #5fbf90; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">84%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Assemblies of God"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Assemblies of God</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.159899167115914}" style="background-color: #fffffe; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.15607743293364}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">16%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.389038130624048}" style="background-color: #fff6db; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">39%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.04169606241059}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.097100543142192}" style="background-color: #c4dcf1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">10%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.856479427709816}" style="background-color: #62c091; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">86%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.809531869324246}" style="background-color: #66c194; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">81%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Evangelical Lutheran Church in America (ELCA)"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Evangelical Lutheran Church in America (ELCA)</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.730080508353804}" style="background-color: #eda099; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">73%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.79572038078332}" style="background-color: #ffdf85; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">80%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.859757539963247}" style="background-color: #ffdd7e; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">86%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.136308803309474}" style="background-color: #bcd7ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.311882857897846}" style="background-color: #9ac2e7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">31%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.575747202056555}" style="background-color: #97d5b6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">58%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.601913396965068}" style="background-color: #8ed2b1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">60%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Baptist not further specified (just a Baptist) in the historically black Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Baptist not further specified (just a Baptist) in the historically black Protestant tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.780851597541022}" style="background-color: #ec9890; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">78%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.656680536818527}" style="background-color: #ffe6a0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">66%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.634349606591701}" style="background-color: #ffe9ab; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">63%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.114985237190112}" style="background-color: #c1d9f0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.131375163770524}" style="background-color: #bdd8ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">13%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.805837152102171}" style="background-color: #6bc398; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">81%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.607965674902889}" style="background-color: #8dd1b0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">61%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Lutheran Church, Missouri Synod"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Lutheran Church, Missouri Synod</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.430845493431175}" style="background-color: #f7d2ce; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">43%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.498135142272322}" style="background-color: #ffeebe; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">50%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.614977344745086}" style="background-color: #ffeaae; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">61%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.126255689302686}" style="background-color: #bed8ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">13%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.197178271275797}" style="background-color: #b1d0ec; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.648833024750462}" style="background-color: #89cfad; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">65%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.66991231097393}" style="background-color: #81cca7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">67%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Nondenominational not further specified (just Nondenominational) in the Evangelical Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nondenominational not further specified (just Nondenominational) in the Evangelical Protestant tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.34630659670807}" style="background-color: #f9e0dd; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">35%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.351582517504644}" style="background-color: #fff5da; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">35%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.417587746882187}" style="background-color: #fff4d5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">42%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.056350452247243}" style="background-color: #cce0f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.076980612807431}" style="background-color: #c8def2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.769611296185293}" style="background-color: #72c69d; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">77%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.766546925275322}" style="background-color: #6ec59a; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">77%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Episcopal Church in the USA"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Episcopal Church in the USA</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.825977175848182}" style="background-color: #ea9088; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">83%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.831270205902084}" style="background-color: #ffdd7e; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">83%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.875371736048319}" style="background-color: #ffdc7b; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">88%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.239838441404435}" style="background-color: #a8cbea; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.383096948366761}" style="background-color: #8dbae3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">38%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.485794131230636}" style="background-color: #a8dcc2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">49%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.530944956066232}" style="background-color: #9cd7ba; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">53%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Presbyterian Church USA"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Presbyterian Church USA</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.704532636262877}" style="background-color: #eea49e; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">70%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.669190269779634}" style="background-color: #ffe59d; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">67%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.70756418258108}" style="background-color: #ffe59c; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">71%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.183611453652559}" style="background-color: #b3d1ed; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.308364117316306}" style="background-color: #9bc3e7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">31%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.636438404155549}" style="background-color: #8bd0ae; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">64%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.698527595076483}" style="background-color: #7bcaa4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">70%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Reform Jewish"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Reform Jewish</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.943635693956945}" style="background-color: #e67c73; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">94%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.923556760121764}" style="background-color: #ffd86c; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">92%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.979783357534372}" style="background-color: #ffd666; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">98%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.360738949655543}" style="background-color: #91bde5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">36%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.510608451466597}" style="background-color: #74abde; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">51%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.19651929585133}" style="background-color: #def2e8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.237876254069771}" style="background-color: #d6efe2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">24%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Jehovah's Witness"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Jehovah's Witness</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.247860815782394}" style="background-color: #fdf0ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">25%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.244525507913797}" style="background-color: #fffbef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">24%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.20275695258222}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.037725083689713}" style="background-color: #cfe2f3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.090263374588272}" style="background-color: #c5dcf1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">9%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.904236482018987}" style="background-color: #59bc8b; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">90%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.882386245056004}" style="background-color: #57bb8a; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">88%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Pentecostal not further specified (just a Pentecostal) in the Evangelical Protestant tradition"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Pentecostal not further specified (just a Pentecostal) in the Evangelical Protestant tradition</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.153887177052584}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.285210552795774}" style="background-color: #fff9e7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">29%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.341684008486821}" style="background-color: #fff8e4; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">34%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.107261279221268}" style="background-color: #c2daf0; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.150918863762979}" style="background-color: #bad5ee; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.79836069023721}" style="background-color: #6dc499; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">80%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.690940976986809}" style="background-color: #7dcba5; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">69%</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Don't know/refused - no information on religious identity"}" style="padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Don't know/refused - no information on religious identity</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.788629895165794}" style="background-color: #eb968f; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">79%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.752051483414974}" style="background-color: #ffe18d; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">75%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.767505231862531}" style="background-color: #ffe290; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">77%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.29887173825346}" style="background-color: #9dc4e7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">30%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.310027863977598}" style="background-color: #9bc3e7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">31%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.233791920713736}" style="background-color: #d7efe3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">23%</td><td data-sheets-numberformat="[null,3,"0%",1]" data-sheets-value="{"1":3,"3":0.205220953411124}" style="background-color: #dcf1e7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">21%</td></tr>
</tbody></table>
</div>
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<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;"><br /></span></div>
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;">The next column looks at the percentage of respondents who believe that "Science", or "Philosophy and Reason" are are most important when it comes to questions of right or wrong. Also highlighted in blue, the next column shows the percentage who believe in God or a universal spirit, <i>but are not "Absolutely certain."</i>[2] In general there appears to be a correlation between these two characteristics: <i>the more a denomination's members look to science or reason, the less certain their faith is.</i></span></span></div>
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;"><br /></span></span></div>
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;">The two columns of Table 3 highlighted in green compare the percentage of respondents who say religion is very important in their life and the percentage of respondents who attend service (excluding weddings and funerals) at least monthly by denomination. Again, there is generally a correlation between the two responses. I was fascinated to see that 2% of Atheists say they attend a religious service at least monthly --- that is probably a good reminder that survey data has a margin of error!</span></span></div>
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<br /></div>
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<b style="color: #434343; font-family: Arial; font-size: 18.6667px; white-space: pre-wrap;">2007 - 2014 Share Change</b></div>
<div>
<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;">The "Family" category of Table 4 is different than the "Denomination" shown in Tables 1 through 3. Family is used because denomination descriptions were not consistent between <a href="http://www.pewforum.org/datasets/u-s-religious-landscape-survey/">Pew's 2007</a> data and their <a href="http://www.pewforum.org/datasets/pew-research-center-2014-u-s-religious-landscape-study/">2014 data</a>. However Pew did use consistent "Family" aggregations of denominations they believe are substantially similar (although members of the aggregated denominations might not agree!).</span></div>
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<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;"><br /></span></div>
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<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;">With that caveat, Table 4 shows share change on a percentage basis, and on an absolute basis (religions with larger shares, are prone to large absolute share changes). </span><br />
<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;"><br /></span>
<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Two dis-aggregations of absolute share change are shown: one dividing absolute share change by US-born and non-US born, and, another dividing absolute share change into the portion coming from those younger than 30, and those older than 30. Both dis-aggregations sum to the denomination's absolute share change. </span></div>
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<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;"><br /></span></div>
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<span style="color: #666666; font-family: "arial"; font-size: 16px; white-space: pre-wrap;">Table 4: 2007 and 2014 Pew Research Center Data On Share Change By Religious "Family"</span><span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;"> </span></div>
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<span style="font-family: "arial"; font-size: 16px; white-space: pre-wrap;"><br /></span></div>
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<table border="1" cellpadding="0" cellspacing="0" dir="ltr" style="border-collapse: collapse; border: none; font-family: arial,sans,sans-serif; font-size: 13px; table-layout: fixed;"><colgroup><col width="319"></col><col width="66"></col><col width="72"></col><col width="69"></col><col width="62"></col><col width="65"></col><col width="57"></col><col width="57"></col><col width="57"></col><col width="57"></col><col width="57"></col></colgroup><tbody>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"FAMILY"}" style="background-color: black; color: white; font-weight: bold; padding: 2px 3px; vertical-align: bottom;">FAMILY</td><td data-sheets-value="{"1":2,"2":"2016 Share"}" style="background-color: black; color: #b6d7a8; font-weight: bold; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">2016 Share</td><td data-sheets-value="{"1":2,"2":"2007 Share"}" style="background-color: black; border-right-color: rgb(0, 0, 0); color: #b6d7a8; font-weight: bold; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">2007 Share</td><td data-sheets-value="{"1":2,"2":"% Share Change"}" style="background-color: black; border-right-color: rgb(0, 0, 0); border-top-color: rgb(0, 0, 0); color: #b6d7a8; font-weight: bold; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">% Share Change</td><td data-sheets-value="{"1":2,"2":"Absolute Share Change"}" style="background-color: black; border-right-color: rgb(0, 0, 0); color: #b6d7a8; font-weight: bold; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">Absolute Share Change</td><td data-sheets-value="{"1":2,"2":"Non-US Chg"}" style="background-color: black; border-top-color: rgb(0, 0, 0); color: #dd7e6b; font-weight: bold; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">Non-US Chg</td><td data-sheets-value="{"1":2,"2":"US Change"}" style="background-color: black; border-right-color: rgb(0, 0, 0); border-top-color: rgb(0, 0, 0); color: #dd7e6b; font-weight: bold; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">US Change</td><td data-sheets-value="{"1":2,"2":"% Growth From Non-US"}" style="background-color: black; border-right-color: rgb(0, 0, 0); border-top-color: rgb(0, 0, 0); color: #dd7e6b; font-weight: bold; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">% Growth From Non-US</td><td data-sheets-value="{"1":2,"2":"Age < 30 Change"}" style="background-color: black; border-top-color: rgb(0, 0, 0); color: yellow; font-weight: bold; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">Age < 30 Change</td><td data-sheets-value="{"1":2,"2":"All other Age Change"}" style="background-color: black; border-right-color: rgb(0, 0, 0); border-top-color: rgb(0, 0, 0); color: yellow; font-weight: bold; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">All other Age Change</td><td data-sheets-value="{"1":2,"2":"% Growth From Under 30"}" style="background-color: black; border-right-color: rgb(0, 0, 0); border-top-color: rgb(0, 0, 0); color: yellow; font-weight: bold; padding: 2px 3px; text-align: center; vertical-align: bottom; word-wrap: break-word;">% Growth From Under 30</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Catholic"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Catholic</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.208246112330976}" style="background-color: #57bb8a; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">20.8%</td><td data-sheets-formula="=R[28]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.238633653}" style="background-color: #57bb8a; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">23.9%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.12733971209427025}" style="background-color: #f4c9c5; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-13%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.030387540669023994}" style="background-color: #e67c73; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-3.04%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0011113784327213064}" style="background-color: #eb9a93; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.11%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.03149891910174529}" style="background-color: #e67c73; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-3.15%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.00805624078045726}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.81%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.02233129988856672}" style="background-color: white; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-2.23%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Nothing in particular family"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nothing in particular family</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.157831694917781}" style="background-color: #82cda8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">15.8%</td><td data-sheets-formula="=R[28]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.1211445138}" style="background-color: #acdec5; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">12.1%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.30283815557961324}" style="background-color: #c9e9da; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">30%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.036687181117781006}" style="background-color: #57bb8a; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">3.67%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.006591554316158505}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.66%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.03009562680162249}" style="background-color: white; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">3.01%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.17966914097316153}" style="background-color: #fdf5f4; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">18%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.015529623895708833}" style="background-color: #ffd666; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.55%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.021157557222072187}" style="background-color: #ffd666; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">2.12%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.42329836805537946}" style="background-color: #ffdd7d; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">42%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Baptist Family in the Evangelical Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Baptist Family in the Evangelical Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.092120376045875}" style="background-color: #b9e3ce; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">9.2%</td><td data-sheets-formula="=R[28]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.1084267475}" style="background-color: #b5e1cc; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">10.8%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.15039067232119085}" style="background-color: #f2bdb8; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-15%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.016306371454125}" style="background-color: #f1b9b4; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-1.63%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.000012899990157792373}" style="background-color: #e7867d; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.00%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.016319271444282787}" style="background-color: #ec9c95; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-1.63%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0016357813194523198}" style="background-color: #fff4d6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.16%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.014670590134672687}" style="background-color: #fff8e5; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-1.47%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Nondenominational Family in the Evangelical Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nondenominational Family in the Evangelical Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.048693701885656}" style="background-color: #ddf2e8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4.9%</td><td data-sheets-formula="=R[31]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0341137151}" style="background-color: #eaf7f1; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">3.4%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.42739369614000217}" style="background-color: #b4e1cb; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">43%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.014579986785656002}" style="background-color: #bce4d1; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.46%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.000876038930492512}" style="background-color: #ea968e; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.09%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.01370394785516349}" style="background-color: #f8dcd9; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.37%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.06008502911363209}" style="background-color: #fffefe; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">6%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0033042675945572694}" style="background-color: #ffecb6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.33%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.011275719191098734}" style="background-color: #ffe089; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.13%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.2266303559210393}" style="background-color: #ffe59d; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">23%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Baptist Family in the Historically Black Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Baptist Family in the Historically Black Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.040477720117745}" style="background-color: #e4f4ec; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4.0%</td><td data-sheets-formula="=R[28]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0443400094}" style="background-color: #e3f4ec; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">4.4%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.08710618997421762}" style="background-color: #f8dddb; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-9%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.003862289282254995}" style="background-color: #fbeeed; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.39%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0005532037594650639}" style="background-color: #e99088; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.06%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0044154930417200575}" style="background-color: #f0b5b0; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.44%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0021476929317640336}" style="background-color: #fff5d9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.21%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0017145963504909614}" style="background-color: #ffecb7; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.17%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Agnostic family"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Agnostic family</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.039621349302127}" style="background-color: #e5f5ed; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">4.0%</td><td data-sheets-formula="=R[32]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.02419436}" style="background-color: #f1faf6; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">2.4%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.637627500877353}" style="background-color: #91d3b2; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">64%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.015426989302126996}" style="background-color: #b8e3ce; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.54%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0006553755737553802}" style="background-color: #ea918a; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.07%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.014771613728371616}" style="background-color: #f8dedc; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.48%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.0424824028149822}" style="background-color: white; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.006966047070576407}" style="background-color: #ffe59e; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.70%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.008460942231550587}" style="background-color: #ffe293; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.85%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.4515493551043018}" style="background-color: #ffdb79; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">45%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Methodist Family in the Mainline Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Methodist Family in the Mainline Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.039126514280546}" style="background-color: #e5f5ed; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3.9%</td><td data-sheets-formula="=R[25]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0542515507}" style="background-color: #dcf1e7; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">5.4%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.2787945454885219}" style="background-color: #e67c73; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-28%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.015125036419454}" style="background-color: #f2beb9; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-1.51%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.000010403415387600593}" style="background-color: #e7857d; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.00%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.015114633004066402}" style="background-color: #ec9e98; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-1.51%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0021407711223942047}" style="background-color: #fff5d9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.21%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.012984265297059795}" style="background-color: #fff7df; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-1.30%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Pentecostal Family in the Evangelical Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Pentecostal Family in the Evangelical Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.035622467063901}" style="background-color: #e8f6ef; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3.6%</td><td data-sheets-formula="=R[26]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.034321917}" style="background-color: #eaf7f1; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">3.4%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.03789269882276681}" style="background-color: #f6fbf9; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">4%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.001300550063901}" style="background-color: #f9fdfb; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.13%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.002183257244279541}" style="background-color: #efaea8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.22%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0008827071803785419}" style="background-color: #f2bdb8; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.09%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":1.6787183399390722}" style="background-color: #e67c73; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">168%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0006361019235710686}" style="background-color: #fff0c7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.06%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0006644481403299297}" style="background-color: #ffeaaf; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.07%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.48910222007377463}" style="background-color: #ffda73; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">49%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Atheist family"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Atheist family</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.030787373450996}" style="background-color: #ecf8f2; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">3.1%</td><td data-sheets-formula="=R[37]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0155531852}" style="background-color: #f7fcfa; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.6%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.979489927953536}" style="background-color: #57bb8a; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">98%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.015234188250996001}" style="background-color: #b9e3cf; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.52%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0022108388171150936}" style="background-color: #efaea9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.22%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.013023349433880907}" style="background-color: #f8dad8; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.30%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.14512350646386102}" style="background-color: #fef7f7; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.006556846925028722}" style="background-color: #ffe6a1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.66%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.008677341325967277}" style="background-color: #ffe292; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.87%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.43040343318588303}" style="background-color: #ffdc7c; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">43%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Baptist Family in the Mainline Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Baptist Family in the Mainline Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.021156389701619}" style="background-color: #f4fbf8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2.1%</td><td data-sheets-formula="=R[29]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0188749229}" style="background-color: #f5fbf8; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.9%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.1208729070686164}" style="background-color: #e8f6ef; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">12%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0022814668016189997}" style="background-color: #f4fbf8; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.23%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.00046126823736344154}" style="background-color: #e98e86; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.05%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0018201985642555575}" style="background-color: #f3c2be; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.18%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.20218056078489122}" style="background-color: #fdf3f2; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">20%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.001293262197940649}" style="background-color: #ffefc3; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.13%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0009882046036783498}" style="background-color: #ffeaad; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.10%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.5668555847592917}" style="background-color: #ffd666; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">57%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Lutheran family in the Mainline Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Lutheran family in the Mainline Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.020754414629389}" style="background-color: #f5fbf8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">2.1%</td><td data-sheets-formula="=R[25]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0282264815}" style="background-color: #eef9f4; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">2.8%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.26471832384107097}" style="background-color: #e7837a; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-26%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.007472066870610999}" style="background-color: #f8dfdd; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.75%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0005421422714605267}" style="background-color: #e67c73; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.05%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.006929924599150473}" style="background-color: #efb0aa; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.69%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.00018828377247071416}" style="background-color: #fff2cc; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.02%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.007283783098140286}" style="background-color: #fff1cb; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.73%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Protestant other/non-specific Family in the Mainline Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Protestant other/non-specific Family in the Mainline Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.019099934914665}" style="background-color: #f6fcf9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.9%</td><td data-sheets-formula="=R[25]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0245523468}" style="background-color: #f1faf5; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">2.5%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.22207294193706162}" style="background-color: #eb9891; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-22%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0054524118853350005}" style="background-color: #fae8e6; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.55%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0008657147168572962}" style="background-color: #ea958e; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.09%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0063181266021923}" style="background-color: #f0b1ac; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.63%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0001620388489771557}" style="background-color: #fff1ca; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.02%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.005614450734312158}" style="background-color: #fff0c5; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.56%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Jewish"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Jewish</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.01852947319351}" style="background-color: #f6fcf9; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.9%</td><td data-sheets-formula="=R[30]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0171567778}" style="background-color: #f6fcf9; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.7%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.0800089276384988}" style="background-color: #eff9f4; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">8%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0013726953935100025}" style="background-color: #f8fdfb; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.14%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.00036533301934535216}" style="background-color: #e98c84; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.04%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0010073623741646501}" style="background-color: #f3c1bc; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.10%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.26614281731593065}" style="background-color: #fceeec; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">27%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0005955409816956019}" style="background-color: #fff0c7; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.06%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0007771544118143989}" style="background-color: #ffeaae; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.08%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.4338478766019566}" style="background-color: #ffdc7c; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">43%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Restorationist Family in the Evangelical Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Restorationist Family in the Evangelical Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.016413787999382}" style="background-color: #f8fdfa; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.6%</td><td data-sheets-formula="=R[30]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0170497325}" style="background-color: #f6fcf9; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.7%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.03729938288580195}" style="background-color: #fdf6f6; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-4%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0006359445006180013}" style="background-color: #fefcfc; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.06%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.00005460558198697716}" style="background-color: #e7847c; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.01%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0005813389186310226}" style="background-color: #f2bdb9; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.06%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0004591577387208401}" style="background-color: #fff2ce; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.05%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0001767867618971599}" style="background-color: #ffebb2; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.02%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Mormon"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Mormon</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.016254255432645}" style="background-color: #f8fdfb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.6%</td><td data-sheets-formula="=R[30]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0166895198}" style="background-color: #f7fcf9; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.7%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.026080101319332253}" style="background-color: #fefcfc; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-3%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.00043526436735500176}" style="background-color: #fefdfd; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.04%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.000132570273587949}" style="background-color: #e88880; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.01%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0005678346409429512}" style="background-color: #f2bdb9; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.06%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0005208030244069494}" style="background-color: #fff2cf; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.05%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.00008553865705194716}" style="background-color: #ffeab1; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.01%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Protestant non-specific Family in the Evangelical Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Protestant non-specific Family in the Evangelical Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.014845309697239}" style="background-color: #fafdfb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.5%</td><td data-sheets-formula="=R[24]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0186755808}" style="background-color: #f5fbf8; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.9%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.2050951530653869}" style="background-color: #eda19b; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-21%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0038302711027610008}" style="background-color: #fbefee; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.38%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0003722015060900392}" style="background-color: #e98c84; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.04%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.004202472608851043}" style="background-color: #f1b6b1; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.42%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0019142137671115432}" style="background-color: #fff5d8; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.19%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0019160573356494567}" style="background-color: #ffecb8; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.19%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Lutheran Family in the Evangelical Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Lutheran Family in the Evangelical Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.014658860915438}" style="background-color: #fafdfb; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.5%</td><td data-sheets-formula="=R[25]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0177326394}" style="background-color: #f6fcf9; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.8%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.173340156263596}" style="background-color: #f0b1ac; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-17%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.003073778484561999}" style="background-color: #fcf2f1; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.31%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.00022398277721874863}" style="background-color: #e88a82; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.02%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.003297761261780748}" style="background-color: #f1b7b3; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.33%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0005030239950924492}" style="background-color: #fff2cf; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.05%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0025707544894695497}" style="background-color: #ffedba; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.26%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Presbyterian Family in the Mainline Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Presbyterian Family in the Mainline Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.013800239736978}" style="background-color: #fafdfc; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.4%</td><td data-sheets-formula="=R[23]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0186163907}" style="background-color: #f5fbf8; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.9%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.25870487145620547}" style="background-color: #e7867d; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-26%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.004816150963021999}" style="background-color: #fbeae9; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.48%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0004052278271477989}" style="background-color: #e98d85; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.04%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.005221378790169796}" style="background-color: #f0b3ae; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.52%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.00047899320669620815}" style="background-color: #fff2ce; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.05%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.00433715775632579}" style="background-color: #ffefc0; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.43%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Anglican/Episcopalian Family in the Mainline Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Anglican/Episcopalian Family in the Mainline Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.012407073815447}" style="background-color: #fcfefd; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.2%</td><td data-sheets-formula="=R[28]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0144721266}" style="background-color: #f8fdfa; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">1.4%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.14269173022249546}" style="background-color: #f3c1bc; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-14%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.002065052784553}" style="background-color: #fdf6f6; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.21%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0003037220379551696}" style="background-color: #e68077; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.03%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0017613307465978289}" style="background-color: #f2bbb6; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.18%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.00026558738808888835}" style="background-color: #fff2cd; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.03%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0017994653964641116}" style="background-color: #ffecb7; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.18%</td><td style="border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Pentecostal Family in the Historically Black Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Pentecostal Family in the Historically Black Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.010466188990827}" style="background-color: #fdfffe; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.0%</td><td data-sheets-formula="=R[29]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0093915516}" style="background-color: #fcfefd; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.9%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.1144259688491728}" style="background-color: #e9f6f0; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">11%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.001074637390826999}" style="background-color: #fafdfc; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.11%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.00035014653290194346}" style="background-color: #e98c84; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.04%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0007244908579250552}" style="background-color: #f3c0bc; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.07%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.325827610216023}" style="background-color: #fbe9e7; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">33%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0004229015967722005}" style="background-color: #fff2ce; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.04%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0014975389875991991}" style="background-color: #ffe9ac; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.15%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.39352957600586735}" style="background-color: white; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-39%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Unitarians and other liberal Faiths in \"Other Faiths\" Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Unitarians and other liberal Faiths in "Other Faiths" Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.010412353136457}" style="background-color: #fdfffe; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.0%</td><td data-sheets-formula="=R[34]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0070632433}" style="background-color: #fefffe; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.7%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.4741603388427805}" style="background-color: #acdec6; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">47%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0033491098364569994}" style="background-color: #eff9f4; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.33%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.00046168377753641725}" style="background-color: #e98e86; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.05%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.002887426058920583}" style="background-color: #f3c5c1; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.29%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.1378526832744397}" style="background-color: #fef8f7; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.001591611048307331}" style="background-color: #ffefc1; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.16%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0017574987881496685}" style="background-color: #ffe9ab; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.18%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.47523405502612165}" style="background-color: #ffda75; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">48%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Nondenominational Family in the Mainline Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Nondenominational Family in the Mainline Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.010302173663928}" style="background-color: #fdfffe; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">1.0%</td><td data-sheets-formula="=R[28]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0089467698}" style="background-color: #fcfefd; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.9%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.15149645002914908}" style="background-color: #e3f4eb; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">15%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0013554038639280001}" style="background-color: #f9fdfb; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.14%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.00038318864059608027}" style="background-color: #e98c85; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.04%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0009722152233319192}" style="background-color: #f3c1bc; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.10%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.2827117811849734}" style="background-color: #fceceb; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">28%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0007477759226793466}" style="background-color: #fff0c6; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.07%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0006076279412486549}" style="background-color: #ffeaaf; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.06%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.5516997129639796}" style="background-color: #ffd769; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">55%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Muslim"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Muslim</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.008504502626849}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.9%</td><td data-sheets-formula="=R[38]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0043837022}" style="background-color: white; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.4%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.9400274559820694}" style="background-color: #5ebe8f; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">94%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.004120800426849001}" style="background-color: #ecf8f2; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.41%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0033778942946149832}" style="background-color: #f3c3bf; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.34%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0007429061322340169}" style="background-color: #f3c0bc; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.07%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.8197180025041674}" style="background-color: #f4c1bd; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">82%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0023351875605812683}" style="background-color: #ffedbc; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.23%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0017856128662677331}" style="background-color: #ffe9ab; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.18%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.5666830029832058}" style="background-color: #ffd767; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">57%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Jehovah's Witness Family"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Jehovah's Witness Family</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.00806066465466}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.8%</td><td data-sheets-formula="=R[30]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0070769516}" style="background-color: #fefffe; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.7%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.13900237139674662}" style="background-color: #e5f5ed; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">14%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0009837130546600003}" style="background-color: #fafdfc; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.10%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0008826861004334466}" style="background-color: #ea968e; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.09%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.00010102695422655426}" style="background-color: #f2bfba; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.01%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-3]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":0.8973003827203743}" style="background-color: #f2bbb6; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">90%</td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.00032788582778909225}" style="background-color: #fff2cd; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">-0.03%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0013115988824490927}" style="background-color: #ffe9ac; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.13%</td><td data-sheets-formula="=R[0]C[-2]/R[0]C[-6]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.3333145028785036}" style="background-color: #fffdf6; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-33%</td></tr>
<tr style="height: 21px;"><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":2,"2":"Presbyterian Family in the Evangelical Protestant Tradition"}" style="background-color: #efefef; padding: 2px 3px; vertical-align: bottom; word-wrap: break-word;">Presbyterian Family in the Evangelical Protestant Tradition</td><td data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.00773848385879}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: right; vertical-align: bottom;">0.8%</td><td data-sheets-formula="=R[27]C[0]" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.0079057176}" style="background-color: #fdfefe; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.8%</td><td data-sheets-formula="=R[0]C[1]/R[0]C[-1]" data-sheets-numberformat="{"1":3,"2":"0%","3":1}" data-sheets-value="{"1":3,"3":-0.02115351820940336}" style="background-color: white; border-bottom-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-2%</td><td data-sheets-formula="=R[0]C[-3]-R[0]C[-2]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.00016723374121000063}" style="background-color: white; border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.02%</td><td data-sheets-formula="=R[0]C[19]*R[0]C[-4]-R[0]C[6]*R[0]C[-3]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":0.0001374060787030423}" style="background-color: #e88880; border-bottom-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">0.01%</td><td data-sheets-formula="=(1-R[0]C[18])*R[0]C[-5]-(1-R[0]C[5])*R[0]C[-4]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.0003046398199130426}" style="background-color: #f2beb9; border-bottom-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.03%</td><td style="border-bottom-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td><td data-sheets-formula="=R[0]C[-7]*R[0]C[7]-R[0]C[-6]*R[0]C[33]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.00008879265095941221}" style="background-color: #fff2cc; border-bottom-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.01%</td><td data-sheets-formula="=(1-R[0]C[6])*R[0]C[-8]-(1-R[0]C[32])*R[0]C[-7]" data-sheets-numberformat="[null,3,"0.00%",1]" data-sheets-value="{"1":3,"3":-0.00007844109025058853}" style="background-color: #ffebb1; border-bottom-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); padding: 2px 3px; text-align: right; vertical-align: bottom;">-0.01%</td><td style="border-bottom-color: rgb(0, 0, 0); border-right-color: rgb(0, 0, 0); padding: 2px 3px; vertical-align: bottom;"></td></tr>
</tbody></table>
</div>
<div>
<span style="font-family: "arial"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
<div>
<span style="font-family: "arial";"><span style="white-space: pre-wrap;">Several trends are observable in Table 4:</span></span></div>
<div>
<ol>
<li><span style="font-family: "arial" , "helvetica" , sans-serif;"><b>"Faith" (including Atheists and Agnostics) became more concentrated from 2007 to 2014.</b> The top 10 "Families" accounted for 71% of all respondents in 2014, up from 69%. The increased concentration is due to the growth of Atheists, Agnostics and "Nothing in Particular" which collectively picked up 6.7% of market share over these 7 years.</span></li>
<li><span style="font-family: "arial" , "helvetica" , sans-serif;"><b>Faith excluding Atheists, Agnostics and "Nothing in Particular" became less concentrated.</b> Excluding those three categories, the top 10 families made up 70% of "believers" in 2014, down from 72% in 2007. This is attributable to share losses in the largest "believing" families (i.e., Catholics and "Baptist Family in the Evangelical Protestant Tradition").</span></li>
<li><span style="font-family: "arial" , "helvetica" , sans-serif;">Non-US born respondents were positive contributors of growth for most faith families. <b>Growth attributable to non-US born respondents was particularly high for the "Pentecostal Family in the Evangelical Protestant Tradition", Muslims and the "Jehovah's Witness Family."</b></span></li>
<li><span style="font-family: "arial" , "helvetica" , sans-serif;"><b>Most faith families that were able to increase share relied heavily on growth of respondents under 30 years of age. </b> This is to be expected as older respondents are much more likely to be "set" within their chosen belief group. <i>Youth, by definition, will determine the future course of religious activity.</i></span></li>
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<b style="color: #434343; font-family: arial; font-size: 18.6667px; white-space: pre-wrap;"><br /></b>
<b style="color: #434343; font-family: arial; font-size: 18.6667px; white-space: pre-wrap;">Implications of Religious Diversity</b><br />
<span style="font-family: "arial"; white-space: pre-wrap;">From a theological perspective, it is difficult to rationalize the fact that America's denominations are highly differentiated along dimensions of income, race, education and region. US religious diversity strongly suggests that <i><b>social networking</b> is an extremely important component of religious affiliation</i>. In other words, <b>denominations often appear to be based on shared social and economic interests. </b></span><br />
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<span style="font-family: "arial"; white-space: pre-wrap;">Social networks form because they have evolutionary benefits:</span><br />
<blockquote class="tr_bq">
<span style="font-family: "georgia" , "times new roman" , serif; white-space: pre-wrap;"><i>"Social structure, especially in the form of social networks, affects economic outcomes for three main reasons. First social networks affect the flow and the quality of information. much information is subtle, nuanced and difficult to verify, so actors do not believe impersonal sources and instead rely on people they know. Second, social networks are an important source of reward and punishment, since these are often magnified in their impact when coming from others personally known. Third, trust, by which I mean the confidence that others will do the 'right' thing despite a clear balance of incentives to the contrary, emerges, if it does, in the context of a social network."[3]</i></span></blockquote>
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<span style="font-family: "arial" , "helvetica" , sans-serif; vertical-align: baseline; white-space: pre-wrap;"><b style="color: #434343;"><span style="color: black; font-weight: normal;">Social networks provide affirmation, trusted information, and protection.[4] This observation is not intended to minimize or trivialize religious faith, but only to infer that fractionalized and demographically differentiated denominations appear to co-optimize religious and social objectives. </span></b></span><br />
<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><b style="color: #434343; font-size: 18.6667px;"><br /></b></span>
<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><b><i><br /></i></b></span><br />
<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><b><i><br /></i></b></span>
<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><b><i>Part II of this analysis will examine the American decline in faith in God or a universal spirit in greater detail. </i></b></span></div>
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<span style="font-family: "arial"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: All of the labeled Figures and Tables can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration: none;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> and the R code available in “religion.R” on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration: none;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> to analyze the publicly available data obtainable from the links in the article. </span><br />
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<span style="font-family: "arial";"><span style="white-space: pre-wrap;"><br class="Apple-interchange-newline" />[1] Otherwise apparent differences by religion would simply reflect differences in religions' age and educational composition. </span></span></div>
<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"></span><br />
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<span style="font-family: "arial"; white-space: pre-wrap;">[2] Note that the low percentage for Atheists in this column simply means there is a low percentage of Atheists who believe in God or a universal spirit.</span><br />
<span style="font-family: "arial"; white-space: pre-wrap;"><br /></span>
<span style="font-family: "arial"; white-space: pre-wrap;">[3] Mark Granovetter, "The Impact of Social Structure on Economic Outcomes," <i>Journal of Economic Perspective" </i>19, no. 1 [2005]: 33-50 -- quoted from footnote 8 on page 204 of <u>Why Information Grows</u> by Cesar Hidalgo, pub. Basic Books, NY, Copyright @2015</span><br />
<span style="font-family: "arial"; white-space: pre-wrap;"><br /></span>
<span style="font-family: "arial"; white-space: pre-wrap;">[4] This may partly explain the widespread positive net growth in denominations from immigration: social networks are particularly valuable to new arrivals.</span></div>
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Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0tag:blogger.com,1999:blog-480168081201087875.post-19764231552885095142017-02-27T05:13:00.000-08:002017-02-27T05:13:48.569-08:00States Facing Significant Fiscal Challenges<br />
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Summary:</span></h3>
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<li><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;">A state’s financial health depends both on its current financial metrics, and the likelihood that its tax base will grow. Some states that are in poor financial health now will probably be able to repair their financial weakness through strong economic growth, attracting new young educated residents, increased real estate values, cutting expenses and/or increasing tax rates.</span></li>
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<li><span style="font-family: "arial" , "helvetica" , sans-serif; font-size: large;">However other financially weak states face greater challenges. Their population is relatively old, they are seeing residents migrating out of state and weak growth in property values, state GDP and individual income tax collections. Several of these troubled states already have high state tax burdens, which may make it difficult for them to raise taxes further without accelerating the exodus of businesses and residents.</span></li>
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<li><span style="font-size: large;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="color: black; vertical-align: baseline; white-space: pre-wrap;">State fiscal weakness and multiyear population declines have occurred in the past. Examples of areas which have recovered, as well as steps states can take to recover fiscal health are highlighted in </span><span style="white-space: pre-wrap;">the Federal Reserve Bank of New York's </span><span style="white-space: pre-wrap;">analyses of Puerto Rico’s current fiscal health.</span></span><span style="font-family: "arial"; white-space: pre-wrap;"> </span></span><span style="font-family: "arial"; font-size: 12pt; white-space: pre-wrap;"> </span></li>
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<span style="background-color: transparent; color: #434343; font-family: "arial"; font-size: 14pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Measuring State Financial Health</span></h3>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In 2015 and 2016 the Mercatus Center at George Mason University </span><span style="background-color: transparent; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;"><a href="https://www.mercatus.org/statefiscalrankings" style="text-decoration: none;">measured state financial health</a>:</span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">“...</span><span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">through the states’ own audited financial reports. By looking at states’ basic financial statistics on revenues, expenditures, cash, assets, liabilities, and debt, states may be ranked according to how easily they will be able to cover short-term and long-term bills, including pension obligations.</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 18pt; margin-top: 18pt;">
<span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This ranking of the 50 states and Puerto Rico is based on their fiscal solvency in five separate categories:</span></div>
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<li dir="ltr" style="background-color: white; color: #333333; font-family: Arial; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 4pt;">
<span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Cash solvency. Does a state have enough cash on hand to cover its short-term bills?</span></div>
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<li dir="ltr" style="background-color: white; color: #333333; font-family: Arial; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Budget solvency. Can a state cover its fiscal year spending with current revenues, or does it have a budget shortfall?</span></div>
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<li dir="ltr" style="background-color: white; color: #333333; font-family: Arial; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Long-run solvency. Can a state meet its long-term spending commitments? Will there be enough money to cushion it from economic shocks or other long-term fiscal risks?</span></div>
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<li dir="ltr" style="background-color: white; color: #333333; font-family: Arial; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Service-level solvency. How much “fiscal slack” does a state have to increase spending if citizens demand more services?</span></div>
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<li dir="ltr" style="background-color: white; color: #333333; font-family: Arial; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 0pt;">
<span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Trust fund solvency. How much debt does a state have? How large are its unfunded pension and healthcare liabilities?”</span></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 4pt;">
<span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In addition to these financial measurements, a state’s health can be inferred by its residents behavior. A state that has strong economic growth is likely to see other beneficial patterns like inflows of young and educated residents, rising real estate values due to the increasing demand for housing, and rising levels of individual income. Young educated workers are valuable both because higher incomes are associated with education, and because these workers incomes will grow as they age (while retiree incomes are likely to decline, for example).</span><br />
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEja0pC0Yvt7KdM2WF4m6HkTd3tnbTjaBCnYtwdFrh4R1hyphenhyphenYJufbqUdsg8IRwtOJPK7GVdmQVIOxqX_z202T78BA9wmtQyhNE5n_bLBwa5sOpVPYkjV8zJUeqY7FGKCcpuasTrGlNxf7Bps/s1600/BabyBondLA.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="226" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEja0pC0Yvt7KdM2WF4m6HkTd3tnbTjaBCnYtwdFrh4R1hyphenhyphenYJufbqUdsg8IRwtOJPK7GVdmQVIOxqX_z202T78BA9wmtQyhNE5n_bLBwa5sOpVPYkjV8zJUeqY7FGKCcpuasTrGlNxf7Bps/s400/BabyBondLA.jpg" width="400" /></a></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 4pt; margin-top: 4pt;">
<span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1 shows the 10 states with the weakest financial condition based on the Mercatus 2016 study. </span><span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">For context, Puerto Rico has a Mercatus financial score of -3.18.</span><span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><a href="https://www.bloomberg.com/news/articles/2016-05-01/puerto-rico-will-default-on-government-development-bank-debt" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Puerto Rico has seen a significant population decline and defaulted on General Obligation municipal bonds in 2016</span></a><span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">. No state currently has a Mercatus score as weak as Puerto Rico's, and no state has defaulted on General Obligation bonds since 1933. While that history is comforting, </span><span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><i>it is also true that states have never had such high levels of unfunded pension and benefit liabilities.</i></span></div>
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<span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">The section of Table 1 in highlighted in brown shows state rankings ranging from 1 to 49 (Alaska is excluded due to its unique characteristics) on the basis of resident age, net migration, home price appreciation, GDP growth (excluding cyclical mining and oil sectors), and IRS income tax collection (both numbers of returns and gross collections).[1] A ranking of 1 is associated with the strongest relative position, while 49 is the weakest position relative to other states. </span><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">The full table with all 49 states can be found </span><a href="http://rpubs.com/whelanh/247478" style="text-decoration: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">here</span></a><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: white; color: #333333; font-family: "arial"; font-size: 12pt; white-space: pre-wrap;"> </span></div>
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<span style="background-color: transparent; color: #666666; font-family: "arial"; font-size: 12pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Table 1: Ten States With Lowest Mercatus Financial Health Score</span></div>
<table border="1" cellpadding="0" cellspacing="0" dir="ltr" style="border-collapse: collapse; border: none; font-family: arial,sans,sans-serif; font-size: 13px; table-layout: fixed;"><colgroup><col width="100"></col><col width="91"></col><col width="91"></col><col width="117"></col><col width="91"></col><col width="91"></col><col width="91"></col><col width="91"></col><col width="91"></col><col width="91"></col><col width="91"></col><col width="91"></col><col width="91"></col></colgroup><tbody>
<tr style="height: 21px;"><td style="background-color: #5b95f9; padding: 2px 3px 2px 3px; vertical-align: bottom;"></td><td style="background-color: #26a69a; padding: 2px 3px 2px 3px; vertical-align: bottom;"></td><td style="background-color: #26a69a; border-right: 1px solid #000000; padding: 2px 3px 2px 3px; vertical-align: bottom;"></td><td colspan="10" data-sheets-value="{"1":2,"2":"STATE RANK EXCLUDING ALASKA (49 = Worst, 1=Best)"}" rowspan="1" style="background-color: #cca677; border-bottom: 1px solid #000000; border-right: 1px solid #000000; border-top: 1px solid #000000; font-size: 120%; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">STATE RANK EXCLUDING ALASKA (49 = Worst, 1=Best)</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"State"}" style="background-color: #5b95f9; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom;"><span style="font-size: xx-small;">State</span></td><td data-sheets-value="{"1":2,"2":"Mercatus Financial Score"}" style="background-color: #26a69a; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">Mercatus Financial Score</span></td><td data-sheets-value="{"1":2,"2":"State Tax (Inc, Sales, Property)"}" style="background-color: #26a69a; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">State Tax (Inc, Sales, Property)</span></td><td data-sheets-value="{"1":2,"2":"Avg Age (\"Worst\"=Oldest)"}" style="background-color: #cca677; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">Avg Age ("Worst"=Oldest)</span></td><td data-sheets-value="{"1":2,"2":"Net Migration 5yr"}" style="background-color: #cca677; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">Net Migration 5yr</span></td><td data-sheets-value="{"1":2,"2":"Home Apprec. 5yr"}" style="background-color: #cca677; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">Home Apprec. 5yr</span></td><td data-sheets-value="{"1":2,"2":"Net Young Educated Migration 5yr"}" style="background-color: #cca677; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">Net Young Educated Migration 5yr</span></td><td data-sheets-value="{"1":2,"2":"GDPxMining Growth 5yr"}" style="background-color: #cca677; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">GDPxMining Growth 5yr</span></td><td data-sheets-value="{"1":2,"2":"Net Migration 10yr"}" style="background-color: #cca677; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">Net Migration 10yr</span></td><td data-sheets-value="{"1":2,"2":"Net Young Educated Migration 10yr"}" style="background-color: #cca677; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">Net Young Educated Migration 10yr</span></td><td data-sheets-value="{"1":2,"2":"GDPxMining Growth 10yr"}" style="background-color: #cca677; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">GDPxMining Growth 10yr</span></td><td data-sheets-value="{"1":2,"2":"5 Yr Pct Change Num IRS Individ. Returns"}" style="background-color: #cca677; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">5 Yr Pct Change Num IRS Individ. Returns</span></td><td data-sheets-value="{"1":2,"2":"5 Yr Pct. Change IRS Gross Tax Collection Individual Returns"}" style="background-color: #cca677; font-weight: bold; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom; white-space: normal; word-wrap: break-word; wrap-strategy: 4;"><span style="font-size: xx-small;">5 Yr Pct. Change IRS Gross Tax Collection Individual Returns</span></td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Connecticut"}" style="background-color: #e8f0fe; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom;"><span style="font-size: xx-small;">Connecticut</span></td><td data-sheets-value="{"1":3,"3":-1.68}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">-1.68</td><td data-sheets-formula="=VLOOKUP(R[0]C[-2],R3C16:R52C17,2)" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.126}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">12.6%</td><td data-sheets-value="{"1":3,"3":42}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">42</td><td data-sheets-value="{"1":3,"3":42}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">42</td><td data-sheets-value="{"1":3,"3":49}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">49</td><td data-sheets-value="{"1":3,"3":23}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">23</td><td data-sheets-value="{"1":3,"3":49}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">49</td><td data-sheets-value="{"1":3,"3":40}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">40</td><td data-sheets-value="{"1":3,"3":17}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">17</td><td data-sheets-value="{"1":3,"3":49}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">49</td><td data-sheets-value="{"1":3,"3":43}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">43</td><td data-sheets-value="{"1":3,"3":42}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">42</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Massachusetts"}" style="background-color: white; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom;"><span style="font-size: xx-small;">Massachusetts</span></td><td data-sheets-value="{"1":3,"3":-1.55}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">-1.55</td><td data-sheets-formula="=VLOOKUP(R[0]C[-2],R3C16:R52C17,2)" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.103}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">10.3%</td><td data-sheets-value="{"1":3,"3":38}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">38</td><td data-sheets-value="{"1":3,"3":17}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">17</td><td data-sheets-value="{"1":3,"3":23}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">23</td><td data-sheets-value="{"1":3,"3":6}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">6</td><td data-sheets-value="{"1":3,"3":21}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">21</td><td data-sheets-value="{"1":3,"3":22}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">22</td><td data-sheets-value="{"1":3,"3":8}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">8</td><td data-sheets-value="{"1":3,"3":19}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">19</td><td data-sheets-value="{"1":3,"3":15}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">15</td><td data-sheets-value="{"1":3,"3":10}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">10</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"New Jersey"}" style="background-color: #e8f0fe; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom;"><span style="font-size: xx-small;">New Jersey</span></td><td data-sheets-value="{"1":3,"3":-1.45}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">-1.45</td><td data-sheets-formula="=VLOOKUP(R[0]C[-2],R3C16:R52C17,2)" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.122}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">12.2%</td><td data-sheets-value="{"1":3,"3":34}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">34</td><td data-sheets-value="{"1":3,"3":49}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">49</td><td data-sheets-value="{"1":3,"3":47}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">47</td><td data-sheets-value="{"1":3,"3":26}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">26</td><td data-sheets-value="{"1":3,"3":41}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">41</td><td data-sheets-value="{"1":3,"3":49}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">49</td><td data-sheets-value="{"1":3,"3":19}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">19</td><td data-sheets-value="{"1":3,"3":43}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">43</td><td data-sheets-value="{"1":3,"3":42}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">42</td><td data-sheets-value="{"1":3,"3":36}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">36</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Illinois"}" style="background-color: white; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom;">Illinois</td><td data-sheets-value="{"1":3,"3":-1.42}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">-1.42</td><td data-sheets-formula="=VLOOKUP(R[0]C[-2],R3C16:R52C17,2)" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.11}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">11.0%</td><td data-sheets-value="{"1":3,"3":17}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">17</td><td data-sheets-value="{"1":3,"3":48}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">48</td><td data-sheets-value="{"1":3,"3":39}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">39</td><td data-sheets-value="{"1":3,"3":10}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">10</td><td data-sheets-value="{"1":3,"3":33}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">33</td><td data-sheets-value="{"1":3,"3":47}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">47</td><td data-sheets-value="{"1":3,"3":9}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">9</td><td data-sheets-value="{"1":3,"3":33}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">33</td><td data-sheets-value="{"1":3,"3":37}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">37</td><td data-sheets-value="{"1":3,"3":22}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">22</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Kentucky"}" style="background-color: #e8f0fe; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom;">Kentucky</td><td data-sheets-value="{"1":3,"3":-1.36}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">-1.36</td><td data-sheets-formula="=VLOOKUP(R[0]C[-2],R3C16:R52C17,2)" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.095}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">9.5%</td><td data-sheets-value="{"1":3,"3":27}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">27</td><td data-sheets-value="{"1":3,"3":24}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">24</td><td data-sheets-value="{"1":3,"3":29}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">29</td><td data-sheets-value="{"1":3,"3":31}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">31</td><td data-sheets-value="{"1":3,"3":15}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">15</td><td data-sheets-value="{"1":3,"3":18}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">18</td><td data-sheets-value="{"1":3,"3":27}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">27</td><td data-sheets-value="{"1":3,"3":27}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">27</td><td data-sheets-value="{"1":3,"3":32}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">32</td><td data-sheets-value="{"1":3,"3":30}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">30</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"California"}" style="background-color: white; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom;">California</td><td data-sheets-value="{"1":3,"3":-1.07}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">-1.07</td><td data-sheets-formula="=VLOOKUP(R[0]C[-2],R3C16:R52C17,2)" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.11}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">11.0%</td><td data-sheets-value="{"1":3,"3":5}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">5</td><td data-sheets-value="{"1":3,"3":27}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">27</td><td data-sheets-value="{"1":3,"3":3}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">3</td><td data-sheets-value="{"1":3,"3":3}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">3</td><td data-sheets-value="{"1":3,"3":7}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">7</td><td data-sheets-value="{"1":3,"3":32}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">32</td><td data-sheets-value="{"1":3,"3":4}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">4</td><td data-sheets-value="{"1":3,"3":14}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">14</td><td data-sheets-value="{"1":3,"3":7}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">7</td><td data-sheets-value="{"1":3,"3":6}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">6</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Hawaii"}" style="background-color: #e8f0fe; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom;">Hawaii</td><td data-sheets-value="{"1":3,"3":-1.07}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">-1.07</td><td data-sheets-formula="=VLOOKUP(R[0]C[-2],R3C16:R52C17,2)" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.102}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">10.2%</td><td data-sheets-value="{"1":3,"3":33}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">33</td><td data-sheets-value="{"1":3,"3":15}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">15</td><td data-sheets-value="{"1":3,"3":14}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">14</td><td data-sheets-value="{"1":3,"3":9}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">9</td><td data-sheets-value="{"1":3,"3":31}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">31</td><td data-sheets-value="{"1":3,"3":16}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">16</td><td data-sheets-value="{"1":3,"3":10}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">10</td><td data-sheets-value="{"1":3,"3":23}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">23</td><td data-sheets-value="{"1":3,"3":23}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">23</td><td data-sheets-value="{"1":3,"3":35}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">35</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Maine"}" style="background-color: white; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom;">Maine</td><td data-sheets-value="{"1":3,"3":-1.03}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">-1.03</td><td data-sheets-formula="=VLOOKUP(R[0]C[-2],R3C16:R52C17,2)" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.102}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">10.2%</td><td data-sheets-value="{"1":3,"3":49}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">49</td><td data-sheets-value="{"1":3,"3":21}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">21</td><td data-sheets-value="{"1":3,"3":43}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">43</td><td data-sheets-value="{"1":3,"3":17}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">17</td><td data-sheets-value="{"1":3,"3":47}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">47</td><td data-sheets-value="{"1":3,"3":37}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">37</td><td data-sheets-value="{"1":3,"3":33}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">33</td><td data-sheets-value="{"1":3,"3":46}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">46</td><td data-sheets-value="{"1":3,"3":38}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">38</td><td data-sheets-value="{"1":3,"3":46}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">46</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"New York"}" style="background-color: #e8f0fe; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom;">New York</td><td data-sheets-value="{"1":3,"3":-1.03}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">-1.03</td><td data-sheets-formula="=VLOOKUP(R[0]C[-2],R3C16:R52C17,2)" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.127}" style="background-color: #ddf2f0; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">12.7%</td><td data-sheets-value="{"1":3,"3":31}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">31</td><td data-sheets-value="{"1":3,"3":47}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">47</td><td data-sheets-value="{"1":3,"3":45}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">45</td><td data-sheets-value="{"1":3,"3":14}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">14</td><td data-sheets-value="{"1":3,"3":23}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">23</td><td data-sheets-value="{"1":3,"3":45}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">45</td><td data-sheets-value="{"1":3,"3":15}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">15</td><td data-sheets-value="{"1":3,"3":15}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">15</td><td data-sheets-value="{"1":3,"3":22}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">22</td><td data-sheets-value="{"1":3,"3":33}" style="background-color: #f8f2eb; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">33</td></tr>
<tr style="height: 21px;"><td data-sheets-value="{"1":2,"2":"Maryland"}" style="background-color: white; font-weight: bold; padding: 2px 3px 2px 3px; text-align: left; vertical-align: bottom;">Maryland</td><td data-sheets-value="{"1":3,"3":-1.02}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">-1.02</td><td data-sheets-formula="=VLOOKUP(R[0]C[-2],R3C16:R52C17,2)" data-sheets-numberformat="[null,3,"0.0%",1]" data-sheets-value="{"1":3,"3":0.109}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">10.9%</td><td data-sheets-value="{"1":3,"3":22}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">22</td><td data-sheets-value="{"1":3,"3":20}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">20</td><td data-sheets-value="{"1":3,"3":36}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">36</td><td data-sheets-value="{"1":3,"3":8}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">8</td><td data-sheets-value="{"1":3,"3":32}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">32</td><td data-sheets-value="{"1":3,"3":23}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">23</td><td data-sheets-value="{"1":3,"3":7}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">7</td><td data-sheets-value="{"1":3,"3":18}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">18</td><td data-sheets-value="{"1":3,"3":14}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">14</td><td data-sheets-value="{"1":3,"3":26}" style="background-color: white; padding: 2px 3px 2px 3px; text-align: center; vertical-align: bottom;">26</td></tr>
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<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"><a href="http://ctmirror.org/2017/01/30/a-legacy-of-debt-connecticut-standing-on-its-own-fiscal-cliff/">Connecticut</a> and <a href="http://www.cnbc.com/2016/06/01/these-states-are-a-bigger-fiscal-mess-than-illinois.html">New Jersey</a> show similar problematic characteristics: weak fiscal health combined with a 1) relatively old population, 2) among the highest rates of out migration, confirmed by 3) among the weakest real estate markets, 4) some of the weakest state GDP growth, and 5) relatively poor growth in individual IRS tax filings and gross collections. While Connecticut and New Jersey have historically done well attracting new young, educated residents, that positive attribute has weakened in the last 5 years.</span></div>
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<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">California and, Massachusetts show more encouraging profiles: they attract young educated residents, feature relatively strong state GDP growth, real estate appreciation, and strong growth in individual IRS returns and gross collections.</span></div>
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<span style="color: #434343; font-family: "arial"; font-size: 14pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Recovering Financial Health</span><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">States have gone through economic cycles before. A helpful historical perspective is found in Table 2 which is excerpted from a </span><a href="https://www.newyorkfed.org/medialibrary/media/research/current_issues/ci20-4.pdf" style="text-decoration: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">Federal Reserve Bank of New York article on Puerto Rico's declining population.</span></a><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> Some states' population declines were caused by commodity “busts” that followed boom periods (e.g., for North Dakota, West Virginia and Pennsylvania).</span></div>
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<span style="color: #666666; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Table 2: Federal Reserve Table On States That Have Experienced Multiyear Population Declines</span></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjfC_zsqc0LzChbOPWX66liUWW6dLZz5BwsCozy3jpGfgo4f0ZlOrUcjU2hjV7S2V8BPIAmKncVTvOUU5-ZgnvO8apF5heF8iWlqkXO2LmZovb9sBSuIDmLWx0H573P21DF9qWTXWyVOLg/s1600/ci20-4.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjfC_zsqc0LzChbOPWX66liUWW6dLZz5BwsCozy3jpGfgo4f0ZlOrUcjU2hjV7S2V8BPIAmKncVTvOUU5-ZgnvO8apF5heF8iWlqkXO2LmZovb9sBSuIDmLWx0H573P21DF9qWTXWyVOLg/s640/ci20-4.jpg" width="445" /></a></div>
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<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">The text of the Federal Reserve article cites New York City as an example of successful recovery from a multi-year period of decline:</span></div>
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<span style="font-family: "arial"; font-size: 12pt; font-style: italic; vertical-align: baseline; white-space: pre-wrap;">“New York actually lost more than 10 percent of its population during the 1970s, a decline from about 7.9 million residents to 7.1 million residents. Although the city experienced a weakening of its manufacturing base during this period, its economic troubles also reflected poor fiscal management and deteriorating quality of life. New York City’s large debt burden, outsized spending obligations, and shrinking tax base nearly forced a declaration of bankruptcy in 1975. The city was also viewed by many as unsafe and undesirable. </span></div>
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<span style="font-family: "arial"; font-size: 12pt; font-style: italic; vertical-align: baseline; white-space: pre-wrap;">...Despite its challenges, New York City was able to set the stage for a recovery in part through successful policy. New York State established an Emergency Financial Control Board to help the city balance its budget and restore its credibility to investors. Although the road to solvency was difficult and took time, the city was able to correct its financial problems by the mid-1980s. Moreover, New York City took aggressive action to reduce crime and improve its overall attractiveness. By 2000, New York City’s population had increased to over 8 million people, more than fully reversing the decline that occurred during the 1970s. The city’s recovery was not completely driven by the policy response; New York was fortunate to have unique finance related industries, which boomed in this period. Yet without the right policy, its ability to recover would have been more doubtful.</span><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">”</span></div>
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<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Steps that states in poor financial health can take are highlighted in a </span><a href="https://www.newyorkfed.org/outreach-and-education/puerto-rico/2014/report-main.html" style="text-decoration: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">separate Federal Reserve Bank of New York analysis</span></a><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> of the steps Puerto Rico should take:</span></div>
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<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">“</span></div>
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<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Reinvigorate efforts to raise economic growth</span></div>
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<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Reform the Commonwealth’s tax system</span></div>
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<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Improve the Commonwealth’s financial reporting</span></div>
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<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Strengthen performance and harden budget constraints for public-sector corporations</span></div>
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<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Adopt a capital budget and a binding balanced-budget rule for the central government</span></div>
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<span style="font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">Adopt a legislative framework requiring multiyear budgeting, specific fiscal targets, and monitoring mechanisms to help ensure that targets are met “</span></div>
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<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">None of these steps are easy and may take decades to have a meaningful impact. However inaction will also cause significant hardship if states become unable to meet current and future financial obligations.</span></div>
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<span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
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<span style="font-family: "arial"; font-size: 12pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Transparent and reproducible</span><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;">: All of the labeled Figures and Tables can be generated by using the</span><a href="https://www.r-project.org/" style="text-decoration: none;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">free, publicly-available R program</span></a><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> and the R code available in “StateTrajectories.r” on</span><a href="https://github.com/whelanh/WorldValueSurveyRCode" style="text-decoration: none;"><span style="color: black; font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="color: #1155cc; font-family: "arial"; font-size: 12pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">github</span></a><span style="font-family: "arial"; font-size: 12pt; vertical-align: baseline; white-space: pre-wrap;"> to analyze the publicly available data obtainable from the links in the article. </span></div>
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<span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;">[1]</span><span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"> Fin.Score</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> is measure of state financial health including budget deficits, unfunded pension liabilities etc. from Mercatus: </span><a href="https://www.mercatus.org/statefiscalrankings" style="text-decoration: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 10pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">https://www.mercatus.org/statefiscalrankings</span></a><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> Strong state health is indicated by positive scores and vice-versa: </span><span style="font-family: "arial"; font-size: 10pt; font-style: italic; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">For comparison, Puerto Rico’s score is -3.18</span></div>
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<span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">State.Tax</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> includes income, sales and property taxes from: </span><a href="http://taxfoundation.org/article/state-and-local-sales-tax-rates-2016" style="text-decoration: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 10pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">http://taxfoundation.org/article/state-and-local-sales-tax-rates-2016</span></a></div>
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<span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Age.Rank</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> is state ranking based on average age of state population from youngest (=1) to oldest (=49) ACS Data 2011-2015 </span><span style="background-color: white; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">IPUMS-USA, University of Minnesota, </span><a href="http://www.ipums.org/" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">www.ipums.org</span></a><span style="background-color: white; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">. </span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;">The data is provided freely but is subject to their licensing restrictions.</span></div>
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<span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Migration.5yr</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> is state ranking based on net migration to state from 2011-2015 ACS data (</span><span style="background-color: white; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">IPUMS-USA, University of Minnesota, </span><a href="http://www.ipums.org/" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">www.ipums.org</span></a><span style="background-color: white; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">. </span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;">The data is provided freely but is subject to their licensing restrictions); Rank of 1 means most positive migration to state as percentage of state population</span></div>
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<span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Home.Apprec.5yr</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> is state ranking based on 5 year (period ending Q3, 2016) home price appreciation (1 is state with most appreciation) from BEA: </span><a href="https://www.fhfa.gov/DataTools/Tools/Pages/House-Price-Index-(HPI).aspx" style="text-decoration: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 10pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">https://www.fhfa.gov/DataTools/Tools/Pages/House-Price-Index-(HPI).aspx</span></a></div>
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<span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Young.Educ.Migr.5yr</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> is state ranking based on net migration to state of 20 to 34 year olds with a college degree or higher from 2011-2015 ACS data (</span><span style="background-color: white; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">IPUMS-USA, University of Minnesota, </span><a href="http://www.ipums.org/" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">www.ipums.org</span></a><span style="background-color: white; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">. </span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;">The data is provided freely but is subject to their licensing restrictions); Rank of 1 means state has the most young, educated migrating to state as percentage of state population</span></div>
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<span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">GDPxMin.5yr</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> is state ranking based on state GDP growth excluding “Mining” (which includes Oil & Gas) from 2010-2014; Rank of 1 means state has most GDP growth of 49 states. Data from BEA: </span><a href="https://www.bea.gov/iTable/iTable.cfm?reqid=70&step=1&isuri=1&acrdn=2#reqid=70&step=1&isuri=1" style="text-decoration: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 10pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">https://www.bea.gov/iTable/iTable.cfm?reqid=70&step=1&isuri=1&acrdn=2#reqid=70&step=1&isuri=1</span></a></div>
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<span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Migration.10yr</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> is state ranking based on net migration to state from 2006-2015 ACS data (</span><span style="background-color: white; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">IPUMS-USA, University of Minnesota, </span><a href="http://www.ipums.org/" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">www.ipums.org</span></a><span style="background-color: white; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">. </span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;">The data is provided freely but is subject to their licensing restrictions); Rank of 1 means state has most positive migration to state as percentage of state population</span></div>
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<span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Young.Educ.Migr.10yr</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> is state ranking based on net migration to state of 20 to 34 year olds with a college degree or higher from 2006-2015 ACS data (</span><span style="background-color: white; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">IPUMS-USA, University of Minnesota, </span><a href="http://www.ipums.org/" style="text-decoration: none;"><span style="background-color: white; color: #1155cc; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">www.ipums.org</span></a><span style="background-color: white; font-family: "trebuchet ms"; font-size: 9.5pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">. </span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;">The data is provided freely but is subject to their licensing restrictions); Rank of 1 means most young, educated migrating to state as percentage of state population</span></div>
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<span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">GDPxMin.10yr</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> is state ranking based on state GDP growth excluding “Mining” (which includes Oil & Gas) from 2005-2014; Rank of 1 means most GDP growth. Data from BEA: </span><a href="https://www.bea.gov/iTable/iTable.cfm?reqid=70&step=1&isuri=1&acrdn=2#reqid=70&step=1&isuri=1" style="text-decoration: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 10pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">https://www.bea.gov/iTable/iTable.cfm?reqid=70&step=1&isuri=1&acrdn=2#reqid=70&step=1&isuri=1</span></a></div>
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<span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Pct.Chg.IRS.Returns.5yr</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> is state ranking based on the percent change in number of individual IRS returns filed from 2010 - 2015; Rank of 1 means state has greatest percent increase in number of returns. Data from: </span><a href="https://www.irs.gov/uac/soi-tax-stats-state-data-by-year" style="text-decoration: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 10pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">https://www.irs.gov/uac/soi-tax-stats-state-data-by-year</span></a></div>
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<span style="font-family: "arial"; font-size: 10pt; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Pct.Chg.IRS.Collect.5yr</span><span style="font-family: "arial"; font-size: 10pt; vertical-align: baseline; white-space: pre-wrap;"> is state ranking based on the percent change in gross dollars collected from individual IRS returns filed from 2010 - 2015; Rank of 1 means state has greatest percent increase in gross collections. Data from: </span><a href="https://www.irs.gov/uac/soi-tax-stats-state-data-by-year" style="text-decoration: none;"><span style="color: #1155cc; font-family: "arial"; font-size: 10pt; text-decoration: underline; vertical-align: baseline; white-space: pre-wrap;">https://www.irs.gov/uac/soi-tax-stats-state-data-by-year</span></a><br />
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<br />Hugh Whelanhttp://www.blogger.com/profile/05914087416384151070noreply@blogger.com0