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                <title>GMO announces initial Net Zero Asset targets</title>
                <link>https://www.adviservoice.com.au/2022/11/gmo-announces-initial-net-zero-asset-targets/</link>
                <comments>https://www.adviservoice.com.au/2022/11/gmo-announces-initial-net-zero-asset-targets/#respond</comments>
                <pubDate>Mon, 21 Nov 2022 20:50:54 +0000</pubDate>
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                		<category><![CDATA[Sustainable Investing]]></category>
		<category><![CDATA[Deborah Ng]]></category>
                <guid isPermaLink="false">https://www.adviservoice.com.au/?p=86260</guid>
                                    <description><![CDATA[<h3>Grantham, Mayo, Van Otterloo LLC (GMO), a global investment manager, has released its initial net zero targets and transition plan. In October 2021, GMO became a signatory of the Net Zero Asset Managers initiative (NZAM) and committed to reducing GMO investment portfolios&#8217; net emissions to zero by 2050 or sooner, in line with efforts to limit global warming to 1.5 degrees Celsius. GMO believes that climate change poses critical risks for the companies and countries in which it invests and that the net zero pledge will help to improve long-term investment outcomes for GMO clients.</h3>
<p>As part of the NZAM commitment, GMO has submitted its initial net zero targets and transition plan, including:</p>
<ul>
<li>reducing the carbon intensity of included investment portfolios by 65% by 2030, compared to levels in GMO&#8217;s baseline year of 2019, and</li>
<li>increasing the percentage of GMO assets covered under this target from 53.5% to 60% by 2025.</li>
</ul>
<p>GMO efforts to meet these goals will include growing the proportion of GMO investments in companies that have put in place science-based targets in line with net zero, engaging with issuers on net zero targets, refining its measurement capabilities to go beyond Scope 1 and 2 emissions to include Scope 3, developing new climate and net zero-aligned strategies, and partnering with the Grantham Foundation on climate solutions.</p>
<p>&#8220;There are stark differences between how the world will be impacted by warming of 1.5 degrees Celsius and warming of 2 degrees Celsius, or more, which we believe would pose challenges to our ability to earn returns for our clients. Therefore, we think supporting the goal of net zero emissions by 2050 or sooner to limit warming to 1.5 degrees Celsius is critical to our future investment success. Setting initial net zero targets is an important step in our efforts to aid the fight against climate change and demonstrates our commitment to leading on this issue within the investment industry,&#8221; said Deborah Ng, Head of ESG and Sustainability.</p>
<p>&#8220;Climate change is the greatest challenge humanity has ever faced. It is the race of our lives. Investing in sustainability means investing in our grandchildren, in our civilization, in our survival as a species. Initiatives aligning with net zero are critical ways our industry can show the leadership that will be a necessary part of combating these challenges. All of us need to make sustainability integral to what we do. It is the fight for our very existence on this planet,&#8221; said Jeremy Grantham, Co-Founder and Long-Term Investment Strategist, and a leading global advocate for climate change efforts and investment.</p>
<p>The Net Zero Asset Managers initiative was launched in December 2020 and is designed to enable asset managers to play their part in helping to deliver on the goals of the Paris Agreement. Its signatories now include 291 asset managers with $66 trillion in assets under management, more than half of the entire asset management industry globally in terms of total funds managed.</p>
]]></description>
                                            <content:encoded><![CDATA[<h3>Grantham, Mayo, Van Otterloo LLC (GMO), a global investment manager, has released its initial net zero targets and transition plan. In October 2021, GMO became a signatory of the Net Zero Asset Managers initiative (NZAM) and committed to reducing GMO investment portfolios&#8217; net emissions to zero by 2050 or sooner, in line with efforts to limit global warming to 1.5 degrees Celsius. GMO believes that climate change poses critical risks for the companies and countries in which it invests and that the net zero pledge will help to improve long-term investment outcomes for GMO clients.</h3>
<p>As part of the NZAM commitment, GMO has submitted its initial net zero targets and transition plan, including:</p>
<ul>
<li>reducing the carbon intensity of included investment portfolios by 65% by 2030, compared to levels in GMO&#8217;s baseline year of 2019, and</li>
<li>increasing the percentage of GMO assets covered under this target from 53.5% to 60% by 2025.</li>
</ul>
<p>GMO efforts to meet these goals will include growing the proportion of GMO investments in companies that have put in place science-based targets in line with net zero, engaging with issuers on net zero targets, refining its measurement capabilities to go beyond Scope 1 and 2 emissions to include Scope 3, developing new climate and net zero-aligned strategies, and partnering with the Grantham Foundation on climate solutions.</p>
<p>&#8220;There are stark differences between how the world will be impacted by warming of 1.5 degrees Celsius and warming of 2 degrees Celsius, or more, which we believe would pose challenges to our ability to earn returns for our clients. Therefore, we think supporting the goal of net zero emissions by 2050 or sooner to limit warming to 1.5 degrees Celsius is critical to our future investment success. Setting initial net zero targets is an important step in our efforts to aid the fight against climate change and demonstrates our commitment to leading on this issue within the investment industry,&#8221; said Deborah Ng, Head of ESG and Sustainability.</p>
<p>&#8220;Climate change is the greatest challenge humanity has ever faced. It is the race of our lives. Investing in sustainability means investing in our grandchildren, in our civilization, in our survival as a species. Initiatives aligning with net zero are critical ways our industry can show the leadership that will be a necessary part of combating these challenges. All of us need to make sustainability integral to what we do. It is the fight for our very existence on this planet,&#8221; said Jeremy Grantham, Co-Founder and Long-Term Investment Strategist, and a leading global advocate for climate change efforts and investment.</p>
<p>The Net Zero Asset Managers initiative was launched in December 2020 and is designed to enable asset managers to play their part in helping to deliver on the goals of the Paris Agreement. Its signatories now include 291 asset managers with $66 trillion in assets under management, more than half of the entire asset management industry globally in terms of total funds managed.</p>
<p>The post <a href="https://www.adviservoice.com.au/2022/11/gmo-announces-initial-net-zero-asset-targets/">GMO announces initial Net Zero Asset targets</a> appeared first on <a href="https://www.adviservoice.com.au">AdviserVoice</a>.</p>
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                    <item>
                <title>Bigger’s been better</title>
                <link>https://www.adviservoice.com.au/2019/09/biggers-been-better/</link>
                <comments>https://www.adviservoice.com.au/2019/09/biggers-been-better/#respond</comments>
                <pubDate>Wed, 04 Sep 2019 21:35:03 +0000</pubDate>
                <dc:creator>
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                		<category><![CDATA[Economic Update]]></category>
		<category><![CDATA[Ben Inker]]></category>
                <guid isPermaLink="false">https://adviservoice.com.au/?p=63713</guid>
                                    <description><![CDATA[<p class="x_MsoNormal">It’s never been better to be a giant company in the U.S., but will it stay that way?</p>
<h2 class="x_MsoNormal">Executive summary</h2>
<p class="x_MsoNormal">The largest companies in the U.S. have seen marked improvement in their profitability on a number of measures over the last 30 or so years, while smaller companies have seen very little change. The improvement for the largest companies is probably due to increasing market power for these firms and a playing field that has tilted in their favor. It is my guess that the field may well be starting to tilt back away from them in a way that will hurt their profitability in the future. But the safer bet is that that process will be slow and uncertain. Given that our valuation models assume margins revert relatively quickly, we may well be a little too tough on these companies, but even giving them the full benefit of the doubt on their future profitability would still leave them looking expensive versus the rest of the world.</p>
<p class="x_MsoNormal">If you will accept a little oversimplification, the last decade or so of global equity market performance can be summarized as follows. U.S. stocks have profoundly outperformed stocks in the rest of the world, whether other developed markets or emerging markets. This outperformance has been partially driven by U.S. P/E ratios expanding more than in other markets. But the largest driver of the outperformance has been the massive superiority of earnings growth in the U.S. relative to anywhere else. This superior earnings growth has been driven not so much by strong top-line growth, but by expanding profitability by U.S. companies relative to sales, gross profits, or other measures that can plausibly be used as proxies for economic capital. Unlike in past cycles, this rising profitability seems to have been neither a result of, nor a driver of, increased corporate investment. Digging a little deeper, we can see that the improvement in profitability has occurred only in the largest companies. These companies have been out-earning their smaller brethren by increasing margins over the past 25 years or so. The long period of their improvement suggests this effect is not something we should expect to correct over a single business cycle, but my guess is that the world in the future will be less favorable to these large, dominant companies than is true of the current environment. If we were to adjust the assumptions of margin reversion in our forecasts to account for a slower pace of this reversion, our forecast for U.S. large cap stocks (as well as high quality stocks) would improve noticeably, but the adjustment would still leave them looking meaningfully worse than the other groups of equities we forecast.</p>
<p class="x_MsoNormal">For a very long time, U.S. corporate profits seemed to be an exceptionally well-behaved mean-reverting series. Exhibit 1 shows corporate profits relative to GDP in the U.S. since 1929, with dotted lines marking the average level across the 20th century and the period 2004 to 2019.</p>
<p>&nbsp;</p>
<h6 class="x_MsoNormal">EXHIBIT 1: U.S. CORPORATE PROFITS/GDP</h6>
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" width="601" height="260" crossorigin="use-credentials" data-imagetype="AttachmentByCid" data-custom="AAMkADUwZDY0NzJkLTY0ZWYtNDY4ZS05YjAwLWMyMGIwN2U3M2ZjYgBGAAAAAABSB2WzuOo2RZ%2BTBbNzf952BwBi9NWbG0ZcR7iz%2FHgxE2sbAAAAAAEMAABi9NWbG0ZcR7iz%2FHgxE2sbAADfjiqSAAABEgAQABUhpVv1JaBFl4%2FBZRnIJfc%3D" /></p>
<h6 class="x_MsoNormal">As of March 2019 | Source: Federal Reserve<br />
Note: U.S. Corporate Profits after tax with IVA and CCadj.</h6>
<p class="x_MsoNormal">Up through the 2001 recession, this series was remarkably mean-reverting, with the expected fluctuations across the business cycle and the only outlier occurring in the depths of the Great Depression. Sometime around 2004, however, this series experienced a decided upward shift and since then has averaged 9% of GDP versus the 6% average for the 20th century. Though it has maintained its cyclical variations, the series seems very clearly to have been varying around a different mean. This shift, as profound as it seems to have been, has not actually been that widespread among companies. Exhibit 2 shows a conceptually similar series, profits as percent of value-added for corporations.<sup>1</sup> It isn’t exactly the same as profits/GDP, but it is available on an individual company basis.</p>
<h6 class="x_MsoNormal">EXHIBIT 2: PROFITS/VALUE ADDED FOR U.S. COMPANIES BY MARKET RANK</h6>
<p class="x_MsoNormal"><img decoding="async" id="x_Picture_x0020_12" 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" width="588" height="268" crossorigin="use-credentials" data-imagetype="AttachmentByCid" data-custom="AAMkADUwZDY0NzJkLTY0ZWYtNDY4ZS05YjAwLWMyMGIwN2U3M2ZjYgBGAAAAAABSB2WzuOo2RZ%2BTBbNzf952BwBi9NWbG0ZcR7iz%2FHgxE2sbAAAAAAEMAABi9NWbG0ZcR7iz%2FHgxE2sbAADfjiqSAAABEgAQAL6I1IjmjKdDpko4OeWmgxw%3D" /></p>
<h6 class="x_MsoNormal"><i>As of 7/31/19 | Source: GMO, Worldscope</i></h6>
<p class="x_MsoNormal">What we immediately see from Exhibit 2 is that the increase in profitability has not been at all evenly distributed. With the number of lines on the chart, however, it’s probably easier to understand the magnitudes in table form.</p>
<h6 class="x_MsoNormal">TABLE 1: PROFIT/VALUE ADDED AVERAGES ACROSS PERIODS</h6>
<p class="x_MsoNormal"><img decoding="async" id="x_Picture_x0020_11" 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" 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<h6 class="x_MsoNormal">As of 7/31/19 | Source: GMO, Worldscope</h6>
<p class="x_MsoNormal">The shift in fortunes for different companies clearly predates the shift in overall profits. Breaking down the period into the first decade, second decade, and last 13 years shows<sup>2</sup> that the top 50 companies really started to distance themselves from the pack by the late 1990s and today have opened a huge gap on the rest of the listed universe. Smaller companies, by contrast, have seen little or no change over the period, which leaves the large majority of public corporations in the U.S. enjoying no benefit from the greatest advance in overall corporate profitability in U.S. history!</p>
<p class="x_MsoNormal">There was another interesting change in the profit picture as this shift was taking place. The relationship between profits and investment appears to have completely broken down, as we can see in Exhibit 3.</p>
<h6 class="x_MsoNormal">EXHIBIT 3: U.S. CORPORATE PROFITS/GDP VS. NET BUSINESS INVESTMENT</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_10" 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" 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<h6 class="x_MsoNormal">As of 3/31/19 | Source: Federal Reserve</h6>
<p class="x_MsoNormal">While net business investment has always been a volatile series, up until the early 2000s there used to be a meaningful relationship between profits and investment – high profits were associated with high rates of investment and low profits the opposite. The correlation between them was about 35%. But just at the time that the profit series made its lurch upward, net business investment made a lurch downward, from which it has not recovered.</p>
<p class="x_MsoNormal">On the face of it, this is extremely odd. If profitability is high, corporations should naturally respond by increasing investment. While in principle this tendency could be stopped by there being a particularly high cost of capital, it is pretty obvious this has not been the case over this period. Exhibit 4 shows the Shiller earnings yield of the S&amp;P 500 (the inverse of the Shiller P/E). This may not be a perfect measure of the cost of equity capital for corporations, but it’s a pretty good one, and you certainly couldn’t describe the period since the early 2000s as being a high-cost environment for raising equity.</p>
<h6 class="x_MsoNormal">EXHIBIT 4: SHILLER EARNINGS YIELD</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_9" 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" width="591" height="276" crossorigin="use-credentials" data-imagetype="AttachmentByCid" data-custom="AAMkADUwZDY0NzJkLTY0ZWYtNDY4ZS05YjAwLWMyMGIwN2U3M2ZjYgBGAAAAAABSB2WzuOo2RZ%2BTBbNzf952BwBi9NWbG0ZcR7iz%2FHgxE2sbAAAAAAEMAABi9NWbG0ZcR7iz%2FHgxE2sbAADfjiqSAAABEgAQACQfZvTblqpEnQsT8bQJljk%3D" /></p>
<h6 class="x_MsoNormal"><i>Source: Robert Shiller</i></h6>
<p class="x_MsoNormal">It has also not been an expensive time to raise capital through borrowing. Exhibit 5 shows the yield of Baa corporate debt, which again has been conspicuously low in this period.</p>
<h6 class="x_MsoNormal">EXHIBIT 5: BAA CORPORATE BOND YIELD</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_8" 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" 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<h6 class="x_MsoNormal">As of June 2019 | Source: Moody’s via Federal Reserve Bank of St. Louis</h6>
<p class="x_MsoNormal">One complaint that one could reasonably make about the data I have shown is that the change in corporate business models has not been matched by a change in financial accounting standards, so perhaps stated profits aren’t a good proxy for what is truly going on. Moving from accounting income to economic profit is a tricky and inexact business, but our Global Equity team has spent several years going meticulously through corporate accounts to try to properly account for the expenses that are really investments and adjust for inconsistent inventory accounting, among other corrections. While there is always more to be done, the team can now generate adjusted earnings figures that are almost unquestionably closer to economic reality. Exhibit 6 shows a version of the earlier chart on profitability by market rank.</p>
<h6 class="x_MsoNormal">EXHIBIT 6: ECONOMIC PROFITS/VALUE ADDED FOR U.S. COMPANIES BY MARKET RANK</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_7" 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5/Xrd1yNmhi+gBx7hOr3jOTXSRKH896STJVIklFzRReXIMljsMxc2bWcD0Y6iJP1jKMyyfGDOPz58+3mD1cnoV81qxZkJSUpGcN1JYQIAQIAUKAELAbAbmGCDNWYxJGNNO9MG0u05CIFzczWZtY1L4oRaDJ+yOxGvrw/awcSWCAPwwZkGAXmeI+ROjE/fzwwYZE+inhgetQwgTJka+vj+55Ubul10RqbS+M+l4XecLadrGxsYzcaKlth2VXsrKyLNa2E9sUFRXB8OHDzQoFG7VQGocQIAQIAUKAELCEwNNJ0yUNE2awFhM6KmmktDp9i0QD8xfxhI9cFp4te/Hna0oRNN4GSdeExEckmZAQ7Tt0DPrc10n6DLU1WCT3lXGmcP55S75UHM8IEqWWmmD14rfKxSHTTJ4yMzMhKioKMjIyIDIykoGDZCo+Ph4SExMVwUpNTYXQ0FCIjo5m3+PfCQkJUFBQINW3a9++Pat3h7Xw8Fq0aBGsX7+eFQumixAgBAgBQoAQcAYCqB3hkWFKqQTEVANcHq211HgYP4771uRRZhFoYiSZkmO5fO04Rqe2LWHo3M+lr3iIP494wzHP5FwplXdJHMtenyt5agJG1ob1gVHDHnXGdpX5HJrJEy/6KxIfrjVKTk62uhA0z40fPx6CgoJYsWC8cnNzISQkBNLT0y0SLKuDUwNCgBAgBAgBQsAOBESTndx5mQ+LBGr1uk2S5kitHWqAMo8cZ+Y2NPtxUsb9d0QfKO5EzedAErd5azr7E8uaZBw+ClnHTpmRJaVlin5Z4veoZYppGQXNIhrBgYNZUgoGe3yJRJKH48S2uYOVVUFn8PJyaSZPSlojLeQJ/aTCw8MZnnFxcbBhwwZJ68S/I/JUXo4brZMQuIUAfxBhCQbuOEr4EALORgCJzLad++FQ9hkpMaPc6VmUSSQOXNOCTtE/bNwCl/MLzMbBfiKpEckWkjW8lGq9KWGA865K2aBaAkUNN7kPUt+nJkrr1OqzJR9bTE2gRiCdvY/Ons/h5IkviGue8G+uqXIUebpafB2uFv/tbCxpPkKAENCIwOXLV6D5Y+NY6xf6dIbRw4do7EnNbEGguLgE/i99N4QEV4c7opraMoRH9vl69Q/w/KJvzNbWMiQAflj2rsX13n7/MPb9iG4x0KZlFCS+95kmfFZMSoTOHe/S1Fap0dFjJ+DuZ81LmcQ3uR3WHz6lOCbKNyXpGbPvPlnxDUxd8QP77LcPX4GGDcJ0yXP23AVYsvwbWLDRpB37ac5Etz5TIVV8wKtSRV0YYGPN5Imb7XJyciA4OJhNpEXzJEokH4Ob7TZv3gydO3dmTZU0XHpXlXutGC5eK9LbjdoTAoSAkxDYsvVPeHr2x2y2bo3qwgezPKtUhZNg1DzNipXfwYyv1rP2kx+Oh4f63g8+Pt6a+3tqw1ETpsPGrNNsef/r3AaqVvGDPgn3QmitmhaXLPYTG+IYeNWuFQJREY1h42/bpK/j2raCDu3b2g1ls37mZCjtk7cgZd0vcPZ8Dhv7419NGi285j77KNx7z91mc+7ctRcGT5uv+r01AR9+eiLsy82Xmv3w7iSoH17PWjeX/T4sqCr4eVXSLZ9m8mSLw/jKlSuhSZMmkj+TEgEjh3Hde0YdCAG3R0CMasLF2Go+cHsgrCwATTV4NW1UX/NSMX/Ozj0H4PzFPGgYVhcimjQA/25DzfqjKaln11jps+aRjXXNoVkYF24omp70FpxVCtOXR+c5aunib0fu2C46veP8SsklxTZ6142m9rD+Y82WVl5/u5rJE6KF0XURERHM4VtLqoJnnjEx5Dlz5jA/J4yqy8vLk8x2+B1qr7Zt2wbLli0DSlXgqJ8bjUsIuA4C8hs8SmbJx8R1JHeuJGJoPPrWWPMNQ9J08vQ5mJW8XAq3R4nVHInlqylvviti7iW9GayVypG8PXWMUw6ImJxSifyIKQQKNi5V9CcUo//0FCgW/b3kqROcsngXmkQXebKWJJNrllJSUljqAXkCzEmTJjEChUSKX5Qk04VOA4lCCDgBAaVSFVpDvp0gnktMoVRI1lIYOLZ/dNQrpSrRyxeDOKvlEsLM2T9+8qbHFKu1tpGcZOC6t69eYK15qe+RQH34qclfCvMqOSuZo0iqlQgvyvXq3KUwclBv1eg3UXulR3OkJSJRN5Bu2kEXeXLTNZLYhAAh4EIIKBVdlYdru5C4TheFh6rLy3mgIGqmIXkCRwwff+qxPmZaKLW8PmLYPBK0x/r1NCNQSqUznA6KnROKpUBwKKWIOTuncFp3XMsrsxbCpStXWc4oLMyr9xLNjpjoMyfvMtSrG2o16lU8K+X9hYfIk95TR+0JAULAZgTUiq6WN5OREoBiEkax6jwSyx6T35e64HfL57xo5qMkhp9rzXrNB1TScuEci6aNgaMnTrOabPbkBLL5sBjUkZu5xDPGy5VYIqQGTe+Sw4jr5wJqqakn9iPy9O+//7rk7pJQhAAh4FEIoMr/+ZmLpKzH+EDmtcL0Oq56FDAyTYi4Nm6qU3JQ5g8v0ZRiK8lRMqXKMTaC4HINGcr54qgnbNKa6N17MRM2J5ai2UrNL0jvPO7UXqlQMcpvbY/Fc6jH3OdO2GiVlTRPWpGidoQAIWAXAqIjK/evkWdetmsCN+4sjz7kSxEdmeXZrVFTgH4tolbKnogvLoOo9RIhxc9ffLo/LPvuZ3h1zFBo1SJKF+JyDReO9+vK96yainRNImssL3fCyYGtDtP2yOJKfeUO71w2a+TbVl8pV1q7UbIQeTIKSRqHECAEVBGQ1w2bNz2JPTRFc5OWiDJPgxg1AG9+tMpMG4e+LEu27mNRckqRUGrV7I3wG0Oygb4v1pzPlZysuQN19WpV4bUJw0uRorIIFJDPiYTz7ZeeAV4DrjzVYhN/O2o19NTOHO9b3kmniCGRJ0+7G9N6CAEXREAtSkcMu0axy9PDzBKZQCKC+ZmUytYo5dqxR+OkdFzUzDpiW3FO+VpQg4HXY33jmYZKThL5ONbMRPYeZaV14JzcGd/R89srvyP7KxX2xfksmeN4H2saKkfK7SpjE3lylZ0gOQgBD0ZAJElyR1P0g5ky9zNJ+1Iecj7JCRBGwiXE363ZB0hePNaWiCtLx03UFIq+aWIf1OL0u7cD5F8rkArlysdEDdX0MY+XcnhPv3CZNXU0eVHS0onrKc9OzyJ5Ek21YsABr/uHe4XFfznpLE8vOWq/EyJPHvzAoqURAq6CgDVfCXlCyFHDHnUV0Q2XQ56TydEEwtYFIIFK370fOsVFw+gps80Sb6qNqUa0eHskibExLSWzmaMDBUSzsJLMeiMTbcXSFfvxlCHcl40TIySUaLp9d+Fy1SLErnpmnYkzkSdnok1zEQLlEAExPYElnwrRoRxvzmVdMoRrd3re09FQp2Yx3NtdzB+i5hD38M6oRrAhbbeUlBMfwN/Of5UlikRtBV6iLxf+LfpJOcv8o2aa4j/D8hwxhr/LJSu+Y3m9Mg4fhU5j32awIMH9/c89FslyedAOW7tVE3myhhB9Twi4OALob4JXh3amoqSudomRPWqJGlFmuf8Tv5EPeaS305eExKnHky8yU6JRBAcfVut++UMyfTgj2swo4ESfJr6HuJ6v16xnZru+PbuWyrAtT9wpapk4UUbT3+rFbxklpjQOyiZqTpQ0Ykbtq+HCl8GAlhzIn33iIWgz/DVJKmtO5WUgfplMqYs8WSvPorQCrF03YcIE9tWIESPgpZdegrCwMKlpbm4uhISEmHWNi4uDrVu3lgkgNCkh4OoIoL9MTu4l5lAsPozxpjagV1fVkgxltS7RaddSDTElR2iU2dF+KUiUMMOyWHxXngXdXg2FUiJKdzN94D5eu1YIA/rEa9bEiWYz0cHc0fmCROLGtWLygrbkt3PrjqCUvBbJJY+aFH8PRgcnlNV9yd55dZEnLAwcGxsLSUlJmgoDI3HKysoyKwx88OBBWLVqlSR3ZmYmREVFQU5ODgQHB9u7HupPCHgUAnhTy827LL3ViwQDydJfR05JjtZ84WX9ZiiXWV4KwpJzM3dQDQzwl/wteKkRkdwYtcliVm9OZpSyL2vxjcG395CgQOb0zYv0ou8I7t/qdZvMnKotaeCMWpsrjIP4zlvyJYTVqWlW2FjPmbBlHeL43MQkdx4nEmCOLJ77fYeOsb1SKtHz5gefQvOmDXSRZ1v2zl36aCZPnORkZGRAZGQkWx+Sqfj4eEhMTFRcb/v27VkhYCwSjBcvHJydnS1pn/hnBQUFZgWD3QVAkpMQcBQC+ADmjrr8Rq+W4wfNH2sPZEui2KspsWdN3DmcEwTud6LXRCN39rWXcCCeRUXFZhFtcg3FkAc6K0aOWdJ+ifvEtRyvvbNY0WfEnUx19pwBa30dWSNN1KKIZ07UntA+WNsh+t4aAprJkxLJ4Zql5ORka/Ow71NTU2HGjBlmJjn+GX6flpbGTHvTp0+3Swt1/Z8bUPLPDU0yUSNCwFUROHI0G6KfmsrEGx3fDp54+AHpb1Fm/G7S2Kfhu5Sf4Zn5X7GvdiyeBo0bhjt9aaLMrWtUg8VvJEkyz3oiARKfeFizTJ+vSpHWwztd2bhMc3+x4aJPv4IJn6YAyvTdwulQPbAa+/q5l96EZf93oNSY2C7h7miY9s1G9t23rz4D99xtyl0kXmfOnofHxk6HXRevSB9jX/Fv/gV+/mbSMIht28qmNXhSp7XrNsLjs5ayJf3+/mRoeUeEYcvbs/8gdHpuBhsveeTD8Fj/BPZvcU69Z9Ew4Wggl0PAz6syVKxwm265NJMnJDkJCQkgaoj0kKfCwkIYMmQI01YNHDhQEnTHjh3MBDh48GD22fjx402HXiMhU1rxmcsFcPLSNd1gUAdCwJUQOHHiFDzy0iwmUmRQVXjioR7w0kdfs78/feU5aNq0sZm4mzf/IX2/cOLT0LJlc6cvZ8+efTD8rY+keTs1qAO/HzvD/tYrU/6VfJg+K1nqj2OseXcK1KxZQ9e6fvjhZ5i2IqVUH1E28UvE+q2pY6C4uETC/42nB0CXLh3NxkD5xkx5GzLzrqrKM6iDiSg93D9Bt9y6FulmjcWzjaK/N/pxuOuuGLtXUVJSAh8t+RxWbNld6ndy4cJFmDhtLjSpFwqjhg+BgGoBds9HA7g/As1qV4eqPl66F+I08oTmu7y8PKukSMm0p3dVpHnSixi1d0UExDdllG/IXc0kLcnxb9+XtCdcdlHr89mEodC7ZzenL0tJW4RCoNZl3aezwdfHW7dMv/yWBv1eNWm31TRAfFA+P2rjpr04CkRMtEyMGL/9yvNMzqLiEgi9/2nWjY8njjH7w6WSZgo1GS2bNYUXZy+RtE7WZNUij6e2QWxfeO1dM63fuR8+sul8iBhNffMDmLd+O/sIz9zmL983gxDnteUMeuo+0LoAHK554qRGdOzWqnlatGgRrF+/HhYuXGjVHIcRfeHh4ZCeng7R0dG0t4RAuUVArUSGUl0xBEmeFRqdO7/9eQur5eUIZ2uljVHzybInskl0kreUVFE+t9wPTC6vmFUZfZq4s7fYTq2Wlxi6L/rPcEdxpbHK7UFWWbg8nYARDtyif90Hrz9fKn0C7QEhYBQCmjVPtjiMo5Dcp2nlypVmKQr4AtCMJ5ryjNA8GQWOI8fBm+/Sr36ATm1bQlnksXHk2mhsYxBQynuEI1vKT6OUFNCZ+WyU5hcTKNqKjDWnc5E4Ks2BEYgN6oWaZUzGKKzComLw8/VRfciKhAyJ25QvTQkgxcuIh76tuLh7PzEHGOL7/PDBLHHjiTMXpLp4WteolWRrHY/aEQKWENBMnnAQJDkRERHM6Rv9lGJiYixqiDgRsqRFQlKFqQu4Vkqrec/dt1V8yOCNHSuRi1f3jjEul6/H3TF3N/nVtDiW8gOp9XFG9J384dU5rg2cv5gHXdrHaK7ZprZH1kLbxYewqFHCBzLKgQlExcg6rZF/agSWy+luuZpc8TcgZpbHe+GSrfuYmHpJv5joketBZicAACAASURBVPbFFXfas2TSRZ6sJcnkZCklJYWlJ8BUBRhBJ7+++OILM6dxMZHmpEmTYNy4cVbNe+68DWrZXOVrohT47rzL9ssu1oPTqulQe9hryVNkSWIkHucu5FrUkjry4SUSnx9nPFfqxULMzYSJOAuKisDf1xdatYiSliWSO60PVzENAQ6ED/eeXWPZmO1aNyezkP3HXDGzPA6rZp5Wm1I8I6QNNGBjaAiLCOgiT4SlMQiIvizoC1In9Fb00JlzF6U8M1pv8MZIRaO4GgJqdbkskWrRF0dcD77Fi9pMXlqjZbMmEsHg5UNq1QgyK/UianXkZxIJ0/rNaSwBopjt3FImcVtwFokP10jwuTu2awUffvqNpLEo2LhUNQM2jpN96oyuUjaIy+9pO8Df31dXP1vWWR77iOdLvn49GlNH5o4qj/tCa7aMAJGnMjghlkwQou9GWWeKLgNoaEoBAdFZGf11LucXwOhhj1jUdiiVWZCTKCy5INb94gkglbIyY1/xoSQ6bIuaJvw8snF9qW6bI0qqiEkzUfvUY7J5JBXXDH00ewqdIzdDQDTdiaLrIU9iEkx7Na1uBh+JWwYIEHlSAJ2/acZ37eCQLeE3CjW1NDfX1K/jC4smDYfubUxmArrKBwLyArJ6I9XU/J44eqJfCX6GmbsbNbhdqqqOn4maI/GhxOvnxbS6AybO+EDS9qAPUdPwOjB7nclM74iHlzX/I5xXL1bl40S5/irFvRWjJPWQcEfXy3N9FElCSwhcvpYPR86chLohNaF2kL5ccUrjEnlSQIW/4TriRqwlIgT9N+b/33oIDPVn0g24Mw6G3deXfhnlBAE5+dFrvpVXs+ewqYXuIyG6ePmqWXkXcU413yv5doiV6/VoDLRuq1LhYNE53IioPq2yUDtjEcAXBoyy4y4M/WcsZhPwFBLyws1Ks1uLyDRWYhrNHRDYn50Fvl7e4OvtDUkrkiG3qACCff3hwyfHQmAV+5KklkvyhOYGLNjp6+NTav9Fs5leh0Uth0l8w1Jzalz128+weNutkGjvCpVgTZKp3ABdno2Akv+HXvLE/ZnyrxUA9wd69omHIKJJA3hl1kJJO2QJSdE8p+Z7Je/PiYwjfjd8LrmGAnP5LPvalD18yIAEcuD2gJ+HaCbGe+TzMxex4tfi/VJefBqXzc+p3ig9D4DM6hKKr5fAmdyLrF2d4Brg46U/Wa3VSVyswW97d8DMdaZyVfJret8hENP0Drsk9njyhG+rmMuFkyX+Vo83+HcnJZZyAJVHwhn5Bi1WcFcrTImHfNjCtxhDFq9PnkoyRNVo12mhzg5HQPTrwYcAXuijpET0bRUGNZuYPLNGYFXF4rU4Ln8AKWl7rM3ryIcXPjSRAB7KPuPU5J/W1uzO36M5Ay9738SNwkB8gRC1pfxc4QtujydfZISKm5fF+7bRFoOjZ09Bw9q3A+KUd9WEFWoyjDD9GIWZ2jj4PMk6ewpmrl0hPVOM0rw4WnZbxhdJ4jupX8KRvAuKw/S+IwZG9hpgyxRSH48mT/Iq2qMevR+Gzv3cDDB55JLc5GGr7wb+wFHVzEmbPFs0/sAferA7FJWUwKmc8xJDxoPNiVPxtb/Bp0plJu/Ybr2hR8wtH6yzeRdZX7zKy5uEXSfdDTqLDwBHEhAOhfgQws+Q0NcJqSaZ7/DFQS16D9t2iY6CPvd1MvOVwnEsZQF3g20oVyKiWWP8l4vYmh+L7gQdm7Uyux/xz/B7JBDOuCylcsEzKd6j+e9ETFVhVJoCvMeKph75C60RD2Bb8UQip0Z2UW4kdkj6pq76uNSLOM45qefDcHcLz6rggZhMWfmRImHC5+rjcffAZ2m/GGa681jyJP6YLB1Q+VuKnOTocVjk88gJGEYGTZn7GXtTwgvfpvo90gk+3/W7qmi42SFX/OCgl0nV2jioJsweMgqQWc9a8znsOH1M6ovfTe43xC3ehGy9WZSHflpMukbjgJqlUS+/ywgTPnTW/PS7ZNZTy6gtmuWUHnR6zYxGr4nG04aASA609Iiu2wCmDnjS4SYfS+QJ78ezkpebBSqsXvwWiNF6llJVaFkntkFSKWpr1PqVhUVA3DfxpVr8HIndgbMnzIgEfrZ2fzpbStdGd8DEh4ZohcMt2qmZ6UQT3bJfUuDzHbeeu/hyMOSeBJvW55HkSZ5t+M7Gt5uZJ/BtZfOODEZm5OYzubOuLW8xoulFviv8rbzH2xNLbRiSIFQz4k1qQp/HYOa7n8C2omPgF2jdPv10h3h4qMM9Nh0C6lT2CIgpBhzpM2RtpWovHWJ5E3mSSrlPFJEnaygb9336of0wZfUy9nJl6QVK3q56lQCY9vUnZi9holT48oaXXNsy55FEuCO8kXELUBlJzc8OzxZ3JuddxbQVRpjsOFZ8fH5fRkwm9R4EJy+eg/c2rpUkx8+fv+8hu31otIIqJwDW+iFRGn5fX6apGrV4jkSoVo993eFE2JpsRn4/P/VriRziMxQVDHLCr6SNk1t1tMqkizxZyzCuNKmYPXzEiBHw0ksvmdW4KywsZOVeZs6cybrPmjULkpKStMqv2E58C0HyUyM4CAaPf5ORJfxxYUI/jOwYvWQN6y8SJHlkkd4HgegjohTdhGbCij4V4cnFs9nceLAHtO+maHpDLdj/Zn8MrTqFSuY7vmA8FMO6JcDIz0y5bjzxTcKuQ+DAzmjuwjB9LKljlD+SqHXC1AFlVe9QqRix+PvAtQdVDzRDV56jxxZtrQO3y6OHFh+Gag9xJT9KvF9sytrPsMF7yYxBI5iZh1/cFQA/E90KbH3Q6N0ENfIkRlfyMcX7rL3JWb/Z8gt8tGW9JK7SSyni2fe9l1WXhNiOeeARw4mJXDY1AUTXD/z37EHPSFYJcQxOBp1BhvXuv572SHbf/ekbiegj2f3gqfHMRw0d4+XO8XI/MFvPtC7yhLXtYmNjGbnRUtsOiVNWVhbMmTMH/Pz8AOvWHTx4kNWy45fYpqioCIYPH25WKFgPiLytUqoBvOmj4/jtdUJZM5HkcP+NwAD/UoU/9T7I5GUk6ofVlYgbt8/jDYmTHksbJz7I3hnxABw5eYbJPv5/j0KD//wPxJvnjy+8ZQtc1EcnAuK+6D0f8qnwHL72zmJJM6oWSKBTRJuby/2gtPheidoqfJB9POslu2vZ2byActIRtQ8Hz51S1RwhDFzj8PmvP0lv5HJ4tDgPozmIv+w5y89Ha4SnuB5bNLa4tmWb1klEUhzPUkSWNSJj6wNZ7fiKzwzeRvRH459xR3ZOhOX+sHLNC+7/iufUiaCr/pxw375L2wxXi4tK7Z09pjg969VMnjIzMyEqKgoyMjIgMjKSzYFkKj4+HhITExXnxNp2SJiwzh1evPZddna2pH2St1m0aBGsX7/ejGDpWRAnRpwkWeorOpSrtdPy8BD7ipor7myOJpmTp89JzuM/pm+R1L6WfqBqtn/RbCKqcPEt6ci509A4tC6Z8PQeGh3tRdOuLTdscSq5mVipbpsO0QxpigRq89Z0kJdpsTQ4OpZjEeCe93Q0NDLQkAV52CCikzdfmujPorZcfFAO79LLLDhF1EpYgom7GXAtlaMhlf8u5Fp8Ja2+LYEKb32zrNTDF3Ga1v9/Vh3kkYgEVTXlCtqWuZf9nzsk47+RvCbEdLDbzImaEiUTq63+VqiRWfjTajPNY4CPH1T18YUH47q4rO8snvuU9C0M5z1njis6wuN38x9/zureGXF+NZMnTnwKCgqYFgkvrjVKTk7WJEtqaioz0W3dupW1z83NhZCQEEhPT4foaJPnP7ZJSEgAcR5Ng9vQSMzpZBR50pKoTXxrsbTRauRJ1HbI7fN8HfYcIHwQ7tp7EB7r15M0CAoHQ26mQn8gzKP0x/bdEFDFH7Be3A8bt2jKOyT6x5G5y4YfcTnqgg/rQ6ez4feDe800Tlx7gG/jfx09xBD5KzvLjBSI5htsd/j0CWgX0VyzaWnyigXSnM7QcMuzyaO7Aw9swPXh3/1GvioF4eBn1vxTkYSk/vkH+Hv7QJeWMbD94D6JSCIp7BTRAvy8faBlgyY2p20QX4z50bQnpxASHTFAiBMyJG32pEpQ0mRxwueKjuTWTKVoqhvX6xEoul5iN1nVekvRTJ6USI0e8oS+TUOGDDEzyaEPVXh4uOHkKfdaMVy8VqQJg3PnL8DefZnQonkkZGVlQ2FREdxetzZ8vioVvtl5kI1x4Ftt5PB49km4/3mT79bkh+Nh0MAHFWX49JdvYNfpw+y7tx4dB96VvVRlbdbvmVLf/a9zG0ga8zT7POdKHkxfYwo1Fq8hcb2gTZMWmjAQG125kg9xT5qc2R9qEwHTpozVPYYndxDxsbbO5sEB8NVHlk2pfH/FPbU2Ln1fvhDYeXgv7D1xSLpn8NXXDQiGDk1bQ4v6kVDVr0opUA5kH4LLBaa8RGpttCL59R+psOWoSbvycEx3OJ13HgpLiqFjVAw0qhOudRhd7bZs/ZPdj/HeHFqrJhQXl8COnXug+R0RUK1aAOzctRfenL8c9uWa1pj2yVvsc7UrZfsvsCHzT/Z167pNzPCccP8TUDekti751Boj7mcvXYDv9/whNbF2n5ePdTrnLGzN3Al7Tx+B/BLTs6xpjdvh4fb3Q0i1IEPknLX6Izidn8vGwrPE/43z+Hv5QpPa4RDdpKXF55MhgmgYBPGY9cOn0t6hbIH+AVAzMAQOnT5q1/kOC6oKfl6VNEhh3sRp5AnNd3l5eSBqqVyBPKkhNnvuR/DxrzvZ1z+8Ownqh9ezCu7Pv/wGYz78grVbPnUktGltTl7wJlj8dwlsObSLHdQAb194/ZExFsd9+OmJ7OaAD2J+k+jWqC58MOtW8VMkUKnpm9g4nJR1aNgCBnQ0mUv1XCIBxH4bk19jNy66TAhkZB6Ghya9w/49pldHOHX2okSylTDi+HGS3qRxA3aWEOctaekw4yuTc6olsk3Yl08ESv6+Dit/+74UaeJoPNCyI9zTqqNTwNl6IB2+Sr9V9UCcdEqfRMMe6HoXgy8z29N3A/9dWer/8pdzJSIitrP1RdOarCJZ6x7ZFupUr6nphfZq4TWY9f0SM1mR0Azr/rChRAbn2Xs8E8Jr1mVL4eREXJcj5hXHzzqTDVcK8s1wwXOfdeY4I/5N6zZkZ0s8f4md+0Gz8KbW4Nf8vcPJEzfb5eTkQHBwMBNMq+aJ+zEtXLhQ6ov9udlu8+bN0LlzZzamM812ltAVkwOiWQYrtaOZL333fmgW0UixDIRop5cn1xTDKPm8WiLk0KF49bpN0LdnV5i35EspB49a5vNB778uJQGzxRFQKZnnqGGPaj6IntoQ92H7rn2wbed+tgeRTarCmH73Qe2aIbBozTo4feUK5JwuhNM5180gQJ85TCTJS0zglxjxySM9eWO9UZ2eijOty4SA3M8FzW4t69SHe1pEQ07+ZSgoKYZebTtqNrvZi6uSnxUf0x0SLqq5Nxjt2C3iLDra888tzYd7jqbEtEP7zfyR0JwoJki2dy/V+iNGv+zdwb4+eemilNLAUWlwRNMh+uw1D2sIF/Mvw7c7t5SKnBN901aOnGyzWdVI7DRrnmxxGOdkCP2cVq5caZaigC/CEQ7jRgEkkiF0Rly9KV0xNxTOh/5JPB2CkhOxGBXH5dMbFSA6uMszo/MxRZJmyyFTqlxvzZfAKLxddRyxrA7KGB0dBMH1qiqKe2j7BTh+RpvJWByA/J1cdfedKxf3WxIdj9EfZ1TPh+zycTFiFZiEEB/seGFQCg/pd9TD1QiZcQy1ZKA8pN2oeZTGEX3F+Pfy+zL6Na39v9/MkjdiWyTMS4ZPdBpBFuVHmQbON9VTdVSQgLWIRZFw8rxaztgzredBM3nCATG6LiIigjl9a0lVwLVVokO4XDDUXm3btg2WLVsGRqUq0Lp4a+3kD02xvUgo5CUslKI+xGiViNDb4ezlPBjStaeuG6KoFVJ72IoOi7a8VcmjXPiabS1TYw1jd/he3N+hnZrBmWBT3UGuDcgvLpScaWv7VgO/vyvBidO5kJqWrXl55RlfzSB5cEN8C9919KBZjiH+4HJGVm+90IoOvFo06OL4uFZnlpTi2niUAV9Y/X184fzlPKdElvFUCOI9QsRLKZM5EoRmtcOcIp+lfReJny0v4tbOlJJCAdder3oNqB0YVIpM4njOSpVhTXb8Xhd5spYkk5OllJQUlp4AtUppaWml5Pjiiy9g4MCB7HNHJMnUsnCtbZBAieYy3g8JEq/iLkZMoYnvlXFPmZn1RPWkXm2TKKf4EFfLpCu+MWgNuRXnEKMF+93bQaoFWJ41IzyPUY2ASjCwfzQczDvHIBPJqdIbZsUCgDoFt4rvYnj12y89w8pL4LVk6z4JeiMLUGs922XdTi2JXVnL5ez5ld7A8bfbr00Hl045IroIaE15wM0vjtJmyPdONJ3pJXlGngMkm0nLPpBMYRiBhw73M9d9JU3DEyY7q4agtfXJX8Sb1g03jPSKzylRDjH9gkh6+YsEVt5wlQLWusiTNbDLw/fyMHWx/pdaTijRX8AWbRDHVZ66gPtiyXGX34y11qQSE4fiWh7rGw9thr/Ghi/PPjmojfvizx0QFVsLKlSqwPCQ3/zxJj3j22WlilJ+MWIyvDH3E1YOaPmcF6Fpo/rSdqEm8c2PVsG7kxKhQ7s2Nv18XJ2AKMmHLxN/HNgtvVlqPZ82AeTineTZv/HNe+jdPZxW6sMeeOQ5kiyZ73Cdm/ekm5U1cUapF9HXqax9syz5jbmi6VPJZwvP5/SBT9tNYERihr//43kXWA4ysVgx3zvUNv3v3t5lYr609Psg8qTz7mEpsaZoysOHRt7VfJasSzwo9uRfwmSbYlkZTmrkiQkv5efDop9vJUHDdtbUnXJfJyRLzSMbQ+TjLzKE7M2krRNml2peq8dguPPu2hJxslZ+QWseL72L5GeK9+MEhN/QMMcJXvbkf9Erk1J7nt1YJEj44Lo9pJYZaRL78sLX8lIKRsjjymOID3d7tNJlsUb5S5qaP4qas7YzCIOYRNiee69R+Moxc3ZdPL3rUAp0speEyl8YHGES1LtOW9oTedKJGhYdTpw61yw5Gw4hltWQ27F5YUlsp+eg3CgpgcNLl8OVXXugZnw3aNCvD5NW1BAxYtQsHD54/XlmKsTvMJkcXnOmPgsvr10qRS4oHXokZKOnzDYzIYnjcTOe3kzrOmF12eaIZ7fxk6Fh6xAmozUSim3Eh4U9mkYRFK3OldjHGQ8lpQ1T076pbS6SBbHEiFFYuexhEgTjkVULN6dKv09bM0aX1XqVqtjLE2ha0rY4w/mXylcZczpEM5s95k889x//vFYqF1RW9yojUCHyZAOKmLLA19dHIh1yPycl/xc+jZbsvIUXLsDR5Suh4FCWmXQR40ZBYNMm7DOxnhj+zU144ufoF/XQg92lulTYTsx2q1RXbdG0MRDRpIFUYoObKZFQrV5c/mrnYa3CiV99BrUaVDMRUoWq8ifWrYeza1JLnaT0oErwfWAlqxXvkXR8sO6bUnXKuIbrq99/VnSexAnbFt6ELrl/Q5W//4XrFQAOBlSCVUGVdJF0G34CUhd8s//pwE5WVR7DnHmxWd5ALFIqfsZ9ZOQ+eh8+OdZuk4A963F0XyTBYig2n89ZPkBGrg/37tlP3jMrkyFqd+QaBnx5a1I3zOys63mZ1Cq7vFAs9rPnga91Xk9vJxLR1WNf12VGk5MmxKosowmN2CsiT3agyGvWiX4sOByPrONRE2v3p7NZtGgtsJ3aw9i7Tii0mDgOKnp7s/HkzuxYF23+irWw9sCtKK+CjUvhz8P7zRwTq3n7QuGJIrNoMCRf86YnlapLJkbflSenZu6PlH7hMnTsEgp+gSbM8WYPZ87D8ZWroOSMyXHc0vV1HS/Y51PB4s1bNC3IxxJrluHN5qUeA+DG1nQoTjOdKaXrUEBFiHpqmJnfDI/6wfZ3hjeC2MgWdpMUpVIUOD4vlYD/xqgqvHGiCZtf8kgreyNEre1BWX6PJsx3Ur8s5QvHZUKsElrFsnIh7miyRAL1y19/SlGCSJCOXzjLNIp1A4MlDYNokjTKjUFpX9UckZ3hX1WW58wZc4vab70BDXItJZ77yf2GlLmLgT24EXmyBz2FvqKTHb9hcF8VreG5u19/Q3owN5uUBKfXrWemO34hiao/sD/TQolO5Gg6xIe9eHFHbyUV+7Z1JyG/5CagSe61CcMVC7qKvlDlJeJOXvOwe0I95u90943KcF/ev/DP1Wuldr5S1SrQ6OmhUNHHB64ePQ4nV65ibfK8K8DcuqbyO3jDua9ZG+jYrBXz/cF0FQPad4ORn70PVW8C9LvyLzS8VAK3+fnChhqV4LeKf5vNgw+A6sfOSGOLX1a9tzMUbP0TbhYUso8Pd7wTBg/+H/u30ps474tqc55skRfe1FJYWi13Do6r17dEfOA5w5Rj8E9edTg1Xx/u5xJUtZpTCpg6er1qddL4vLheUaPoSPIk+ujg2W7dMAJ8vb3d+iHt6P3TOj7u89RVH5tpGvEZ93Cne60Sf3Ff0PrRvH5jq320ylVW7Yg8GYy8vf4u16/kw66JU5lU1Vq3hMjhwwB9nzI+XFjKjIff43Xs9HnYc+AoNPK7VSPv0t83IDWnENYW/M3IEV5eVStDQZXrkJF3lv1d+TzAtKFDoXKAl1StGvNriD8GMbfUzoWvQKsWUQYj5nrDiabPlx/uAtuuH2PkJul4sZmw6IfmHRQEFX19oHpkBHgJdbUyFy6RCO85X1OEnvwqqXAbbK9WEQor3AYPXPwbgkpumjX59HZvOOp1G/sMzQ7PdeoBGbPmSuSt3sD+7LvAZhHgV7Mm5O7ZC0fmL2afFXhVgG7z3gU5aVYyo+HYeIkmN0sEyBJxsrUIqnhz1Uu+XO8Emfu9oXyoQWxYq47dhWddca1q2h4uq9wRXjyT9jof4xy84C/+myfuLK8BCI4+H2pJXDELOhajTojpoFiYl1tjeBFrR8vpjPE9kjwhgcGrcZ16dpsm9G6CPZFWV0+cNNMy1X9yMNS6qy0TAQnU5YOHoOD0WUX/GsWH881/4UThddh6qRgWXDI9+BuH+0vOz+3rNIHRfR+WMsnyMcTQcXSQ5+kKULPVJTqKlRuxNbReL57Oas/L4DRtGAZT5n4mafD2fzETnv9yIXS6dgO6XzBpgpC01u0ZD1XD1Osd4l4emDlbk/joq+T1H29CDRbXbN3WKBzyut4FVS5egurHz0Dx0Wwz4lSnS6dS429+bRr4ns1hn2c2CYUvbtzSRPIHFb5BHjqdbRY2Lh9I7aEmdwBGUvBY5/tgW+ZeuLNhU5vf8MWXDnd2IuUP877vvSxBaiuh1HR4XKQRfzgqiSMnw6KmyoggASXzsRGkzEWgdUkxLL1A4csYaq9rBATCvhNHoVZgkERq3S2i1BL4HkmeeHItZ+ePwTcqMXpGj1OdqHHiG9bi9clMoyC/8MGMpiG88g8ekjQcN728oKh+fQjx84Gi3bfMfNhud/1G8MzaraxPfF9TFfQgHz8I8qsi+WOIWgnxkCuVbEEfqerVqkLzpg1gQJ94RZOfS/7qVYRSyqyODvcVQisxv41BOX9D0/wbrDeaUi0RJz7FsW/XwIX1G9mf/k0bQVCb1lBUUgSnzp6GykUlUPGvDDNpgjrGQsMB/WDvW+9IZlvsJw8cQPLWZOhgyfdNHOTEoUw4+04y+whJ2fEqFWFtUGWY2G9IqdxB4kOHmxQ/3/E766tGYESnUSNvhGLGand0nhb3QNSsuDsR1PobFnM+iX56SmZYo8mTUji9IxzRtWJRXtrJ6y9qWbezfc/O/9+fTKyQVi0V75daZFZr45HkSYx2wxs8+pjg5ajMrUqRBNZ8N1CTdD5tu7QveTt3SQ9JfGCG939Q0wMaB8ADcqOoWDLf8M8ubkmTxkSNRl58PPy8bTec982H8zfN/XZ4riAxekZ8Y8Sosw1/pEuFicUDpVSOxp5DWRZ9eUoGPndC23Don9AJPt9lIhNTT1yHSv/cBMQxepap5pO1C/f49MZfoZKvL9SKa1fqx5uZthXObP4VArx9oV6HDpKWEaMtRfMcnwdJU/VWLaV2avP/PGc2BBw+KX3t1aAe1OnSGSr5+kBwyxbS5zxxIS8yi19wjYlSdJLoz+cIgiP+brVEpVrDv6y+d3RZi7Jal6V58Wz8vOv/oFm9Boyk80Sove+6u5T232jyJE/WqTUwxxVxdDeZuMm0oLgI6teszTRNB86eUAyQcPa+4HPx+Cemag74TI16drihBEoXebJWnkVp47Fky9mzZ2HevHnw/vvvQ3R0tFmz3NxcCAkx5dDhV1xcHGzdatKS2HIphdDiOPZkKsUxj5w5yUyBGDmECQnvCG/ExJO/wXdoGMVMGZbSyO+YMFnR8RidwVu9/JIty1bsI9d+NB83mvkIYPg7OizjVdXHV6qjJJpPlB6gaN5a9nUKXM4vYFmz0UFdqRCyYQtwwkCi032vuHBoUL8WHCo6L82M6QASzl1nf6N2qMngRx0uFWoiT/+yCUou5kBFfz8IvbujZjJdcDUf/vjkY6hy8jxUumpyIOeXmC9MaRFiyY0Vz90yPWFbo31V5PPbY/J2+IZonEAkBo4gmBrFMKwZnsNLmQfZy5lfnVApVYo9ExhNnkR/GgzI0OLAbI/81NcyAvz5cq24CJqHNWTFpDHCt0dMB6dCd3j5F5D3xzZpTnzxrd2rh5mSwR6BdJEnLAwcGxsLSUlJmgoDr1y5Ek6dOgUBAQEwfPhwUCoQnJmZCVFRUZCTkwPBwcH2rMWsr1oECDc14PdBVQM0+UTJ85XwibhmRjRlaEl0J/rDIFnyqWUyzeFDsm78PYqmOluBkTubNx75lJn2QWlcueZO7WYkZls/seo9s3p+tspbFv1Qq/bw6x9Cq06h4FOlsiQCOon3XJf5MgAAIABJREFUDqgDjU9chAqXr7LPtZrsymId8jnV/K4smf3Et3g0feALQ06+yW8qZfc26Y3SEWYRe4MtXAFz8V7gbBOFnvVzH8qSvFs+cd5BgRAY0RSuZp+Awv/ScJxN/dHsJQ9fHoJaNjdrV7Vhfc3EHmU0KuEijmVPgWI9eFFb90NATUGBK6ndpxezCOCZF7XxelapmTxxkpORkQGRkZFsDiRT8fHxkJiYaHFO1FiFh4crkideTLigoAD8/Pz0yG61Ld6Ml/72I6tQveVohhRiiRoVHllkKbKHl5lQc65FZ0csloih5nhpVUuKeZy0kBmrC7XSQHyIatGcyImnPNSYT4eko8dk09oxx1SnuGjIzbtsE4nCnFlFRcUQVD3Q3uVq7o8pCXLyLsPiz9fAtqJjLJdT6D//Qsg//0Id/2rQsbAC/Hv6lgaKRz9qnsAFGqLq+tSq1RAU1w7y0rYrajvFwAQtmcytmaRtXbaRD1VbZbCnnzWtrT1jG9EXzcE3ikvgRnExZH20VPEs2DoPRn4qBTCojce1RfYmrxTvVeXFv8zWPSov/fiLAY88xvu2X1g9uLjxV8Uzj0QqrGe8bng0kyclkjN79mzIysqC5GSTg6raZYk8paamwowZJh+StLQ0GDFiBEyfPt0uLdT1f25AyT8m515+bT2wC97d8G0pER+6sz10bdkWalUPgSsFV+HSNVMyv+W/rYO/zt5KNsk7Vvfxh0vFBezPO2ubHK95u0n3PwatG1sO5f87Px9OLlsBxUeOsr5NXp8KlQMCdG+c3g4Hp7wGN65dg4pVqkDE9Fesdt+wKw2++vNXaa2Pt+sGvWO7mvU7c/Y8RA2awD67P7Ie/JBp8rP5/f3J0PKOCKtz8AaXLl+BB4dPgV0Xr7C+IUGBUKd2Lc39bWmIsj/+0kzI+acYqgR6QZ2mgWYRdfIx/Vs2hzr9H3TKXtmyHi195GdP7FP3qaFQrfkdoPY7Ec//uB4PQ2RYQ6tT4nx6z/YLn82DY5cusrE/GzEVfLxupd+wOmEZN5j+9WLpXjDrkRFQv1Zdp0tUePKU4pwXf/4FCvbss0me4F73QWCrO+HEkk/h73O3XibEwfC+0vCF5zXv94B5pnQsHetHwpjeg2ySCzvtOpIBM3/4nPUf3ul+6N7alJaFrvKBgNI95ugHydLzFVGo+VBfCOlkMhle2bcfLqSsk84xntsmo4ZDtfphugHTTJ6Q5CQkJICoITKCPO3YsYOZAAcPHsyEHz9+PPu/NUJmaaVnLhfAyUulExl+9fsa2H/OvOQJH+eO0EaQnXcGrl0vUh26VpUgGNlzKMxftxTOXzP5C/GrQVAdGHrPQIBzphxKgDf9IMEMmZcLkJkB8PtvtzrdXg9g0OO6N82mDhs3APz5n4N6v/4ATZpaHeb639dhxuoPWLsqXr4wuOOD4F3ZC4ICgqS+cYPGlBrnjacHQJcuHa2Ozxts3vwHvPTR12btH7izCYwf8zR4/5dNXfNgGht+tz4VduZmSMV+0UQ3+kSxlDJAGgZxSuht2k9PuK5fB9iwHqD4v5xVhw+ZVvXfWcQ9//y3b+FY3hn2cfeoOOjU3IYH0g8pAHv3AKA2Gc+4+FuwgOPPuzbDH0d2shb/u7s/hNfSf1Mri226VnQNZqUsYlNL9wJHCYJ7iPeTKlUBqlQxzYKfff0lwKlbgQJWp+90N0D7/36n4rnw8QHoHq985rHdH78BXL4MgO0CA2/d01q0BLg/weq02OCVr99h7fC++3AnU81OW64/D+6ElD2bWdcR3R6D2sGhtgxTfvrws4MrFs+PuyFw7RrAys8BcnMAxOdZ9nHT5+L1xJMAobVVV9isdnWo6qP//l7m5Em+Iq7hys7OhrAwx904tZgn0OHzvpZtpfQD3IdBXk4D242LvReOL/jYTC2I/kxBbaMh788dpUp58IzUvFado8+umEAR57LmOMzlUSodIoaoi6Y73kdvEWHRd0rEgWdHNxob9JN49P1pUHTjVgZvMRWBVmyMlqssxhOz2bd+a5pZok9b5ZH7WuFZbzFloqaxxTxSRqZCsHUtlvqJodpi8W9H5hjC3/Hxz1ZK9xl+VuW/byW5MeKo4eCBhvtU7p7yuiSPVp9Abraz16leTFOgxd/UEefAXcZUKvuF58evbh1m2ser6XMjdPmvldXaxSTEYpCVGCCFsuGZxyApR1yayRMnNaJjtxGaJ/miLJn4jARALSIPf8zDuiWUSumP7Xn0nLzswie9h8KJ9xZoEg8fJPUfHwhVw8M1PUw0DaqhkVKWci3+VmrJ0MQbFUbgFRYVQ+TjLzJJeJFiDWKxJrz4sLw9RvH9+MmbhvhB4YNu3/EjzAfuSN4FaaqrOUUwO+EhqPC5yaSL+9Nq+suGhrRqxaEs2onhvHx+Sw7llmRE0pS1dLlizT/0tfMODpYSvPLIl5DWd5b6HYgJF125BpZSUIqtxU5FUsTvEdyRFX+7R7/+1ixySNwHfEDgxfOB4e/aCzVCwlXRx9tQ0iSOLRI3rQ8rI9JSiIE8RmeuRv+wQwuWmJ1l/F2EPfiAw3B01O8fz8+J1B+lnHOW5uF+nfhbzl71HZSga8aEMS6zZvnLA18Lkna/WjUhfcwLZvdx/IPXgjUaX83kyVEO4+h0jv8NHDiQrc1ozROG2h5ashT864dD3Xu6mt2oec057vCN82t5axSJFzopNvplu/QjQyYfEtMGctJ3SocVmXHt+7qDX+1QtsGO2kwth0O80eFN2r9xQyg4chRu799XNX8Q3qTO5F40y0qtpBWwpYgwEq+w/mPNRBdr9BlREkaNADYougG9ThRDjcoVpflF52kteLp7G7yxikk5+Xr04nD50GE4+I7JxMsvJEwFR49bLaAsJ/FKWmFXLNmiVPpm9qBndGdZV9IacW0dkh6l0kzooC2PhEPctZIXo8/tvnfmSeRNiwZTjOq0NaeX+BJrpJYSz7Ilh3qR3OLzJfv7VMj/a1+ZkAzUJqFlo+bdHUs57KNsR1d+bVYXlVs8cP/VipvjM4wn98V2tjpUG33GlBJJi3Pgc5YXa9cbwGCLrJrJEw6OJCciIoI5eKOfUkxMjGIEnVwQS9okTGewatUqWLhwIXMSnzx5MuTl5dnl8yTOL6oq1cwx/Ies5a0R30guHzjIMkVXadoY4EKulIhLHo2Fm11y5YrLqUHl+S/kDzzMcq1E8OQpG1BLN6rnQ9LDQjS/5aQusKoxwvxKL7yRDGsPmBzzl455DLp1amemxbLHdIcPN8wxsufMcSnSEvf48bh7YHvKr9DlzDnwrmCqHVeWDx5bfrhG9kECVXgeI7GKJQKk5yEsJ2D8BQKzsMtJFd68kaiLCVxxLfIHLk+6yDOeG/lwNAo7IwrcInai2QvvIWIRcFFW3JPbE3qCX61a7CWQvxiKGei1aJONWr84jqjB1EK8jSBP4hhGmeyU3BvwZfjcb3+oav44Dlpz9OFvQiQu2K9e3wRdIfN4bg4vXW52VuS/Ifl9HudpOmKYpEXiv3uU/9L+DNWyX64SZSya6pDQhbaPhQNzP1R0iXGG9UAXebKWJJNrjVJSUqBXr17Sb8uaKQ7NfxMmmKK2Jk2aBOPGjbMr2k78UYuA4+dqNnl8i7FW6Vnp7VqcS62ciiNuVvaMqfTDkzP4ZmOeVTQrKmkFuC+YWEQ487M3oWmj+hbFlJvreK4oTCEQ0msE66vXf4pPqFSslIdFy2+QqCEJaNLYISn87dmnsugrahB4RvP8w0fgRkGhah6yM5t/h5MrVzFxlW60/IUDCyiLZRLEfnhjr9a8GYT16mFG3I0KaXcElvKcWJaS4qrNL/poIOnE9YtkivdTy5As5mvSm2/JSExwj/e+bIqa1vKwNYI88bNhROoMnpTWksYF7//5Wccs1hblxdotYatGjrVqSywVig+IaMoKlV/avUciVpycYQ4vNasHrn/v9Lck3zVcR/H5CxIxuWvBXCOPi+6xcM3cJIfraTFxHFsLfp6ze4/Zy5gW8q5bAIUOusiTERM6Ywx8OOKFfkW7JppCYvlljwpSTsTEccvqjc8ePDlOvqG1mDZNLBFj6QaIRHP74QOs5htenJRs2b4TOo19m31mTWMktkWCNHrYI2b5oTix0pO9HJ2Nf923E64WF7Gs6Vw+jhG+ndb0DzB7OB35tyIMWmiK/KELwJrjMWqORB8IuYOmFpMNx1nJZCh/OzbCN8ZR+2qvbCJ2oq+dvHSTPYn8HLV2pXHF4ANr91kjiKcRxFrtRdLS/Zy/DHAMSvLyNPkTyTFDjPA6uyZV+ipi3CirWdzlVSPktS/l82h9NvF1BTaLYNopUXNV1ooB8b6kdLb4S0RFHx+r+Bn1m/BI8sQzi4o2UA6YHnOEHOT/G2EKy+dMnmfnLcs3PqMOAo4jf5jhjw7XqFaWQcymjH4LYpkTdBqf8MxguJibB2t+MtWHCwzwh85xbaCgoAjmr1grmeuUtFSi/5QWE6DciR/nw7IqLa7egFq1akONtjEQ0b69mePknivFcLhZM3h7aul0C0bi6m5jKb1hi78lrgWROzFrvUmLeOAbb86uv8yIu0jQXDmaytaIMbnmwNmRt446j3IibYlA2WvyNCqhqty0hS+NdXvG63K1kJteefZqSziLzwy5H6qagzY6cYvmQ0641YIJUI7qd0TpWosos6gZRq3YP0VF4B1U3WptTUecL3GftEZ0OkIOcUyPJE+i6UEJwJi5b+t22hbDrz05lF3NNKn05iGmMUCH3trVQ8C/21BdZ7Z3s3BYvfitUn1EE6Ca0zj6YO1Ys5rlo5l2cBvLDt72mik5ao2SfyG8wDxRqjhJyc1/YWRmDtx/711EnlR2DM/CpX0HoHrzZuxtTvxdiWRKro3SdQD+ayyPKOOq+Z/3psN7G9eyVtP7DmFFZ13hsuXhjfeQq0ePqxJFV1iXvTJYM+Hy8e0lT/bWx0PSfm7rNrPoT3uiylBrc/6PNOm3ohdH0TcXX06C2rQ2GwKJi6ihwi+5eYpH02HKAbwKT5+BWh3j7I6QUyvv5Igiu9bw4goRPYXZrY1p7/ceSZ7k9lsECTecqzdtYa7iTcGWN2x7N8qZ/eVvkDi30lukUi0y1D7NSl4OS7aaZzNG09zsdWnSMpA0tWvRBEYM6a/oWL57bwa0Gf4aaz9vWB8YNcxUjJc/gK7duA6HNm+GGhdNGeGz/StC7aIbpZNc/pd+4J+rt5Km4oN50f8dhAWXim32qXLmfrjKXEomPbmZzV5ZxTdMfNstjmgglT9C8/Dw+/pqqkdprxzW+ut9eCthh/ekpsOGOjVlibV1GfG9aL5DXxlcu9ycUpbkSa4pwjW7wj3d2ks/3xvUjqFvk55yOLbsq+hnJO+v1T9Lz7xK9Raxf8GpU5KzvpbyYnrmtKetR5In/pA9MHO2hA3+OHitG3HjccOwEKa1ZJWuZP+1Z8O19sXoGaykzh2BlcydGBH15GITxvK6fn2fmmgWRTfkkd7MrId15MLq1IRhgx4EX8xQrHJhrbvOA8dC+gVT4VI07QUXXJX20NI6fBs3gKvXi6G4pBhaDXkcTpy5AOnzl4Jvxdug1eD+4NWksZSTSiRmWrEpr+3kDx1HvIHKw5HvnPc29H3vZTPIHVGUWM+eYhTnT3v+hB2nj7FultKbcO2d6IiMDz/vGiGlnOP1yODKbcWXL1FDyR3i8X67/Vw2vLPtZ7YMW9JQ6CWvIl4ikUX5lML8ywJf7rRecjFHdfrQrndbfVYZKTue33ObTFUxsD4c137Z4/6iJJ+aE7zY1ggNt5HYeCx5QpBw40+lrIMaHeKgemSE5DwuhpRyts8ZLSdTYigpEi+e1deV1IZGHgS1sazlbxn0/ussDQCmAHj+voegcZ16TDOA+Ztee2cx3BnVyCpRUptbzF4+6b67oP9txYo5g65Vvg2q/P0v3KhcEeo/9GCpNzLRBIjpEGJjWkrkyZpjuzMwdqc58MFzdsMmCIiKhLrdOus2f2tZq/xF5cDli/DuT99I6Sa0FuDWMpfeNqKTOPa1lN5EKaOzK2g49K5Zb3trQQd8vA01K8PvVSpqyq0nl0HMsaXVnItaa7xOr1svRaKVtSO0XmzLur2154Ee+ZAsYh4zjJqzlD4Hx3REdnw9siq19WjyJF+wGC2H2id02pNrp8TSB0qAebK/k9J6rZkr5akL8GEyqfcguCPclPXY3uvppOnMBPhyLX/oWctUx6sgPBSOXsmBiPx/4Gb922Fbo1pw8tJFmNxviGKCwmVfroWhc031jrgjO8+GTuTJ3h0yvr945riJHf3bkpZ9IGWHNyqvjx7pxdIx2M+SGVFu8sAXtkZDB9vsvKtHzrJuK6YtsCZLcpg3DIzvAz1iTIVbtV56zH5qWg2teZm0ylQe2okvBPa8CHDfWp5wlFuFxDQEro5nuSJPSjW3RF8Y+WYpJayzxV/K1Q+BJfnEG6Gaqla8keFYRmoGeATf+jtqQNWKFZioeMM9V8mU3HL12NfBx8vbIsRi5B42RAd07k9F5Mn1TqeouRBN7KK2QUslACNXhuRt7vdfwqas/WxYnttMbQ5rodVGyuaKY4kPWdTqhz/QS8p2LZryvq7jBd3v7+tQ8qTkS4QPbXep4+ZK+6s3n5ea7KJfnNjGEb5UjsKvXJEnBFF8q1UDVSQJagUIHbUhrjiuVlUtN+HhGmwtuaC0/unPvwL3Fpl8n875VoDk2qYK2GO79dZ005WTJ9Q+cYd2I8q/uOKeubNM4kuOGKgg+rk4M+O4vAyLlqSM4m+GTEPmp1HMRv5HSGXwjbsLRvYaoOvIihpvSz5T4llyhI+eLqE9pLFIfGxRJljSTOrJE1fWcOoiT9YyjCstBrOOnz17FubNmwfvv/8+REdHmzUrLCxk5V5mzpzJPp81axYkJSU5FBelaDw+ofyNBDc6Y9ZclnnVHjWlQxfk4MHlxWPVCseKqQvw4bb92EGo5usPUwc8aVU7ZGkJm956D/yOmZxz0U+i77BnoG5wDc1RV3LyJM6lJRO6g+Gl4WUIiCYvebJWW3Mr2QqyXKuK41jzsRG1Tlqybdsqm7v2EwlNelAlOHNHE5gxyFRRQOslJtm0pH0WndfL6/1bK6Za28kLQUc9O1yz76OSHyCf11piVa3yOaudLvKEte1iY2MZudFS2w7r1p06dQoCAgJg+PDhinXwsDRLVlYWzJkzB4qKilg7sVCwo4AQf1S8WvaN4hLFwr14M8fvsJ5UebzUisciFmKCP7lPCMfKlmgaEee0CVOgwtWr7KNXGvro1mqJkX/y/SPy5JonWkxI2+rllyQh7c3qLV8tRowu27SO1T9UKuoralPRVNiyQROLpF0ekWjLm7lr7ohxUsnJ0/eBlXT/prWUdxE1HOUt0Me43VIeSbTIiNnxLc0rd5tB8y2WAcP6r+g4jlnN3enSTJ4yMzMhKioKMjIyIDIykq0RSU58fDwkJiZaXLOl2nbt27dnxYB5LbxFixbB+vXrWbFgR164kYfeX1CuNUp68OVFJLNXfSfly+L9eQX4m77eZk69/Hut5jUlecTQdW6yG9e2N3yduollMLdWPw/HrNB+oOpSiTzpOQXOayvenDFXEI+cPeFbEeZdPcEEsZeUI3FKWpEsRfFhoWtRAyK+DGg1E4pv5a6Uk8Z5O2d9JvEheiigIqwIqax7Ly2RJyRNR5evNLtPuZMvjXUEy76F3Alfi1ZPVFh4wn5oJk+86G9BQQH4+fmx3eNao+TkZJvIU25uLoSEhJhppFJTUyEhIQHEeRx1VPDBXHj+vFPzZjhqLc4aV0xkppS8DB1rtx/cB8cvnIXPd5jKsmh98CitQXwYoYo/1a8S/PhDNmuqlp1cPo4l8lSwcanFfFPOwpXmMUdADF1GEpL/1z6paCkPcbdkPsNzuHmPqfbinQ2bsv//dfQQ+39sZAs4cuYkTFm9rBTsGEGHF9ZGxBqJWh3E+UAi6SNfJ/VTzTWL/IVIbwCAvDSUOJPcQRzPT8MB/TSblui3qA0BNd9Epd6iRtZTtICayZMSqbGXPClppIwgT7nXiuHitSJtJ4Ba2YzAv9evw9W578G/BYVsjMqtW4Nvz55wm9d/Dt3L3mSft67bBJ645yGb5in+7Vco2biJ9cXInO3Ff8Mfm89JY21Mfg1Ca9WEc+cvwPKVa9jngwf2YZ/xq1m/Z1TnPvCtZeJvk9DUyW4Erv/1FxR9953iOJjXa0Fdb2jZuAUM6GgqripeVwuvwWe/roZDF09JHwd4+0J+iemeIP4b/64bEAyn83NVZcbvJ/R92uqabl69ClfnzGHtKtSoAVWffdZqn/La4Mqrr7Klc/LUPbItJLS7RzMcYy3cW/jYuAfe99wDXv9ZSjQPTg01IYD3//z/fJUrhodDlSefVOx3IzcXCleuhJsXL7LvveLiwPe++zTN4YxGYUFVwc+rku6pPJI8XS2+DleL/9YNBnXQj8DfOTlwIXkh3CwoMP0wGtSHGkOfgAre3vDql/PhxBVTttyPE82zRGud6fzCRXD92HHWfHZ9HzifX2JGnlZMSoTOHe+C+4c8D3tyTKVa8Dr1wxL2/6PHTsDdz5rKvEwbdD9MXfGD1Oa7aaOhbfSdWkWhdk5GoCjrKBTs3gVFf+4oNTMS6X0+FSD5yRfBu7KJrPNrwY9fwvYTBzVJO7b7wxBRryE884mJ6ON1R60w2H/eZBqs5uMHL/V+EmoGBlsd7/LGTXB1vSlrdvWHB0AVWX0yqwOUowYnX5zEVpvnXQHm1vVimI/vo70u5v8Wvc76twuLgBE9HpGQKzl9Gi68/yH7279TRwjqdX85QtX5SxXvz3Vfe4Xd98UL9yPn46WKzwfnS6s8Y0gVH/CqVFG3OJrJEzfb5eTkQHCw6UZir+aJm+02b94MnTt3ZmMaoXnSjQJ1sAsB9DE4tGCJlP2bJxIV/RJsKakhqoX5TTb35FXYsSNPkhdNd6+OGSrlbeJfcF8mnicKP8ecTu1aN4eNv29nWca1+EvZBQx1NgQBNN3mHzkK3kFBUrkgNOGio7Hc3COmM8CUAkPv7gHbDx9gJrh7WkRDYUkxpB3az8xynZu3kZK5Yr9dRw9C64YR0LD27YDpCdD0fG/ruxQTryotTAzhtqX4uCFguckgomkNg0Dw0pPehEddopl14kNDpFVbS+rrJvC4jZhi9Jw8OEKeaZ6X58GM4p5waSZPnuYw7gmb50prkEcZYdjpsfOn4fsTB5iGAP2e6tesDe0immtOWyD6j3A/l/PHrsBff5lyPlm61MhTv17drXWl710UATF6ijsaI0GaPWQUO1Po4D1z7QrJAdxaIksjl8kzJuOY5ChuHVnxt83Jk9YAALGmptyfUhzXnXIGWUfMNVuI514soSKvUemJlTk0kyfcOoyui4iIYHmZtKQq4NttKdoOtVfbtm2DZcuWOTVVgWseRfeWSq2mVUqoF5z0ug1aFN6EYB9/iO94i8BU9PVhdQf/KSmG65evMOd9HCdvzz6pkvZtdWvBy95XGDi1b1SF6JqNIL5LHCsyPHtdmiJoPHP47r0ZlE3cvY+VmfTc0Tg/JADmBFxn3/FoTjGtgD1BCnrhEnPBYd+IcaMoCMXay83CJVJ9OU6etDqNqxUFlhf8FVNc6N1Taq8NAXnUHS95Iy+FVqdLJ20DulErXeTJWpJMbtpLSUmRUg8gFpbIU1kkyXSj/XE7UZUyuF+vAOB1U9tSMBJDLJmDf+f16AhzdmxmA4hvp6JJTj46J09iUWDKJq5tD1y5lZK5hxel5tFzRpYHsoYFvnlnfbRUOrNGV5u3Nr+7fi+GrXP/Na37pkSe5MkX6z85GGrd1dZd4XErueUECn8DBYey2Bo8uX6gLvLkVjtKwpY5AuLbhy3CcDXwbycOw3sb15YiT6fOnIOw/mMVh07qGQdvTx0DInminE627IJr9RHP1LmH4iF5129MQDTfHcm7wP5tLQO42orQx65qWD3NCy4PpgnNYOhsKL5kcfKkpewNTiOvcXjHv17AC8uyszDyKQhu2UKnRNTcHgTUSq54shaWyJM9J4b6WkRALINzW3Rz+OrsIeb/JCbNxNIvp1atZuOIGifR+XB+6tewdr8pZ88nTyWZOfCq5XAi8uSZh1N86NZ6dhiMWLei1EK1FIsWO4lmNz3+SqIsnujT4cgTJGK3p10kfJNjiqjVsndiyRzURPscPCYFEpDGyZG7ZnlssYwXapwaDR2s62Wk7CS3bWYiT7bhRr10ImCtqCuqfg8vXc78IMTss5jsMGnZB5JWQR6R067vCEi/cMuBXCz6e3PrSvhgyRcweokp/9OJVe/B7XVCdUpOzV0JAdGvBYMSFuYdhR2nTXUP8ZJHX1mTXanOpVbNhRhdR87J1pA2/1580F5p3wreOZfJGmhxGpeTp9vSdsCF9RtZf0pMqm8fqLXtCBB5sh076qkTAbXwYnEYJFE8lPXytXyYteZz6eGopNaXF/1FjRN3IkfyJH6Pf9Pl3giIpjL0h/NOHAxv/Pg1i7BD36dJvQdJ6Qe0rFTJR0+LnwZF12lBV72NmIbktq5x8HL2LtZYSyknURONKVDOrfhacj7HUj50EQLOQIDIkzNQpjkYAmJJBXzQyQux4k1xy9EM6NemA7SPalmq7tiEPo+VKsoqapaQODVv2gCGzv2czffjjOegx+T32b9jagbC9tULaCc8AAHR2RjNZdXju0Le1XwIqhpgsWiv0tJF7REWCEfNJ17WtE9iPyr+q/9QieQpqMc98NyhLWwQLZpDeV07eR1E/dJQD0JAPwJEnvRjRj1sREC86eEQYnSN6AQqHx4Ltk4d8KRifijRIRzJU/eOMRJhEsfh0Xc2ik7dXAgBeU4xJD1Nhg5mGks0B13avQf8wupBWM94ValxjPNp2yVfGfR1qtEuBg6+8wHro+b7hJqqs6k/Sv4iWg1dAAAfpklEQVR5OHfk8GEuhI77iMLTTiCG066flrSH1X394Zl7+6pqEOXkiY+jRWPoPuiQpK6OAJEnV98hD5JPiSDxQqx7zhyXkhuKS7aWr2fL9p3QaezbrMu8YX1g2KAHofPAsWZ+UFoLCHsQ1B6/FHluJYzM9K8fLvm+IAA8yze2Pb3+F7hRUAjeNULMMpVzoHhUkCU/JlFbwvuRj43tR41jjebXDbERUhFmPqIYNYkJUFPSt8CQrj3hycWzWRN8qZoxaASIJIyIrO37QT31IUDkSR9e1NpOBJBAXcy/DB9tWa84Emqjmoc1ZGU06tUIteq/IqYrQDNdfNcOIBIqJE4fvP48OYrbuW+u2B1J0dHlK6WcMnIZuTlNJETyNqitqD+wv5TUUvSBwsAFvzqhcHF7OiNeBUeOShonNBfWvacreFULcEVo3EIm0dxWkvgozNxgXgia+zii7+PA+TMkwsQDBPDF6/nufWHXxKnsO9ICusW2e4yQRJ48ZivdZyHizRClfrpDPPh7+0BIQCDENL1D90KQQOXkXoJWLaKkvphZ/EJOHnSKiwZfH1PtLLo8DwF5gj5xhei35BUYCAdmmjQV8kuM6uTfyR3SxfQZvA09pI05RyJRRaK768oFCA4IZBqmTVn72SSYuiD1zz8UX7aQPI1s21XaX6X9NEZSGoUQKI2ALvJkLcO4EsArV66ERx99lH01adIkGDdunFRYGD/jxYHFvnFxcbB161baLw9GANXwmaeOM8fw2kE1PHiltDRnIIC+TiV5l8C/bm0pYSL6LaHGiDuBiw7hlgjQ4eVfSKWBRMKE/0ZfqrrdOksRoc5Ym6fOIaadEPMzfbPlF4ksYX3C5J9XS6lKRCzwpSu+XlMiT556QFx8XbrIE9a2i42NhaSkJE217VJTU1kdPCRQYWFhMHnyZMjLy4Pk5GQJFl5wOCcnx4xUuThuJB4hQAi4IALyrN9cRPSriZ41A1DbUZKXZ9HkJq/RaC3yzgVhcAuRRB8yzNnFHfzxxWr8l4vYGtCvSczjJS4M0xq0vuEFxz9Zzj6mfXKLbfcYITWTJ05yMjIyIDIykgGAZCo+Ph4SExMVAUGyhBcSKLx47TuRKPHPCgoKwM/Pz2OApYUQAoRA2SDAHYj57KhlqtszXle2Y6yVVpKbC6F3d9TVr2xW7L6z8r0SawJiYty+771sdVFInlpeuylFTFLKCKuQUQMDEdBMnpRIzuzZsyErK8tMkyTKhuQK/xs4cCD7WKlAMNdO4fdpaWkwYsQImD59OmmhDNxkGooQKE8IiMWDcd086q48YeAuaxX3StwnMSccrgXzwmEiVPHCbOSVdh+As2tS2cdEntxl1z1DTs3kCUlOQkICiBoia+Spffv2MHr0aIvkaceOHcwEOHjwYIbo+PHj2f9F055eqK//cwNK/rmhtxu1JwQIAQ9AIPvjT6Fgzz62Ep/GDaHhqGc8YFWeuYTzP2+A3NSf2OLqPjUUqjU3BYxs2JUGC3//QVr04+26wWfbTSVY8Kru4w+zBj0Ll7/8VtrryLemQwVvb88EilblMAT8vCpDxQq36R6/zMmTXGKu4crOzmZ+UrZcZy4XwMlL12zpSn0IAULA3RHY8SfAhp9Nq+h+L0B0W3dfkefKf+4swKefmNbXth1At+7SWg+dOgIb9v4Bfl4+0L99AqzamgLH8s6w7xNadoG2DZoDvPtfJGVwCMBTyu4jngsercwIBJrVrg5Vfbx0D6WZPCn5K1nTPMl9opTMdnKJtbTRvUrqQAgQAuUGAZ5A07t2LWg6bCjlYnLxnd8xYTLLn8Wd+tXETT+0H6asXsZKuIx54BEWRcmdxUWHcxdfLonnIQhoJk+OchiX+0UZoXnykL2hZRAChICNCIgFpm0cgro5CQExNYS1jO3oTO7jZTLNWcoG7yTRaZpyjIBm8oQYIdGJiIhg0XPopxQTEwPp6ekQHR2tCCH3k+IRekqpCjCNwapVq2DhwoXMSVypTTneH1o6IUAIEAIejYCYGkJPokulSD2PBooW51II6CJP1pJkcq1RSkoK9OrViy3UWpJMbIPmvwkTJrD2Sok0XQoxEoYQIAQIAULAMATE3FxiygJrE1BNO2sI0feOREAXeXKkIDQ2IUAIEAKEQPlEQExZ0PqtaVb91NQSbJZP9GjVZYEAkaeyQJ3mJAQIAUKAEJAQwKSkPF+TWKpFDSKRPOkx9RHkhIBRCBB5MgpJGocQIAQIAULAJgT0mu6IPNkEM3UyEAEiTwaCSUMRAoQAIUAI2IaAaLqzFnWHNQpPrlzFJooYNwoCmzaxbVLqRQjYiACRJxuBo26EACFACBACxiEgRt1Zy9skkicqy2LcHtBI2hEg8qQdK2pJCBAChAAh4CAEMDdX+pgX2OjedUKh1csvqc5E5MlBm0DDakaAyJNmqKghIUAIEAKEgCMRyFy4hGUOx8tS1J3Yjgo/O3JHaGw1BIg80dkgBAgBQoAQcAkEzv/fn1LJFUtRdyJ5umvBXJeQnYQoXwgQeSpf+02rJQQIAULAZRHAuoR7X57B5AvqGAtNBj+qKCuRJ5fdwnIjGJGncrPVtFBCgBAgBFwfAS2Fgqk0i+vvo6dLqIs8WSvPogSWtfIshYWFrFbezJkzWfdZs2ZBUlKSp+NO6yMECAFCgBBQQECLVolKs9DRKWsEdJEnLAwcGxvLyI3WwsBIjJBAhYWFKRb9xbp2WVlZMGfOHCgqKoLhw4ezAsQDBw4sa2xofkKAECAECAEnIyBmG1dLQ0DkycmbQtOVQkAzecrMzISoqCjIyMiAyMhINhCSnPj4eEhMTFSEdvLkyexzJFB48cLBOTk5EBwczD5r3749I1W8kPCiRYtg/fr1sGqVKQEaXYQAIUAIEALlBwHRabzxyKcguGULs8WL2cVrxneDBv36lB9waKUug4Bm8sSJT0FBAfj5+bEFcK1RcnKy4oKQXIlaJDT7hYeHQ3p6OkRHR0Nubi6EhIRIf+MgqampkJCQAOI8LoMWCUIIEAKEACHgUASslV4Rk2lSXTuHbgUNbgEBzeRJidRYI0+oVRo9erRkgpOTJ/nfRpGnLdt3wpqffqeNJwQIAUKAEHAzBLxu3oQHzh5nUud5+8KmkNpmK4i9nAN1C/LZZ1tq1IFzXj5utkIS15UQGD3sEbi9TqhukTySPB3KOg77Mo/oBoM6EAKEACFACJQ9ArV/+gkqXL8ON6r4Q2F4OFT4+x8oqFsX/q5SBfh3N7284Ox995W9sCSBWyPQpX0MBFUP1L0GzeRJyV/JmuZJ7hOlZrbbvHkzdO7cmQlPZjvde0gdCAFCgBDwKATEiDu+sEpVq0D9xwfCkfmL2UeW8kB5FBi0GJdEQDN5Iodxl9w/EooQIAQIAY9DQHQaV1uckjO5xwFBC3JZBDSTJ1wBapIiIiJY9JzWVAXo/M0j9DCqLi8vD0QHc9Rebdu2DZYtW0apClz2mJBghAAhQAg4D4HrV/Jh18SpqhP6N20EUc8Oh4re3s4TimYiBAQEdJEna0kyuWkvJSVFSj1ASTLpvBEChAAhQAjoReDw8i8g749trBtG1XkHBcLZDZvAv344hPXqQcRJL6DU3lAEdJEnQ2emwQgBQoAQIAQIARUEsM7die++h4r+ftBwQD8iS3RSXAoBIk8utR0kDCFACBAChAAhQAi4OgJEnlx9h0g+QoAQIAQIAUKAEHApBIg8udR2kDCEACFACBAChAAh4OoIEHly9R0i+QgBQoAQIAQIAULApRAg8uRS20HC/H975xua1XXH8bONlRqxVKPDZjaBuS2mW1+4SIkpQ8vSrCORFdMXEZxUKIkWzAsbX2j7stUX/mEoGA2WihR0Q31RKwWxVEcxskVsJ8M4lhfp1LoSXTeWWEuF8T30dznPybn/8tz7PPfe5/uAxDw599xzPr/z53t+53fPJQESIAESIAESyDoBiqesW4jlIwESIAESIAESyBQBiqdMmYOFIQESIAESIAESyDoBiqesW4jlIwESIAESIAESyBSBWOIp7LRwu2ZhJ5Ij/fDwsOrv7y+51DyhPFO0WBgSIAESIAESIIGaJxBZPJ09e1a/0w4CqrGxUbneU2fTxLvw2tra1ODgoO+78JBPU1OT6uvrq3ljEAAJkAAJkAAJkED2CUQWTxA5+EBA4SPvsZucnFT19fUzajo2NqZaWlq8lwIjAcRUZ2dniVDCd/jX29ubfVosIQmQAAmQAAmQQM0TiCyebJGDLTl4jEZHR1Vra+sMkCKupqamVF1dnf77nj171Pj4uBoaGvLSt7e36/+PjIzon9yyq/k2SQAkQAIkQAIkkGkCkcUTRM7AwIDnIQoTT9jm6+7uVmHiCduA8+bNU11dXUqu8RNkUUl+/c1D9eCbh1GTMx0JkAAJkAAJkEANEqh75Pvqe9/9TuyaO8WTCCPJbWJiQoumNMSTXWIzTip2bb694PaXU+qf//7fbC/ndSRAAiRAAiRAAjVA4Kkn5qt5jz4Su6aRPU92vFKY58kVE+XatrNLHCVN7FryAhIgARIgARIgARJIiEBk8ZRGwLgrLioJz1NCbJgNCZAACZAACZAACcwgEFk8STzS9evX1bJlyyIfVdDc3Kyf0Lty5YpasWJFSYD59PS06ujo8LYDXWloMxIgARIgARIgARLIEoHI4gmFDjskE16j27dvq0uXLuk6RjkkE4Jp165d6tSpU/oaPm2XpebBspAACZAACZAACdgEYokn4iMBEiABEiABEiCBWidA8VTrLYD1JwESIAESIAESiEWA4ikWLiYmARIgARIgARKodQIUT7XeAlh/EiABEiABEiCBWAQonmLhYmISIAESIAESIIFaJ0DxVOstgPUnARIgARIgARKIRYDiKRYuJiYBEiABEiABEqh1AhRPtd4CWH8SIAESIAESIIFYBCieYuFiYhIgARIgARIggVonkHnxhPffff7552r//v3qwIEDqrW1tcRmeMULXv+yc+dO/b19Qjmu3759uxoZGVErV67Up5mvWrVqht1xejrugXRTU1Oqrq6uqm0D9XrvvffUtWvX1L1799TQ0NCM8si7AfGHHTt2qK1bt6r6+nqdLowL0kQ5Ab4aEJKw+erVq3XRbS52feS1Q1k42b4aNj9+/Ljq7e2thplL7okXgm/btk1/t2nTJt1nGxsbvTR2e969e7caHBz0/m72856eHn29PVaE3aMaEOw3LLjsEVS3MC5SJ9zn9OnTepwsis0xfuFtFuCDMd3VjsPeipFHm6PMGLdu3bql+vv7Q+cr+80f1aiz3DOsD4a157g2d40lSdU/0+IJDf/mzZvqscce041kdHR0xoC4efNmzQLiQt6Nd+HCBd2ZxsbGVEtLiyeopCNNTk56IgPX4qXHECivvPLKjPyTAh0nHzSgDRs2KDR6DAxSPzMPu65SBxFZQVwkH/MlzFl5r2C5Ng/jYjIUzng1ULXFU6Vs3t7ertauXauFh80qThtNMi0G1PHxcbV37169aEFbvnHjhjp58qR3GzPN/fv39XiA9osJEwNqU1NTST/HQuj8+fPeIijKPZKsU5S87HKLPcy2GFa3IC5SBhkHDx8+rPr6+qIULfU0UewRVDcRg08//bRe9A4MDMwQTxAYWFhjTIEQt8fI1CvpuEESNsfYjvkNC2uI4aDFviwO4TiQ16ZVo964Z7Vsbo8lSdU/0+JJKikNzhZPd+/eVQsXLlQilkQI4Sc6jTQcaVyufGTAmpiYKFnpJgW43Hykwdmep+HhYXXu3DlvgpEBEi9uXrRoUSAXlMlMjxc944PJqLOzMxMD7GxtHsRF6ik2waAqA1C1xZPZTtKyuYspxJRr4im33ca5HmXAxNbV1aUvE4+q2SftNKadZZKUycE1LkS5R5wyJ5HWLrf0wba2Ns+rFla3IC5SRky2S5cuLfHUJVH+cvKIYo8odUMZ/Now2pTMBWa7shfP5dQj7rVJ2Fzuac9vdlmwIOvo6FDPPfec+uijj6ouniphc3vsDGMU135m+lyLJxEA5iAr228YSG2VLw3XXJHKINzc3KxVvJ/LvxzI5VzrN5FiYJg/f743IKKjzJ07V6++MVDC4+bHxRxIzFWL373KKf9sr/UTT2E2D+IikzPKJPlDbJreydmWN8nr0rK5PTkLS5dHN8n6xM3LTzCY5TQHxXfffVddvXq1ZGs7TBS6JrG45UwjvUsw+NXt+eef14skPy7w4omQxDYntu0QlmBveaZRj7h5xrW5GVbhZ2ssBsU7afb5rLX3ODY3tybDhAHGEXyWLFmivXPV9jzZbSINm1fS25hr8eRaYUIMHT161Gso0sDEcHbHwWQL0STeKzQ4DDKmwIo7ECSZPqoXQlhAPGHlanvk/LjkTTyF2dz2PJlcTPEkIuvVV1/1RKf59yRtGDevtGxuTiBSpqzEv0h5zO1LmShcQtqcOA4ePKi3/UzvbJB4ct0jro3SSO9a3LnagtQNP7FdGSSeRCAj9g9tHl4XcK22t9HkNxubRxFPdhvwW5ClYcuoeca1eVTxZC4yIZqyJp7Ssjm4m3FV+D2tGOZciyeAsWN7tmzZohoaGvR2lnQWEUauhorrFyxYoLf58HFNzlE7Qhrp/CZSV2yPKQKDuKCcrlVLHjxPYTYP44LrkQbt5MyZM2rOnDm5EU9hdQuzOepubs1m0fPkiktJWjxlIfbFHivEFmYIgkwEfsIwiniSNgMPq2xb2wuMNMatOHnOxuZFEE+zsXlU8YSxYPny5ToEw9yNiWOXNNOmZXOZ4zG24+GpNPt67sUTxM4bb7yhDh06pJ+skg/EkGuQsF2ktngyt7+y4IkIEjSmVw0ehHXr1ikZJIO4gJHElZj7/3kRT2F1C+IiAkLc+Vmzt9+EKe06aZvbcSFpDphheUt/RWCzPDXqt6Cxt+3M+D9c4+d58rtHWNnS/Dva85o1a5zeIL8xDJ4j2bYzBZe9KHKJpyxNprO1eRTxZMdwZsnzNFubRxFPtpMgS/ZGP6qkzV2xvUn15dyLJxsEOszGjRt18GkU8eS3zZOVffGogiYshsPkAmZ5DRh3NXy7bmYam4tMJq58shILkpbNXYI5K+LJjlWw7VNuwLh4W82nr5IaRMvJR7YvzCDxoPZre8bDgqpd29YY8+w4qnLqMNtry7G5ec88BYyj3OXa3F5I2dtScAjAmeD6VPvBqLRtbgtmiqdvH0UOEjQYJPbt26cfcT527Jh+RNl+/F5WZWYDsoPKMXFdvny55DHp2Q4OSVwXZSKVBmk+sST3dnGRv6GhIVAeE0pWjiqQskVZJQbVzZwsXVzkPnnzPJkDJ+wWx+by9I3Eu4AxVrJBfJJow2F5iKgL6t/SL9G3Z3NUQZR7hJUzjb/bnm/7HlGOKsB45eIieZnsJOYp7zaPIp5kvBdvfJpbOHHaRrk2DxNPdlmy4nmK0geD+nkUm6OuCNkR73Wa83khPE9YeeApEgBbv359yQGXIiyCDsk0D6FL81CtOB3MHPjsmAe786DMmATtwz+DuCCPrB6SKWWzg2HtzhNk8+7ubn3YoouLmU/exJNMCLO1OUTykSNHvJVpFgLGpZ3a/cMsW9jheWGHZEa5x2z6ZznX2A+zmHmZ3oRyD8m02RXF5sIr6OGArB2SmYTN8yqeovTBsH4exebwrOIcOHzSnM9zIZ7KGaB4LQmQAAmQAAmQAAkkSYDiKUmazIsESIAESIAESKDwBCieCm9iVpAESIAESIAESCBJAhRPSdJkXiRAAiRAAiRAAoUnQPFUeBOzgiRAAiRAAiRAAkkSoHhKkibzIgESIAESIAESKDwBiqfCm5gVJAESIAESIAESSJIAxVOSNJkXCZAACZAACZBA4QlQPBXexKwgCZAACZAACZBAkgQonpKkybxIgARIgARIgAQKT4DiqfAmZgVJgARIgARIgASSJEDxlCRN5kUCJEACJEACJFB4AhRPhTcxK0gCJEACJEACJJAkAYqnJGkyLxIgARIgARIggcIToHgqvIlZQRIgARIgARIggSQJUDwlSZN5kQAJkAAJkAAJFJ4AxVPhTcwKkgAJkAAJkAAJJEmA4ilJmsyLBEiABEiABEig8AQongpvYlaQBEiABEiABEggSQIUT0nSZF4kQAIkQAIkQAKFJ0DxVHgTF7eCV65cUStWrPCt4MTEhGpsbEwFwEsvvaROnTpVkrd5v+npafXWW2+pnTt36jS7d+9Wg4ODqZQlS5mi3nPnzlWbNm1SQ0NDXtHk+/fff191dXWVXeTNmzerpUuXRmL62WefqaamJqcNaEe3KU6cOKHWrVunRkdHVWtrq5cI3+/fv19dunSpbBtK/w3qp3fv3lX79u3z+tGOHTvU66+/rurq6rz7I83ChQtLyrNy5cqSMqIN7Nq1Sx06dEins9uh1Bd/wz22bt2q6uvry64jMyguAYqn4tq2pmoWZSBOEkh7e7sejFetWuXMds+ePWp8fFzt3btX3b9/X/X39ytM1L29vUkWI3N5iUhCwS5cuODxqaZ4wmQLEesSsLRjsHiyRXClxRP6TFtbmxbJEEnoR/K7lHxsbEy1tLSoyclJX8Fj5iNjhQjDs2fP6oUO6obFFtrLvXv3SsR/5joaC1R1AhRPVTcBC5AEgSDxZHuB7NWrXHv48GE9OMvq017hSjllpWuvys16YFLG9eJlGR4eVufOnVMnT55MorqZzUNEUk9Pjy6j1NclnmxvwPHjx0vEJbxL+IgHy+Ulsj0MNhjYFiIXH3vSpR39m5GIpIaGBrVx40avHbvEk+m1gdjavn275/G9ePGiWr16tefBglDp7u5WsNvIyIhXAJdHUkTR9evX1bJly3Ra9KOjR4+WeJXkHlNTUyUeKVtcmfmgLXV2dqq+vj7dT/GBgMJH8gsSY5ntgCxYxQhQPFUMNW+UJoEg8SSTMLxA+Lz22mslk7JcK5M3JnV4iAYGBpyeItkGkgkAPw8cOOBtb7gmZZk0/Ab4NNlUMm9TJL3zzjuet80WT/i9o6PDE5gyUZreKuEMkXrnzh096coWT9RtO0ySmPwxOdvbfLRjuHiCsICoOH/+vBYmtnjC7xDIx44d039H+hs3bpQsEsQLCxHs8gDF2V63hQ5qIJ4j/B+CDALuzTff9LxQLnFll8n0CpvtztyyrGQ/4r2yT4DiKfs2ykQJ73/1lfrgw4+rXpZnlv9cLWlYPKMcfuJJBkJzUpa0shJ1XRvkKYI4QrzTCy+8oFfYGIhPnz7tTTCuwTct8TT697+pyf9+WTW7PLlosfpZ01Lv/qZIWrx4sdqyZYs6c+aMmjNnjo6FEg8DJjR4KMzYGdMbIBnCDlevXtW/Ll++XHsK8IkinsAcAg6Tuyt9Fuz48MED9a+RP1fNfnLjuobF6vGf/sQrhymSwE7Y2+JJxKl4WF1eG3Bes2aNevnll7XXCO0B8URxt9pFYNseX+SDf+vXr3cujlx9zxRP8BKbCyWKp6o3x1wUgOIpF2aqfiGfeXGTGv2iepO0EFjxg8fVxRO/V3MefbQEit9A7PreHhxdaeLEdoinSYRBpcTTn65dUTs/+GPVG8fB321RP3piiS6H7WESTwF+muLJ3OoxK2DHJYmHCmnE+xFFPMl1EpcWRWxVw45jh99W/7n616rbEAV4asegmtf4pC6L2f7N7bNPPvnECxg349vsCtjeJLG3uTUbRzzhXhs2bPC22oKAiYCTMlA8ZaJ5Fa4QFE+FM2k6Fbp5+47a//Yf0sk8Rq6//fUv1bPP/GLGFdUUTyiMuXqVSdj0dqXhefrq6wfq7F8+Vv+4cysGwWST/njxD1XPs7/yMrXFk+n5Q+yLCMyo4lS8FriBeCyiiCfTsxAlvVSg0nac/uILdevch+rh1HSyhomZW13jk6rxN53eVbZ9hCcekJCn7eI8BAAPIuIJEVco3sM44gnid8GCBV5cUlD17MWLyxtmb9tJ/BPypecpZuOp0eQUTzVq+KJVO862nR2IGnfbTraSJJDZ9liImKrlgHEzAFgmYsSjyPciJsOCcmWSA1MzZinIkxTkETEDzGlH/1HAFk+mBxBXyXYrxCa240QQuXIUMSIPZIhHKKp4kqffELNoHlEg98LWoRmzZHueXIHnDBgv2gxQ+fpQPFWeOe+YAoGoAeMS1Go+ihw3YNx+1FkmGnNbCZP+5cuXdSBtLR5VYIon2XJBnJh8L5Px2rVrvbOaMEnidwnSNTmjyeBML4l3cQUOBzUrl9iiHaOLJ6Q0n5QT8SRtXx7zB1PE/8mTa+L1w08sNswnKF2ixi6RxB5CePmduyRB65LGddQAxFJzc7Mul+uoAjyMIDGQPKoghQG6gFlSPBXQqLVYpSSOKkC8zbZt2zQ+HGdgTgA2U5lI8D0ey0fws/lkTq0fkmk/ei7eAPN72OzIkSPewYXmERLgZz8VaT41iYkOYirsqAKxm5+ninZ0jxZ+26rg+Omnn5YE+suWHHKCPczzz4SviF7pp9IO5Awu11EF4rFyldAOGsdixey79iGXPCSzFmeFdOtM8ZQuX+aeAwJRtw9yUBUWkQRIgARIoAIEKJ4qAJm3yDYBiqds24elIwESIIGsEaB4yppFWJ6KE6B4qjhy3pAESIAEck2A4inX5mPhSYAESIAESIAEKk2A4qnSxHk/EiABEiABEiCBXBOgeMq1+Vh4EiABEiABEiCBShOgeKo0cd6PBEiABEiABEgg1wQonnJtPhaeBEiABEiABEig0gQonipNnPcjARIgARIgARLINQGKp1ybj4UnARIgARIgARKoNAGKp0oT5/1IgARIgARIgARyTeD/Eah0e5od2bsAAAAASUVORK5CYII=" width="591" height="274" crossorigin="use-credentials" data-imagetype="AttachmentByCid" data-custom="AAMkADUwZDY0NzJkLTY0ZWYtNDY4ZS05YjAwLWMyMGIwN2U3M2ZjYgBGAAAAAABSB2WzuOo2RZ%2BTBbNzf952BwBi9NWbG0ZcR7iz%2FHgxE2sbAAAAAAEMAABi9NWbG0ZcR7iz%2FHgxE2sbAADfjiqSAAABEgAQAMVrbUrMzhRGgR%2BCFUn1Ue0%3D" /></p>
<h6 class="x_MsoNormal">As of 7/31/19 | Source: GMO, Worldscope</h6>
<p class="x_MsoNormal">You would be forgiven for not noticing the difference between this and Exhibit 2, but the data is at least subtly different. Interestingly enough, when comparing the three periods this version of the data shows a slightly smaller advance for the largest companies and a small decrease in profitability in smaller cap firms, although the basic pattern is very similar.</p>
<h6 class="x_MsoNormal"></h6>
<h6 class="x_MsoNormal">TABLE 2: ECONOMIC PROFIT/VALUE ADDED AVERAGES ACROSS PERIODS</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_6" 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<h6 class="x_MsoNormal">As of 7/31/19 | Source: GMO, Worldscope</h6>
<p class="x_MsoNormal">The largest 50 companies have seen a 50% improvement in their adjusted profitability since the earliest decade, while the next 450 have seen a much smaller 24% increase and the rest an 8% decrease. Clearly, the upward shift in profitability is not driven by archaic accounting standards, although it is interesting to see that properly accounting for R&amp;D, advertising, and other expenditures that analysts argue GAAP gets wrong doesn’t particularly flatter recent years relative to the more distant past.<sup>3</sup></p>
<p class="x_MsoNormal">But the gap between the improving fortunes for the largest firms and stagnant fortunes for the bulk of companies does help explain the odd lack of relationship between profits and investment. The largest firms fund their investments more or less entirely out of internal cash flow. The only notable exception to this is when they buy other companies, and that, while certainly an investment from the firm’s standpoint, is not an investment from an overall economic perspective because assets are only shifted around, not created.<sup>4</sup> The companies that do use outside money to make investments are generally small companies. Because the profitability of smaller companies is not particularly high, it cannot be much of a surprise that they feel no burning need to raise capital to ramp up their investments.</p>
<p class="x_MsoNormal">This still does leave the question as to why the largest firms are not using their enhanced cash flow to increase their own investment rates. After all, if these companies have increased their profits significantly, they could increase their investments out of internally generated cash flow. But the payout ratios of these companies, inclusive of the money they spend on stock buybacks, has instead grown substantially over the past 33 years, as we can see in Exhibit 7.</p>
<h6 class="x_MsoNormal">EXHIBIT 7: EFFECTIVE PAYOUT RATIO</h6>
<p class="x_MsoNormal"><i><img loading="lazy" decoding="async" id="x_Picture_x0020_5" src="data:image/png;base64,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" 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<h6 class="x_MsoNormal">As of 7/31/19 | Source: GMO, Worldscope</h6>
<p class="x_MsoNormal">Actually, given the gyrations of stock issuance by smaller companies and their occasional swoons in profitability, it’s a little hard to see the shifts displayed in the exhibit.<sup>5</sup> Table 3 shows averages for the groups in the same periods as the profitability figures.</p>
<h6 class="x_MsoNormal">TABLE 3: AGGREGATE PAYOUT AS PERCENT OF ECONOMIC PROFITS</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_4" 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" 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<h6 class="x_MsoNormal">As of 7/31/19 | Source: GMO, Worldscope</h6>
<p class="x_MsoNormal">All groups have shown a significant increase in payout. In the case of larger companies, they are now paying out over 70% of their earnings to shareholders. Smaller cap companies pay out much less than their larger counterparts at just over 30% of earnings, but until fairly recently they paid out nothing net of equity issuance, making their shift over the period the largest of any group.</p>
<p class="x_MsoNormal">So why would we have a combination of enhanced profitability and decreasing investment? The most plausible answer seems to me to be that increased industry concentration and market power by the largest companies means the bulk of their profits takes the form of economic rents in the businesses in which they are dominant.<sup>6</sup> Because the firms are already dominant in their spaces, there may not be a lot of expanding they can do short of branching out into new business lines, where their position will likely not be as dominant and their profit margins far less enticing.</p>
<p class="x_MsoNormal">The investment opportunities of these extraordinary companies do not seem to have grown on pace with the economic rents they are capturing in their current business. And the rest of corporate America is not profitable enough to justify ramping up its investment. What does that tell us about the future of growth and profits in America? The plus side of low rates of investment is that it means less chance of overcapacity, which pushes down profit margins, being created. The minus side is, of course, slow growth. While it is probably unfair to entirely blame the slowdown in U.S. productivity growth on the fall-off in corporate investment,<sup>7</sup> the period since 2005 has been a uniquely dismal one for productivity growth in the U.S. We can see this in Exhibit 8.</p>
<h6 class="x_MsoNormal">EXHIBIT 8: 5-YEAR MOVING AVERAGE PRODUCTIVITY</h6>
<p class="x_MsoNormal"><i><img loading="lazy" decoding="async" id="x_Picture_x0020_3" 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<h6 class="x_MsoNormal">As of 3/31/19 | Source: Federal Reserve</h6>
<p class="x_MsoNormal">While productivity has risen from the truly dismal rates in the immediate aftermath of the Global Financial Crisis, productivity growth is half that of the first 55 years as shown in Exhibit 8 and a third of what we saw in the glory days of the late 1990s and early 2000s. It’s hard to see what would prompt a strong recovery in productivity in the absence of a strong recovery in corporate investment, and there aren’t a lot of reasons to expect a strong recovery in corporate investment. The largest companies presumably quite like the world as it is, given their place in it. While that should not stop them from making investments where they foresee a high return on capital, they have a lot to lose from change and are likely to actively work against disruptive progress. Even apart from a desire to maintain the status quo, dominant companies may well not be in a position to want to aggressively grow for fear of attracting the attention of regulators in the U.S. and abroad. That attention is certainly more clearly focused on the largest technology firms today, although to date the fines and business restrictions placed on them have not put much of a dent in their business models.</p>
<p class="x_MsoNormal">As to the question of what this suggests for the future of the U.S. stock market, it’s hard to know for sure, but a few points seem worth making. First, if the shift upward in the profitability of the largest companies has been going on over multiple business cycles, we shouldn’t expect it to unravel the same way that prior cyclical peaks in profitability did. That is not to say that there is not a cyclical element to profitability today, but rather that the cyclical factor looks to be superimposed on another longer-term shift. Our equity forecasts split the difference between assuming profitability is stable over time and that enduring shifts can happen, but they are biased toward an assumption of stability, with two-thirds of the weight on models that assume profitability is stable in the long run.</p>
<p class="x_MsoNormal">Because the profitability shift for the largest companies in the U.S. is unprecedented, it’s hard to look back at history to determine how we expect the future should evolve for them. The trend has certainly been in their favor and absent any change in the environment it is tempting to assume things will continue to get better for them. There are a couple of potential flaws in that reasoning. The first is the fact that no company’s competitive position is safe forever. Today’s champions have certainly done well historically – they wouldn’t be the largest companies in the U.S. if they hadn’t done well, after all. But the history of dominant companies shows that their extraordinary profitability tends to decay over time. That decay may be slow or rapid depending on the company. For the most stably dominant companies, such as the ones favored by our Focused Equity team in the GMO Quality Strategy, history suggests that their profitability decays to normal over something like a 30-year period. Now, 30 years is a long time to benefit from above-average profitability, justifying a significant valuation premium over average companies. But from the standpoint of forecasting the future profitability for such companies, it argues for a <i>slow</i> reversion rate for profitability, not <i>no</i> reversion.</p>
<p class="x_MsoNormal">But while that might be the right way to think about the largest companies individually, a group of companies needn’t act like an individual company. The largest stocks in the S&amp;P 500 are a different group of companies than they were in 1996, or 2006, and yet their aggregate profitability has risen even as some former stars have seen their fortunes fade. On this front, the question is really whether the environment that has favored these dominant firms is likely to remain so biased in their favor. My guess is that it is not. The recent announcement of anti-trust investigations against the largest technology and related communications firms seems unlikely to be a one-off. Apart from the simple issue of their growing dominance and staggering profits, the negative societal and privacy impacts of their basic business models make it harder to paint them as plucky upstarts improving the world and easier for critics to characterize them as disturbing big brother entities feeding off the worst instincts of humanity. Health care companies face a similarly daunting level of unpopularity, driven by their pricing practices combined with the striking disconnect between the amount the U.S. spends on health care versus the rest of the world and the health outcomes that spending seems to deliver. The growing interest in academia and beyond in studying the deleterious effects of large firms beyond looking at the direct impact on consumer prices also suggests a broader push against dominant firms on principle is increasingly likely.<sup>8</sup></p>
<p class="x_MsoNormal">How long these forces will take to play out and how negative they will be for the largest firms is hard to know with any certainty. But it does seem to me that the wiser bet is to assume the world will not remain entirely safe for dominant companies. If we took the stance that the next seven years would see a one-third reversion of the trend of large company margins back to their long-term average, our forecast for the S&amp;P 500 would improve by 1.4%.<sup>9</sup> Given that our current forecast for that group is -3.8% and -0.9% on our two base scenarios, that assumption would raise the forecast to -2.4% and +0.5%. That is enough to shrink the U.S. “margin of inferiority” relative to other equities, but still leaves it at the bottom of the equity barrel. Even an assumption that the average profitability did not revert at all would not make a profound difference to the forecast, as it would increase the forecast by about 2%, again not enough to lift it out of the cellar in the equity rankings or to meaningfully change the desired holdings for the portfolios we run.<sup>10</sup> To see why, Exhibit 9 shows the forecast for the S&amp;P 500 with and without the potential changes relative to some of our favourite equity assets.</p>
<h6 class="x_MsoNormal"></h6>
<h6 class="x_MsoNormal">EXHIBIT 9: S&amp;P 500 VS. OTHER EQUITY GROUPS</h6>
<p class="x_MsoNormal"><i><img loading="lazy" decoding="async" id="x_Picture_x0020_2" 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" width="607" height="324" crossorigin="use-credentials" data-imagetype="AttachmentByCid" data-custom="AAMkADUwZDY0NzJkLTY0ZWYtNDY4ZS05YjAwLWMyMGIwN2U3M2ZjYgBGAAAAAABSB2WzuOo2RZ%2BTBbNzf952BwBi9NWbG0ZcR7iz%2FHgxE2sbAAAAAAEMAABi9NWbG0ZcR7iz%2FHgxE2sbAADfjiqSAAABEgAQAJRCXYZwYoRKo%2FXBRdgBi0M%3D" /></i></p>
<h6 class="x_MsoNormal">As of 6/30/19 | Source: GMO</h6>
<p class="x_MsoNormal">The groups we are excited about within global equities – U.S. small value, international developed value, and, above all, emerging markets value – are all at least at a 4.5% higher forecast return in the friendliest version of the forecast for the S&amp;P 500, with EM value a stunning 10% to 10.6% higher.<sup>11</sup></p>
<p class="x_MsoNormal">For the moment, we are not making any changes to our “official” asset class forecasts despite a guess that we are being a little tough on the U.S. mega caps. Our preference is to not make one-off adjustments to our forecasts but look for the broader principle behind an issue and find a way to systematically build it into our models. This allows us to test whether a change improves the models across time and region or asset class, as well as making sure that as circumstances change we don’t find ourselves asking every month whether a one-off adjustment is still warranted or should change in magnitude. But a challenge to our models is an opportunity to improve them, and we are researching the general question of how to tease our cyclical aspects of profitability from potential secular changes. Should we find a method that genuinely seems to improve our understanding of asset class valuations, we will adjust our models accordingly.</p>
<p><em><strong>By Ben Inker, Head of Asset Allocation, GMO</strong></em></p>
]]></description>
                                            <content:encoded><![CDATA[<p class="x_MsoNormal">It’s never been better to be a giant company in the U.S., but will it stay that way?</p>
<h2 class="x_MsoNormal">Executive summary</h2>
<p class="x_MsoNormal">The largest companies in the U.S. have seen marked improvement in their profitability on a number of measures over the last 30 or so years, while smaller companies have seen very little change. The improvement for the largest companies is probably due to increasing market power for these firms and a playing field that has tilted in their favor. It is my guess that the field may well be starting to tilt back away from them in a way that will hurt their profitability in the future. But the safer bet is that that process will be slow and uncertain. Given that our valuation models assume margins revert relatively quickly, we may well be a little too tough on these companies, but even giving them the full benefit of the doubt on their future profitability would still leave them looking expensive versus the rest of the world.</p>
<p class="x_MsoNormal">If you will accept a little oversimplification, the last decade or so of global equity market performance can be summarized as follows. U.S. stocks have profoundly outperformed stocks in the rest of the world, whether other developed markets or emerging markets. This outperformance has been partially driven by U.S. P/E ratios expanding more than in other markets. But the largest driver of the outperformance has been the massive superiority of earnings growth in the U.S. relative to anywhere else. This superior earnings growth has been driven not so much by strong top-line growth, but by expanding profitability by U.S. companies relative to sales, gross profits, or other measures that can plausibly be used as proxies for economic capital. Unlike in past cycles, this rising profitability seems to have been neither a result of, nor a driver of, increased corporate investment. Digging a little deeper, we can see that the improvement in profitability has occurred only in the largest companies. These companies have been out-earning their smaller brethren by increasing margins over the past 25 years or so. The long period of their improvement suggests this effect is not something we should expect to correct over a single business cycle, but my guess is that the world in the future will be less favorable to these large, dominant companies than is true of the current environment. If we were to adjust the assumptions of margin reversion in our forecasts to account for a slower pace of this reversion, our forecast for U.S. large cap stocks (as well as high quality stocks) would improve noticeably, but the adjustment would still leave them looking meaningfully worse than the other groups of equities we forecast.</p>
<p class="x_MsoNormal">For a very long time, U.S. corporate profits seemed to be an exceptionally well-behaved mean-reverting series. Exhibit 1 shows corporate profits relative to GDP in the U.S. since 1929, with dotted lines marking the average level across the 20th century and the period 2004 to 2019.</p>
<p>&nbsp;</p>
<h6 class="x_MsoNormal">EXHIBIT 1: U.S. CORPORATE PROFITS/GDP</h6>
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" 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<h6 class="x_MsoNormal">As of March 2019 | Source: Federal Reserve<br />
Note: U.S. Corporate Profits after tax with IVA and CCadj.</h6>
<p class="x_MsoNormal">Up through the 2001 recession, this series was remarkably mean-reverting, with the expected fluctuations across the business cycle and the only outlier occurring in the depths of the Great Depression. Sometime around 2004, however, this series experienced a decided upward shift and since then has averaged 9% of GDP versus the 6% average for the 20th century. Though it has maintained its cyclical variations, the series seems very clearly to have been varying around a different mean. This shift, as profound as it seems to have been, has not actually been that widespread among companies. Exhibit 2 shows a conceptually similar series, profits as percent of value-added for corporations.<sup>1</sup> It isn’t exactly the same as profits/GDP, but it is available on an individual company basis.</p>
<h6 class="x_MsoNormal">EXHIBIT 2: PROFITS/VALUE ADDED FOR U.S. COMPANIES BY MARKET RANK</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_12" 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" width="588" height="268" crossorigin="use-credentials" data-imagetype="AttachmentByCid" data-custom="AAMkADUwZDY0NzJkLTY0ZWYtNDY4ZS05YjAwLWMyMGIwN2U3M2ZjYgBGAAAAAABSB2WzuOo2RZ%2BTBbNzf952BwBi9NWbG0ZcR7iz%2FHgxE2sbAAAAAAEMAABi9NWbG0ZcR7iz%2FHgxE2sbAADfjiqSAAABEgAQAL6I1IjmjKdDpko4OeWmgxw%3D" /></p>
<h6 class="x_MsoNormal"><i>As of 7/31/19 | Source: GMO, Worldscope</i></h6>
<p class="x_MsoNormal">What we immediately see from Exhibit 2 is that the increase in profitability has not been at all evenly distributed. With the number of lines on the chart, however, it’s probably easier to understand the magnitudes in table form.</p>
<h6 class="x_MsoNormal">TABLE 1: PROFIT/VALUE ADDED AVERAGES ACROSS PERIODS</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_11" 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" 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<h6 class="x_MsoNormal">As of 7/31/19 | Source: GMO, Worldscope</h6>
<p class="x_MsoNormal">The shift in fortunes for different companies clearly predates the shift in overall profits. Breaking down the period into the first decade, second decade, and last 13 years shows<sup>2</sup> that the top 50 companies really started to distance themselves from the pack by the late 1990s and today have opened a huge gap on the rest of the listed universe. Smaller companies, by contrast, have seen little or no change over the period, which leaves the large majority of public corporations in the U.S. enjoying no benefit from the greatest advance in overall corporate profitability in U.S. history!</p>
<p class="x_MsoNormal">There was another interesting change in the profit picture as this shift was taking place. The relationship between profits and investment appears to have completely broken down, as we can see in Exhibit 3.</p>
<h6 class="x_MsoNormal">EXHIBIT 3: U.S. CORPORATE PROFITS/GDP VS. NET BUSINESS INVESTMENT</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_10" 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" 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<h6 class="x_MsoNormal">As of 3/31/19 | Source: Federal Reserve</h6>
<p class="x_MsoNormal">While net business investment has always been a volatile series, up until the early 2000s there used to be a meaningful relationship between profits and investment – high profits were associated with high rates of investment and low profits the opposite. The correlation between them was about 35%. But just at the time that the profit series made its lurch upward, net business investment made a lurch downward, from which it has not recovered.</p>
<p class="x_MsoNormal">On the face of it, this is extremely odd. If profitability is high, corporations should naturally respond by increasing investment. While in principle this tendency could be stopped by there being a particularly high cost of capital, it is pretty obvious this has not been the case over this period. Exhibit 4 shows the Shiller earnings yield of the S&amp;P 500 (the inverse of the Shiller P/E). This may not be a perfect measure of the cost of equity capital for corporations, but it’s a pretty good one, and you certainly couldn’t describe the period since the early 2000s as being a high-cost environment for raising equity.</p>
<h6 class="x_MsoNormal">EXHIBIT 4: SHILLER EARNINGS YIELD</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_9" 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" width="591" height="276" crossorigin="use-credentials" data-imagetype="AttachmentByCid" data-custom="AAMkADUwZDY0NzJkLTY0ZWYtNDY4ZS05YjAwLWMyMGIwN2U3M2ZjYgBGAAAAAABSB2WzuOo2RZ%2BTBbNzf952BwBi9NWbG0ZcR7iz%2FHgxE2sbAAAAAAEMAABi9NWbG0ZcR7iz%2FHgxE2sbAADfjiqSAAABEgAQACQfZvTblqpEnQsT8bQJljk%3D" /></p>
<h6 class="x_MsoNormal"><i>Source: Robert Shiller</i></h6>
<p class="x_MsoNormal">It has also not been an expensive time to raise capital through borrowing. Exhibit 5 shows the yield of Baa corporate debt, which again has been conspicuously low in this period.</p>
<h6 class="x_MsoNormal">EXHIBIT 5: BAA CORPORATE BOND YIELD</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_8" 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" 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<h6 class="x_MsoNormal">As of June 2019 | Source: Moody’s via Federal Reserve Bank of St. Louis</h6>
<p class="x_MsoNormal">One complaint that one could reasonably make about the data I have shown is that the change in corporate business models has not been matched by a change in financial accounting standards, so perhaps stated profits aren’t a good proxy for what is truly going on. Moving from accounting income to economic profit is a tricky and inexact business, but our Global Equity team has spent several years going meticulously through corporate accounts to try to properly account for the expenses that are really investments and adjust for inconsistent inventory accounting, among other corrections. While there is always more to be done, the team can now generate adjusted earnings figures that are almost unquestionably closer to economic reality. Exhibit 6 shows a version of the earlier chart on profitability by market rank.</p>
<h6 class="x_MsoNormal">EXHIBIT 6: ECONOMIC PROFITS/VALUE ADDED FOR U.S. COMPANIES BY MARKET RANK</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_7" 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" width="591" height="274" crossorigin="use-credentials" data-imagetype="AttachmentByCid" data-custom="AAMkADUwZDY0NzJkLTY0ZWYtNDY4ZS05YjAwLWMyMGIwN2U3M2ZjYgBGAAAAAABSB2WzuOo2RZ%2BTBbNzf952BwBi9NWbG0ZcR7iz%2FHgxE2sbAAAAAAEMAABi9NWbG0ZcR7iz%2FHgxE2sbAADfjiqSAAABEgAQAMVrbUrMzhRGgR%2BCFUn1Ue0%3D" /></p>
<h6 class="x_MsoNormal">As of 7/31/19 | Source: GMO, Worldscope</h6>
<p class="x_MsoNormal">You would be forgiven for not noticing the difference between this and Exhibit 2, but the data is at least subtly different. Interestingly enough, when comparing the three periods this version of the data shows a slightly smaller advance for the largest companies and a small decrease in profitability in smaller cap firms, although the basic pattern is very similar.</p>
<h6 class="x_MsoNormal"></h6>
<h6 class="x_MsoNormal">TABLE 2: ECONOMIC PROFIT/VALUE ADDED AVERAGES ACROSS PERIODS</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_6" 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<h6 class="x_MsoNormal">As of 7/31/19 | Source: GMO, Worldscope</h6>
<p class="x_MsoNormal">The largest 50 companies have seen a 50% improvement in their adjusted profitability since the earliest decade, while the next 450 have seen a much smaller 24% increase and the rest an 8% decrease. Clearly, the upward shift in profitability is not driven by archaic accounting standards, although it is interesting to see that properly accounting for R&amp;D, advertising, and other expenditures that analysts argue GAAP gets wrong doesn’t particularly flatter recent years relative to the more distant past.<sup>3</sup></p>
<p class="x_MsoNormal">But the gap between the improving fortunes for the largest firms and stagnant fortunes for the bulk of companies does help explain the odd lack of relationship between profits and investment. The largest firms fund their investments more or less entirely out of internal cash flow. The only notable exception to this is when they buy other companies, and that, while certainly an investment from the firm’s standpoint, is not an investment from an overall economic perspective because assets are only shifted around, not created.<sup>4</sup> The companies that do use outside money to make investments are generally small companies. Because the profitability of smaller companies is not particularly high, it cannot be much of a surprise that they feel no burning need to raise capital to ramp up their investments.</p>
<p class="x_MsoNormal">This still does leave the question as to why the largest firms are not using their enhanced cash flow to increase their own investment rates. After all, if these companies have increased their profits significantly, they could increase their investments out of internally generated cash flow. But the payout ratios of these companies, inclusive of the money they spend on stock buybacks, has instead grown substantially over the past 33 years, as we can see in Exhibit 7.</p>
<h6 class="x_MsoNormal">EXHIBIT 7: EFFECTIVE PAYOUT RATIO</h6>
<p class="x_MsoNormal"><i><img loading="lazy" decoding="async" id="x_Picture_x0020_5" src="data:image/png;base64,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" 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<h6 class="x_MsoNormal">As of 7/31/19 | Source: GMO, Worldscope</h6>
<p class="x_MsoNormal">Actually, given the gyrations of stock issuance by smaller companies and their occasional swoons in profitability, it’s a little hard to see the shifts displayed in the exhibit.<sup>5</sup> Table 3 shows averages for the groups in the same periods as the profitability figures.</p>
<h6 class="x_MsoNormal">TABLE 3: AGGREGATE PAYOUT AS PERCENT OF ECONOMIC PROFITS</h6>
<p class="x_MsoNormal"><img loading="lazy" decoding="async" id="x_Picture_x0020_4" 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" 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<h6 class="x_MsoNormal">As of 7/31/19 | Source: GMO, Worldscope</h6>
<p class="x_MsoNormal">All groups have shown a significant increase in payout. In the case of larger companies, they are now paying out over 70% of their earnings to shareholders. Smaller cap companies pay out much less than their larger counterparts at just over 30% of earnings, but until fairly recently they paid out nothing net of equity issuance, making their shift over the period the largest of any group.</p>
<p class="x_MsoNormal">So why would we have a combination of enhanced profitability and decreasing investment? The most plausible answer seems to me to be that increased industry concentration and market power by the largest companies means the bulk of their profits takes the form of economic rents in the businesses in which they are dominant.<sup>6</sup> Because the firms are already dominant in their spaces, there may not be a lot of expanding they can do short of branching out into new business lines, where their position will likely not be as dominant and their profit margins far less enticing.</p>
<p class="x_MsoNormal">The investment opportunities of these extraordinary companies do not seem to have grown on pace with the economic rents they are capturing in their current business. And the rest of corporate America is not profitable enough to justify ramping up its investment. What does that tell us about the future of growth and profits in America? The plus side of low rates of investment is that it means less chance of overcapacity, which pushes down profit margins, being created. The minus side is, of course, slow growth. While it is probably unfair to entirely blame the slowdown in U.S. productivity growth on the fall-off in corporate investment,<sup>7</sup> the period since 2005 has been a uniquely dismal one for productivity growth in the U.S. We can see this in Exhibit 8.</p>
<h6 class="x_MsoNormal">EXHIBIT 8: 5-YEAR MOVING AVERAGE PRODUCTIVITY</h6>
<p class="x_MsoNormal"><i><img loading="lazy" decoding="async" id="x_Picture_x0020_3" 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<h6 class="x_MsoNormal">As of 3/31/19 | Source: Federal Reserve</h6>
<p class="x_MsoNormal">While productivity has risen from the truly dismal rates in the immediate aftermath of the Global Financial Crisis, productivity growth is half that of the first 55 years as shown in Exhibit 8 and a third of what we saw in the glory days of the late 1990s and early 2000s. It’s hard to see what would prompt a strong recovery in productivity in the absence of a strong recovery in corporate investment, and there aren’t a lot of reasons to expect a strong recovery in corporate investment. The largest companies presumably quite like the world as it is, given their place in it. While that should not stop them from making investments where they foresee a high return on capital, they have a lot to lose from change and are likely to actively work against disruptive progress. Even apart from a desire to maintain the status quo, dominant companies may well not be in a position to want to aggressively grow for fear of attracting the attention of regulators in the U.S. and abroad. That attention is certainly more clearly focused on the largest technology firms today, although to date the fines and business restrictions placed on them have not put much of a dent in their business models.</p>
<p class="x_MsoNormal">As to the question of what this suggests for the future of the U.S. stock market, it’s hard to know for sure, but a few points seem worth making. First, if the shift upward in the profitability of the largest companies has been going on over multiple business cycles, we shouldn’t expect it to unravel the same way that prior cyclical peaks in profitability did. That is not to say that there is not a cyclical element to profitability today, but rather that the cyclical factor looks to be superimposed on another longer-term shift. Our equity forecasts split the difference between assuming profitability is stable over time and that enduring shifts can happen, but they are biased toward an assumption of stability, with two-thirds of the weight on models that assume profitability is stable in the long run.</p>
<p class="x_MsoNormal">Because the profitability shift for the largest companies in the U.S. is unprecedented, it’s hard to look back at history to determine how we expect the future should evolve for them. The trend has certainly been in their favor and absent any change in the environment it is tempting to assume things will continue to get better for them. There are a couple of potential flaws in that reasoning. The first is the fact that no company’s competitive position is safe forever. Today’s champions have certainly done well historically – they wouldn’t be the largest companies in the U.S. if they hadn’t done well, after all. But the history of dominant companies shows that their extraordinary profitability tends to decay over time. That decay may be slow or rapid depending on the company. For the most stably dominant companies, such as the ones favored by our Focused Equity team in the GMO Quality Strategy, history suggests that their profitability decays to normal over something like a 30-year period. Now, 30 years is a long time to benefit from above-average profitability, justifying a significant valuation premium over average companies. But from the standpoint of forecasting the future profitability for such companies, it argues for a <i>slow</i> reversion rate for profitability, not <i>no</i> reversion.</p>
<p class="x_MsoNormal">But while that might be the right way to think about the largest companies individually, a group of companies needn’t act like an individual company. The largest stocks in the S&amp;P 500 are a different group of companies than they were in 1996, or 2006, and yet their aggregate profitability has risen even as some former stars have seen their fortunes fade. On this front, the question is really whether the environment that has favored these dominant firms is likely to remain so biased in their favor. My guess is that it is not. The recent announcement of anti-trust investigations against the largest technology and related communications firms seems unlikely to be a one-off. Apart from the simple issue of their growing dominance and staggering profits, the negative societal and privacy impacts of their basic business models make it harder to paint them as plucky upstarts improving the world and easier for critics to characterize them as disturbing big brother entities feeding off the worst instincts of humanity. Health care companies face a similarly daunting level of unpopularity, driven by their pricing practices combined with the striking disconnect between the amount the U.S. spends on health care versus the rest of the world and the health outcomes that spending seems to deliver. The growing interest in academia and beyond in studying the deleterious effects of large firms beyond looking at the direct impact on consumer prices also suggests a broader push against dominant firms on principle is increasingly likely.<sup>8</sup></p>
<p class="x_MsoNormal">How long these forces will take to play out and how negative they will be for the largest firms is hard to know with any certainty. But it does seem to me that the wiser bet is to assume the world will not remain entirely safe for dominant companies. If we took the stance that the next seven years would see a one-third reversion of the trend of large company margins back to their long-term average, our forecast for the S&amp;P 500 would improve by 1.4%.<sup>9</sup> Given that our current forecast for that group is -3.8% and -0.9% on our two base scenarios, that assumption would raise the forecast to -2.4% and +0.5%. That is enough to shrink the U.S. “margin of inferiority” relative to other equities, but still leaves it at the bottom of the equity barrel. Even an assumption that the average profitability did not revert at all would not make a profound difference to the forecast, as it would increase the forecast by about 2%, again not enough to lift it out of the cellar in the equity rankings or to meaningfully change the desired holdings for the portfolios we run.<sup>10</sup> To see why, Exhibit 9 shows the forecast for the S&amp;P 500 with and without the potential changes relative to some of our favourite equity assets.</p>
<h6 class="x_MsoNormal"></h6>
<h6 class="x_MsoNormal">EXHIBIT 9: S&amp;P 500 VS. OTHER EQUITY GROUPS</h6>
<p class="x_MsoNormal"><i><img loading="lazy" decoding="async" id="x_Picture_x0020_2" 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" width="607" height="324" crossorigin="use-credentials" data-imagetype="AttachmentByCid" data-custom="AAMkADUwZDY0NzJkLTY0ZWYtNDY4ZS05YjAwLWMyMGIwN2U3M2ZjYgBGAAAAAABSB2WzuOo2RZ%2BTBbNzf952BwBi9NWbG0ZcR7iz%2FHgxE2sbAAAAAAEMAABi9NWbG0ZcR7iz%2FHgxE2sbAADfjiqSAAABEgAQAJRCXYZwYoRKo%2FXBRdgBi0M%3D" /></i></p>
<h6 class="x_MsoNormal">As of 6/30/19 | Source: GMO</h6>
<p class="x_MsoNormal">The groups we are excited about within global equities – U.S. small value, international developed value, and, above all, emerging markets value – are all at least at a 4.5% higher forecast return in the friendliest version of the forecast for the S&amp;P 500, with EM value a stunning 10% to 10.6% higher.<sup>11</sup></p>
<p class="x_MsoNormal">For the moment, we are not making any changes to our “official” asset class forecasts despite a guess that we are being a little tough on the U.S. mega caps. Our preference is to not make one-off adjustments to our forecasts but look for the broader principle behind an issue and find a way to systematically build it into our models. This allows us to test whether a change improves the models across time and region or asset class, as well as making sure that as circumstances change we don’t find ourselves asking every month whether a one-off adjustment is still warranted or should change in magnitude. But a challenge to our models is an opportunity to improve them, and we are researching the general question of how to tease our cyclical aspects of profitability from potential secular changes. Should we find a method that genuinely seems to improve our understanding of asset class valuations, we will adjust our models accordingly.</p>
<p><em><strong>By Ben Inker, Head of Asset Allocation, GMO</strong></em></p>
<p>The post <a href="https://www.adviservoice.com.au/2019/09/biggers-been-better/">Bigger’s been better</a> appeared first on <a href="https://www.adviservoice.com.au">AdviserVoice</a>.</p>
]]></content:encoded>
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                <slash:comments>0</slash:comments>                            </item>
                    <item>
                <title>The race of our lives</title>
                <link>https://www.adviservoice.com.au/2019/02/the-race-of-our-lives/</link>
                <comments>https://www.adviservoice.com.au/2019/02/the-race-of-our-lives/#respond</comments>
                <pubDate>Tue, 19 Feb 2019 20:55:48 +0000</pubDate>
                <dc:creator>
                                    </dc:creator>
                		<category><![CDATA[Economic Update]]></category>
		<category><![CDATA[Jeremy Grantham]]></category>
		<category><![CDATA[Lucas White]]></category>
                <guid isPermaLink="false">https://adviservoice.com.au/?p=60091</guid>
                                    <description><![CDATA[<h3>GMO’s Jeremy Grantham and Lucas White believe we’ve reached the fork in the road when it comes to our ability to mitigate climate change risks in 2018 and beyond. In fact, we have embarked in the race of our lives.</h3>
<p>Mr Grantham says one material advantage is the accelerating burst of green technologies, at a rate faster than anyone expected 10 or even 5 years ago, and that may – in the future – be able to offset much of the accelerating damage from climate change and other problems.</p>
<p>Mr White talks to GMO’s valuation-based approach to delivering high total return by investing in companies focused on climate change mitigation and adaptation. Its universe is global in nature and focused on companies that they believe will benefit in a world increasingly impacted by climate change, either through mitigation or adaptation solutions. This includes clean energy, batteries and storage, electric grids, energy efficiency, agriculture and water, as well as companies that service these industries.</p>
<p>Jeremy Grantham, Co-founder, Chief Investment Strategist and member of GMO’s Asset Allocation team, said:</p>
<ul type="disc">
<li>2018 was the year that the general public finally got the point. The latest poll revealed that 73% of Americans feel concerned about the environment. In 2015, this number stood at just 63% &#8211; and that 10 points is utterly vital. You&#8217;re beginning to eat into what was the hard-headed resistance regardless of the facts, and we are chewing into that, including 3 points in the year 2018 itself. Any advance on the current ratio of 73:27, and we begin to outnumber them 3 to 1. It is indeed a new ballgame.</li>
<li>A paper from the Proceedings of the National Academy, nicknamed ‘Hothouse Earth’, looks at why, even at 1.5 degrees, we&#8217;re not free from the considerable risks associated with the various aspects of the environment getting out of control in self-reinforcing cycles. For example, ice melting in the arctic – where ice reflects sun and then dark ocean water absorbs heat – causes more ice to melt. Similarly, the melting of the tundra releases carbon dioxide (and methane, which is 80 times worse), and the more that is released, the hotter the temperature, and the more the tundra melts.</li>
<li>On the damage front, ‘Hothouse Earth’ outlines how, in 2018, the melting of the Greenland icecap has increased to a rate three times faster than that of the year 2000. If this acceleration continues, all the estimates are too conservative. And the scariest one of all is that the oceans have been absorbing 40% more heat than has been assumed by the UN in all previous reports. And the oceans absorb 93% of all the heat, with the remaining 7% going into the atmosphere, the soils, and the forests. So, that is the ballgame. And what that means is really the entire system is 40% more sensitive to carbon dioxide release than has been calculated. So, whatever we thought we had to do, that report really means we have to do 40% more, or 40% faster.</li>
<li>On the technology front, solar and wind continue to drop. They are really now taking bids below the variable cost of coal plants and gas plants and – state by state – wind and solar is becoming the lowest cost provider of marginal electricity. What to do with storage remains a problem, but battery storage continues to fall at double-digit rates, about 12% a year. In 2000, Tesla wanted $1,000. In 2010, Tesla wanted a kilowatt an hour, and next year they&#8217;re aiming for below 100, so that’s more than a 90% reduction in 10 years, approximately. And electric car sales have still continued to grow at 25% a year. China had a down year in car sales for the first time in years, but their electric cars were up quite nicely, and Tesla Model 3 is the best-selling US sedan almost out of the starting block. They will also announce a new, cheaper crossover vehicle this year.</li>
<li>In 2018, $7 billion in venture capital investment went into agriculture: the largest disintermediated industry. This is roughly 13% of GDP and has been left totally alone until now, but suddenly the world is bustling with potential disintermediates going directly from the farmer selling the higher-valued crops to the General Foods of the world.</li>
<li>My favourite development – a bio-engineered insecticide – has found a way of extracting RNA, which is the engineering instructor to DNA, telling it what to do. The problem for researchers has been that, although they knew it was an invaluable item, it was too expensive, at $1,000 a gram. This new Boston-based enterprise has knocked it down to just 35¢ a gram, if you can get your brain around that. That is the very living definition of disintermediation, or disruption. And their target for next year is 10¢ so, suddenly, the research labs of the world are filling up with a new variable to test.</li>
<li>And to celebrate the flexibility of this, they themselves set a target to attack one of the more obvious pests: the Colorado beetle that feeds on potatoes. They have one gram of their solution designed only for Colorado beetles (no other insert on the planet), which goes into 10 gallons of water, which spreads over an acre. The droplets sit on the leaf, the Colorado beetle eats it, and the instructions basically go, &#8220;Are you Colorado beetle? Yes? If so, go to this place on your DNA and turn this particular switch,&#8221; and the company beetle continues to eat the potato but has lost the ability to process it as food, and it dies of starvation and drops conveniently to the floor of the field and is digested happily by its fellow insects. And that is merely the beginning of what will be a flood, in the next several years, of improved ways of dealing with pesticides and also improved seeds.</li>
<li>In conclusion, I believe we will have plenty of green solutions in 30 years to get all our job done. That will not be the problem. The problem will be the damage that we&#8217;ve inflicted on the planet over 30 years, and the fact that there&#8217;s enormous inertia in the system, water levels and the temperature will continue to rise for quite a few decades, and – in the case of water –  hundreds of years after we actually turn the tap off, and that&#8217;s the scary thought for me.</li>
</ul>
<p>Lucas White, Lead Portfolio Manager of the GMO Climate Change Strategy, said:</p>
<ul type="disc">
<li>GMO is focused on investing in companies that help to combat climate change in some way, shape or form, and the two main categories of companies that we&#8217;re looking at are those either helping to mitigate climate change, or helping the world adapt to climate change. On the mitigation side, we&#8217;re looking at clean energy companies and alternative energy companies such as wind, solar, geothermal and clean power generation.</li>
<li>We looked at electric grid companies because when you&#8217;re dealing with intermittent renewables the big challenge is incorporating a lot of renewables into the electric grid. You don&#8217;t know when they&#8217;re going to generate electricity and when they aren&#8217;t, because it depends on when the wind is blowing or when the sun is shining, and our grid needs electricity at all times. It can&#8217;t be just wherever it shows up</li>
<li>A lot of work needs to be done on the electric grid to be able to incorporate a larger proportion of renewables, or we need a solution for storage – a utility-scale store – and historically utility-scale storage has been a pretty small fraction of what goes on in the electricity-generation industry. Going forward, we obviously expect it to have a bigger presence.</li>
<li>We&#8217;re looking at other companies involved in incorporating renewables into our grid, at electric grid companies that are focused on enhancing and building out the grids and making them capable of incorporating a larger proportion of renewables, and at utility-scale storage companies. We see this as a nascent industry, but it&#8217;s certainly something that we&#8217;re keeping our eye on and paying attention to.</li>
<li>Energy efficiency effort is great for helping to mitigate climate change. If you can just use 20-30% less energy to get the same unit of work done, that&#8217;s brilliant. So whether that&#8217;s energy-efficient building material, energy-efficient lighting, energy-efficient electrical components or electric vehicles themselves, anything that reduces our energy impact on the world is brilliant.</li>
<li>Looking at electric vehicles as an example, we believe it’s a wave that’ll take over the world, and they are the future of the automobile industry. Right now, the big players are Tesla in the US and BYZ in China, but BMW, Mercedes, Volvo, Ford and GM are also getting into the game. We want to be smart about how we allocate capital and, in the absence of knowing who&#8217;s going to win the market-share game and when you&#8217;re looking at very expensive valuations for companies like Tesla and BYZ, we look for other ways to express that view. And we may do it via lithium, nickel, cobalt, copper – the major materials that go into the production of electric vehicles.</li>
<li>Copper is used three or four times as much in an electric vehicle as in an internal combustion engine vehicle, and the whole electric vehicle-charging infrastructure is going to be very copper-intensive as well, so we look for other ways of expressing the same kinds of views. We might not be in the most obvious companies.</li>
<li>On the adaption side, the two big things are food and water. Agriculture is heavily impacted by climate change, so any company focused on keeping agricultural productivity as high as possible in the face of all these extreme weather events, extreme hot days, and extreme downpours, and floods and droughts and everything else would fit within our universe. These could be irrigation companies, precision agriculture companies, fertiliser companies, and companies working on drought-resistant seeds.</li>
<li>It’s a similar story with water. Climate change has a major impact on water distribution and water pattern. You end up having more water than you ever wanted in some places and not enough water in other places. So, treating water like the natural and valuable resource that it is going to become increasingly important in a world impacted by climate change. So those companies focused on recycling of water and purification fall within our universe.</li>
<li>We see a lot of growth coming down the pike for those kinds of companies. Climate change isn&#8217;t something that we&#8217;re going to address in the next 5 or 10 or 20 years; this is something that&#8217;s going to take decades. It took us 150 years to build up the energy infrastructure that we have in the world today, and it&#8217;s going to take many decades to build out a new energy infrastructure that&#8217;s cleaner and more reliable in some ways.</li>
</ul>
]]></description>
                                            <content:encoded><![CDATA[<h3>GMO’s Jeremy Grantham and Lucas White believe we’ve reached the fork in the road when it comes to our ability to mitigate climate change risks in 2018 and beyond. In fact, we have embarked in the race of our lives.</h3>
<p>Mr Grantham says one material advantage is the accelerating burst of green technologies, at a rate faster than anyone expected 10 or even 5 years ago, and that may – in the future – be able to offset much of the accelerating damage from climate change and other problems.</p>
<p>Mr White talks to GMO’s valuation-based approach to delivering high total return by investing in companies focused on climate change mitigation and adaptation. Its universe is global in nature and focused on companies that they believe will benefit in a world increasingly impacted by climate change, either through mitigation or adaptation solutions. This includes clean energy, batteries and storage, electric grids, energy efficiency, agriculture and water, as well as companies that service these industries.</p>
<p>Jeremy Grantham, Co-founder, Chief Investment Strategist and member of GMO’s Asset Allocation team, said:</p>
<ul type="disc">
<li>2018 was the year that the general public finally got the point. The latest poll revealed that 73% of Americans feel concerned about the environment. In 2015, this number stood at just 63% &#8211; and that 10 points is utterly vital. You&#8217;re beginning to eat into what was the hard-headed resistance regardless of the facts, and we are chewing into that, including 3 points in the year 2018 itself. Any advance on the current ratio of 73:27, and we begin to outnumber them 3 to 1. It is indeed a new ballgame.</li>
<li>A paper from the Proceedings of the National Academy, nicknamed ‘Hothouse Earth’, looks at why, even at 1.5 degrees, we&#8217;re not free from the considerable risks associated with the various aspects of the environment getting out of control in self-reinforcing cycles. For example, ice melting in the arctic – where ice reflects sun and then dark ocean water absorbs heat – causes more ice to melt. Similarly, the melting of the tundra releases carbon dioxide (and methane, which is 80 times worse), and the more that is released, the hotter the temperature, and the more the tundra melts.</li>
<li>On the damage front, ‘Hothouse Earth’ outlines how, in 2018, the melting of the Greenland icecap has increased to a rate three times faster than that of the year 2000. If this acceleration continues, all the estimates are too conservative. And the scariest one of all is that the oceans have been absorbing 40% more heat than has been assumed by the UN in all previous reports. And the oceans absorb 93% of all the heat, with the remaining 7% going into the atmosphere, the soils, and the forests. So, that is the ballgame. And what that means is really the entire system is 40% more sensitive to carbon dioxide release than has been calculated. So, whatever we thought we had to do, that report really means we have to do 40% more, or 40% faster.</li>
<li>On the technology front, solar and wind continue to drop. They are really now taking bids below the variable cost of coal plants and gas plants and – state by state – wind and solar is becoming the lowest cost provider of marginal electricity. What to do with storage remains a problem, but battery storage continues to fall at double-digit rates, about 12% a year. In 2000, Tesla wanted $1,000. In 2010, Tesla wanted a kilowatt an hour, and next year they&#8217;re aiming for below 100, so that’s more than a 90% reduction in 10 years, approximately. And electric car sales have still continued to grow at 25% a year. China had a down year in car sales for the first time in years, but their electric cars were up quite nicely, and Tesla Model 3 is the best-selling US sedan almost out of the starting block. They will also announce a new, cheaper crossover vehicle this year.</li>
<li>In 2018, $7 billion in venture capital investment went into agriculture: the largest disintermediated industry. This is roughly 13% of GDP and has been left totally alone until now, but suddenly the world is bustling with potential disintermediates going directly from the farmer selling the higher-valued crops to the General Foods of the world.</li>
<li>My favourite development – a bio-engineered insecticide – has found a way of extracting RNA, which is the engineering instructor to DNA, telling it what to do. The problem for researchers has been that, although they knew it was an invaluable item, it was too expensive, at $1,000 a gram. This new Boston-based enterprise has knocked it down to just 35¢ a gram, if you can get your brain around that. That is the very living definition of disintermediation, or disruption. And their target for next year is 10¢ so, suddenly, the research labs of the world are filling up with a new variable to test.</li>
<li>And to celebrate the flexibility of this, they themselves set a target to attack one of the more obvious pests: the Colorado beetle that feeds on potatoes. They have one gram of their solution designed only for Colorado beetles (no other insert on the planet), which goes into 10 gallons of water, which spreads over an acre. The droplets sit on the leaf, the Colorado beetle eats it, and the instructions basically go, &#8220;Are you Colorado beetle? Yes? If so, go to this place on your DNA and turn this particular switch,&#8221; and the company beetle continues to eat the potato but has lost the ability to process it as food, and it dies of starvation and drops conveniently to the floor of the field and is digested happily by its fellow insects. And that is merely the beginning of what will be a flood, in the next several years, of improved ways of dealing with pesticides and also improved seeds.</li>
<li>In conclusion, I believe we will have plenty of green solutions in 30 years to get all our job done. That will not be the problem. The problem will be the damage that we&#8217;ve inflicted on the planet over 30 years, and the fact that there&#8217;s enormous inertia in the system, water levels and the temperature will continue to rise for quite a few decades, and – in the case of water –  hundreds of years after we actually turn the tap off, and that&#8217;s the scary thought for me.</li>
</ul>
<p>Lucas White, Lead Portfolio Manager of the GMO Climate Change Strategy, said:</p>
<ul type="disc">
<li>GMO is focused on investing in companies that help to combat climate change in some way, shape or form, and the two main categories of companies that we&#8217;re looking at are those either helping to mitigate climate change, or helping the world adapt to climate change. On the mitigation side, we&#8217;re looking at clean energy companies and alternative energy companies such as wind, solar, geothermal and clean power generation.</li>
<li>We looked at electric grid companies because when you&#8217;re dealing with intermittent renewables the big challenge is incorporating a lot of renewables into the electric grid. You don&#8217;t know when they&#8217;re going to generate electricity and when they aren&#8217;t, because it depends on when the wind is blowing or when the sun is shining, and our grid needs electricity at all times. It can&#8217;t be just wherever it shows up</li>
<li>A lot of work needs to be done on the electric grid to be able to incorporate a larger proportion of renewables, or we need a solution for storage – a utility-scale store – and historically utility-scale storage has been a pretty small fraction of what goes on in the electricity-generation industry. Going forward, we obviously expect it to have a bigger presence.</li>
<li>We&#8217;re looking at other companies involved in incorporating renewables into our grid, at electric grid companies that are focused on enhancing and building out the grids and making them capable of incorporating a larger proportion of renewables, and at utility-scale storage companies. We see this as a nascent industry, but it&#8217;s certainly something that we&#8217;re keeping our eye on and paying attention to.</li>
<li>Energy efficiency effort is great for helping to mitigate climate change. If you can just use 20-30% less energy to get the same unit of work done, that&#8217;s brilliant. So whether that&#8217;s energy-efficient building material, energy-efficient lighting, energy-efficient electrical components or electric vehicles themselves, anything that reduces our energy impact on the world is brilliant.</li>
<li>Looking at electric vehicles as an example, we believe it’s a wave that’ll take over the world, and they are the future of the automobile industry. Right now, the big players are Tesla in the US and BYZ in China, but BMW, Mercedes, Volvo, Ford and GM are also getting into the game. We want to be smart about how we allocate capital and, in the absence of knowing who&#8217;s going to win the market-share game and when you&#8217;re looking at very expensive valuations for companies like Tesla and BYZ, we look for other ways to express that view. And we may do it via lithium, nickel, cobalt, copper – the major materials that go into the production of electric vehicles.</li>
<li>Copper is used three or four times as much in an electric vehicle as in an internal combustion engine vehicle, and the whole electric vehicle-charging infrastructure is going to be very copper-intensive as well, so we look for other ways of expressing the same kinds of views. We might not be in the most obvious companies.</li>
<li>On the adaption side, the two big things are food and water. Agriculture is heavily impacted by climate change, so any company focused on keeping agricultural productivity as high as possible in the face of all these extreme weather events, extreme hot days, and extreme downpours, and floods and droughts and everything else would fit within our universe. These could be irrigation companies, precision agriculture companies, fertiliser companies, and companies working on drought-resistant seeds.</li>
<li>It’s a similar story with water. Climate change has a major impact on water distribution and water pattern. You end up having more water than you ever wanted in some places and not enough water in other places. So, treating water like the natural and valuable resource that it is going to become increasingly important in a world impacted by climate change. So those companies focused on recycling of water and purification fall within our universe.</li>
<li>We see a lot of growth coming down the pike for those kinds of companies. Climate change isn&#8217;t something that we&#8217;re going to address in the next 5 or 10 or 20 years; this is something that&#8217;s going to take decades. It took us 150 years to build up the energy infrastructure that we have in the world today, and it&#8217;s going to take many decades to build out a new energy infrastructure that&#8217;s cleaner and more reliable in some ways.</li>
</ul>
<p>The post <a href="https://www.adviservoice.com.au/2019/02/the-race-of-our-lives/">The race of our lives</a> appeared first on <a href="https://www.adviservoice.com.au">AdviserVoice</a>.</p>
]]></content:encoded>
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                <slash:comments>0</slash:comments>                            </item>
                    <item>
                <title>An investment only a mother could love: the case for natural resource equities</title>
                <link>https://www.adviservoice.com.au/2016/09/investment-mother-love-case-natural-resource-equities/</link>
                <comments>https://www.adviservoice.com.au/2016/09/investment-mother-love-case-natural-resource-equities/#respond</comments>
                <pubDate>Thu, 08 Sep 2016 21:55:42 +0000</pubDate>
                <dc:creator>
                                    </dc:creator>
                		<category><![CDATA[White Papers]]></category>
		<category><![CDATA[Jeremy Grantham]]></category>
		<category><![CDATA[Lucas White]]></category>
                <guid isPermaLink="false">https://adviservoice.com.au/?p=45078</guid>
                                    <description><![CDATA[<h3>Jeremy Grantham from GMO has written extensively about the long-term prospects for natural resources, but there are advantages to commodity investing beyond potential commodity price appreciation, including diversification and inflation protection.</h3>
<p>Resource equities are a great way to gain commodity exposure, while also accessing the equity risk premium.</p>
<p>Given their somewhat hybrid nature, with one foot in the equity market and the other foot in the commodity market, resource equities display some unusual characteristics; over various timeframes, resource equities may move more with equities or more with commodities and can look more or less risky than the broad market.</p>
<p>Perhaps due to their quirky nature, resource equities are generally unloved and possibly misunderstood. However, we believe that resource equities present a compelling investment opportunity, both strategically and tactically, and that long-term investors could benefit from larger allocations to these assets.</p>
<p><a href="https://adviservoice.com.au/gmo-white-paper_an-investment-only-a-mother-could-love-the-case-for-natural-resources-equities_20160908/"><em><strong>Download and read the full White Paper by Lucas White and Jeremy Grantham here.</strong></em></a></p>
]]></description>
                                            <content:encoded><![CDATA[<h3>Jeremy Grantham from GMO has written extensively about the long-term prospects for natural resources, but there are advantages to commodity investing beyond potential commodity price appreciation, including diversification and inflation protection.</h3>
<p>Resource equities are a great way to gain commodity exposure, while also accessing the equity risk premium.</p>
<p>Given their somewhat hybrid nature, with one foot in the equity market and the other foot in the commodity market, resource equities display some unusual characteristics; over various timeframes, resource equities may move more with equities or more with commodities and can look more or less risky than the broad market.</p>
<p>Perhaps due to their quirky nature, resource equities are generally unloved and possibly misunderstood. However, we believe that resource equities present a compelling investment opportunity, both strategically and tactically, and that long-term investors could benefit from larger allocations to these assets.</p>
<p><a href="https://adviservoice.com.au/gmo-white-paper_an-investment-only-a-mother-could-love-the-case-for-natural-resources-equities_20160908/"><em><strong>Download and read the full White Paper by Lucas White and Jeremy Grantham here.</strong></em></a></p>
<p>The post <a href="https://www.adviservoice.com.au/2016/09/investment-mother-love-case-natural-resource-equities/">An investment only a mother could love: the case for natural resource equities</a> appeared first on <a href="https://www.adviservoice.com.au">AdviserVoice</a>.</p>
]]></content:encoded>
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                <slash:comments>0</slash:comments>                            </item>
                    <item>
                <title>The stock market as monetary policy junkie: Quantifying the Fed’s impact on the S&#038;P 500</title>
                <link>https://www.adviservoice.com.au/2016/03/stock-market-monetary-policy-junkie-quantifying-feds-impact-sp-500/</link>
                <comments>https://www.adviservoice.com.au/2016/03/stock-market-monetary-policy-junkie-quantifying-feds-impact-sp-500/#respond</comments>
                <pubDate>Tue, 29 Mar 2016 20:35:47 +0000</pubDate>
                <dc:creator>
                                    </dc:creator>
                		<category><![CDATA[White Papers]]></category>
		<category><![CDATA[James Montier]]></category>
		<category><![CDATA[Philip Pilkington]]></category>
                <guid isPermaLink="false">https://adviservoice.com.au/?p=42396</guid>
                                    <description><![CDATA[<h3>One of the stated goals of the policies that the Fed has been pursuing since the Global Financial Crisis is to raise asset prices.</h3>
<p>In this short White Paper GMO shows that this has been standard operating procedure for the Fed since Greenspan’s tenure began. However, the transmission mechanism doesn’t appear to be lower rates, lowering the discount rate. Rather, it seems to come from the influence that the FOMC announcements have on market sentiment or “animal spirits.”</p>
<p>They find find that Federal Reserve influence on the stock market has become particularly pronounced since the onset of its unconventional policies.</p>
<p>They construct an alternative valuation measure (the Monetary Policy-Adjusted CAPE) that modifies Robert Shiller’s Cyclically-Adjusted P/E ratio (CAPE) in order to gauge the impact the Federal Reserve policies have been having on the S&amp;P500.</p>
<p>Read the full <a href="https://adviservoice.com.au/wp-content/uploads/2016/03/GMO-White-Paper-March-2016.pdf" target="_blank">White Paper here</a>.</p>
]]></description>
                                            <content:encoded><![CDATA[<h3>One of the stated goals of the policies that the Fed has been pursuing since the Global Financial Crisis is to raise asset prices.</h3>
<p>In this short White Paper GMO shows that this has been standard operating procedure for the Fed since Greenspan’s tenure began. However, the transmission mechanism doesn’t appear to be lower rates, lowering the discount rate. Rather, it seems to come from the influence that the FOMC announcements have on market sentiment or “animal spirits.”</p>
<p>They find find that Federal Reserve influence on the stock market has become particularly pronounced since the onset of its unconventional policies.</p>
<p>They construct an alternative valuation measure (the Monetary Policy-Adjusted CAPE) that modifies Robert Shiller’s Cyclically-Adjusted P/E ratio (CAPE) in order to gauge the impact the Federal Reserve policies have been having on the S&amp;P500.</p>
<p>Read the full <a href="https://adviservoice.com.au/wp-content/uploads/2016/03/GMO-White-Paper-March-2016.pdf" target="_blank">White Paper here</a>.</p>
<p>The post <a href="https://www.adviservoice.com.au/2016/03/stock-market-monetary-policy-junkie-quantifying-feds-impact-sp-500/">The stock market as monetary policy junkie: Quantifying the Fed’s impact on the S&#038;P 500</a> appeared first on <a href="https://www.adviservoice.com.au">AdviserVoice</a>.</p>
]]></content:encoded>
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                <slash:comments>0</slash:comments>                            </item>
                    <item>
                <title>GMO quarterly letter</title>
                <link>https://www.adviservoice.com.au/2013/05/gmo-quarterly-letter/</link>
                <comments>https://www.adviservoice.com.au/2013/05/gmo-quarterly-letter/#respond</comments>
                <pubDate>Tue, 30 Apr 2013 21:30:40 +0000</pubDate>
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                		<category><![CDATA[Investment]]></category>
		<category><![CDATA[GMO]]></category>
                <guid isPermaLink="false">https://adviservoice.com.au/?p=20587</guid>
                                    <description><![CDATA[<p>In this quarter&#8217;s letter, Jeremy Grantham provides the last in a series of six reports on resources in &#8220;The Race of Our Lives&#8221; and Ben Inker questions whether persistently high profit margins can continue in a mean-reverting world in &#8220;A Funny Thing Happened on the Way to Equilibrium.&#8221;</p>
<p>To read the Quarterly Letter, <a title="GMO Quarterly Letter" href="https://adviservoice.com.au/wp-content/uploads/2013/04/GMO_Quarterly-Letter_Q1-2013.pdf">click here</a>.</p>
]]></description>
                                            <content:encoded><![CDATA[<p>In this quarter&#8217;s letter, Jeremy Grantham provides the last in a series of six reports on resources in &#8220;The Race of Our Lives&#8221; and Ben Inker questions whether persistently high profit margins can continue in a mean-reverting world in &#8220;A Funny Thing Happened on the Way to Equilibrium.&#8221;</p>
<p>To read the Quarterly Letter, <a title="GMO Quarterly Letter" href="https://adviservoice.com.au/wp-content/uploads/2013/04/GMO_Quarterly-Letter_Q1-2013.pdf">click here</a>.</p>
<p>The post <a href="https://www.adviservoice.com.au/2013/05/gmo-quarterly-letter/">GMO quarterly letter</a> appeared first on <a href="https://www.adviservoice.com.au">AdviserVoice</a>.</p>
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                <slash:comments>0</slash:comments>                            </item>
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                <title>The 13th labour of Hercules: Capital preservation in the age of financial repression</title>
                <link>https://www.adviservoice.com.au/2012/12/the-13th-labour-of-hercules-capital-preservation-in-the-age-of-financial-repression/</link>
                <comments>https://www.adviservoice.com.au/2012/12/the-13th-labour-of-hercules-capital-preservation-in-the-age-of-financial-repression/#respond</comments>
                <pubDate>Sun, 02 Dec 2012 20:45:33 +0000</pubDate>
                <dc:creator>
                                    </dc:creator>
                		<category><![CDATA[White Papers]]></category>
		<category><![CDATA[GMO]]></category>
		<category><![CDATA[investment]]></category>
		<category><![CDATA[White Paper]]></category>
                <guid isPermaLink="false">https://adviservoice.com.au/?p=18398</guid>
                                    <description><![CDATA[<p>I think the world today could easily be described as the “Era of Uncertainty”.</p>
<p>Problems threaten from almost every direction: the fiscal cliff looms, the U.S. Presidential Cycle is upon us, Europe’s troubles are clear for all to see, China appears to be slowing…indeed, the possibility of a global recession is non-egligible.</p>
<p>Well-known and respected observers have publicly voiced their concerns. For instance, Howard Marks of Oaktree Capital recently wrote, “The world seems more uncertain today than at any other time in my life.”</p>
<p>John Bogle has said, “The economy has clouds hovering over it…And the financial system has been damaged.”</p>
<p>Economists have come up with measures of uncertainty that combine things like the number of newspaper stories about uncertainty with the spread of economists’ forecasts into a single measure. Exhibit 1 shows an example of this kind of index, and a cursory glance confirms the situation outlined above: the one thing we have been certain of is that uncertainty is high!</p>
<p>To read the white paper, <a title="GMO White Paper" href="https://adviservoice.com.au/wp-content/uploads/2012/12/GMO-White-Paper_The-13th-labour-of-Hercules-Capital-preservation-in-the-age-of-financial-repression_James-Montier_2012_11.pdf">click here</a>.</p>
]]></description>
                                            <content:encoded><![CDATA[<p>I think the world today could easily be described as the “Era of Uncertainty”.</p>
<p>Problems threaten from almost every direction: the fiscal cliff looms, the U.S. Presidential Cycle is upon us, Europe’s troubles are clear for all to see, China appears to be slowing…indeed, the possibility of a global recession is non-egligible.</p>
<p>Well-known and respected observers have publicly voiced their concerns. For instance, Howard Marks of Oaktree Capital recently wrote, “The world seems more uncertain today than at any other time in my life.”</p>
<p>John Bogle has said, “The economy has clouds hovering over it…And the financial system has been damaged.”</p>
<p>Economists have come up with measures of uncertainty that combine things like the number of newspaper stories about uncertainty with the spread of economists’ forecasts into a single measure. Exhibit 1 shows an example of this kind of index, and a cursory glance confirms the situation outlined above: the one thing we have been certain of is that uncertainty is high!</p>
<p>To read the white paper, <a title="GMO White Paper" href="https://adviservoice.com.au/wp-content/uploads/2012/12/GMO-White-Paper_The-13th-labour-of-Hercules-Capital-preservation-in-the-age-of-financial-repression_James-Montier_2012_11.pdf">click here</a>.</p>
<p>The post <a href="https://www.adviservoice.com.au/2012/12/the-13th-labour-of-hercules-capital-preservation-in-the-age-of-financial-repression/">The 13th labour of Hercules: Capital preservation in the age of financial repression</a> appeared first on <a href="https://www.adviservoice.com.au">AdviserVoice</a>.</p>
]]></content:encoded>
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                <slash:comments>0</slash:comments>                            </item>
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                <title>Japan- after the quake, after the floods</title>
                <link>https://www.adviservoice.com.au/2012/11/japan-after-the-quake-after-the-floods/</link>
                <comments>https://www.adviservoice.com.au/2012/11/japan-after-the-quake-after-the-floods/#respond</comments>
                <pubDate>Sun, 25 Nov 2012 20:53:24 +0000</pubDate>
                <dc:creator>
                                    </dc:creator>
                		<category><![CDATA[White Papers]]></category>
		<category><![CDATA[GMO]]></category>
		<category><![CDATA[Japan]]></category>
		<category><![CDATA[White Paper]]></category>
                <guid isPermaLink="false">https://adviservoice.com.au/?p=18285</guid>
                                    <description><![CDATA[<p>Japan’s recovery from the Tohoku earthquake and tsunami of March 11, 2011 has been so astounding that people rarely even think about the tsunami anymore.</p>
<p>Even fewer remember that heavy rains in Thailand further disrupted the global production chain at the end of 2011. With so much accomplished, why do so few Japanese companies see bright days ahead?</p>
<p>This paper will first look briefly at the resolution of the five potential earthquake- and tsunami-related bottlenecks.</p>
<p>To read on, <a title="Japan - after the tsunami" href="https://adviservoice.com.au/wp-content/uploads/2012/11/Japan-After-the-quake-after-the-floods_Richard-P.-Mattione_2012_111.pdf">click here</a>.</p>
]]></description>
                                            <content:encoded><![CDATA[<p>Japan’s recovery from the Tohoku earthquake and tsunami of March 11, 2011 has been so astounding that people rarely even think about the tsunami anymore.</p>
<p>Even fewer remember that heavy rains in Thailand further disrupted the global production chain at the end of 2011. With so much accomplished, why do so few Japanese companies see bright days ahead?</p>
<p>This paper will first look briefly at the resolution of the five potential earthquake- and tsunami-related bottlenecks.</p>
<p>To read on, <a title="Japan - after the tsunami" href="https://adviservoice.com.au/wp-content/uploads/2012/11/Japan-After-the-quake-after-the-floods_Richard-P.-Mattione_2012_111.pdf">click here</a>.</p>
<p>The post <a href="https://www.adviservoice.com.au/2012/11/japan-after-the-quake-after-the-floods/">Japan- after the quake, after the floods</a> appeared first on <a href="https://www.adviservoice.com.au">AdviserVoice</a>.</p>
]]></content:encoded>
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                <slash:comments>0</slash:comments>                            </item>
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