Bond yields are projected to rise in 2018 and 2019, but by how much? Where will they settle? Warren shows historically, it takes a very long while for them to rise 200bps above low points. He then forecasts end 2018, mid 2019 and long term rates
![outlook outlook](https://thewire.blob.core.windows.net/web/images/default-source/default-album/outlook.png?sfvrsn=b685b05a_0)
By Warren Hogan, ex ANZ Chief Economist
For fixed income investors with a long term horizon the current interest rate environment presents many challenges. Interest rates and bond yields appear to be near the end of a long term bull market, the likes of which we only see every 40 years or so. The big question for many commentators in recent years is whether bull market which commenced with the end of the great inflation of the 1970s is over. While this is an important question and one which I believe has not been answered yet, the more important question is - what is next? If the bond bull market is over, are we due for a sudden and severe sell off to mark the end of the bull market in other asset classes.
I think we are at the dawn of a new phase for the global bond markets, one which offers a gradual rise in yields over the years ahead. This will not be a crash by any means. Indeed, the new rising yield environment will offer investors with a long term time horizon the opportunity to enhance portfolio returns.
Is the bond bull market over? A technical perspective
While I am not a technical analyst and I have some reservations about its application for both economic analysis and investing, it does help to characterise the market environment and place market participants expectations in perspective. Importantly, technical analysis helps to identify key price levels in markets that can act as a trigger for action for by others. These trigger points can also signal a shift in expectations if they coincide with a shift in the underlying economic fundamentals.
Chart 1 shows the US 10yr Treasury yield since the mid 1970s. The bull market is defined by the downward sloping yield channel evident since the early 1980s. What jumps out straight away is that despite the US 10yr yield have passed it low point a few years ago, the overall bull market channel remains in place. This is important because there have been many times in the past 30 years when the yield has made a new low point and then risen, only to ‘re-rally’ in subsequent years to new lows.
Chart 1: A Technical Perspective of the Bull Market
![](data:image/png;base64,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)
Source: Warren Hogan, US Federal Reserve
As has been the case many times in the past 30 years, we are now approaching the top of the bull market channel. My simple calculation is that the market needs to see a sustained break above a yield of 2.75% in 2018 to signal the end of the bond bull market. So to answer the question, the bull market is not over, but it soon could be.
The outlook for bond yields - A fundamental perspective
There are three main factors that influence Australian bond yields:
- The RBA cash rate
- US bond yields and
- Credit spreads
Once you have a handle on how they interact it is reasonably straight forward to construct an outlook for Australian term bond yields.
An RBA tightening cycle is likely to commence in 2018
The RBA cash rate is the primary anchor for the Australian yield curve and determines short term funding costs in Australian debt markets. The RBA effectively sets the base for all other interest rates across the economy.
My outlook for the RBA cash rate was covered in this article, Why Australian interest rates will rise, released in November. The core view is not too different from what the consensus of economists has been in recent times, that is, a small rise in the RBA cash rate in 2018, most likely commencing in May. How quickly and how far the RBA move are always important questions for bond investors, the best time to buy long duration fixed income securities is typically near the end of a central bank’s tightening cycle.
The monetary policy outlook will be heavily affected by global trends and a cautious approach from the RBA board given high household debt levels and low CPI inflation. For this reason, I think the upcoming RBA tightening cycle will be gradual and elongated. The RBA may hike by 50bps or even 75bps in 2018 but I am confident that the tightening cycle will extend into 2019.
People are worried the RBA may burst the housing bubble, driving consumer spending into a ditch. They are wrong. Two features of household finances stand out.
- Debt service ratios are near long term average levels even though most metrics on house prices and debt level are at historic extremes. A small increase in interest rates will be a headwind for households with mortgages but will not be the calamity some fear. Importantly, higher rates will boost the incomes of the growing legion of self funded retirees across the country.
- The accumulated wealth of households from the rise in house prices has not translated into a consumption splurge like we saw prior to the GFC. Since the GFC, Australian households are much more reluctant to spend the gains they have accrued from property price appreciation. The Australian household sector has, in effect, built a wealth buffer. There will be no broad based house price panic due to a modest increase in rates.
In my view the Australian economy is moving beyond the mining boom; beyond the housing boom and beyond the construction boom to a broad based expansion in the non-mining economy lead by key industries such as health and aged care, tourism and education as well as the new digital economy.
My expectation is that the RBA cash rate will rise by 0.5% to 1% to between 2% and 2.5% by the end of 2018 and then to between 2.5% and 3.25% in 2019. This is likely to be the peak of the cycle as the tighter monetary conditions take hold.
Bond yields are also heading higher
US bond yields are expected to rise as the US economic expansion continues, excess capacity in the economy is soaked up and the Fed normalises monetary policy. This will involve both a higher Fed funds rate and QE removal, see this article, Global bond yields heading higher in 2018 – Just ask the Fed. US 10yr treasury expected to rise above 3% over the next 12 months.
We can now pull together a basic view of the outlook for Australian government bond yields based on this outlook for US and Australian monetary policy, and the US 10yr Treasury yield. The forecast is for the RBA to broadly match the Fed on rate hikes over the next two years. The RBA cash rate and the fed funds rate are both expected to head towards 3%. The difference between short term interest rates in Australia and the US is a good guide to where the 10yr bond yield spread should be. Without complicating the analysis with extravagant and overly complex models, history says that when US and Australian short term interest rates are broadly the same then the 10yr ‘spread’ will be around 25-50bps.
The forecast for the Australian Government 10 year yield is based on:
- The RBA cash rate rises to 3% over the next 12-18mths,
- The US 10yr heading to 3.5% over the same time horizon,
- The 10yr spread is expected to be around 25-50bps
These assumptions will result in the benchmark Australian Government 10yr bond yield rising to around 3.75% to 4% at the top of the forthcoming interest rate cycle.
At the ‘peak’ in the interest rate cycle the difference between the 3yr bond yield and the 10yr bond yield (‘the yield curve’) will be close to zero if not negative (an inverse curve). This implies that the 3yr yield will also get up to around 3.5% to 4% at the peak of the interest rate cycle.
These projections are summarised in Table 1.
Table 1: Interest Rate Forecasts
| End 2017 | End 2018 | Mid 2019 | Long term |
RBA Cash Rate | 1.50% | 2.25% | 3% | 2.25% |
3 Year Government | 2.00% | 3.00% | 3.75% | 2.50% |
10 Year Government | 2.50% | 3.25% | 3.75% | 3.00% |
| | | | |
Fed Funds Rate | 1.25-50% | 2.50% | 3.25% | 2.00% |
10 Year Treasury | 2.50% | 3.00% | 3.50% | 2.50% |
Source: Warren Hogan
Credit spreads are likely to drift up as global monetary policy is normalised
Now this is where it gets tricky. The individual yield premium for a security over the benchmark risk free rate (that is, the local government bond rate) is made of up idiosyncratic features and broader macro features. I will concentrate on the macro drivers of credit spreads leaving FIIG analysts to help you decipher the individual credit risk of each issuer.
The macro driver of credit spreads is effectively the riskiness of the underlying equity. From a broad market perspective this can be shown with a comparison of equity market volatility and corporate bond spreads. Chart 2 shows the US AA corporate bond spread (courtesy of BoAML) and the VIX index from the CBOE. Credit spreads tend to track developments in the equity market. Any signs of stress in the equity market will be quickly translated into wider corporate bond spreads.
Chart 2: US Corporate Bond Spreads and the VIX Index
![](data:image/png;base64,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)
Source: Warren Hogan, St Louis Fed, CBOE
Projecting the path for credit spreads is difficult and requires a view on the riskiness of equity markets. The strongest assertion I can make is that in the absence of a major equity market disruption, credit spreads are unlikely to ‘spike’ wider. And the economic and interest rate view presented does not suggest a major equity disruption is on the horizon. Interest rates and bond yields are rising because of monetary policy normalisation. That normalisation is contingent on continuing economic growth and financial stability. This doesn’t mean credit spreads can’t widen, they probably will, but it will be orderly and modest.
Investors will be presented with many opportunities to buy into a higher interest rate environment over the next 12 to 18 months.
Long term investment strategy - A historical perspective
If the bull market is over, why buy bonds?
In other words, is a crash just around the corner? Moving away from technical analysis to a long term historical perspective provides some interesting insights. Again, I focus on the US 10yr Treasury yield. Chart CC shows the yield going back to 1870, that is, just after the end of the American Civil War. What immediately jumps out is the appearance of three long wave cycles; 1870-1920, 1920-1980 and the current cycle that commenced in the early 1980s.
Chart 3: Long Wave Cycles in Bond Yields
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA80AAAJ1CAYAAADjWBJZAAAgAElEQVR4AezdDYwc9Z3w+d8Ej7FjYxgTbGfAzAbbnCHesOiGh8Nzu5c80YIwkRPiVeKMSEIuApbHCiDL6GI/6OKV8mCdMo+FyXpZQChsiEazaB2CFWyF1T7JZW/M5fHcERLH+PwCGQwT2wQP+CU2HsOcftX9r/p1TXV39XtV17cl6Orqqv/Lp2ra/ev/W8fk5OSk8EAAAQQQQAABBBBAAAEEEEAAgSkCH5myhx0IIIAAAggggAACCCCAAAIIIOAJEDRzIyCAAAIIIIAAAggggAACCCBQRICguQgMuxFAAAEEEEAAAQQQQAABBBAgaOYeQAABBBBAAAEEEEAAAQQQQKCIAEFzERh2I4AAAggggAACCCCAAAIIIEDQzD2AAAIIIIAAAggggAACCCCAQBEBguYiMOxGAAEEEEAAAQQQQAABBBBAgKCZewABBBBAAAEEEEAAAQQQQACBIgIEzUVg2I0AAggggAACCCCAAAIIIIAAQTP3AAIIIIAAAggggAACCCCAAAJFBAiai8CwGwEEEEAAAQQQQAABBBBAAAGCZu4BBBBAAIGMCozJ9vX90r9+u4wlTWBsu6zv75d+77+tMlJB+ca2r5f+/srOqSB5DkWgyQIJ/jttsgTZIYBA6wSmtS5rckYAgawJjGztl83DItK3VgbX9Jav/shW6d/8pqwe2CQru8sf3vwjRmRr/2bRKhV/9MnawTUSo7bFk6j3O57r1FL3rB6QTcmErrdAwtMbk+3fH5LRuH8nTa6NBuXrhiT671KD/dybBfdS7pzRoKQ9q2Vg00op/WetwdI6GZI4xwZJt8vWFLN8xfrWDkqcj8+mOeSvubm6wmdJ0/TJCAEEmiRA0NwkaLJBAIER+dWwSE9Pj4wO/0pG1vQmK5Cs6gL1yprBQVnjzs0Ho4n7UuvKV/DcUxj0eGVfJ/2HY/6gUZBWCl5E/gDTLSs3DcrKxBV/TA6PivTcVDqklMg6Ja4yEgTZg/6PX7rv+9t7CwLrupc8yT6xy1b4d+pZbu4XqTRwjp1fZVfBBfb6mbfJ/2Uw92PHeuFHuMo0ORoBBJIsQPfsJF8dyoZAOwmM/EqGpU9Wfesm6ZFh+VUl/U3bySGpdeldI2v7RER/0EhqGbNSrrExebNt6joizw2NivSt8gNmrVr3yk2NDZjbxq+wIt0rV0nuzzQBf6Vj2+X7Q6My9UfC3I9R9FopvHa8QgCBdAvQ0pzu60fpEUiJwJhs3zbsdcvu7e6WsZ4hGfrViKzp9Zsmqq9HRNfA8Jc4rzXkpZtkYFO3PGe6U0d1IfS7kIdKFHVs6JDiL71WHtMdOtTtNtdac4WsHVgo29YNiXZzdPl55XlztQx8S+T7+fc0I1dHW153TvGClH6ne2GPiLwpYzrA1zVy1lB2kXz3Wr/fZmFX9UquS65VtbihV7PIsnbnuvjmyzC0rl+GcoAyuCb/Xr7775g3fKCwjDZdZ273edt+ejHu5zL3q72eMrRO+rWwofsl7FpYJ1uGwuEDkfdHpJlNw69hbRtvjnnjxt1tVUti5e+bwvsu0qdMvUv9TXplL3N++BqJuPsqRtmqwCm4b8znR7gc1VgUK87Ic/pZ1SerStwuuXK5upuUPL/Q0JuypuZ83az0+NDpvEQAAQQqEpjkgQACCDRa4K3nJ7/9la9M/v3uXEZvPf/tya985duTz79VJuPdf1/6OO/9r0x+2yaU3+fy0hxy+X1l8itf+fvJfBH8ffa43X8fdUyMcrpqROQ9Gd6Xt7BlDso3Na9cmQrLFewLTKfk48oU9eyVqVhegdGUNCsq+1uTz3/7K5NfKQQueB1Z77yX9YlTjinHTE5OqpOffWSd82X89vOT3q0YvlZ5u/B9MSWvCJcodndeybrpiRWlN/U6Bq7BtXT7fA/NJ1zfmPnm0pqar1fniDT8+7Ug80ih0M7Q9cm/6+pS7u85V7+Icsaod5BHNeeXv/eLls0IRDnnLAvLpPvK3lOR93/198Dk5O7Jv/9K6O/blN3fDFvn3/Dq4f7udF/EcXpM7paJuA/Cx0fcd34Z2EAAAQTqIED37Ip+YuBgBBCoRmBs5CWvReLGfItEd6920R6Vl0ZqmbM4aL0u6AaY72Y8vC08I7KODQwm5HLdHN/0mlW1Vvkx16tv98da546ppZxBGf2Je7pXyrdW98jo0HNTukH3rP5WQRfWwLqwpab3Ru2gmWuN9tPtvbGmbpvasqaTtPX49a+17PlxuQtN22LvmsgJ4PrWmone8tdv9KWR/IzWccoRcYyI9K6pcMKk3ttldY/2ULddX8P3RUReJa5pcA2D8+Ldr8GZ1W2Vu9+D8vj3UKx6VF4avQ65rv+bc7OB12W28nL1K1bOyuo99W8yzvnx7/1ipQz2j4q2DudmUe+XzdrrZND8veTv88J7Ku5nQZy6BCWJ2uqxf99RB5T6m7qpN9+hJaIcJf9+I45v0L0bVSX2IYBANgUImrN53ak1Ak0UGJORl3RWo4V+j1/p7pYrRCQIjKooztiI5JI1QVk+Ga+b8ehLUhiTX6HZmke3aG/k0cO1BO4muajNfBn73K8F+WO6u7X2+W7Q/nk9clNvQQH9d6ZsdC8U7Uh9RUGFcvWZcmzRHYVfxnMTHg8G40xrLnved2idrN9eyrhPQjxScP3ilKPEvVC0+pFvdEvvTV7UHPyg4Y0vNtcmTnmi0i5RxoL6Rp1b1b4y93u19aiqLLkfMAYHB7wfJWR0SNb195e5L8plVKZ+xU6vqN7murv0Yp0f9953iZZ61h8HBmVwcFAG9Bed0SF5zv6mE3lqzM+CWHWJzKCCne5vapv4HwPe/BbGNl+OsgG4y7Up5XaZ8YwAAgjkBBjTzJ2AAAKNFXBfiFa7VgXNrle0sXR4WAPblUVaV+MVqzBwzJ3jgtJ4Kbij8mXSFuCVuRbpse3bZFh6ZHXcYNYlFXoe3twfsSyVhr2tfOiX8cIWq6jSVF/23GRA3TpO2I3N9cd1RuVUel+cckTdC6VTnfqu1wtiaEh+NbJGdMi910ui5yb5Vuj3jDjlmZp6+IeO3BHV3a9RqVe+r9p6VJ6TnuFmK8+PtR76vmzvLX8PVpdX6bNqrXfp8+t777uadK/8lqx+aZ0Mbd4qNxYsY1c4Ttod7/0y6b8ovlG6LsXP03dyPzqG/jhCp7i/Ke1ZtHJlt4x4yyislvDHaqV/v7WUO1REXiKAAAJlBQiayxJxAAII1CKQ65ot4k9qVJBYruuzfpGq9pHrXl14/thYNXMPj0nutGHZ3O8mnIoXWJYre8EEUuUOTtj7tZZdu+YO6ppc+QmwcqvlBN3ki1c335KYb6QuWY78MVH3QvH0i7zT3Ss39QzJS/lu+9pLouembwW9JPKnlSxPkaR1d1QZq7tfS2RSwVvV1CNOkF86AOqVNWv7ZHjzsHgdPQr/fCsoffWHVlNvm1uc86u/921OdrtbVq7qk6HNuvpA7kcdf6Ivncxu0K17nQ+i7akltuPUZerp+dbsOBO85f+mhnTIxcru3NKDBT+i5lKP+tuYmm+wp7pyB+ezhQACCFQiQPfsSrQ4FgEEKhRwXbP1C12ui6F2M8z9l+uqWXUXbe+LmGvpKCzWWG6R2yktGYVHhV55LeJBV8hcGWtsBct3Q899GQzll/SX9S5790rZ5A1sDXdLD78WyV2/fHf+OOVw3f3r0tU+153Uuy/z90RBt/k45Ym6tvW+X6PyqGRftfXQPLzhAdFj/XM/kvVIuaGuuR8Kyh9XSZViHVtLvb2654aWVPQ3XfTej1XiwoPCcxe4njz++ODCw0u+qskiF8DH7S7uDXvQITPbdelB0zVbC5gvR+yhMjWVu6QIbyKAAAJFBQiai9LwBgII1Cww8pzklmh1LSA2xfxYt1hj9Ox5btuNldssW80YPzehVd+qqDzduRHP3StlVV/hOF83+Y5NP+LMErt65XZv0q91BWX0lkqpy2RIJbKu+a0ay67LwRTUMT95T89NoR8z1Hy9Ge+41ZuQLLh+ccqRO0aGC+8FXe7GH09dItALU3ndSUdfkueee0lGp5Q3TnnCKerrOt+vXpI6tj06eI0qQeG+auuhVdG/FR1eG7qv8+v2FkyepfdB/9ZgjLgWIn9ceO3mwvLV4VXkNa+h3l6RYpwf596PLFucOueGkfjrqUcEnCNb13mfuwWpReYXoy4FiYReuEkXN/cXfr55q0GZvz3vltH1pUdlaEhnGwx/BuTKUfLvtyDrGstdkBYvEEAAgXgCdM+O58RRCCBQhYA3dk2mTvTkksqNdRv1ZisuvmZzLpD11tZ1J/asloFNK6V75SYZ7N4q/QVjhnOtxZX3+HazJA8Ek2F53+/Xy7rN62VhjPG/rnj2ObKMrvz2wARu11T23jUyMLZe1nkLDecrF1nvvvz61Pn1k80a1I4kTjn0mAHRa2XGj+v6xu5G8GbXfUnWufHV3trHRfoFu+6k3mziU7tmxymPK7t9jjxPx8wPDFY3rj+yTiUWzbWF8QKZiL+fyGsUOjE/s/HgjeG/vWD9cP8MnTF9rQbO/f4u3dA1o/1rU/BOHV8U8Ym8DjHrraUre36ce79I2eLU3ps9f3hYtm2/XXpX9sqagdXy5rrN4kaVqO3avnWy2SZWJL+ydbFpRGx7XdAj7oOpa4K7eSxEgh/EggS1HMX/fqdOJFhruYOc2UIAAQTiCXToslXxDm30UQdlS98SeWCX5nO37Jh8XG71s9wp93R8V649MCz3L/Z3soEAAgjUTUBbqNcNXSFrCybYCcbiXrG2wuWL6lay9k2oqHn7VpmaIZBZAe35sXm4cPm8zGJQcQQQSJ1Acrpn7/yePLBsh2gMf+CRPfLdLQd9zJ33rBDZQcDsg7CBAAJ1F8hNbqQT7Nikx2T794cK1pi277KNAAIIIBBHINeTR/pulPh9IeKkyzEIIIBAcwQS0z374P49IvIFr9aLr14mu35yQEQWy8EtfbJCdshk0OzcHBlyQQCBbAl43Ugl1NXb60dqZqXNFgm1RQABBOoh4C/fdzshcz08SQMBBJovkJzu2TvvkY7vXisHhu8X2dInX5d/kuHbXpC+JXvloYKu2s1HIkcEEEAAAQQQQAABBBBAAIFsCiQnaJbwmOYHZX/fEtn70KQ8TitzNu9Oao0AAggggAACCCCAAAIItFggQUFzoYR2y16y9yGZfHC/9C15QHR+sOWPHJBhZgIrhOIVAggggAACCCCAAAIIIIBAwwSSMxGYreLBLfL1Z78kBx5fIlu+/oAs2zEpk5M7ZNkDXxczP5g9g20EEEAAAQQQQAABBBBAAAEE6i6QmInAgprtlHuWPCtfOjCs04Bp+7Jcu0TfXSLXLg+OYgsBBBBAAAEEEEAAAQQQQACBRgskrqVZl5fa88g/mfWYd8lenUhbDsjeXcvkatZpbvQ9QfoIIIAAAggggAACCCCAAAJ5gWSNaTYzaPuxse5b8YRXXMY0c98igAACCCCAAAIIIIAAAgg0UyBZQXMza05eCCCAAAIIIIAAAggggAACCJQRSFz37DLl5W0EEEAAAQQQQAABBBBAAAEEmiZA0Nw0ajJCAAEEEEAAAQQQQAABBBBImwBBc9quGOVFAAEEEEAAAQQQQAABBBBomgBBc9OoyQgBBBBAAAEEEEAAAQQQQCBtAgTNabtilBcBBBBAAAEEEEAAAQQQQKBpAgTNTaMmIwQQQAABBBBAAAEEEEAAgbQJEDSn7YpRXgQQQAABBBBAAAEEEEAAgaYJVBQ0j2ztl/7+rTJStHgjsrVfj1kv28eKHsQbCCCAAAIIIIAAAggggAACCKRCYFq8UmowvFmGyxw8tn2bDPf0SM9omQN5GwEEEEAAAQQQQAABBBBAAIEUCMRqaR7ZulmGe1bLwNq+4lUa2y7fHxJZveqm4sfwDgIIIIAAAggggAACCCCAAAIpEogVNPeuGZTBTSulu0TFRp7TiPlbsrLUQSXO5y0EEEAAAQQQQAABBBBAAAEEkiYQK2guW+ix7bJtuE9WETGXpeIABBBAAAEEEEAAAQQQQACB9AjEHNNcqkJjst3rlz0gvaUOq/C9P//zP5c9e/ZUeBaHI4AAAggggAACCCCAAAIIZEFg2bJl8tvf/rbhVa09aB55ToZktQzUuZVZA+bJycmGA5ABAggggAACCCCAAAIIIIBA+gQ6OjqaUuiag+aRXw2LjIqs6x8qKPDoun4Z6lsrg2vq2f5ckAUvEEAAAQQQQAABBBBAAAEEEGioQM1BszdJ2BpTxrHtsn7dS3LTwCYmBTMsbCKAAAIIIIAAAgjULvDKoffkn//bW/Lpv/iY3HzDvNoTJAUEEECgjECsoHlka79sNos0b+7XFz2ymsC4DC9vI4AAAggggAACCNRT4KkXRuXV0ZPyysH3ZPmyuTJ7Zqyvs/UsAmkhgEDGBDomEzpwWPunJ7RoGbtFqC4CCCCAAAIIIJAcgdsf+pWcOnPeK9Cj931Krum5KDmFoyQIINBUgWbFjPVZcqqpNGSGAAIIIIAAAgggkFUBFzBr/Q+9dTqrDNQbAQSaKEDQ3ERsskIAAQQQQAABBBCoXsAGzJrK4bfPVJ8YZyKAAAIxBQiaY0JxGAIIIIAAAggggEBrBU6f+aCgAIePETQXgPACAQQaIkDQ3BBWEkUAAQQQQAABBBCot0C4pZnu2fUWJj0EEIgSIGiOUmEfAggggAACCCCAQOIETp3NTQDmCnb85Dl/UjC3j2cEEECg3gIEzfUWJT0EEEAAAQQQQACBhgiEW5o1E7poN4SaRBFAwAgQNBsMNhFAAAEEEEAAAQSSKxAe06wlpYt2cq8XJUOgXQQImtvlSlIPBBBAAAEEEECgzQUiW5qZQbvNrzrVQ6D1AgTNrb8GlAABBBBAAAEEEEAghkBk0MwM2jHkOAQBBGoRIGiuRY9zEUAAAQQQQAABBJomcPps4ZJTmjHds5vGT0YIZFaAoDmzl56KI4AAAggggAAC6RKIGtPMDNrpuoaUFoE0ChA0p/GqUWYEEEAAAQQQQCCDAlHds5WBGbQzeDNQZQSaKEDQ3ERsskIAAQQQQAABBBCoXsCu07zo8ll+QnTR9inYQACBBggQNDcAlSQRQAABBBBAAAEE6i9gW5qvW3Sxn8FhZtD2LdhAAIH6CxA019+UFBFAAAEEEEAAAQQaIGDHNC/qDlqa6Z7dAGySRAABX4Cg2adgAwEEEEAAAQQQQCDJAraluXfpJX5R6Z7tU7CBAAINECBobgAqSSKAAAIIIIAAAgjUX8AFzdOnfUTmXjRdZs+c5mXCDNr1tyZFBBAIBAiaAwu2EEAAAQQQQAABBBIq4AJmLd7cOdO9Ui6cN9MvLV20fQo2EECgzgIEzXUGJTkEEEAAAQQQQACB+gvY8cyd0zq8DJhBu/7OpIgAAlMFCJqnmrAHAQQQQAABBBBAIGECkS3Nl5mWZmbQTtgVozgItI8AQXP7XEtqggACCCCAAAIItK2AXaNZxzTrg+7ZbXu5qRgCiRIgaE7U5aAwCCCAAAIIIIAAAlECBS3NF+XGNNM9O0qKfQggUG8BguZ6i5IeAggggAACCCCAQN0FCsY0d+bGNDODdt2ZSRABBCIECJojUNiFAAIIIIAAAgggkCwB29LcNbvTLxxdtH0KNhBAoEECBM0NgiVZBBBAAAEEEEAAgfoJ2KDZjWnW1OmiXT9jUkIAgWgBguZoF/YigAACCCCAAAIIJEjg9NkP/NK4dZp1x0Jm0PZd2EAAgcYIEDQ3xpVUEUAAAQQQQAABBOooUDCmOb9OsyZP9+w6IpMUAghEChA0R7KwEwEEEEAAAQQQQCBJArZ7tm1ppnt2kq4SZUGgPQUImtvzulIrBBBAAAEEEECgrQSi1mnWCjKDdltdZiqDQCIFCJoTeVkoFAIIIIAAAggggIAVKGhpzq/T7N6ni7aT4BkBBBohQNDcCFXSRAABBBBAAAEEEKirQMGY5vw6zS4Dumg7CZ4RQKARAgTNjVAlTQQQQAABBBBAAIG6CpRsaWYG7bpakxgCCBQKEDQXevAKAQQQQAABBBBAIIECLmi2azS7YtI920nwjAACjRAgaG6EKmkigAACCCCAAAII1E3ABcyaoJ0522VA92wnwTMCCDRCgKC5EaqkiQACCCCAAAIIIFA3gYLxzGaNZpcBM2g7CZ4RQKARAgTNjVAlTQQQQAABBBBAAIG6CZRradaMui7q9POzQba/kw0EEECgSgGC5irhOA0BBBBAAAEEEECgOQLF1mi2udtu28dPnrNvsY0AAgjUJEDQXBMfJyOAAAIIIIAAAgg0WqCgpTm0RrPL204Qdu78h243zwgggEDNAgTNNROSAAIIIIAAAggggEAjBWx3687QGs0uXx3X7B7HT9DS7Cx4RgCB2gUImms3JAUEEEAAAQQQQACBBgrYluau2cHYZZvlrJkX+C8nzk/622wggAACtQoQNNcqyPkIIIAAAggggAACDRWwQbPthm0znTUjCJqPHD9r32IbAQQQqEmAoLkmPk5GAAEEEEAAAQQQaLTA6bMf+FnYCb/8nbp+s+mePfEBLc3Whm0EEKhNgKC5Nj/ORgABBBBAAAEEEGiwQMGY5oh1mjX76Z3B19rxExMNLhHJI4BAlgSCT5cs1Zq6IoAAAggggAACCKRGwHbPLtbSbNdpZvbs1FxaCopAKgQImlNxmSgkAggggAACCCCQXYE46zTblmbWac7uvULNEWiEAEFzI1RJEwEEEEAAAQQQQKBuAgUtzWbsss1gQdcM/6U93t/JBgIIIFClAEFzlXCchgACCCCAAAIIINAcgYIxzUXWabYlscfb/WwjgAAC1QgQNFejxjkIIIAAAggggAACTROwLcd2lmxbgPlzL/Rf2uP9nWwggAACVQoQNFcJx2kIIIAAAggggAACzRFwQXCxNZpdKdz77ni3n2cEEECgFgGC5lr0OBcBBBBAAAEEEECgoQI2AC42c7YrgH2fycCcCs8IIFCrAEFzrYKcjwACCCCAAAIIINAwATs+ubPIGs0u81kzL3CbMjEx6W+zgQACCNQiQNBcix7nIoAAAggggAACCDRUoJKW5tkzp/llOTJ+1t9mAwEEEKhFgKC5Fj3ORQABBBBAAAEEEGioQJw1ml0BZs8Igma3j2cEEECgVgGC5loFOR8BBBBAAAEEEECgYQIFLc1F1mh2mduW5qPH33e7eUYAAQRqEiBoromPkxFAAAEEEEAAAQQaKVAwprnMGs1dczr9opyb+NDfDm+8OnpS1j22R36660j4LV4jgAACUwTowzKFhB0IIIAAAggggAACSRGwLc1ds4OgOKp8nRd0+LtLzZ792POviwbOr/7+pHz6+o+JbaH2E2ADAQQQyAvQ0sytgAACCCCAAAIIIJBYARs0u3WYixV2wdwZ/lsTHxSfPVsDZn2cO/+h2JZs/2Q2EEAAASNA0Gww2EQAAQQQQAABBBBIlsDpsx/4BbLrMPs7i2yMn5iIfCfcAs0s25FM7EQAASNA0Gww2EQAAQQQQAABBBBIloBtCS63TvP8uRf6hbct1P5OEQlPEFbsOHsO2wggkG0BguZsX39qjwACCCCAAAIIJFrABrXlWppt9227VJWt4JHjhes326DcHsc2Aggg4AQImp0EzwgggAACCCCAAAKJE7DBrw2Kowo61yxJZYNte+z4ycJu2+Eg2h7LNgIIIKACBM3cBwgggAACCCCAAAKJFbDBrw2KowrcaZakKtaCfHS8cP1mO2Y6Kk32IYAAAgTN3AMIIIAAAggggAACiRWwwa8NiqMKbIPq4yfORR0i4ZZmm37kCexEAIHMCxA0Z/4WAAABBBBAAAEEEEiuQCUtzVoLt+ayLicV9Qh3x2b27Cgl9iGAgBUgaLYabCOAAAIIIIAAAggkSsAFzeXGM7tCu6BZX4dnytZ94ZZml747n2cEEEAgLEDQHBbhNQIIIIAAAggggEAiBGxAW27mbFfgros63Wbkc7iludh6zpEnsxMBBDIpQNCcyctOpRFAAAEEEEAAgeQL2PHG5dZodrWZ3hl8vQ13vY5qeT5+Mnrss0uPZwQQQCD4VMECAQQQQAABBBBAAIEECVTT0mwnAzs3UTiuORxEu6oSODsJnhFAIEpgWtTOYvtGtvbL5uE+WTu4RnrtQWPbZf26IRl1+/rWyuCagiPcOzwjgAACCCCAAAIIIBBLoJI1ml2CduxzePxysRm1tUV77kUuBZ4RQACBQoGYQfOIbO3fLMOF5+ZfjcjWdYdl1eBgLpD2AujNsn7hgGxa2R15BjsRQAABBBBAAAEEECgnUNDSfNH0cod778/rCo4LtzRHdc/Wk7SleeG8mbHS5yAEEMieQKzu2SNbN8twz2oZWNsXIdQra2zLc/dKWdUnMnp4LOJYdiGAAAIIIIAAAgggEE+gYExzZ0e8k8xR4W7X46cmzLvBZrEW6OAIthBAIMsCsYLm3jWDMrhppdBunOVbhbojgAACCCCAAALNFbAtzV2zS8+K7Uq2YO4Mtymnz37gb+uGbWledPks/z0bnPs72UAAAQTyArGC5oq0xrbLtmGRvhsZ01yRGwcjgAACCCCAAAIIFAjYoNmOVS44KPTCzrIdDobtRGCLu2f7Z4ZbpP032EAAAQREJOaY5rhWY7L9+0My2rdWNtUhZt6/f7+X8aWXXuo9v/POO7wWETy4H/QPgb8HPg/0PuDzgM8DPg/4PGznfw/eefe0991P/zf9I+e8f/vK1fdPJ4755xw9flrs98l33n3ff2/+xZP+9u/f+qO8806u5blc+rzPv7964/DvbzL+/fX/iBu80TE5ORl8YpTLbGSr9G+WqbNn58/zZtd+c7UM1KErd0dHh1RStHJF530EEEAAAQQQQACBdAkMDB2Un+0+6hV6wx1Xy2euv6xsBQ69dVr+dvOvveOuW3yxDNy7zLlwA9YAACAASURBVNs+d/5Due1/e8nbnj1zmmh6G57c673WdPU1DwQQSJdAs2LGurU0B8tRMfY5XbcapUUAAQQQQAABBJIpYLtnz50TzIpdqrQaELuHneBr/EQwCVjXRZ1ScNzJc+4UnhFAAIEpAnUZ0xwEzKH1m6dkxw4EEEAAAQQQQAABBOIJVLNO86yZF/iJT5wPOlTa8cw6Wdhcs4SVDa79k9lAAAEE8gLBT3ElSHJBcXDA5n5dsblHVg9skpWSm/hLZFhy+91x+feZctuB8IwAAggggAACCCBQgUBBS7MJckslYVuQjxw/6x9qZ87WgLlrTjAbd3jCMP8kNhBAAIG4E4F5S06tKea1UjYNriz2JvsRQAABBBBAAAEEEKhKwAaznRWs06xBcXhGbNuaPK9ruuhs3PqfjnUOH1tVYTkJAQTaVqAu3bPbVoeKIYAAAggggAACCLRMoJqWZi3s9M7gK65rYT5qZs52aznbcdIEzi27zGSMQOIFgk+UxBeVAiKAAAIIIIAAAghkScAFzXHXaHY28+de6Da9lmR94YJn3Xbv64Rg7mFbtd0+nhFAAAEVIGjmPkAAAQQQQAABBBBInIALmLVgtkW40oK6FmT37KWXHx9txz/b9yvNg+MRQKC9BQia2/v6UjsEEEAAAQQQQCCVArblt3NaR0V1WNA1wz/eBd9RLc3MoO0zsYEAAiUECJpL4PAWAggggAACCCCAQGsEXLCruVfa0mwnDdPgWyf7culp67Lr7q0TgrnH+MlgHWe3j2cEEEBABQiauQ8QQAABBBBAAAEEEidQzRrNrhJds4OxyhosR7Uy67G2e7YLql0aPCOAAAJOgKDZSfCMAAIIIIAAAgggkBgBG8TabtRxCuhakvVYTceu12y7btug+dj4uThJcwwCCGRQgKA5gxedKiOAAAIIIIAAAkkXKBjTXMEazVov2517/NSE2K7XXXOCVmg3i7aeY4P0pNtQPgQQaK4AQXNzvckNAQQQQAABBBBAIIaADWJtd+sYp8qsmRf4h01MTBa0NM+/JFiOavaMaf5xtju4v5MNBBBAQESCTwo4EEAAAQQQQAABBBBIiIANmm136zjFs92uw0tJ2VZoe5wd9xwnD45BAIHsCNDSnJ1rTU0RQAABBBBAAIHUCJw++4FfVhvo+jtLbNgx0Dpztg2cbZdsu22D9BJJ8xYCCGRQgJbmDF50qowAAggggAACCCRdoGBMc4XrNNuWaW1Btus824nA1EBbmzVgJmhO+h1B+RBonQAtza2zJ2cEEEAAAQQQQACBIgI2iK20pdlO9qXJF5sITN+ji3aRC8BuBBDwBQiafQo22lvgoEhfh8jO9q5l6mt3T4dIh/7XJ3KwXrVpwbXfeY9Ixz31qkD5dNTtnhI3d7PLU77EKT2iQfdSQ+77ehE3oM7l7td6FZ10Ui9gJ+ayLcdxKmaP1+WmXACu3bbte5oWXbTjiHIMAtkWIGjO9vVPRu3b8QuU9yU4Imjyvxy74LBDZEuZ6PDglnwgmT9nSnCU/1LrBZt6TES+ybjSpUuh9XxiuciBSZHJYZHFpQ9v33fz13PKdW6XGje4fjX/vTT574n7vl1ubOrRAAEX6GrSdoxy3KwWzJ0x5VAbILs3mUHbSfCMAALFBAiai8mwv3UCcYLoOMe0pAY7cwHuEyUyv3uHyKQGhvn/7i8VHe4UWbI3OPbAIyJPrCgMtO9ZIiKPBMfc/YRI35YSBUjoWwf2isiyDAfLCbwuif07K2ZVh7+XZv89Je2+T901L3YvsL8dBArGNFe4TnOx+kcF33TPLqbFfgQQcAIEzU6CZwTqIXDPCpHlj4jsuLseqYnIrSKTjwdpLb5fRJPeeyC3z7VS/dP9wTEPPiKy69k6dm8Okm741vJrG55F8jNYLDI8KfL4rckvalUlbGT9avx7adXfE/d9VXcSJ7W/QK0tzVGtylH75nVN9zFtnv5ONhBAIPMCBM2ZvwWSBJDvFqmttNqaqt2Np3RRLXVMBd0qXRdOv2t0mXO9MaGmS3WxltzHJ0WGTQDbaN6oVqrFV4vILpF8XF1QBG1FCpd9S5/ZV8ZBBxrr2PDIruDayt4nstN1J8+PS45jp+Va8YTIrgdC172K/AoqbF/kewFEjpkulU/+vZ0lznf3k0t7v803YrvcdZjS2leqfBHplytP2WuSzy/yb7GSshS5J8L1K1meSvKLsLC7yv29lHvfT6vYvaBl1fu+2Pt+ArmNyPu+iFnZvz2ds8Hmq8M0rF25eQLyx0Zecy2uTTucls2nmiEipc7Pv1dQt1D+Bfe7+3wKHROi52U6BFwAa1uCKyl5eOyynts1u3NKEjZ9l+eUg9iBAAKZFiBozvTlT1rl8y1Q2pLqujBPaW0rdox+sVoi8pDp9qzdlKcE3fo9covIkgdEHjkg4nWNzp+7zHSbfmRPEEjq8Sv25Mfa5tOvJTB2PwhogBUOYMtdEi2Lfqn9Qr4Vcv+eiDOWiCwXkf0RY6W/cHeoFfqgyLO7RL50W/4L9hKRYg7eF/ByxrtEVrju5MMiEtNOf2zQ1nltpddu6951j7guek0LxmyH8ivV033Fd4Nr+IiILHFjv+PkIyL2/Lt3iXzddYE/KPL1B4J7dvIhkQf0IpV4lLwO4fMiymfvz/Dhep1KlSfW/Vzm78zeI1OuSbhAZa5RyfJUWvdQ3pX+vcT9e7L3QsG9pPnvEllS7F4LlS/yvs+nYf+OFkc4RLmv+El+mMYO/eVRpMP8vRbcs6FyeC+LXfP8sbbOBWlFlK3k/RnOO+L8yLoZ04L8tUt+/vNcPzt0CIt+AB7I8rwIYeN0vtZlotzDBrVuX5znqK7YUS3NNv1j4+fiJM0xCCCQMQGC5oxd8Patbv4Ln+3Reu1ykT2hJr/9+YB5x2Q+YNZY8QWRXctFHjQn3/9QEFy6ltsXIoLQSkH1S7IbyzypTcEPVBA4m2DIFLWiItz6oMjyXSKuLq7uty0u76Azc2m3YZt3lPEO25083+rt8quksDu/J7Lr7sJuyo/ngwE7UbTNr1T6O8yXaL2+GlRoOrHzMed7Qa+OwY66f24t3z2/1HUI18Fdo2L3Z9njQ+Wp5X6OaxUuU6lrVKo8lda9IN86/L0UpGdeFLuX3CHl3nfHlXq2ZnHd/XNuzQ3j0B8f3d+rvWdL5VvsPVsnm1ZN16gef3/6Gb9cRD/D9LH4ttxnXFRPm2J1Y38iBc6d/9AvV1Sg679ZYmPWzAumvFtucjBamqeQsQMBBESEoJnboH0EtFXJ7zbcIfLArql1e+CB3BcsnTur4KGtQ65bnz6vMF2cdZzkDpEHluTTr1e3v8UiD5mWX+0mbctvA0Mtq5ugyLa+X72soBa5Fwe8xi65OqrZdbHIl5aLPPtC7tAXnhVZ/iUz+VYph3wrvS1jlHFBiRplV5BJa19EdektW6Jy1yGcQJnrYg8vW56kXZNy5amg7tahmr+Xiv+ebIZZ3q7yGtWDLPyjiwvip3zG1yMz0mimwPGTQYtvVDfrOGWZNWNq0BzV+szs2XE0OQaBbAsQNGf7+rdP7TVg1i562oLsWnIf0T7KoYe+73WnDAe+bqkjc76m41ppvAm58u/tWCayJHx+KJ+KXuZnjL5/OCh7Qd4aMHeIPHH31PHSS3TirD2Fk34dzLe8FPvS6LWiPyCyM981+yE7BruEQ1zjKXXXoKhRdlMyi7fDM4p3aNmjoq5B2ZNEpOR1CCdQ4rqED41VnqRdk1LlqaDuzqLav5cou3J/T+XupXLnuzKn+rmKa1Tv+rofNb1/B0yvkHrnQ3pNEzh+IgiaowLdOAWx3a7d8VGt1l1zgnHOtlu4O4dnBBBAgKCZeyCZAuFu1VGlLHnMzuiWZk1Hg1MdE+fGtLrufN8LN+1GZapjYauc4VknOyoYY70zN/nV3V8oklF+twsA7Cza7oyosn9Px9c+ZFqP3cHuOd91c8WSXPdn98NAVFrulMjnEsaRx1dod6u6hMalu9nJXZmL5RO1f4X5oUNb2HUack2n1nymtHTpOO4yY5q98hW5DuGyV3pdKi1PufvZ/p3VahWuW9RrW55K667p1fL3EpVf1N9TsXvJ1WfK+zUupdYMd1d2fbbX3O6P2o4yizqu2L5a67bzJ8FcCO7HuWo+H4qVj/0tE5g4P+nnbYNaf2eMjXDQHNU1W5OxQbkN1mNkwSEIIJARAYLmjFzoVFXTWzIpPItyqAbhY3QpJm1ZXuG6WH9X5JESyz49fkBkuVvPWMfqHhDZk5+x2+9+nJ8oKjyzb6mWDP3Crud7QZNOxKOv88GajmMtyGNFbjIy2906VE1v0jIv/nJpufq5AFDLviOYbVzz2/NI4TjgcJr6Wsck6qMgYC/jUKmxpl+JXa5E5v/5brt24jStW1WTsC0X2fGloAu+9tI/4MZe15rPrbnJh/yWrr35yYhMVYptRl6H8MFlrkv4cP0lQCdDKlaeSq5J+O/M63ERcb9VdU3yBS9Zngrr7ib+8ibBcn8r5m/QG5cfUX7/bzDO31Opeylfpx0PFbnXplysmDtqvUdjZqOHTbnm5c6t8BpNSa7Gut36uMiXni0c2qKfgzF/A51SHHYkRuDI8bN+WTov6PC3K9nouihoQdbzwq9tWi5w1rHUdjy1PYZtBBDIrkDH5KT+NJu8R0dHhyS0aMnDokQIVCrgdbV+lhlmK3Wr9/Fch3qLtji9/EzQOos/rZ3NuRY6F8QDywrXs9cfYnRaiqjeOc0pFbnUQeCx51+XH/9yzEvpwdVL5OYb5lWc6iuH3pN1/xCsMvGZ6y+TDXfoBJVTH//r//H/yuFjZ7w3fvSfeyWqG/fUs9iDAAKtFmhWzEhLc6uvNPkj0AqBKROAtaIQ5ClcB24CBGoXWB4aMhO5dFjt2ZBCcwVOn/nAz7BzWnUtza712CVUsqV5znR3mNhJyPydbCCAQKYFCJozffmpfDYF7NrM2RRIRq25Dsm4DpQi1QL3/1Nu6T5vKEy+S3645TnVFcxu4W3gOtcEtJWIhGfdnt91YdHTbYDNslNFmXgDgcwKTMtszak4ApkV0DGIiRyVkbErwnVovwvONW3+NcW8+ebNydGOK7YBbSW5h7tYh1/btOyazuMnJ+xbbCOAAAKs08w9gAACCCCAAAIIIJAsAbv0U7jFuJKS2nNLBd9ds4NJw5hBuxJhjkUgGwJ0z87GdaaWCCCAAAIIIIBAagRsF+lSLcTlKmS7dpdKxwbUp98PxlOXS5/3EUAgGwIEzdm4ztQSAQQQQAABBBBIjYALmsNrLVdagb/uvcw7RWfOtoFxOJ2C7tkn6J4d9uE1AlkXYExz1u8A6o8AAggggAACCCRIwE4CVmvQ/LVbrhT9r9zDtkjb/Mudx/sIIJANAVqas3GdqSUCCCCAAAIIIJAKAbvcVKlloupZGdsK7Vq565k+aSGAQLoFCJrTff0ofdoE7ukQuWdndaWu5dzqcuQsBBBAAAEEmi5gW3qndzbnq2pB92xmz276NSdDBJIu0JxPoqQrUD4EEKijwEGRvhp+HKhjSUgKAQQQQCB9Arald0HXjKZUwLY0M3t2U8jJBIFUCRA0p+pyUVgE2lSAVvQ2vbBUCwEEEKhcwHbPti3AladU2RkucNY1ou060ZWlwtEIINCOAkwE1o5XlToh0FKBxSLDky0tAZkjgAACCKRX4Mjxs37hZ824wN9u9IYG6MdP5nIZPzEhpZaoanRZSB8BBJIlQEtzsq5H9kqzpU+kb4up906Rjg6RLQeDfTvvEem4J/863/VXj/H+c/tFRFsrC9ISkbjnBrmZrVBebixyVD4F9Shynkk52Awd69czOKL4VolzC8qjKZRztbloun0iB/PneM76OnyMuwb6bK6DHlbQcpwv586o9PLvPSEiT6zIXVPnbLNjGwEEEEAgMwITHwQ/vLrW32ZUnhm0m6FMHgikU4CgOZ3XrX1KfduXRHY9GwRkO38icvfdInsPBHX8yRMid39BvIP6log8NCkymf/v7ieCibW+cHdhWhrlffcJkUceDM5dtiM495E9U4NsP1cN5paI2ONlhRd7SlQ+z+4S+dJt0fm48/y03UZEHiXL5M7T54hz1cIFrxW52nTd9i6RJd8VOZB3fkRElrjAuEzeLonw8wqT3t27RL6uP5bkW6XvFpG789fm8VvDZ/IaAQQQQCBDAtrK6x6t6J6tedtx1a4sPCOAQHYFCJqze+2TUfPFt4ks3yXyQr4Zc/8ekS98QeSJn+TLd1Bkj4h8QQOpfIBlY6prl4vs2Z879tYHC9M6+ILIruUity0WcdsPmpPvfygUZBuSqOMfnxTR0yvNx51nkvc2o/IoVSZ7/s7viey6W8QGmI/v0ObaXGBfkatN2GzvGPbIvT1aLpd2ubxNEgWbNj3vh4e9BW/zAgEEEEAAARWwAatt/W20jl3eapwZtBvNTfoIpEqAoDlVl6sdC7tY5EvL8y3LB0WeXSZy660i2mqqKzN5geXduWBVq39wS75bdr5r8AO7DEo+rWdfyO174VmR5V8KAj/R1lPbpXiFiO4zjdp+Ygc0oFtmzvXfyQXvWuaofEqeZ9Nw2xWUyZ0S67lC11hpchACCCCAAAKNFzh19ryfyewZzZt+x46ftuOq/cKwgQACmRUgaM7spU9QxbUrsdeyrNHrtbmCaUvkT3aKaODrdc3OB8xLHhDZYbpnP7K8sCJ+t2QNwHeJPHS/eX950N3Yde/WZ9P47B+8RMuxJ+g27r+R3/BahB8Q2RnKp9x54XSkgjJNObfMjriuZZLx3j6orfnLRZbEOZhjEEAAAQQQqF7g6PH3/ZNnz2xe0LxgbrC81emzH/hlYAMBBBAgaOYeaL2A15VYxyb/RGTZ1bnyaPC55ye5wNfrmh1VzJ0iBS3N2gh8v4iOl/1evvuyC4hdd+XvafN1jEfU8Tq5lX+6toaLyIoluW7SpfIpOM/kHZWHebvk5q06xtuM59aD71khsvyR4EeAql3zOa8wk3/pjxeu5T1O3iULX+RN182+yNvsRgABBBDIhsC5iQ/9ijZzBms7ftoue+UXhg0EEMisAEFzZi99kiqe70r8xBP5scsa/OqkWk+EAtL7RbRleYXrYv1dkUc0cg09tJVa03It1N7bOh76gMie/AzNUbNvFySjx+8IZnTW42VHEJDqsZqPPqbkU+a83Fn5MdqVlMk/UQdWi0yG8tnziMiwbVmP6WqTtds7Hgq6sz8gIgcez78bJ2+bUIztBx8R2fUAs2fHoOIQBBBAoN0Fjp8851Vx+rTmfk21rdpHxoNlr9rdm/ohgEB5gY7JSe2fmrxHR0eHJLRoycOiRK0R0PHVS54VOWAmzGpNSeqca352bJ2l3LWg1zkHkkMAAQQQQCBKQAPmL2/c7b2l3aWf+c//Y9RhDdmn3cLv+C8jXtqLLp8l/7j2LxqSD4kigED9BJoVMzb3J7z6+ZASAq0XmDLRWOuLRAkQQAABBBBIs8DERNCWY7tLN6NONj+6ZzdDnDwQSI8AQXN6rhUlTZRAfgIwb23mRBWMwiCAAAIIIJBaAdst2naXbkaFbH7Mnt0McfJAID0CzZuSMD0mlBSBGAL5NaNjHJm+Q9q5bum7GpQYAQQQyJKAXaN5QVcwm3WzDLRLuAuYtSw2kG5WGcgHAQSSJ0BLc/KuCSVCAAEEEEAAAQQyKWC7RXd26iScrXvYsrSuFOSMAAJJECBoTsJVoAwIIIAAAggggAACcvxEbuZspeia3dl0kWYucdX0ypEhAghULUDQXDUdJyKAAAIIIIAAAgjUU+Dc+WCN5rkXTa9n0hWnZcdXV3wyJyCAQFsJEDS31eWkMggggAACCCCAQHoFjo0HLc3TO5v/NbXVgXp6rxwlR6C9BZr/adTentQOAQQQQAABBBBAoEoBOxFYK7pKT58WfDW2XcWrrA6nIYBAmwgEnwxtUiGqgQACCCCAAAIIIJBOgVNnz/sFtwGsv7PBG3bysYnzwZrRDc6W5BFAIOECBM0Jv0AUDwEEEEAAAQQQyIqAbd1tRVdpO/nYuYlgfHVW/KknAghECxA0R7uwFwEEEEAAAQQQQKDJAnaZp645zZ8921b3+MlgfLXdzzYCCGRPgKA5e9ecGiOQaoHd+8bl0FunU10HCo8AAgggEC1gA9VWdM9uRet2tAR7EUAgSQIEzUm6GpQFAQTKCoyfnJANT+6Vo8ffL3ssByCAAAIIpEfATgK2YO6MlhTczthtZ/JuSWHIFAEEEiNA0JyYS0FBEEiGwKujJ8Wuk5mMUgWluPmGeXLbTfNl/ZO/E/sFKziCLQQQQACBNArYrtmzZl7Qkiq0Kt+WVJZMEUAgtgBBc2wqDkQgGwIP/2i/jJ+YSHRlv3bLlXJtzxzZ+PS+RAf4iUakcAgggEDCBI6Mn/VLNHvmNH+7mRs2X36YbaY8eSGQbAGC5mRfH0qHAAJFBO77m6u8dwaGDhY5gt0IIIAAAmkSsLNVJ2FssV3+Kk2OlBUBBOovQNBcf1NSRCDVAl0XdYqdiCWpldEJYjbeuVQOvnVKntoxmtRiUi4EEEAAgZgCOmeFe7RiEjDNe0FXa8ZSu3rzjAACyRQgaE7mdaFUCLRMQCdBSfKYZguj3eg23fVJefG/H5MXdx+zb7GNAAIIIJAyAdsdel7X9JaXngknW34JKAACiREgaE7MpaAgCCRDQH/dt13kklGq4qWYP/dCefiua+Wx518XXY6KBwIIIIBAOgVs0GzHFjezNq1eG7qZdSUvBBCIL0DQHN+KIxHIhICOI7Nd5NJQ6UWXz5INd1wtOokZazin4YpRRgQQQGCqgF3iqVVBs+0WfvzEuamFZA8CCGRSgKA5k5edSiPQfgI3LO2Sb67o8WbUpktd+11faoQAAu0vYIcG6fwarXq4wNmWp1VlIV8EEEiGAEFzMq4DpUAgMQK6RqXtIpeYgsUoyOeWL5BPX/8x+c7Tr6a2DjGqySEIIIBAWwrYSShb1dKssHPnBOOpCZzb8lajUghULFBR0DyytV/6+7fKyJRsxmT7en3P/Rd1zJST2IEAAgkUmDUjvUGzcmprs85+ql21eSCAAAIIpEfAdodOwpJTKjd+IpjROz2SlBQBBOotEDNoHpGt/f2yeTg6+5Gt62RIVsvA4KAMDg7K2r5h2bx+u4xFH85eBBBAoKECG756tdfSvGXboYbmQ+IIIIAAAvUTmDg/6SemvZ5a9dAJJnkggAACViBW0DyydbMM96yWgbV99tzc9th22TbcI6u/tVK68+/23r5aekZfkhGi5qle7EEg4QIL5s4QOxlLwosbWTwdj6Yzao/se1eG/u3NyGPYiQACCCCQLIEjx8/6BWpl92y/ECJyZDwok93PNgIIZEsgVtDcu2ZQBjcFQXEB0dhhGZUrpNtFzPpmd7dcIaNymKC5gIoXCCDQPAH9wjVw7zL555+/JT9/+e3mZUxOCCCAAAIVC9i5NFrdNXv2jGkVl58TEECgvQViBc2lCMbGolpxumVhj8ibY0TNpex4D4EkCqR5IrCwp1vD+dFtr8krh94Lv81rBBBAAIGECJw+84FfklZ2zdZC2FZuG8z7BWQDAQQyJ5Don9L2789N5HPppZd6F+add97xnnmNh94I3A+N+Xv4cGKmjJ88I+3y9zfv0kvlntvmy//+1F5Z94VL5NpF8/g84e+Hzw/+PeX7hIgk6fvU60eDCbdmTDvv/RvUqvKdOHHCuz/0f0fffk/272/Mv7etqh/fn7ieem+3y/3n/7E2eKNjcnIymHWhXGYjW6V/s8jawTXS646N2ic6cZh3oKzxD3QnxHvu6OiQSooWL1WOQgCBcgLaIvvMi4e9rs3ljk3T+z/+5Zg89+9/kC33/bm0uutfmtwoKwIIINAMAf23Z90/7PGy6lt2qWz8xtJmZBuZxw9/9ob376C+ef+qRaLLGfJAAIFkCjQrZqy5e7Z0L5QeeVMKemKPjcmb0iML7TjnZDpTKgQQCAloQGmX/Qi9ndqXX/yrbuldeols/ME+Yd3N1F5GCo4AAm0qcPT4+37NbPdof2eLNuza0S0qAtkigEACBOoQNPfKTT2jMvRcsHrzyHNDMtq3SlYSNCfgElMEBCoT0Jmn7bIflZ2d7KO1xUC/jD38DGs4J/tKUToEEMiagB07PK9rekurT2+klvKTOQKJFIg1pnlka+EazZv7dcHmHlk9sElWdnfLyk1r5XD/ZvF2azV1eapNVfbLTiQThUIgOwKdnR1ybuLDtq2wdvm779HfyGPPvy73fv4TbVtPKoYAAgikScAGzfrjbSsf0zuD/MdPBWOtW1km8kYAgdYKxAqavSWn1pQqaK+sGRyUkoeUOp33EEAgMQJe9+yT5xJTnnoXxK3hfP+jv5X5XReKdtvmgQACCCDQWgEbnM6d09qW5s5pHT7GxET8qX/8k9hAAIG2Ewh+Smu7qlEhBBBAIFpAfxh4+K5rvYlehvfkZtGMPpK9CCCAAALNEEjSklM2aGcOjGZcffJAIPkCBM3Jv0aUEIGmC+i433af/GThvJne7KwDQwfl1dGTTTcmQwQQQACBQMD+m8NEYIELWwggkAwBguZkXAdKgUCiBPQLSxa6pF236GK5b9VVsuHJvWJnbk3UxaAwCCCAQAYE7JjmBV0zWlrjVuff0sqTOQIIRAoQNEeysBMBBLIi8JnrL5Pb//Ljsv7J34n90paV+lNPBBBAIAkCtnu2TkiZlAc/qCblSlAOBForQNDcWn9yRyCRAvPnXihHxs8msmyNKNTXbrlSru2ZIxufZg3nRviSJgIIIFBO4Mjx4N+cVi/5NGvmBeWKy/sIIJAxAYLmjF1wqosAAtEC9/3NVaIza+sYZx4IIIAAAs0TsJNttTpg1lrbMdX0QGrefUBOCCRZgKA5yVeHsiHQIoHZM6ZlrquyBswb7rha3jj2J3lqx2iL5MkWm1IoTgAAIABJREFUAQQQyJ7A+IlgLWS7RnISJAiak3AVKAMCrRcgaG79NaAECCROQH9lt+PLElfABhVI6/13d14jv3j5j/LTXUcalAvJIoAAAghYARuY6vCgJDwWzA0mI7Mt4UkoG2VAAIHmCxA0N9+cHBFAIMEC+oVt451Lvdbm3fvGE1xSioYAAgi0h8Cps+f9imivn6Q9bEt40spGeRBAoDkCyftkak69yQUBBEoIdM3pFDspS4lD2/KtRZfP8rpq6/jmQ2+dbss6UikEEEAgKQJ2huokjGlWl66LOpPCQzkQQCABAgTNCbgIFAGBpAl0XpCc5T5aZXPD0i756s0LvRm17Re6VpWHfBFAAIF2FTg38aFfNf3RNgkPO7b6+MlzSSgSZUAAgRYKEDS3EJ+sEUiqgHaPm/hgMqnFa1q5Prd8gXz6+o/Jd55+NXMTozUNmYwQQCDzAjYoTcqPtrabOGOaM3+LAoCAEDRzEyCAwBSBuXOmC2O4cizfXNEjV877qDz8o/3CF6cptwo7EEAAgZoFxk8Fs2fbCbhqTriGBGw3cdsSXkOSnIoAAikWIGhO8cWj6Agg0ByBdasXewHzo//yWnMyJBcEEEAgQwITE0HPplkzL0hczcdPBkF94gpHgRBAoCkCBM1NYSYTBNIloBOg2O5y6Sp9/Uur3fR0Ru29oyfkhz97o/4ZkCICCCCQYYEj42f92uvSf0l4zOuanoRiUAYEEEiIAEFzQi4ExUAgSQI6AQpdkQuviH6R23TXJ+WFl47Kz19+u/BNXiGAAAIIVC1g12m23aKrTrDOJ2Z5NYk6U5IcAqkVIGhO7aWj4Ag0VoAxXFN9dQ3nh++6Vh7d9pq8cui9qQewBwEEEECgYgE7h0ZSumcnpcW7YkxOQACBhggQNDeElUQRSLfAgq4Zwhiu6GuoazjrGOeNP9gnh4+diT6IvQgggAACsQS0V5MbDqRDYZLS0myD5tNnP4hVFw5CAIH2FSBobt9rS80QQKBBAn3LLvXWcN7w5F7/y16DsiJZBBBAoK0FDh8NfnxcOH9mYuraOa3DL8vpMwTNPgYbCGRUgKA5oxeeaiNQSkC7x9kxZqWOzep7X/yrblm+bK5o4Mz476zeBdQbAQRqFXjj2J/8JHR5v6Q8dOlF9+Az3knwjEB2BQias3vtqTkCRQW0WxpBc1Ee/417P/8J0a7s2lWbBwIIIIBA5QJHj7/vn6TzRiTx4bqPJ7FslAkBBJojQNDcHGdyQQCBNhXY8NWrvR8Ytmw71KY1pFoIIIBA4wRe+0PQ0nzVxxPU0nxR0NLcuNqTMgIIpEWAoDktV4pyItBkgQVzZ4htAWhy9qnJTieu0Rm1R/a9Kz/+5Vhqyk1BEUAAgSQI2OWc9N+dpDz0s909jp845zZ5RgCBjAoEnwgZBaDaCCCAQK0C2p194N5l8syLh2V4zzu1Jsf5CCCAQGYE7CoEC+claCKwzmAisInzk5m5HlQUAQSiBQiao13Yi0DmBXTmUMY1x78NdCzexm8slYGhg/Lq6Mn4J3IkAgggkFEBHSvs/p3RpabsMk+tJrFLX52b+LDVxSF/BBBosQBBc4svANkjkFQBnTn01NnzSS1eIst13aKL5b5VV3kzatO1PZGXiEIhgECCBOznZFInAVMuJgJL0E1DURBokQBBc4vgyRYBBNpT4DPXXyZf/szlsu6xPX4LSnvWlFohgAACtQkceuu0n8Ciy2f520nZSNIY66SYUA4EsipA0JzVK0+9ESgjoF3TmPykDFKRt1d/9grpXXoJazgX8WE3AgggoAJH3zXLTV2SzOWm3JWyreJuH88IIJAdAYLm7FxraopARQI6cyiTn1REVnDw/asWeePzdIwzDwQQQACBqQKHj57xdy6cn5xJwFyhZs28wG3yjAACGRcgaM74DUD1ESgm0NnZIUx+Ukwn3n6dGOyNY3+Sp3aMxjuBoxBAAIEMCejno3tcOS85azS7MtmJydyEZe49nhFAIFsCBM3Zut7UFoHYAl2zO5n8JLZW9IFuDedfvPxH+emuI9EHsRcBBBDIqIDt8pzEicDsWs1MjJnRm5RqI5AXIGjmVkAAAQQaKKBjwzfeudRrbd69b7yBOZE0AgggkB4BXZ/53PncUk66PrMNUJNSC5adSsqVoBwItF6AoLn114ASIJBIAe2WdvrsB4ksW9oKpbPCbrjjann4R/vFzhabtnpQXgQQQKBeAkeOn/WTSsMs1eMnJ/zysoEAAtkTIGjO3jWnxgjEEvCC5jMEzbGwYhx0w9Iuuffzn2AN5xhWHIIAAu0voC3N7qEtzUl8dM3pTGKxKBMCCLRAgKC5BehkiQAC2RS4+YZ5cttN82X9k79jDeds3gLUGgEE8gKH3zZB82XJDJo7L+jwrxdLMPoUbCCQSQGC5kxediqNQHkBnZTlyHjQfa78GRwRR+Brt1wp1/bM8bpqu/F8cc7jGAQQQKCdBJI+CZha23HWfF63091HXRCoXICguXIzzkAAAQRqErjvb67yzn/0X16rKR1ORgABBNIqYOd30HkfkviYO2e6Xyzm+PAp2EAgkwIEzZm87FQagfICs2dMowtxeaaqjtDWC50YbO/oCfnhz96oKg1OQgABBNIqoK22x0+e84qvn4d2luqk1uk0c3wk9dJQLgSaIkDQ3BRmMkEgfQJMBNbYa6a+m+76pLzw0lF5cfexxmZG6ggggECCBA4fNeOZ5ydzPLNy1bJ29PCed2TdY3vkp7uOJEieoiCAQLUCBM3VynEeAgggUKOAfiF7+K5r5bHnXxfWcK4Rk9MRQCA1Am8c+5Nf1ivnfdTfTvJGpXN86PCbVw6+J1u2HRI7fjvJdaRsCCBQXICgubgN7yCQaQFdaoPZQht/C7CGc+ONyQEBBJIlYIPIWlpzG10rHaZUzeOVQ+/53c/1/J/tPlpNMpyDAAIJEiBoTtDFoCgIJElAx5kxW2hzroiu4fzNFT2y8el9BV+0mpM7uSCAAALNFXjtD0FL81UfT25Lsw6jcY9TZ867zbLPv/j1HwuOCb8ueJMXCCCQCgGC5lRcJgqJQGsECJyb5/655Qvk09d/TDY8uZcfK5rHTk4IINACgSPHg+UMF8yd0YISxMuyszNYp7mSicB2/fZ4QQaHj52RV0dPFuzjBQIIpEuAoDld14vSItBUAV1uY/zERFPzzHJm2tqs4/s2/mBflhmoOwIItLmABpHusXBecicCs7N6n5v40BW55HO4a7Y7mNZmJ8EzAukUIGhO53Wj1Agg0KYC61Yv9pb60sljeCCAAALtJqBLTbmuzhqU2i7QSa6rWyKrXBltcGzXn/7Fy4Vdtsulw/sIIJAsAYLmZF0PSoNAogS6LupkjG2Tr4h2idcZtUf2vStD//Zmk3MnOwQQQKCxAmmZBMwp2NZmt6/Us+2aff+qRf4a1Bp0s0pCKTneQyDZAgTNyb4+lA6BlgpM72QysFZcAG15Gbh3mfzzz9+Sn7/8diuKQJ4IIIBAQwQOvXXaT9e2xPo7E7ah/w66R7nWZts1W8dqX9NzkTdXhTv///z1O26TZwQQSJlA8EmQsoJTXAQQQKCdBdwazo9ue030ixgPBBBAoB0Ejr77vl+N+Zdc6G8ndWPWzAv8ok1MTPrbURu2a7ZO7KiPT/9F7lm39UdQVqWIkmMfAskXIGhO/jWihAi0TGBB1wyxXelaVpCMZqytFDrGWScG4zpk9Cag2gi0mcDho2YSsPnJnQTMsdsx124stnsv/Gy7Zi//5Fzvbf0cd5OdacA8/Ftam8NuvEYgDQIEzWm4SpQRAQQyK9C37FL56s0LZd1je/zJczKLQcURQCD1Am8cC9Zo1tUC0vQ4dbb4Ws1RXbNd3Wxr87+OMOTGufCMQJoECJrTdLUoKwJNFtBuaeV+WW9ykTKZ3Rf/qluWL5vLGs6ZvPpUGoH2ErC9ZnQYStIf2uMqziOqa7Y775Yb5rtNeeXgewUTbOoY78eef937YfTF3cf849hAAIFkCUxLVnEoDQIIJElg1gyC5qRcj3s//wkvaH74mf2y8RtLk1IsyoEAAgjEFtD1md2YXu2yrKsFpOnhBfyLoksc1TXbHak/Dmg37VdHT3r1f+7f/yC67vOuPcflyPGz7jB59fcnpXfpJf6M2/4bbCCAQMsF0vVp1XIuCoAAAgi0TkCD5SPjZ71WidaVgpwRQACB6gRsgKizS6fhYScCK1beUl2z3Tk3985zm95ygj/+5VhBwKxv6g8KGljzQACB5AkQNCfvmlAiBBIjoF9qjo2fS0x5sl4Qt4aztk7oFy4eCCCAQJoEtKXZPdzkWO51Up+1x5V7FBuuVKprtjt3+Z/PjWxZ13WgrcVvDp1wp/CMAAIJEiBoTtDFoCgIIIBAOQH9gvXwXdfKMy8elt37xssdzvsIIIBAYgQOv22C5suSP3O2wtku5MWC5lJdsx2+fnZ/+T9e7r3U7c8tXyAD/2mZ/PPGG+Sbt/W4w+TQWLCOtb+TDQQQaLkAY5pbfgkoAALJFeic1uGPP0tuKbNXMm2V0K7auhTVwL3LZNHls7KHQI0RQCB1AmmbBEyB586Z7jtPfDB1neY4XbNdAl+75UrR/8IPHe/sHjquWbtp22DdvcczAgi0ToCW5tbZkzMCiRfQLwvHT9I9O4kX6rpFF8t9q67yJgezX0STWFbKhAACCKiA7Z6dxh/7xk9MTLmQcbpmTzkptENbnt0Ybw2Y7VrWoUN5iQACLRIgaG4RPNkigAACtQp85vrL5Pa//Lisf/J3LA1WKybnI4BAwwXcRGDaiqqBYhoeXRd1lixmnK7ZJRPIv2lbm7X1mgcCCCRLgKA5WdeD0iCQKAH9UnP8BC3NibooocKs/uwVct3ii2Xj0/voSh+y4SUCCCRHwLYyp2F9Zic3vTP4qhzueaW9fNy+2TOnectKufMqfV565Wz/lH1vnPK32UAAgWQIBJ8EySgPpUAAgQQJaGvAxPmpY7gSVESKIiK6hrNeq4Ghg3gggAACiRRwrcxaONcVOZEFDRVq9oxg+h+3xrQ7xLYI25Zi934lzzrkxj1YdspJ8IxAcgQImpNzLSgJAokUODfxYSLLRaECAQ2YN9xxtbxx7E/y1I7R4A22EEAAgYQI2LkX0tTSrC3I7hGePdvOdG1bit3xlTwvnD/Tn/xLf2BwLdiVpMGxCCDQOAGC5sbZkjICqRfQLzb8w52Oy6hf7P7uzmvkFy//UV7cfSwdhaaUCCCQGYGj777v13X+JRf622naOH3mg4Li1rOlWX/8vObPzCzaoycL8uIFAgi0VoCgubX+5I4AAgjUTUB/5Nh451J56oVR1nCumyoJIYBAPQTS2tJcrFVcu2ofeitYU7nW7tlqvKg7WD7wN4dO1IOdNBBAoE4CBM11giQZBNpVQFsww13S2rWu7VAvXcZl3erF3vhm+4WuHepGHRBAIL0CaR3TbMVtHey4Y/3ctd247TmVbH9q0Rz/cNv129/JBgIItEyAoLll9GSMQDoE9ItAuEtaOkqe3VLesLRLvnlbjzejtm3dya4INUcAgVYL2M+iYq23rS5jsfyjAuJXfx90n17cHcx8XSyNOPtta7WmH554LE4aHIMAAo0RIGhujCupIoAAAi0VuPmGefLp6z8m33n6VXoKtPRKkDkCCGjw5+bH0LG7aVmj2V05GzS7nld2WSjbQuzOqeZZXdzM4mp2+OiZapLhHAQQaIAAQXMDUEkSgXYS0BaBI+Nn26lKmanLN1f0yJXzPioP/2g/LRaZuepUFIHkCdhWZp0lOm2PzmkdfpFdzys7CZgdi+wfWOWGbW22eVSZHKchgECdBOoUNI/I1v5+6ff/2yojdSogySCAAAIIVC+g45u1xeKx51+vPhHORAABBGoQsGOBF3TNqCGl1pw6d850P2P9PNUfAVyLs7ZC65jmej3s0lW2Nbte6ZMOAghUJ1CHoHlMtq/fLMN9a2VwcND7b23fsGxev13GqisTZyGAQIIEtCud+3KQoGJRlJgCev10Ru1XDr4nQ//2ZsyzOAwBBBCon8DhY0E347SNZw4raDdz2wJsW4bDx1bz+rpFF/un2cnG/J1sIIBASwTqEjQfHhXpu7HXr0DvjX0io4cJmn0RNhBIr4COsXLd0dJbi2yXXFtCNt31SXnu3/8gP3/57WxjUHsEEGi6wNFxs0ZzV/rWaA6PwbYzW9uW4XrAavd1/bFTH9pC78aC1yNt0kAAgeoF6hA0d8vCHpHhba5leUy2bxvWKFqCMLr6AnImAggggEDtAtq68/Bd18qj214raCWpPWVSQAABBEoL2DHNaWxpdkGs1vL4ica2NGte1/zZRT4orc0+BRsItFSgLkHzyk0DslqGZJ03pnmdvHTTgAyuIWRu6ZUlcwTqJNA1p9P7klCn5EimhQI67m7DHVfLxh/sE9tdsoVFImsEEMiAgJ1MMo1jmmfNvMC/Strz6tBbp/3X9e6erQnbicV+c+iEnxcbCCDQOoFpdcl6bEReGhWRvtWy+s0hGRpaJ1u7B6XWuHn//v1e8S699FLv+Z133uG1iODB/aB/CM36ezh/blLeOyfC32N7fP5cddml8sW+ufLgP7wi626/RD5xxWV8vjbx74nPbz6/m/n5Xc/77ZXfvy//177zct0nZsn//D94Hxuxv4/84Y/BmOZOOS3797/lJVDP8mmCjUrv7Ol3cxUWkV2/PeZv98y/UN7/03sydri+/z58bOYpP499o+/y7y/f/737oVH3d7O+Tzaq/P4fS4M3OiYnJydrymNsu6xfNyRXrDVB8shW6d/8pqwe2CQru6tLvaOjQ2otWnU5cxYCCFgBnTzq9PsfiC5fxKN9BHQ2be32N/Cflvnj59qndtQEAQTqKaAzRn95425/Ush/XPsXsWeM1okkb3/oV15xdH6F5757Yz2L1pS0fvizN+SZFw97eWn3afXQxy03zBddoaDeDx3HrN760Pye+y838jldb2TSaxuBZsWMtXfPHjsso9InZh4wkd4bpU9G5TDTZ7fNDUlFsiugS22Mn5jILkCb1vzez39CdHKbh5/J9ehp02pSLQQQqIPA8G/f8QNmTe6n//eR2KmmfTyzVnTB3GCZLBcw6/5PLZoT26GSA/Wz2eWp+R0+GrTUV5IOxyKAQP0Eag+auxdKjwzLr8zCzGPbt8mw9MjCKluZ61c9UkIAAQQQKCaw4atXezOzsoZzMSH2I4CACvzrSOGs+y/+92OxZ3VO+3jmUneAHXtc6rhq3rNjpe0SV9WkxTkIIFC7QO1jmrtXyqa1h6V/c78M++Xpqalrtp8MGwgg0HIBnQCFJS9afhkaUgDt9qczat+7+RWZ33WhfPGv+KWzIdAkikCKBfTzf/e+8YIaaOvnL17+Y6zPDNvSrMsppfHRdVHnlGJrV3OdXLFRD13Kyi0RuO+NYIxzo/IjXQQQKC1Qe9Cs6feukcHBNaVz4l0EEEilgH4xsN3RUlkJCl1UQK/vwL3L5G83/1p0KZi+ZbmJmoqewBsIIJApAW1Vdg87nvef/9tb8YJmu0bzJelbo1nrPr1zasdM2xLsfOr5fN2ii/3kWHbKp2ADgZYJTP0UaFlRyBgBBBBAoBUCbg3ngaGD3uRgrSgDeSKAQDIFXhwJgmadC0EDZ31oC/Twntys0aVKbpe3S+MazVo3V2dbT20JbuRDW+VdvkeOn6XHVyOxSRuBGAIEzTGQOASBLAvompq2e12WLdq57tpqct+qq2TDk3u53u18oakbAhUIaAunC3o1gLv5P8yTzy1f4Kfw3L//wd8utqEBn3u4ya3c67Q868Rc4UejW5rV23b/tmtDh8vCawQQaLwAQXPjjckBAQQQSIXAZ66/TL78mctl/ZO/K5gpNxWFp5AIIFB3AdvKrJ8PGsh97qYgaH7l4HtSLpizP7qmtaU5CrbRQbPmaYNm9+NFVFnYhwACjRcgaG68MTkgkGoBnQhM19nkkQ2B1Z+9Qq5bfLFsfHofY9mzccmpJQKRAm6yL/fmX99wmbe5cN7MgrkPSi0/pV243ZwY2lrruhu7NNPy3DWncCIwDWZ1PohGPxZeFkycxmRgjdYmfQRKCxA0l/bhXQQyL6BfDAias3Ub3L9qkfflVsc480AAgWwK2LWZtVu1nZjKBdAqU2r5qXZpZQ4H+4u7Gzue2d1xtjX7jWN/crt5RgCBFggQNLcAnSwRQACBpAts/MZS0S9pT+0YTXpRKR8CCDRAwK7N/Ne9uVZml43Osq8tzvoIt0i7Y/S5HcYzu/rYluVPLZrjdjf02RlrJoePnvFb7RuaKYkjgECkAEFzJAs7EUDACmi3OtZqtiLtv60tK7qGs67F+tNdR9q/wtQQAQR8gfDazLfcMN9/z23Ysc26/FTUo11amrVuNmhe1N249Zmto+bpJk/THyc0cOaBAAKtESBobo07uSKQKgFdo3JiYjJVZaawtQvojyUaOGtr8+5947UnSAoIIJAKAbs2s85xEDWBl86i7botF1t+6ui77/v1nZ/SNZpdBVxru7ay2wm63PuNerYBOl20G6VMugiUFyBoLm/EEQhkXqBzWgfdwjJ6F2j3wA13XC0P/2h/2VlyM0pEtRFoOwE7a/bNvfMi66cBc7nlp2xLs647nObH1265Uv71v/aJDl1p5sO6MRlYM+XJC4FCAYLmQg9eIYBAhMDcOXTPjmDJzK4blnbJvZ//hDejtv0SnBkAKopAhgTCazN/+vqPFa297aKty0+9uPtYwbEFY5q7ZhS8x4t4AkuvDCYdY9mpeGYchUAjBAiaG6FKmggggECbCdx8wzzR7onfefpVZlNvs2tLdRCwAraV2a3NbN+329oTRY9xjy3/ckhsYGe3o7p4u/N4Li5w5byP+m+WWxPbP5ANBBCouwBBc91JSRCB9hPwJgI7ca79KkaNKhLQ7om61Ip21XZrr1aUAAcjgEDiBXTyP/ewS0u5feHn+1ZdVTBZ1Xd+8Kr3+WB7pbjJrMLn8rq8gP4wYceOMylneTOOQKARAgTNjVAlTQTaTED/wZ44z0RgbXZZq6rOfX9zlXfeo//yWlXncxICCCRXQAPdU2fOewXUmZvt2szFSq3H6bwHLrDT1mX9fDgyftY/hVZmn6KqDTvxGK3NVRFyEgI1CxA010xIAggggEB2BPSLsX5BPjh2Sn74szeyU3FqikAGBPaOnvBreU3PRf52uQ099pu39fiH/Wz3UXnmxcP+6wWMZ/YtqtmwQbPt8l5NWpyDAALVCRA0V+fGWQhkSmBe13SxE7pkqvJUdoqAtiz93Z3XyAsvHZWfv/z2lPfZgQAC6RSwszPbCaji1OaLf9UtuhyTe+jEYO6h/4bwqF5g4WXBzOP2GlWfImcigEClAgTNlYpxPAIIIICAt26rruH86LbX5JVDwZdjaBBAIL0COnO2e9jWTbev3PO61Yv98c32WMY0W43Kt22rP2s1V+7HGQjUQ4CguR6KpIFAmwtoy+Lpsx+0eS2pXqUC+qVau2pv/MG+ghlzK02H4xFAoPUCOrmfHS8bZzxzuNTh8c3ufcY0O4nqnnUyMPc4fPQMEzE6DJ4RaKIAQXMTsckKgbQKeEHzGYLmtF6/RpZb13D+5ooe2fDkXmFW10ZKkzYCjRWwwZi2DOvnfjWP8PhmTcMGfdWkmfVz9Fq41nr9cUOvFQ8EEGiuAEFzc73JDQEEEGg7gc8tXyCfvv5jXuDMUlRtd3mpUEYE7DAL2x24murr+Gb9XNDHdYsvFl22kEdtAou6Z/kJ0EXbp2ADgaYJEDQ3jZqMEEivgHats8uHpLcmlLxRAtrafOW8j3pdtRuVB+kigEBOYPe+cVn32B756a4jdSN5bexPflqVTgLmn2g27l+1SP71v/bJwL3LzF42qxW4qvuj/qlMBuZTsIFA0wQImptGTUYIIIBAewvoJEDa0rxl26H2rii1Q6DFAgNDB0Vnp37s+df9dZVrLVK1y03Vmi/nxxOwE7Ox7FQ8M45CoJ4CBM311CQtBNpUQNfmPTfxYZvWjmrVS0Dvk413LpWRfe/Kj385Vq9kSQcBBIzA0ePv+/MH6I9U+rrWx6kz5wsm87MBWq1pc359BLQnj3vYCdvcPp4RQKCxAgTNjfUldQTaQkDHo42fnGiLulCJxgrohDXaHfOZFw/L8J53GpsZqSOQQQE79lirX4/xreGlpvQHMB7JEtDJ1NzkbDrpIhMvJuv6UJr2F+BTsf2vMTVEAAEEmiqgY+B1DWftQmq/jDe1EGSGQJsK/ObQiYKa1aOl2f6d1joJWEHheFFXATsLOa3NdaUlMQTKChA0lyXiAAQQ6JrTKcdPnAMCgdgC+sVbxzjrUlT1+FIfO2MORKDNBQ6OnSqo4dF3a++ebScBu+bKiwrS50VyBGy3ecY1J+e6UJJsCBA0Z+M6U0sEahLwxjSfZ0xzTYgZPLlv2aXy1ZsXerP86phJHgggUJuA/h2FWxjr8aOU7fJtlzaqrbScXW+BRR8Plp1iBu1665IeAqUFCJpL+/AuAgjkBQicuRWqEdD1Wpcvm8saztXgcQ4CIQEb3Lq3jhw/6zaretag2/2opWNmbWtmVQlyUsME7LWpx1j2hhWUhBFoQwGC5ja8qFQJgUYIzJ0zXcZPMBlYI2zbPc17P/8J0cnkHn5mf7tXlfoh0FCBqNbFWlua7VJTNihraEVIvCoBO6b58NEz3hJ/VSXESQggULEAQXPFZJyAAAIIIFCpwIavXu3N9vrUjtFKT+V4BBDIC9gJuxxKrctO2UCcScCcajKftSeAC5z1umvgzAMBBJojQNDcHGdyQSD1ArNmXuB34Ut9ZahA0wW8NZy/sVR+8fIf5ae7jjQ9fzJEIO0CGiS9+vuTfjVsq/CR8eq7aNtAfOmVs/302UimgF2vOW4X7d37xr25JfjsTeY1pVTpECBoTsd1opSFn/YJAAAgAElEQVQItFxAf+E+dZbJnFp+IVJcAK+L9l3XirY265c4HgggEF/AdsddMHeGLO4OAtxqu2hrIG4nFqOlOf71aNWRV3V/1M/a9hLwd0ZsPPb86/LKwfdky7ZDrGYQ4cMuBOIIEDTHUeIYBBBAAIG6CGjXwo3fWCoP/2h/wZf1uiROIgi0sYCdBOy6RRfLvK7pfm2rnQwsHIjrD1s8ki1gexjEXXbKHmfvo2TXlNIhkCwBguZkXQ9Kg0BiBRZ0zeAX6sRenXQVTL/w37fqKtZwTtdlo7QtFvjNoRN+CT61aI4/tlV3Hhs/579XyYYNoFhqqhK51h1ru2fbXgLFShTuhWDvo2LnsB8BBKYKEDRPNWEPAggggECDBT5z/WVy+19+XNY/+TvGyjfYmuTbQ8COPdYAV7tou0fcsa3uePf82tif3KZoIM4j+QLaW0eHS+nj+MlzZT8/w/eG/aEk+bWlhAgkR4CgOTnXgpIgkGgBJgJL9OVJZeFWf/YKuW7xxV5XbR1byQMBBKIFtLVQAyR9uLWU58+90D843Jrov1Fmg+WmygAl9G177W3X66jihu8N7cof3hd1HvsQQKBQgKC50INXCCBQRGDWDGbPLkLD7hoE7l+1yDv70X95rYZUOBWB9hawrYM6vEEfOv5YZ6XXhwbUlf7wdOrMebEBF5OAeZSp+J/tol1uPPvRd9+fUid7P015kx0IIBApQNAcycJOBBBAAIFmCWy442o5OHZKfvizN5qVJfkgkCqBV98Ilpqyy0LZFsdKWw8LuntfPssPwFMFk9HCVnLdo+4LxjVn9Mah2jUJEDTXxMfJCGRHQFs1xk9NZKfC1LRpAtrd9O/uvEb+deRteXH3sablS0YIpEXABrjX/NlFfrHtuOZyLY7+SfmNgjR7gjTDx/E6eQLzLwm65r/5duk1uqPuC1qak3dNKVHyBQiak3+NKCECiRCY3vkRmZiYTERZKET7CWjLycY7l8pTL7CGc/tdXWpUi4B2o3azJGt3bNuNWieFco+oFkX3XtSznQTsmisJmqOMkrpv4fzguh8ZLx002/vCdednXHNSryzlSrIAQXOSrw5lQyBBAp3TOioeM5eg4lOUFAjo+qPrVi+WgaGDfpCQgmJTRAQaKlDQIvxnFxV0o57fFbQ4Hn77TEXlsK2NLDdVEV3LD9YlIN1D19ou9tBx7m4COe8HF9NLwV7/YuezHwEEAgGC5sCCLQQQKCEwd850/x/fEofxFgI1CdywtEu+eVuPbHx6H/dbTZKc3C4CNmgOB7eVjG21HtpyrS3Y+nCzcdv32U62gF5312pcahI428qs53zqqmBZMcY1J/saU7rkCRA0J++aUCIEEEAg0wI33zBP/rr3Mtnw5F56N2T6TqDyKvCb1074EOG1lG2LY7luun4iInJo7LT/0s3G7e9gIxUCcX4wseOZdfy7LvHnHrQ0OwmeEYgnQNAcz4mjEMi8wOwZ0+T4idw6oZnHAKDhAl+75UrRZVU2/mBfw/MiAwSSLPDq74OZs8MBbpzAKaputpUxHIhHHc++5AnYSeDeOPanyALalmYd/67j4V0LNeOaI8nYiUBRAYLmojS8gQACVkC78E2cZyIwa8J2YwV0fLOOyduy7VBjMyJ1BBIqoN2o3frLGvTo57B96Gu3T7tbuy7X9piobdvKaCcWizqWfckUiDMJnF2jWce/M645mdeSUqVDgKA5HdeJUiKAAAKZE9AveDqj9isH35Ohf3szc/WnwgjY4PbanmA8qpWJEzzZ47X10XXb1b8xnYCPR/oE7CRwR8ffj6yAbWl2vRIY1xxJxU4EygoQNJcl4gAEEFAB/QfXfdFCBIFmCWgr2qa7PinP/fsf5Ocvv92sbMkHgUQIxOlGHaebrq2MDcR1zWfXXdcew3byBVwQrCU9fCx6Bm3bbduNf2dcc/KvLSVMpgBBczKvC6VCAAEEEMgL6JfDh++6Vh7d9prYL/wAIdDuAnEm7LLBk21ZLGZTEIib2ZSLHc/+ZAronA/uUewHbXs/uPuEcc1OjWcEKhMgaK7Mi6MRyLSAtvrFHTOXaSgqX3cB7UK64Y6rvYnB7BfBumdEgggkREDHMrtgSFuDXdATLt78S4K1mu0Y1vBx7vXBsVNus2A2ZX8nG6kQsPdD1GeiHeNux77rvaQ9DNyDHyKdBM8IlBYgaC7tw7sIIGAE9B/e02c+MHvYRKB5At4azit6ZN1je/jxpnns5NQigcNHgy63C+fPLFqKcsGTPVEDKZ1cTB9e8NQTBE/2OLaTL6DXb+5F072C6g8s4cDZvrb3iJ7AuObkX19KmDwBgubkXRNKhAACCCBQROBzyxfI8mVzWcO5iA+720cgajxqVO3smGbXMh11nO6zrYrae0MDLx7pFbA/poTX6bav3XhmV1PGNTsJnhGIL8CnZXwrjkQg8wJdF3XK8ZOs1Zz5G6HFAPd+/hNeC8vDz+xvcUnIHoHGCdiWQhschXOsZPZsO56ZpabCkul7ba+97ZmgNbH3T7ilOTyueeMP9tF7J32XnxI3WYCgucngZIdAmgWmd37EXzM0zfWg7OkX2PDVq70fcB57/vX0V4YaIBAh8Nof/uTvXXhZ8e7ZepBrbY7qpusnEmpp/tSi6CWs7PFsJ1ug1Hh2uwyVXZ5Ka6Q9DL74v3T7lRve84437MUG2v6bbCCAgCdA0MyNgAACsQX0H9pzEx/GPp4DEWiUgN6LOqP2rj3H5ce/HGtUNqSLQMsEbFdr26IYVSDbkmi75dpj7Xhm3X/doovt22ynUMBe93DAa1/b41w1v7miR774V0HgrGPd/3bzr+XV0ZPuEJ4RQMAIEDQbDDYRQKC0gE46Mn5yovRBvItAkwR0YrqBe5fJMy8eFm0p4YFAOwnYtXfLBc12zKoNlqyHDYZ0PLP+/fBIt4BddsqOgdda2R9P7P1ha6xDXR5cvcQf264/rKz7hz3y4u5j9jC2EUBARAiauQ0QQAABBFIroC0o2uI8MHTQnxU4tZWh4AjkBXTuCA1g9GGXCyoGNK8rN4uyvm9bqO3xNmimldnKpHfbtiCHfyyxr0uNib/5hnky8J+W+T+iaBf/7w0dkC3bDjGHSXpvDUreAAGC5gagkiQC7SrQNadTjp9gIrB2vb5prZdOarNu9WJvRm37RTGt9aHcCNj7uFwrs2rZY46NR39G/+a1Ez4s45l9ilRv2B9U9EcW90OL3dYeYuVmSdfP0H9c+xeiPRDc46e7jshXv/v/iM4bwQSgToXnLAsQNGf56lN3BCoU6Lygg4nAKjTj8OYI9C27VG7/y4/L+id/539xbE7O5IJA/QXcWsqasu2CWywnNxGYvh/upqv7tPXw1d8HY1UXd88ulhT7UyZgfzBxXfrtjy62NbpU1fQ4He6in6XuofeNzhlB8OxEeM6yAEFzlq8+dUcAAQTaSGD1Z68QXX9049P7+HGnja5rFqty9N33/WpfcdkMf7vYhg2MbMDkjteu2RoA6UMDbHu8O4bndArYH0xc13z7w4l9v1wNteV64zeWev/ZVmcbPP/85bfLJcP7CLSlAEFzW15WKoVAYwT0H99iXf8akyOpIlCZwP2rFnldEXWMMw8E0ipg19wtNR7V1c92wdWutC5Adu+/cvA9t8ms2b5Ee2zYH0DcDybuWWto349bY21t1u7aGkCHg2f9bHXdwOOmx3EItIMAQXM7XEXqgAACCCDgC+gXPW1peWrHqL+PDQTSJFDQUthVvqVZ62aDIxs06Xv73jjlV5/xzD5FW2zYNbzffPusVyfbU8Gu5VxphW3wrD/M6EN/kHHdwCtNj+MRSLMAQXOarx5lR6DJArNmXsAvzE02J7vKBdwazr94+Y8snVI5H2ckQMAGJXFamrXIthuu66brqsLM2U6i/Z7tjyVumSn7o4l9v9raa/CsQ1/cI3x/uf08I9DOAgTN7Xx1qRsCdRbQ8U6nzuaWQalz0iSHQF0FtFVEl6J66oVR2b1vvK5pkxgCjRSwAbMGwuVmPnZlsRNC2aBJJxVz3Wk1vXoEUS5PnlsvYK+769Zvg1r7Y0otpbVj6+39VUuanItAmgQImtN0tSgrAggggEBsAf0yueGrV7OGc2wxDkyCgO2abQOicmWb33Whf8jht8/4268cCsYzL+oOlhTyD2Aj1QJR49ltUFuvH0ls8O26gacajsIjUKEAQXOFYByOQJYFFnTNEPuPcZYtqHs6BK5bdLF887Yeb0Zt7t10XLOsl9LepxUFzXODoNmloc+/+PUffVLGM/sUbbVhA2M7U7oNqGutsL0X7Q87tabL+QikRWBaWgpKORFAAAEEEKhG4OYb5ol2V/zO069665DqMAMeCCRVwLYS29bjcuXVHzXd49DYadnw5N4pQxP0RyQe7Sega3m7bv0j/9+7fgVtMO3vrHLDpuV+lKkyKU5DIJUCtDSn8rJRaARaI9DZ2SHnJnJrfbamBOSKQHUCX7vlSlncPVse/tH+KcvxVJciZyHQGAEX/GjqtnWvXG42qNEficJj+W+5YX7B8kHl0uP99AjYa2+XF7NdqmutjbZaux8cdVkzN06+1nQ5H4G0CBA0p+VKUU4EEiCg/2jqP5Y8EEijwH1/c5VX7Meefz2NxafMGRFwkzlpdSsJejSgcUGNpbphaZdsuONqWbd6sd3NdhsJ2B4JOvGbe9jJu9y+Wp5tcE5rcy2SnJtGgfr1URvbLuvXDYm/KmbPahnYtFK606hCmRFAAAEE2k5AZyH2gofH9sjQv70pqz97RdvVkQqlW0Bb79wPk3q/VtLSrDX/8mcu99Yn1x84b/4P8+Rz/9MCZstO9y0Rq/T2PtF1lN2jkh9d3DmlnnUIgAvKdXmrRZczsVwpL95rL4H6BM35gPmKtYOyqbe9gKgNAggUCrjWZn3mgUDaBLQl7u/uvEbWPbbHCyY+c/1laasC5W1jAdt6Z1v14lZZfwjix6C4Wu1zXLHguJp7qJSKt2b4ntwRXo+IZaWO5j0E2kugLt2zR54bktG+tbKGgLm97g5qg0CEwPTOj8jExGTEO+xCIB0C+kVy451L5dFtr4ldjicdpaeU7SxgZyXWyZ3+//beBsiuqtr3HbmChO+QQBKaJI0EMSgfybERk74cQctwy/iiEN+jSYlXpKwHhzrhGuMD4qki1vOQ4hniJRqljhfDFW9O8wrkkAfWIZQCWh0OJ+0hQIQYSaRJaJJAwjcEEfvVf3XPtedevfZX77X3Xmvt36zqXmuvjznn+M31NeYYc0wSBKohUEo59oPDVZNPpWOmTPAitL/6bqXD2Q+BXBFIQGnut8f6zLrPRWPO1ZWBMBAoQeDQQ8YRSKkEGzZnh4DcCuWqvWLdtjDqbHZqT03zSqAoCNiUw/MqJnIlTECu/HHW5lLK9FiLDyzNIyf712ot+fVt3R94+mzcvK+W0zgWAi0nUL979uCg7bZOm/bY9bZ4dTii2Tp7VtnKhYxobnkLUwEIJExg4jHDwcD8MVQJF0F2EGgKAQVIuuJzncHUPLcsOdMYctAU7BRShsDulw6Ge32rXriRFQiUICAFWVHTXYpTot2+sS79974/lKDa/DTeelXvs0Hk7Weee8PmnTExNnhdtflxHASaSaB+pTmo7YDtnr7K1q8fUZL719ri1T+wDV0rrR69efv27UHukyZNCpb79+/nt5nBg+tBN0Kr7of33nvPXn/9ddu+fS/3I/dj5p9Hcz8yyZ578Uj75g8ft2VfnGBTJx/P+6aFz5d2f7/tHHw9uP7079D399v+/YdyPXI9VvW+P+aw4pktjh7/fnhekt8Lh35gnL33/lCgoO/Z97Lpd7X5b33hkHCqKinQ2/+0zzqnHFb1+e3+fED++O//8KHZ4JVxQ0ND9Q1O9IKAFcY099vaxavNlq4f8zjncePGWb1VazA7sodAWxKQO+tnzznBus8Yfni1JQSEzh2BYP7m9/5qKy6flTvZECg7BC76h8dCpeLOFefg/ZCdpmt5TTUjwG2/LHh8al7uRkwz9rWb/iMc0vLTa/+mpgjvS9Y8ac8MvBGy0vOWb4kQBytjJNAsnbH+Mc0dHaZJO3YPDo5RVE6DAASyREDRh9965/0sVZm6QqAiAX1cvnnwL8YczhVRcUCDCGiqKU05paTnLMMFGgQ6p9lGxy9PPq4xM1z4Aer8wHWVsGqqKl9h1vFjcfGuVA77IdAoAvUrzdZl53abDTzab05tHtxwt/VZtxEbrFHNRr4QgAAEIJAkAQXSUUTtzdtesV/8xr3NkiyBvCBQnoAfWMkfO1r+LPZCYJiAr8xqSyPGNCtfXzmvRend2D868NfeV4jAzfWbHQKJjGnuunqV9Vy/zJYt7h2RvNuWrr/aiKednQuBmkKgWgLqvfaDjVR7HsdBIO0EZN1b+fWP2ZWrtwQfhrgNpr3F8lW/YN7bEZEapfDkixjS+AR8ZVbbo7/9Y+tZn35CIar7rpfeqSorjV+Oi5Zdi9JdVUEcBIEGEkhEaTbrsIUr19vCBlaUrCEAAQhAAAKNJqAPzRu//tEgovbEr3/QTu88utFFkj8EAgK+AnLKiczRzGVRGwF1+unPufg3ylvBV8arVXoffvzlsF7y6pESrbTnlUK079qk5WgINJ9AAu7Zza80JUIAAq0joJfyWwcZ09y6FqDkRhOQoqwxzst/8jRj7hoNm/xDAr57tq+YhAewAoEKBC4678TgCAUBa9SYeN8Lolqvs/se3RPW/JJPnxSuV6t0hyewAoEWEkBpbiF8ioZAFgkESjOBwLLYdNS5BgJyzb5s/nS7/ie/Dy0kNZzOoRComYCvgETHp9acGSe0JYGvXDjDHry5uyFRsx1Q34Ltd/S4/dGlHwBMVubPz5saKvSyijvLePQ8fkMgbQRQmtPWItQHAhCAAARSQeDiv+2wc2YdZytu3xa6E6aiYlQidwTkruorINOnFMaN5k5YBMo8gVoUZz8AmJ6nsoD7nhRYmzN/ObSNACjNbdPUCAqBZAgcd/ShpqlRSBBoBwJXfeFDdtT4Q2xV77PtIC4ytoiArzhIqZBFjgSBtBKo1kU7GgBswdwpgUhF5zOuOa3NTL0iBHgqR4DwEwIQKE/gg4cWgniUP5K9EMgHgeWXnRZEjL/tlwP5EAgpUkfAn+8WK3PqmocKRQj4lma/wydymPkBwKQoy9KshKU5SorfWSCA0pyFVqKOEEgBAVmXn9jxmml8ksYgaV1/P3vgeSzPKWgfqtA4ArL6KaK2PgDv21QIaNO4Esm53Qj40035Ckm7cUDebBCYctxhYUX9qO/hxpEVPwDYgk8OW5m1a8qEwvnM1Rylxu+0Ekhoyqm0ike9IACBJAhofsXv9f6xKKtlP9oa/JYrYc9nphXt4wcE8kZAAfCkOC9Z82RgJXEWk7zJiTytIbD31XfDgv15cMONrEAgRQSqsRRHA4DN/8TkUIJqzg8PZgUCKSGApTklDUE1IJBmAvPPmWwzTzoytoqaPoLxd7Fo2JgzArIArrh8lt348+2Bx0XOxEOcFhKQguGSr1C4bSwhkCYCfnR3f2iBX8e4AGBuP2OaHQmWWSKA0pyl1qKuEGghAQVEiiYpy1KoSRBoFwJnzzzWliw6JYioXW4sX7vwQM5kCPiRs32FJJncyQUCyRLwO3binoOlAoC5WlQ63x3HEgJpIoDSnKbWoC4QSDEBKQuau9ZPmm9RbqskCLQTgQvmnGAan3fD7c8wx2g7NXyDZH1m4I3wOtLzlDHNDQJNtokRUIe5sxZLQY4qzqUCgLkK6HwN7VJirmZHhWXaCeROad687RVb9uOtpiinupFJEIBAcgQumz+9yBX74vM6ksucnCCQIQIax39659GBqzbvmgw1XAqrqu8Wl9Q5SYJAFgj41uI9kWmjSgUA8+Xyz48q3f5xrEMgLQRypTSrt3bFum32xLOvWe+vdtuVN28xbSNBAALJENC4ZlmXlWR19l96yZRALhDIDoFrFs0MKrvmrp3ZqTQ1TR2BJ3e+HtZp3hkTw3VWIJBmAr5HhB/9vVwAMF8eZ6nWtqjS7R/HOgTSQiA3SrPcOxScxe/x1xghRTrF6pyWy4165IGAAn/JhVBLEgTanYACgz07+GYw9Vq7s0D+2gno2+WZ5wqd+1iaa2fIGa0hUDRtlBf9vVwAML+mfqc7lmafDOtpJZAbpXlV77O258DBgLPGSvjjLLE6p/Xyo15ZJKBxSMu/fFrgmprF+lNnCCRJQO+b73z1dHuw/yXT1GwkCNRCQHPdu85+Wd58RaKWfDgWAs0mMH3K4WGRztKsa9l/Di6YW5ibOTx4ZKVI6X6lMOVa9Dh+QyAtBHKhNP/iN4PWt3V/yPSaL820266dY/48ms7qrGNJEIBAfQT8e6u+nDgbAtknIEVnxVdn2W33D5iUIBIEqiXw5A5cs6tlxXHpIjD1uPFhhZx7daUAYOEJZkUdRFiafTKsp5VA6pVmfYAosNeP7/2THXjjz6M4asyyPlRcuvCcKcEUOLKG3fj1j9q3ej5cZHVWPtycjhZLCEAAAhBIgoDG+y/rOdVuvGO7+dMHJZE3eeSXwKatB0Lhzpp5TLjOCgTSTsC3NLvv6moCgDm5GNPsSLDMCoHUK813bNwVBPaShfiy7/6uSHmOjmNWUIIlXzqliL3mkJXVWR80Lj2wea9bZQkBCEAAAhBIhIA8MK5Y0GnLf/J0bCdvIoWQSW4ISNHwh5Uxnjk3TdsWgkSnjVIUeBd8V/vmf2JyWQ7+UASndJc9gZ0QaDGB1CvNZ51S6HnVWAlfeY6OY/7O5acXTYfj2MrqfMkFhaBFD2952e1iCQEIQAACEEiMgDpqP9t1QqA4u7GqiWVORrki4Lvyn37y0UVecbkSFGFyS8BXfGXkckkdiG4eZrctuowq3TKEkSCQZgKpV5q/cuEMU3RS31LslOfoOGY//H0UeveZk0KFWq5zrjcsehy/IQABCEAAAvUQ0Hvr1I6jgikQ68mHc/NNoMg12zMQ5FtqpMsTgRmTjwjF8b+rywUAC09gXLOPgvUMEEi90iyGmg/21qWzRynPjq8bx+x+xy3Vo3XBnBPCXVibQxSsQAACEIBAwgQ0VEgdvLfcvSPhnMkuLwR8SzPBFfPSqu0lx7QTCsHAnOQaq1zt9cy4ZkeNZRYIZEJpdiDjlOfTO48eNY7ZHR9dfmr2pHCTIvyRIAABCEAAAo0goI5aRdR+4tnXgmFFjSiDPLNLQFY5546qKTL1LUOCQNYI+O7Zru4LPll6mil3jFv65zOu2VFhmVYCh6S1YuXqJeVZf7UmN8ZCUbj1p6AF1faG1VoWx0MAAhCAQHsTkDK08usfsyVrngymVxnLe6u9CeZXen1/uEQAMEeCZdYI+JZi1b2aAGC+jMzV7NNgPe0EMmVpTgLm+XOOD7N5ZEthbudwIysQgAAEIACBhAjIkqLpDxW40h/zJ6uKAluS2pPAkzuZn7k9Wz5fUkdjCTnjVLVSYmmulhTHpYFA+ynNswtK80OPvxSMOUtDQ1AHCEAAAhDIJwEFslz+5dOCiNpSlne88FZgfb7nty/mU2CkKktAbtnPPPdGeAyW5hAFKxkjIG8a/blUbQAwd7xvqd7zykG3mSUEUkmg7ZRmjRtyPWMK0tL3FNbmVF6ZVAoCEIBAjgjIAnPF5zoDZXnZj7cGQ4Q0Ry/j+HLUyFWKogBgbjoyKQ2+ta3KLDgMAqkhcNF5JwZ10TOu1iGP/rXPszA1TUpFShBoO6VZHM73rM0P9r9UAg2bIQABCEAAAskSUDwNFwBKOfsRlJMtidzSSuDJHbhmp7VtqFftBDTF3oM3dwfDUGo9m7maayXG8a0k0JZKs6aockmRTfURQ4IABCAAAQg0isCP7/1T7PRTvgLVqLLJN10EiuZnnnlMuipHbSDQZAJYm5sMnOLGTKAtlWbdoG56B7lIbXrqwJgBciIEIAABCECgHAEFAPOjJfvHYmn2aeR/XS6ocstXkpWN8cz5b3MkLE+Acc3l+bA3PQTaUmkW/vldk8NW2Ni/L1xnBQIQgAAEIJAkAXXS/vTav7E1S84yeTpJWXKJcc2ORHss/U6S008+uiiIUnsQQEoIFBPA0lzMg1/pJVB4c6e3jg2p2bwzJ4YfLrICEICgIZjJFAK5IaBo+wrg1Pur3bmRCUGaS0DK87KeU+2Of/h4EBTMWVj6thKQsrkt0brSHt7yclj4Wafgmh3CYKVtCTBXc9s2feYEL8SJz1zV66vwxKM/aGefemzoMqePlov/tqO+TDkbAlknsGeP2bZtBSmmTjWbNWv4dyP2bdli9i//Uihv9myzL35x+Hcj9v3rv5rddFOhvAsvNLvuuuHfZfbtXHe3Hb/iRrtsaCg49uD/9p9t/No1hXp+4xuFPCXD979f+M0aBCIE9P7p+cy04E9u27v2vRM5gp95JPCzB54PvzkkX62RhvPIBJkggKWZayArBNpWaVYDKYq2G2e26fcHUJqzctW2sp5OsXruOTMplF/4QlVKl7nzXN19Ze32280uv9ztMfvqV83WrRv+3ex9UlRLKZWN2FeQujlrUmhvuKFQltrQpRL75IXyfz9xuE06t9BGX77gTJvtzjv55OI8J0xwe1hCoCKBsUzTUjFTDkgdASnMd2zcFdZL7e5iq4QbWYFAGxJwHjcSnbma2/ACyJDI44aGRkwnKav0uHHjrNFVU9TsS1ZsDiW/57vnMr4opMFKLAFnbZVl8b/+V7P/8l/qt8TGFsTGNBDQ1EBL1jw5yhIoK6Hm3CVBAAIQqEQgTmFecfmscIhYpfPZD4E8E1BA3gXXPhqIeNThh5i+xUkQqIVAM3RG1aetLc3ORVvTTilpGoj55xQChNXSYBzbJgRkmdSfrImyTDrXZYnv9sWhKLcv7ni2pYLAjT/fPkphVsUUB4EEAQhAoBIBFOZKhNjf7gTcXM1uDi2ucYcAACAASURBVHt5d/ku2+3OB/nTQ6BtA4G5Jug6reBK6c+d6PazhAAE2pOA5tV1wzdEwLcs73jhrfaEgtQQgEDVBFCYq0bFgW1OwB+q8MDmvW1OA/HTSqDtleYL5pwQto0+kOUmQoIABNqbwMbN++wXvxkMIbigTfJOUZLbNopziIcVCEAgQuC+TXtGjWHGJTsCiZ8QGCHw2XMK3+IP9r8EFwikkkDbK81yAZl50pFB40hh7nuKqT9SeaVSKQg0iYCeA7Iyu9R9xqTQyuz3hu8YxNrsGLGEAASKCdz50AvhBgX9QmEOcbACgVEEdI+4TmnNXe/PZz7qYDZAoEUE2l5pFvd5H5sY4v/dH4bHN4cbWIEABNqKgGIcyJKspJf48stOC+WfNeOocP2Z5xnXHMJgBQIQCAlobKY+/JUU2AiFOUTDCgRiCWhc8/lzjg/3PbgZa3MIg5XUEEBpNjPfRVvzNeOinZrrk4pAoOkEfNewBXOnFEW4Pf3ko8P6EAwsRMEKBCDgEfCfDfJkk0JAggAEyhOY31UIxPvQ4y/xLV4eF3tbQIAnuZlNn3y4uXniZGHyX3gtaBOKzAKBV18djqCdhbpSx6oJRIdo+B1qymRmx/BQDq1rTDMdbFWj5UAItA0BP96B/8xoGwAICoExEFAHkz9c8uHHXx5DLpwCgcYRQGkeYeu7hTy8hRu1cZdcTnJGac5JQxaLoZe0U4T18laHmp/kaule6tpOB5tPh3UIQEAEdg6+HYLwh3SEG1mBAARiCfjW5o39+2KPYSMEWkUApXmEfNdHClNP9W97tVXtQbkQgEALCfgdZuefXRhf5Vfp1I7CuGbfouQfwzoEINC+BPzOtFNPKjwv2pcIkkOgOgIyYLnhDIovojmbG5U0HHP5T542zZZBgkA1BFCaRyidPfPYosh9/kuvGpAcAwEIZJuAgvfoJe3S/E8Uxle5bVr6lqMnd7zu72IdAhBocwJ6juhPSZ4pUW+VNseD+BAoS0DBNxVJ26VGztm85q6dpqlmv9f7R9Oc6iQIVCKA0uwRmndmIYr2pt8f8PawCgEI5J3ApqcOhK7ZZ59a6ESLys20U1Ei/IYABBwBv8PdH8rh9rOEAATKE2jGnM3yEnOdW6rNHRt3oTiXbxb2mhlKs3cZ+FNPMV+zB4ZVCLQBAX/8VCnXbGHQh7BzH9O0Mv6Ltw0wISIEIFCGgD9kgyBgZUCxCwIlCDRjzmZZmKMJxTlKhN9RAijNHhFZl+ROpbRr3zvBn7ebVQhAIKcENG7KWYii80XGiczUU3FU2AYBCBAEjGsAAvURiL6DGzFnc//2Quwi992vWqM419d2eT8bpdlrYd2o3WdMCrdgbQ5RsAKBXBPQnJAuqZfbf4m67f7StyBte/5NfxfrEIBAGxNwnW9CQBCwNr4QEL0uAn4U7aTnbNYMGc8890ZYv1VXnVE0jhrFOUTDSoQASnMEyMc/cmy4hXHNIQpWogT27DGbOjW6ld8ZJeC7Zn9qdqHjrJQ4Z808JtzlfySHG1mBAATajgBBwNquyRG4QQQ0DMrFBJCSm+SczXpnu6klp04cH5Sz4vJZoxTn3l/tbpB0ZJtVAijNkZbrPnNSOF5RNxYR9SKA+DlM4OBBs/HjoZEDAhqDqOEYSoG3yZmVlWamncpBwyMCBBIm4HeguQ/+hIsgOwi0DQHf2ux3bNcLwJ8lQzPnKOndH6c4v/nOX+otjvNzRAClOdKYunH8qWZw04gA4icEckbg4SdeDiW6YM4JYadZuDFmZcrEw8Ip6vRS9YP/xBzOJghAoA0I+M8BfwhHG4iOiBBInECj5mzu/0NhPLPvNeYUZzdNnKzRrkM9ceHIMJMEUJpjmu2qL3xolJsGFucYUGyCQEYIKFLmsh9vtVvu3mFP7CjMxazq+25f1bhmO5GZesqRYAkBCIgAQcC4DiCQHAHN2ewH3Yy+u8dSkjq5fY8QZ2l2eUlxVlBgl/yOMLeNZfsSQGmOaXvX2+RPsI7FOQYUmyCQAQLqLV7V+6zJJeu+TXts2Y+22iUrNgcK9C9+M2iaNkpJL2j/nq8k2qwZR4WHPPN8IahIuJEVCECgrQj4H+MEAWurpkfYBhE465RC/JAnd7xedym+4i2LsrzGomn6CYeHm3a9NDx0K9zASlsTQGku0fwoziXAsBkCGSMgRTk6l7J+a/uP7/1TKM28MyeG69Ws+D3g/sdyNedyDAQgkC8CBAHLV3siTToI+DPa+ArvWGvnK96lOsmde7bKwD17rKTzeR5Kc5l2LaU4+x/aZU5nFwQg0GICsjLf+esXwlroJalomXHJDzoStz+6zR+zKBcuF40zehy/IQCB/BPwO84IApb/9kbC5hDQveSmgJRX2N4D79ZVsK94++OZ/UxnTD4i/Il7doiCFTNDaa5wGcQpznLpXLFumxFVrwI8dkOgxQQ017qzMsv9WtEx7/j2x+3WpbPt4r/tCBVo9Wb7Y5SrqbZe5P7Hsf/RXM35HAMBCOSHgP9x7Xeo5UdCJIFAawj4444Vn2SsSQq3f5/6+fp5ymVb3/5K+n7gW9+n097rKM1VtL9TnH03kb6t+4PAQvX2elVRPIekjcBzz5mdfHLaapWZ+qinV0G5mjEH4p0PFazMl3z6pPBFKGVXAf+kQD94c3egTI8FIFNPjYUa50AgfwQIApa/NkWidBDwLcJ+5Otaa+dbmX0Ldlw+06cUxjXznR9HqD23oTRX2e5Oce75zLTwDPVYXbl6S1EkvnAnKxCAwCgCcmGWl4aCct32y4FRkaxHnVDHBnVsuV5l3b+fnze1jtziT/WDgfljpeKPZisEIJBXAr6nCUHA8trKyNUKAr5F2Fd8a62L/46e97HyMUx8F+3n971da1Ecn1MCKM01NuwVn+u05V8+LbRYyW1D0Xg3bt5XY04cDoH2IyB3ad/VSVGtGzUW+J7fvhgClsLs3K3CjQms+C7d+mjW1HQPPf4SHWkJsCULCGSFAEHAstJS1DOLBHyrsL4fXGd4rbL4Crc/rVRcPqecWBjXvPNFlOY4Ru247ZB2FLpemS+Yc0IwFnL5T54OFAB99H+v94+2Y/Atu2JBZ0M+zuutM+dDIA0EHux/qagaCuyhwHrXLJpZtL3eH3qpypqtJGVZrtmNSHqZK389A/ThrKnp/KQonD2fnmbzz5nsb2YdAhCok4DGNmr4hQL4tfr+8q3MeiaQIACBZAloeOQDm/cGmUr5rfU+k4u1m15S72y/wzuupr579q69TDsVx6gdt2FpHmOr64ZTMCH/xlWAsCtvxl17jEg5LecEpFTGBfHQ1E9+D3ASGHzldf4nJgdzMCeRb1we5RRyTVehDrWk5YurB9sg0E4E1ty9M+gYCzqsX3irpaL7li+CgLW0KSg8pwTqHdes4VouabrISp5nuGc7Wix9AijNPo0a1xVhb9VVZ5gfIEwfyUvWPBmM12yU22mN1eRwCKSCwMZ/LwxhkGuUP0dikm7augf9F+TnP5n8WGYf6FcunGE/vfZv7Mavf9Qumz/d5IkS7cWWNZ3ngU+NdQiMnYDuJWc1Ui6Kj9DK9OTO18Pi/TgH4UZWIACBuggUjWt+9rWq3qfqzNK3gIZN3ffonrD8s045JlwvtSIvMadY65uC93cpUu21HffsOttb085oGhuNadaHsRuvqcjAGr/5rZ4Pj/qArrNITodAJgls7C8ozXKp7Jo1wa646fHgnknSTdt/OapDy/cGaRQ4vWD153cEyLJ+2Xd/F7xs9fKWRV3TXJEgAIH6CETdJeXBoo9jvwO7vhKqO9t5kvju2QQBq44dR0GgFgIyUk2dOD7oLJMCq3vOV6RdXvLquu3+gbJxRap9TshF23mR6JnTjG8JJwfLdBLA0pxQu2hM1W3Xzin6aHZW52ZMrZOQGGRTDYGDB83Gj6/mSI4ZIaAXnO4HJfXenj/n+MBlWtM+uRTnpq0XljqjNEWV9ldKUlT942T5bVXSvNCKceCSXuSqHwkCEKiPQFw0W39IRn25V3e23uvR4VjyMlHnGQkCEEiegK8ku5glfil6vy7/p6fLKszyAqtW+cVF26fLughgaU7wOtBHslw0o1ZnuY5NPOaDLQ9WkqCo7Z3Vnj1mUxvr8ps3wL6VWR+Wzu1JnU0Pb3k5HOssN21Fp9e2TVsPFLlg6iV53DGHlrUm6cPZuVHpxVjty7FRvBW1W7JL+Ve9br33uUC+RpVHvhBoBwJx86bqHlNckUZ7c8RZl/U8UwedPyVlO7QDMkKgmQQ0rtkFA/OHRLg6rLlrZ/j+1za9/6ceN95O6TgiXK/lm0DWbZcUQfuCOe4Xy3YlgNLcgJaXIiDX0xt/vj2M4HvLXTsCN216oRsAnCxTTUDK4sOPvxzW8bPnnBCua2VZz6lFbtqKCVAq6aWonmJ1UEVTMG7Js0a30srs6qaPaVnTNS2dkqajWjB3SqxbmTuHJQQgUJ6APwWMngfOPfrOX78QzMfuOuXK51L7XnWI613uOuaUg8rXMCze7bXz5AwI1ELAtzQ/89wbwdAuDZFUckM0XH5rlpxV99BIf9qpuI46VxbL9iGAe3aD2lof9Su+OisYg6Ei9JK9Yd0zRS/bBhVNthBIFQF/bmaNSfJffKqo7hXfTduvvPbJWqvzlOR+pc6oaJLC7LtnamxxteOWonkl/VvyyrruEkHBHAmWEBgbAT8ImIZAuE40PR/858DYco8/Sx/litTtFGYp5ld8rtP0cY7CHM+MrRBIkoAsv85SrPvQzUqhdb1XXbrwnCl1K8zKC/dsR5SlI4DS7Eg0YKkeMLmaul5vuXXJUkaCQDsR8Odm/mxXQXn0Gcg7Q8qxklOUV/3dGXbninOCOZz9+0hu2nLDdClOYVZwvjSlK79wcvgckBupP+46TfWkLhDIAgEXH0F11RRPS750SljtXzwymHjsAN2zfmedPtxv/eZs3LFD6qxAoDkE/E73J3cMR63XPe+eCfru/tqCGYlUhrmaE8GYq0wSVpr7be3ixbZ48fW2ofBNmytgtQoj1y0/GJDGY8jFiwSBdiAgy48/N7N6gEulaxbNtAdv7g4VZf/lqPvInw9ZQbX0IVtKYXYdVaXKavZ2dQT4zwGCgjW7BSgvLwT0THGzVOi+0keyHyVfVqef3v98YuKqvBW3bwvLlNfLd756OtblxAiTEQSqJ+DP1yxLc9S7RMOynOdJ9bnGH6nvCOdFoueKU8zjj2ZrOxBIVGke3HC39XV2WiFebDsgrCyjApP4rqIaE8XNV5kbR2SfQHRuZj+wRq3SaT5kze+spBeYImr7rphyyZaFOW0Ks5NTlnTftUxBwUgQgEBtBPyxhf7zRJ1uLqlz2rluum1jWeo5s/wnT4cBCfVs0bArv9yx5Ms5EIDA2Aj4nenOA0T3qZLer0kHAsRFe2ztlNezklOaBzfYD3rNehbNzSuruuRSsCM3LlM3OOOb68LJyRkh4EfN1tzM9aZvXfLhwLKkfJy1SetpV5hVR31w+2O3FRQMr5N6rwjObzcC+lB2yXVC6be8UfzYAYrE7z6m3fG1Lm+8Y3s4T6vOVaecX2at+XE8BCBQHwF5lvj3oD/1lN9xVl8phbNx0S6wYM0sMaW5/x5pzH9vCzvAGkeA8c1xVDK67dVXzSZMyGjlm1ftuLmZ6y1dFp4liwrjF5VfFhRmJ7d6yX0XdbxOHBmWEKiOwN5X3w0PnDKhMCWMNip2gHPNVLAwPzhQeFKVKzq3b+v+8Gh1eOlZQ4IABFpLwLc2u5okFfzL5eeWfgRtP2q/28+yvQgkozQPbrC7+7ptERpz2asnbnyz32te9mR2pocASnPJttD1rA9NjTW+5e4d4XH+3MzhxjGuKC83nZTW0+ySHSeighb546TwOomjxDYIxBPYtfedcIdvBdJGKcxSnF1SwL1a3bTlwXLbLweKgg3K5TNpt09XR5YQgEBtBLo+Umy0SDL4V7QmuGdHibT37wTmaR60DYFf9irrSpjl9u3DU8tMmjQpyHn//uFe3yz/PmOq2eyZR9mWHW8GMv2vB/5gV39heBR4HuSTUFlun2rq3/Hmm3bou+/aQA6vz2rk99v37Xf/ao/tGGebt79hA3sLFqDg4vb+nfuRwyzJ+3lB15H2yQ8NR+J+47VXgpKydP9846IT7dr/8Sd77/2hIL7B9/7XM/a/zz00kMPnqw38zs/zn/as/3r+04tvBPeJ/v317X028llg7v4/a8Ykm/fRY2zT08ORdf+f9dvt5v/zQ/b6qweC80rdT7sGX7KHnnrHHvn9u/bWwffDMvS+/j/+8zGJPr+UuatvqfqwP/vfe2pn2jf55/f0iUN26AfGBe9PMb64e6K9/OJz9vKLyfMef2RBQX9+z9vhfcv9ma77M3xgN3hl3NDQ0FBdZfSvtcV3T7dVKxda4Jk9uMGuX/aozV21si5X7XHjxlm9VatLrgaeLEvcinXbghI0zlHT6qinjJQRArffbvbII2br1mWkwslXU9YYTft0z29fLBpbHFeSgnetuuqMuF1tvU3jmTXvq0vf6vmwaeotEgQgUJrAgmsfDccq33/T3NjAf4qoe9XNT4RTTykIX6nxjuWeZfIO09R3aQ0uWJoSeyCQbwLyZJMniYZM3Pj1jzZU2EtWbA6fJT//dheBABtKe2yZN0tnrFtT63+sz2zAbNni3iJJB5Yttt7upbb+6qTtz0XFZPKHImkrKJjGXClQiT6ecf3KZFO2XaXLfWAKhgJ0TD1uvJ3ScUS47gftaDtgZQSWgtz/h1dNAcGUNL5ZH+nOdbvMqeyCQFsS0KwTLriX7pNSyqxz03ZzK+vj+vzZx5s/FlJDSRSoUO9fPdf8pPezhoDQieVTYR0C6SGgTrBSHWFJ11LfMAe2/TnI9vl9b6M0Jw04Q/nVrTR3Xb3e1l/tSZyQpdnLMZerF513Yhik5L5H96A057KV8yWUPjw11o8PzOTaVUHNFDDNdaBpfPOt35xdUhlIrmRyKklAMQu+8x2z73/fTF4l//N/Fg698EKz664b/v2v/2p2003sEwGfy5YtZv/yLwUus2ebffGLw7/r3PeBlw/aV/7jJdtxwoftz7MWls1T8Q52/nKTffD+DcFxO7ccYpN6zrf/b/InbdPWA3bkH56y7md/axeP1PRnc78WdGajLI8AYQEBCAQE1EG3edvwMDB13BEQsH0vjLqV5vZFV5/k58853m67fyDoNddNqBuSG7E+ppzdOAIK7OXPiaySsMbUz9tF1V/2o63hs2DNXTtNU9SRWkRASrOUPinN559vdnIhsJRNnVqolJTBG24o/GZfgUWD1l57670w52o8Mr50foc9+OAH7J0/vx909v2P+was79QZQR6FWZ0tGB7F8IgQLSsQgIBHYPoJh4e/dr1UCEQYbmSlPgK9vWaPPWZ27bVW9I6tL9eGnF3/mOaGVMusWf7pDap+VdlqHskHNu8NjpXLtqIAkzJAIEdjmtVZc+dDL9jMjiPtkk+fFE7X4rdCVGFGWfbpJLOu8eH+9Dia3oYhG8mwrTmX554zu+ACsz/9qeZTOaGxBNw4RpUi10yNVa6UNPzBuWn7x8qFe96ZE0e5bfvHsA4BCEBA3mBL1jwZgNAQqjVLzgJKkgT0TX355Wbjx5tdeeWYlOdm6YzJTDmVJLw2yksu2i4pOJiCl5AyQGDPntT3hlVDUS8CBaR74tnXgqBel333d4Hi5l+HUYVZ3hC3XTuHsX7VAK7hGCnI6jhzKTpHrNvOEgLtTGDvgUKEfs3ZXk2Sm7brgJKiLEVbwb0UgFOKtz/OuZr8OAYCEGgvAr5XizxDq07f+IaZPJdI1RE4eNDsv/93s9NPN1uxIpXscM+urikbcpSCC+jPzdWsSMRXfG54+qmGFEimyRDQjX1YdR9syRSYfC4alyzriwuqoxK0Lounxi7rw/KDh/4n6/3V7rBwKcxZmxM5rHwGVpZfdprJTVudGUo33rE96NEmkFoGGo8qNoWAe1eqsFruC3lu6I8EAQhAoFYCGkalDjcZFPTtpKV+V0wa5qNhPLKkuuTHf8hKXIw6Y1E40QMWcfEtnngiPCRYcXFFbrnF7JprzP7bfzObUJj6q/jg5v5CaW4u71GlXXxeRzjtzMZ/3xdE7CwVEXTUyWyAwBgJaGiAgk8p6XqbPuXwsPPGKc9+1ijMPo3GrKsd1ClxzZqnwsBgy3/ydKA4V2tVa0zNyBUCrSeg55LzgtG9UtVHa+urTQ0gAIEcEFAnnYugrc67ibOqUJol98yZ2Y990ar2k/I8MDBscUZpblUrpKtcFxBMHwP663tqv8mdjASBRhGQNVnDAVy65kszA3drbVOwL9+ao2NQmB2pxi+lCGjOSY2fcj3aN9z+TDDPNXO5N54/JaSXwK69BbdIdfKRIAABCDSLgN9xXVME7WnTioNJ+hVW8Eg/gGRa98larr+4lMQ+WeL9GRdUzle/OtzZ4AfijCu/ydsY09xk4NHi1GMuxdklBWXyXWbd9nZdag5NWdv0p/G1Curi3FfblUk9coudora7pLF+bi5Sjam9denswNrpXB9dgDpdp6TmEND4qeVfPi2cdkqdGHGBjJpTG0qBQDoIaH5Ul2ZMPsKtsoQABCDQcAJE0G444uECpCwrCOe6daU7G5pUlbhicM+Oo9LkbXLRlvVPSR/IV968xTT9haL0tXOKBqFy8+Q5JlIuej49LVT63HaW8QSi45h1fV2xYPQYeinKflCq+NzY2kgCsu5rDKaiBSvp2te6AheRINCOBMYSBKwdOSEzBCCQPAE/GJj/LEq+pDbNMaWW5WhrYD6KEmnBb7l9+FNnyPVD7pm3/XJ4HucWVKnlRUYV5rgKidP3ev9oT+x4LW432yIE/HHMcvX99pc/ElozI4fyMwUE9Ezo+cy0sCYK0FZT5M7wTFYgkH0CO18sWJpPORFLc/ZbFAkgkB0CzvtONY4OYcuOFCmtqRTmlFqWo8RQmqNEWvRbFiRZl/1xi4pcLKtzWtyR5Sq97Mdbg+jKjcQUVZhlddM4z8vmTw/Ge0ct8FIGcWkv3yLRcczLek41f4xO+bPZ2yoCiqav69+ljf373GpLlhr3rmeA84xpSSUoNJcE1Pmpa8uP2O8L6gIXapvmiidBAAIQaBYBxRtx3+eKP4S1uVnk01UO7tkpag+NLe2aNcGkBDpXZGd1rqWa+qDQOGkpmUmNRfUVWc3rKyXVzX1ZS90qHeuXo2P9IFS+8qCH1hU3PR4ES9LHlOa1bZrrqqL5fepTlURJzX71ikbHMeN+nZrmqViRBXOnhM8DRdhv1bR0uuc0DZbufT0DNL+t3/teUZCsHKAp5cajlDW7uXRt6RrTtaVnffTa8r0sfFfJZteT8iAAgfYkoHeeC6L6wOa99pULZ7QniDaWGktzyhrfRc+NWp1rqaaUyCSt1FFFVnWRkuoeHrXUTcfqvMv+8Xf22W/2jfpT9GaXfIXZbXNLcfLn3ZTrKm7ajk5hKQXne3f+MbTElxrHXDiDtbQR0H2g611JSsVY77t65brz18VBCu/7tz31ZpnO8/fsKR3RNJ01znyt9OzWte3SPb990a0GS+1TTAYl3+JTdBA/IAABCDSQwKdmTwpzf3jLy+E6K+1DAKU5pW0tq/Nt184pcs2starOSl3P2OiowuxbrmUZqHVshyzoK9ZtC+cILiVTOYXZnSNGOs6lcm7a6kRoR7dSye3aSG2nzhi/DR07lukloPaa/4nJYQUf3PxSuF7tihtaUcr1tVI+UlrUMeUnWb2dIuNvZx0CtRKIfoBqlgRfifZdIRlWUitdjocABJIg0H3mpNBFW9/X7tsqibzJIxsEcM9OcTs5q3OtVdQHsizB7oNWH8qa/7nWiNxRhVkKqlygpXzKmi0rpqaCWrPkrKrGx+oBU83UOZqnWmNuq1HudFw5N2092BQszI0Ll+ufuLSDW414yzroktz1cWt0NLK1nN81ORzrqY4nKRTO+lxJEh17y107Qrfq008+OnCtrnSevz9qZdY+3f961jRimIZfNuv5J7DpqQNFQura0jXnvIn8j9Oo23bRifyAAAQg0CAC+ibV0Da5Zis9/MTLo4aRNKhosk0JASzNKWmIJKsRZ6V2VudqLU1xCvOKy2cFyrGCcvkBEW64/ZlQQS8lhz7cV9y+LTxO465//u0ue/Dm7lF//hy1pfJz26U4uA8rbfPdtCVrXCA1uYBLvjynOLdsPxJznmXPo2zq7HAB8NS2Dz9evWvYmrt2hu75YqMONeVRbdK961uZfe+O+x4ttj5XmyfHQcAR8F2z/Y5SXXOu43fvq++6w23KhMPCdVYgAAEINJOA76ItbytSexFAac5pezsrdXRstFy1KymMpRRm90GjD3hfsa1kQdYHuizSLvqp8lnx1WEFPAn8cW7a0Sm7VKZvoci74qwOA2edkey6DkjZJvD5uVNDAapVVmWVjo6B1nXhK8FhpiVWfCuz7iHfC0SdcS5oYYnT2QyBsgR81+yLP9URPqf13pAng9Kuve+EeUyfcni4zgoEIACBZhJQp7Hz8lKHMrF0mkm/9WWhNLe+DRpaA2d1PvvUY8NyyimMlRRml4keHL6F141VjnuARMc+y2LtK7Auz3qW+pB31m8p584dW3nKQnfrN2cHbuS+lawch3rq0uhzZX1RO8lN/pa7d4x6aEspwi270a3Q/PwVEd91XElZ9a/xuNpI6ZBV2SV/mh5FU9cLv1KKWpnl4q8PBg2hcOn+R4dd1dxvlhCohYDvmj3vYxODWR/c+a7D5vl9hTmaZ0xmjmbHhyUEINB8AnoXu+R3+rltLPNLAKU5v20bSuaszpUUxmoVZpfx5+dNNd/lVxatZT/aapes2Bwqc9Eo21K0/Xq4vOpdSkZfiVd+UjA0PY/GXMs6rt9S2P3yx6Q4t2hKGqcsK/K46q3x2bIY+szVeRGNRXRN0gAAIABJREFUlu23Ub2cOb91BHT9+spqpTmbf/HIoEm5VlKH0qqrzgg7q6RQ33rvcxWFcUqLDlRHl5uq7KLzTgzP1X1fjQIensAKBEYI+K7Z6tRRB6eez74lR884AoFxyUAAAmkhcP5sT2l+/OWahjulRQbqMTYCKM1j45a5syopjLUqzA6AlNILz5nifgZLZ52SMveL3wyG+xQwqJFBg2RVlyKv5KzLUYWxFAc/cFpY4VIrTZ6SJqosu3F+fvUcc7nB45btk8nXuuZsdknjqaT8xiVdD+pYcUkWYkUd9juWFKE4zjPEneOuKfdbebgkBdr3FolOEeSOYwmBcgR8K42z3ugZfcmnTwpP8ztuXOdnuJMVCEAAAk0moO9L57ml7zGGKDW5AVpYHEpzC+E3u+hSCqPcfP0PbPX0yyKr46tJco2+densQCF2D5LoecrT/2CP7k/qt6J7K7iYsy7H5RvHQcq9onBLkUhT0pg+Z1n2lWVx1jhldUKUYk607DS1ZDJ10ctaioOSFOZSAcH84F9Sbl1n1dkzjy2yVpcLCuYrK76V2Uly8XkdbtXKKfDhQaxAIEIg6prtdqvz07c2u+2lnnVuP0sIQAACzSDw2a7CEKVHtuxvRpGUkQIC1WlFKagoVUiGQJzCKDdfl2pVmN15+qiWUnzHtz8+SoHWh76U8DQlx8G5m6pusqxpSix1Iji31lbVWQqRxitruqw4ZVmcZVkvxVxyRa3srZKFcpMloOmnXOr99e5R1mL1evvBv9SR5Kcrv3By2CFWKihYOSuzy0uWQV+x0bR2JAhUSyDONdudq+ezPze52+46jNxvlhCAAARaQcAfKqV3Xymvr1bUjTIbR4B5mhvHNrU5O4VxxbptRW4lY1WYo4IGCvRJH2qKZTladi2/HQdZlzW+U4qCkjoRvnbTfwTjoVuheKoeahs/0JMsLLIcS1GOS1lhHld3ttVGQMqEPEP0klbnjoZBSHmdd+ZEUyAlP/iXhk6o08pPOvaKBZ3hcQoKJgX4ldffsz2vHAzc+/v/8Gr4ERBnZVZ+un90nhuCIRdt/0PCL5N1CEQJxLlm+8do3LzG5fsfo9NPIHK2z4h1CECgNQTUgad3q77T9IyS11ep77PW1JBSG0EAS3MjqGYgT6cwuo9cWSZrccnOgIhVV1EMbrt2zijLrKbnKjfms+oCajhQD+Crbn6iSGGW4qP68UCuAWSOD5XS64/5lKjOMqwx7c5LQsG/vrZgRiwJub9KGVbSC1/B+65cvSXorJFC7nfY+GOZo5n5Lto6x00RFD0uU7+fe87s5JMzVeUsVraUa7aTRde5i1HhtmlcPgkCEIBAGgiok9olvxPQbWOZPwIozflr06olkuKs+ZbvXHFO2yrMDpYUDAU1++m1fxMqE9q3qvfZIkuHO74RSxcJ21m8VYbcr/15cRtRLnlmj8BXLpwxahhEVAopu1I84pLu/WpiDKjDxh/CEM1LSozreNO+W+7aESrt0WP5DQFHoJxrtjtGS79TRr9dR49/DOsQgAAEWkHAH0KiYVH+t1sr6kOZjSeA0tx4xqkvodSHdeor3oAKyuXmxq9/tGjOZ9/dtQFFBlmqDI1hdq6IwRRBf3dGGMCpUeWSb3YJBC75JeIIaKiFC/5VSkIFBfOPcW7YUrbldaLgfuqwqZSWLDolDEan6/eGdc+E13Glc9nfngR8q4yLmh1HQp0yztqszhneVXGU2AYBCLSCgJ5HZ596bFi07z0TbmQlVwTGDQ0NDaVRonHjxllKq5ZGXNQpYQJyM1UQLpdW/d0ZJiUjSHPnmn3/+2af/KTbPealgnwp+Jg/ZYGUl+989fRgiqAxZ8yJEGgiAblma2y16/SRhboahbuJVay+qNtvN3vkEbN166o/hyNrIqDhAM4qo5kOouPua8qMgyEAAQi0iID/rajYM4qqLeOL1k8//yyzhx5iuE8T2qZZOiOW5iY0JkVkj4DGD8ta51KRm3ZC8zTvPfCuLVnzZJHCLFdYfUQyds+RZ5kFAlJ6FFzMpQc2783H+GYnEMvECFTrmp1YgWQEAQhAoEEE5p0xMZyNYs+Bg0GQThlC9G2nb7z/69atYbDMBlWBbJtIAKW5ibApKlsEZCmTm7SSHoZJumnrw1GBl1zQJpWhSN3tGowtW1cGtY0jIFdvf/wz45vjKLGtWtdsSEEAAhBIOwF9I7ohJHF1Hdw//O0oBZqUfQIozdlvQyRoEAGNV/GDJSlQV73RtDUvrpTv5f/0dDj/sgvIpkBkJAhkmYA6muSWpsT45iy3ZGPqrmtCU7O45EefddtYQgACEMgSAX0nKois4uEoJojiL0SHnMj7ipR9AszTnP02RIIGEpCbtiwjbsyx3LR/NmT2/J63bfeb+4M5bXcOvm1vHvxL4KIza8ZRhfEsI/PjSlHe2L/PNm09EFis/epKMZd1OfqA9Y9hHQJZIaBed0Xkd+Ob5Umx5q6d2R3fnBXwGaln31P7w87CYMxfZA7xjIhBNSEAAQgUEdA4Zv35w/oO3lRQsfQdqVkvSNkmUGjRbMtB7SHQMAKynl1x0+PBx57ctPe98q59+7anbe8xr4wq0ynXboesyC44ktvmllKUv/3ljzB+2QFhmQsCbnyzG86gHvaLzjuR6YJy0br1CXH/vxWsLQs+OaW+zDgbAhCAQIoJHHboB+zI8cNqljqQZUBh2rwUN1gVVcM9uwpIHNLeBKJu2rXQiCrMykvjXxSNm4BftZDk2CwR0Phmv8f9nt++mKXqU9cGENBH4xPPvhbkrM5Ef47TBhRHlhCAAARaSmDcOLOu0woBZR9+ojA0paUVo/AxE8DSPGZ0nNhOBOSm/eSO182NS+mccoSdOnOSndJxRNBzKLfUP7/3V9PUO7tfOhi4YWtdSYryvDMn2vmzjy9MW9VO8JC1LQlojL7zvHjo8ZfsawtmMM9uW14Jw0Lf9+ieUHp1qOi5SIIABCCQZwLnfnSC/b/PvRmIuPHf9xmxa7Ld2ijN2W4/at9EAnLT1p8duND+cdk8swkTRpXuW9dG7WQDBNqIgNzQdD9IcZbHxZ2/fqEosF5qUSQ0pVxq5WtBxaIBwBbMxTW7Bc1AkRCAQJMJnDXzWJt49J+Deek1N72CyZ4989gm14LikiKAe3ZSJMmnfQisWxerMLcPACSFQHUEfOVI0efffOcv1Z3YyqMOHjQ77LBW1iB3ZSsAmD4YlRQAjM7F3DUxAkEAAiUInD/n+HCPP+VeuJGVzBBAac5MU1FRCEAAAtkioHmbXeATWRs3bt6XLQGobSIECACWCEYygQAEMkhAQ/Nc0pR70Vg3bh/L9BNAaU5/G1FDCEAAApkloHkrXZKLNh8MjkZ7LAkA1h7tjJQQgEA8Ac0oIQ8bJXlbuVgf8UezNc0EUJrT3DrUDQIQgEDGCfhBn+SiKzdtUvsQ8AOAdZ85iQBg7dP0SAoBCIwQ+GzXCSGLR7bsD9dZyRYBlOZstRe1hQAEIJApAppe6JJPnxTWeWM/LtohjJyvEAAs5w2MeBCAQFUELphTUJoV4wGPq6qwpe4glObUNQkVggAEIJAvApqb3E0xtOOFt6xvKz3t+WrheGn8AGDTJx9O1Nh4TGyFAARyTkDPP7lpK0U7E3Mueq7EQ2nOVXMiDAQgAIH0EZC1ef4nJocVu2PjrnCdlfwS8AOAfX7u1PwKimQQgAAEKhCY97GJ4RFE0Q5RZGoFpTlTzUVlIQABCGSTwEXnnWhSnpVkbX5m4I1sCkKtqyIQDQDmT7tSVQYcBAEIQCBHBPyOYwUDc9Pw5UjE3IuC0pz7JkZACEAAAq0nIPdsuWm7pEjapPwSIABYftsWySAAgdoJ6B149qnHhidueupAuM5KNgigNGejnaglBCAAgcwTuPi8jlAGjWv+2QPPh79ZSScBNwZdbbVi3TZb9uOt9ovfDFasrOYjdWnB3ClulSUEIACBtiUwv6swTImgmNm7DA7JXpWpMQQgAAEIZJHAlImH2YXnTLEHNu8Nqu/GNn/lwhnpEWfvXrOzz05PfZpcEynJ+ph7YsdrgRt9XPFPPPuaaSoxBbeJS3K9d66Hmp/07JkF60rc8WyDAAQg0A4E5p0xMRimpGBgek5q3uajDkcVy0rb01JZaSnqCQEIQCAHBJZ86ZRAodKYLqXUKc4HD5qNH58D0tWL4BTlTVsP2J4DB6s6Ue7XV33hQ7HHbvp9we1QH4kkCEAAAhCwQEGeedKRYUyPvQfetaNOQhXLyrVBS2WlpagnBCAAgRwQUDCwFZfPClx9U6s454BzNSLImryq99myirI+8KYeN95O6TgiyNJ1csj9+ooFnWFwN788TTXlEkqzI8ESAhCAgJm8b1wgzOf3vW16xpKyQQClORvtRC0hAAEI5IZAJcVZls89rxwM3IN3Dr5tbx78i51/9vFFgcRyA6NFgsh9evk/PR3MGepXQcFq5p050c6ffXysW/X9j+4NPAV0vpTjC+ac4J9uipqtPyW5HeKaXYSHHxCAQJsT0DAll2RpJmWHAEpzdtqKmkIAAhDIDYFSirOzZEYF1Tja/j+8ast6TmUMWBTOGH4rernG1SlVUpT97BXUy7WR5mGOKs2+lbn7jEn+qaxDAAIQaHsCUyZ4SvOrKM1ZuiCInp2l1qKuEIAABHJEwCnOCipVTVLE7SVrngwtmdWcwzGjCchKfN+mPeEOjTO/ZtHMqqzC/rRh6shwVmWXmT+eee4Z1bWrO5clBCAAgbwTwNKc3RZGac5u21FzCEAAApkn4BRnRdV2SWO8ZKW8bP70YPyzli5JSZPiLAWaNDYCvpXZsa42J1mlfQuyPx+zlHE3Vk/tWm1nSLVlcxwEIACBrBOYMXk4PoTkqDbwYtZlzkv9cc/OS0siBwQgAIGMEpCCJbdr/cUlKWlS7hS0SlN06E9zBl/xuU7r+cy0uFPYVoJA1Mrsd0iUOGXU5s+ec0LYaeEHBNv0VCFqthRmtSsJAhCAAAQKBHxLc9RTp3AUa2kkwBstja1CnSAAAQhAoIiAFOc1S84qmhv4tl8O2MbN+4qO40d5AvVYmV3OagtZnJVcQDCt+67ZRM12tFhCAAIQKCagCNouEQzMkUj/EqU5/W1EDSEAAQhAwCxQmKU4+26/t9y1Y9S4WmDFE0jCyuxyVkAwlxQQTNZ/jXF2CaXZkWAJAQhAoJiAb23WTBG1pocef8mW/Xir/eI3g7WeyvF1EEBprgMep0IAAhCAQHMJaBqj5V8+LZjrUiUrAvQN654JI0E3tzbZKi0JK7OTOBoQTB9vLhr32aceS4RzB4olBCAAgQiB6ZMPD7fUamnevO0Vu/Hn24NOyh/f+yc6jUOSjV9hTHPjGVMCBCAAAQgkSMApzst+tDVQ1DQubM1dO0uOia6p6FdfNZswoewpUg4V8OqZ596wnS++HazHBXSRC975c44PApq1enxvklZmwXEBwVxANinkLs372ES3yhICEIAABCIE/Gmndr00PK995JDYnzteeCtQmP2dCsZ41Rc+5G9ivUEEUJobBJZsIQABCECgcQRO7zzarljQaeppV3pg8147a+YxNv+cyfUVWkZplnL+jz//g+nDpZokRbr3V7tNcxd/q+fDpjonkVT+xv59tmPwLZvfNbkqmZO0MjsZ/IBgzsqsfX50bXcsSwhAAAIQGCbgu2dXa2lWx+eK27cFQ2F8jn4wRn8768kTQGlOnik5QgACEIBAEwhc/Lcd9uSO18NIzhrfLMXUd31LqhpSCmXZ1odLrclNk6VI34pWPRars1OUN209UDRNicYRz+w4MoguXqpeSVuZXTkuIJjPRFHO/Q9CdyxLCEAAAhAYJuAHAovzUopy0vtn+U+eDp/9eofI40rPXv2pY/aCOSdET+N3wgRQmhMGSnYQgAAEINA8Apqmasfqt4KPCX1YaHzzrd+cPSbFtFyt5Y7tK4dSzqUgzjxxWGGNsyIrsrcs4QqSpTQWq/N9m/bYnQ+9EH4sxdXxjo27gvms4/ZpWyOszK4sBQRT+S7hmu1IsIQABCAQT8DvWKzG0nzjHduLPJxWXD4rGBbknr0KxojSHM86ya0EAkuSJnlBAAIQgEBTCbjxzc5668Y3J10JWXhdkoVbUbyvWTTTFBArTmHWsXIVv+3aOUXRvp3VWdNlVUo/e+B5u+XuHaMUZo0nvvCcQvRqjSsu5TIuZV+Kt0tjmZfZnRu39AOCaT+u2XGU2AYBCECgQEDPcL27lNQZ6w9vKRw1vKaOVxc7Qls0flkzSPjPXnkc6d1CaiwBlObG8iV3CEAAAhBoMAEprRrf7JLGN0vhTDL5SnMt0ynp4+jGr380GNPsPpJUL1md5W7nrNDRuqr+zoqgfcpHH0mr/u4Mu3PFOUHQM19B9Y91eSlvRVl1H2SyjPvnuOPqWape6kRQ0oecyiBBAAIQgEB5Ar61edfeeIVX3kr+tFJ61rrnrZ69/vNcAcFqTU/seC2YukrlkCoTQGmuzIgjIAABCEAg5QT0IeF/QEiJTEpxVg++G3cmxbeUZbkcojirs6YOWbLmSYu650UVZimjd/zDxwPL9tkzjw2L8a3GcdbmVb3PhvWWJf7bX/5IeG6SK7J8PHhzd9A5kGS+5AUBCEAgrwSmHjc+FK3UXM233V/wSNJ7IBolW8EYXVJAMNdB6raVW+pYuX3LSu0CapY7nn1mKM1cBRCAAAQgkAsCyy87rcgVOinFWUFWXNKHi3MFd9uqXTqrs6/sSiG/cvUWU4+/UpzCrPFrcWVGLce+tVnWCd+l75ovzWxIgLRqZec4CEAAAhAoEPAtzdGOUx2ld4KLo6HOWr0HokkdxXqvKLmAYNFjSv3243T4XlCljmc7SjPXAAQgAAEI5ISAFEt9WEixdSkJxbl/+6suO+v6SPk5nMMDy6x85cIZtvzLp4WKsNyol//T07Zi3bYil2zJUUphdtn7CrizNutjyLdQaPxz3VNxuQJZQgACEIBA3QSmHHdYmMfeV94N192KLMAuSTmO6zjVfgVjdEkBwapNYx1yVG3+eTwOS3MeWxWZIAABCLQpgaQVZym0/sdLLeOZyzWBIp1qfLKzEshVzrcMV6MwK/+otVkBxvxxzJp+a8mXTilXFfZBAAIQgECTCfhTI8ZZmjf9vhB88qyZx5Ss3VgDgqE0l0RacgdTTpVEww4IQAACEMgiAac4y3KrccNKsjj77stOLs2XueCTU0xzKMcl/8Pi7FOPDSOexh1b6zaNjVYU7htuf6Yo+nW1CrMrT9Zmp3A7ebVPHL5z+eklLRTufJYQgAAEINBcAv5czc/ve7uocLla+zMilOusdQHB3DtAAcGiY5+LMjcLIm3XG6cjmmc7/MbS3A6tjIwQgAAE2oyAU5x9V+04BPpwkHVWLs1BOnjQbHwhQEv/HzzX7NPqd82O1kHj2lZddUY4x6bc8Cq5ZEfziFqb3X7GMTsSLCEAAQiki0C5Mc392wrvHXWuVhpzXGtAsKTidKSLaONrg9LceMaUAAEIQAACLSDgFGd/TuNS1dB8yEHas8ds6tRgVS7TvuW2+8xJpU6va7s+iDTGWRGoa1WYXcH+2GZtYxyzI8MSAhCAQPoI6P3kD89xQb9U06LO2iriaNQaECzpOB3po9uYGuGe3Riu5AoBCEAAAikgoA+TZT2nBn/R6sj9TVM+STnWutzbur2DZH128yjLlc4fg+YdlopVWZs1tu2+TXsCqzXjmFPRLFQCAhCAQEkCsjY7ZVnjmp0S7XfWVvKWcpkrIJgbgqSAYIqbEZcaFacjrqy8bcPSnLcWRR4IQAACEKiKgFM03cGKOD005H6Z+eOZy40pK5zR2rVrFs0MrNV+ZO7W1ojSIQABCECgFIEZk48Id7kxxppqynXWygtJ7tnVpGhAMH9MtH++/15LOk6HX04e15NRmgc32PWLF9ti97e2P4+skAkCEIAABHJG4JJPnxQGytKcye+8+34oof9xkQWlOaw4KxCAAAQgkHoCk48bnmNZFdX7R8mfrUFu19UmFxDMHe+szu63Wxa5fjcgTocrJ4/LBJTmflu7bJctWr/e1utvVY919q226zcM5pEXMkEAAhCAQI4I6ENDirNLbx38i733/l+JLuqAsIQABCAAgYYQ8CNo73vlz0EZ1U41FVchP7aFhhtFrc3NitMRV7c8bEtAae6yq9dfbV2ORsdCW9RtNrALpdkhYQkBCEAAAukloOmm3Fiyv/7V7Be/edGILpre9qJmEIAABPJAwI+gveeVg8H4Zl/RrdXDKTqTQtTanKU4HWls3wSU5jSKRZ0gAAEIQAAC1RFQsDDf2vzAY3vt4SdeDk/uqiJ6aXgwKxCAAAQgAIEqCPjBJRUIrNappuKKKGdtZshRHLHqtyWvNA9usLv7zLrPDW3P1deGIyEAAQhAAAItIKAgKuqlV/rz+8PRtF01au3td+exhAAEIAABCJQiIA8nddoqKRCYr9SOtbO2nLXZz5/3WqlWKb094SmnBm3DD3ptoHuprUxAZ96+fXtQ80mThgfC79+/n99mBg+uB90I3A88D3Qd8DxI7nnwmTM+ELxj/H8f7TzC3n37NRvcxfXG9cb9xvMmuecN91O+76cPvfeevfnKK/bXo48u+712/LGH2OD+4fHMGofs0pQj3gjPq/V7728/8lfr2zqck/L89aan7dBDxgWKubYecdh/skP+vMf27/9LcFCt+afteMes0ctxQ0P+BBv1Fde/drGt3t1jq1YutI76srJx48ZZglWrszacDgEIQAAC7UBg/6ST7JqLb7G9x5wYiHvF5zpNY55JEIAABCAAgaoJfOhDZg89ZHbyyWVPWf6Tp82fl1kHa6qpe757btnzKu1csW6bOSVcUbhnzTjKbvvlQHCa5nDW1IR5Sc3SGRNzzw4U5r5uW5qAwpyXRkQOCEAAAhDIFoEJH3jf3vvAYWGlu88ctiyFG1iBAAQgAAEIJETADwbmsqxlqil3TnQZHdt8/7/tDQ8Zq+t3mEGbriSiNIcKsx9Fu02BIjYEIAABCGSXwAf+/d9s3mc/GghwzqzjzA/Ukl2pqDkEIAABCKSRwPQTDh9VrbNmHjNqW60bomObNWbaJcYzOxK1Lesf0zwS+Musz1Yv7vNK77SeVSttYb1+2l6OrEIAAhCAAAQaSuDkk+2ak82uWTSzocWQOQQgAAEIQCDO0pyUUitrs3PRdqTPPvXYwP3b/WZZPYH6leaOhbZy/cLqS+RICEAAAhCAAAQgAAEIQAACbU5g6nHjiwic3nl0Ykqtszb7inPXaROKyuNH9QQScc+uvjiOhAAEIAABCEAAAhCAAAQgAIGopTnp8cb+2GbRJk7H2K85lOaxs+NMCEAAAhCAAAQgAAEIQAACYyKgSNn6c0mxNJJMsjZ/ft7UIEvidNRHttBK9eXD2RCAAAQgAAEIQAACEIAABCBQA4GLzjvR7ti4y6TUyj076aQYHcTpqJ9qovM011+dQg7NmnOrUCJrEIAABCAAAQhAAAIQgAAE6iRQ5TzNdZbC6WbWLJ0R92wuNwhAAAIQgAAEIAABCEAAAhCAQAkCKM0lwLAZAhCAAAQgAAEIQAACEIAABCCA0sw1AAEIQAACEIAABCAAAQhAAAIQKEEApbkEGDZDAAIQgAAEIAABCEAAAhCAAARQmrkGIAABCEAAAhCAAAQgAAEIQAACJQgQPbsEGDZDAAIQgAAEIAABCEAAAhComcCWLWazZ9d8GifUTqBZ0bNRmmtvG86AAAQgAAEIQAACEIAABCAAgRYTaJbSjHt2ixua4iEAAQhAAAIQgAAEIAABCEAgvQRQmtPbNtQMAhCAAAQgAAEIQAACEIAABFpMAKW5xQ1A8RCAAAQgAAEIQAACEIAABCCQXgIozeltG2oGAQhAAAIQgAAEIAABCEAAAi0mgNLc4gageAhAAAIQgAAEIAABCEAAAhBILwGU5vS2DTWDAAQgAAEIQAACEIAABCAAgRYTQGlucQNQPAQgAAEIQAACEIAABCAAAQiklwBKc3rbhppBAAIQgAAEIAABCEAAAhCAQIsJoDS3uAEoHgIQgAAEIAABCEAAAhCAAATSSwClOb1tQ80gAAEIQAACEIAABCAAAQhAoMUEUJpb3AAUDwEIQAACEIAABCAAAQhAAALpJYDSnN62oWYQgAAEIAABCEAAAhCAAAQg0GICKM0tbgCKhwAEIAABCEAAAhCAAAQgAIH0EkBpTm/bUDMIQAACEIAABCAAAQhAAAIQaDEBlOYWNwDFQwACEIAABCAAAQhAAAIQgEB6CaA0p7dtqBkEIAABCEAAAhCAAAQgAAEItJgASnOLG4DiIQABCEAAAhCAAAQgAAEIQCC9BFCa09s21AwCEIAABCAAAQhAAAIQgAAEWkwApbnFDUDxEIAABCAAAQhAAAIQgAAEIJBeAijN6W0bagYBCEAAAhCAAAQgAAEIQAACLSaA0tziBqB4CEAAAhCAAAQgAAEIQAACEEgvAZTm9LYNNYMABCAAAQhAAAIQgAAEIACBFhNAaW5xA1A8BCAAAQhAAAIQgAAEIAABCKSXAEpzetuGmkEAAhCAAAQgAAEIQAACEIBAiwmgNLe4ASgeAhCAAAQgAAEIQAACEIAABNJLAKU5vW1DzSAAAQhAAAIQgAAEIAABCECgxQRQmlvcABQPAQhAAAIQgAAEIAABCEAAAuklgNKc3rahZhCAAAQgAAEIQAACEIAABCDQYgIozS1uAIqHAAQgAAEIQAACEIAABCAAgfQSQGlOb9tQMwhAAAIQgAAEIAABCEAAAhBoMQGU5hY3AMVDAAIQgAAEIAABCEAAAhCAQHoJoDSnt22oGQQgAAEIQAACEIAABCAAAQi0mABKc4sbgOIhAAEIQAACEIAABCAAAQhAIL0EUJrT2zbUDAIQgAAEIAABCEAAAhCAAARaTAClucWbKFOTAAAPTUlEQVQNQPEQgAAEIAABCEAAAhCAAAQgkF4CKM3pbRtqBgEIQAACEIAABCAAAQhAAAItJoDS3OIGoHgIQAACEIAABCAAAQhAAAIQSC8BlOb0tg01gwAEIAABCEAAAhCAAAQgAIEWE0BpbnEDUDwEIAABCEAAAhCAAAQgAAEIpJcASnN624aaQQACEIAABCAAAQhAAAIQgECLCaA0t7gBKB4CEIAABCAAAQhAAAIQgAAE0ksApTm9bUPNIAABCEAAAhCAAAQgAAEIQKDFBFCaW9wAFA8BCEAAAhCAAAQgAAEIQAAC6SWA0pzetqFmEIAABCAAAQhAAAIQgAAEINBiAijNLW4AiocABCAAAQhAAAIQgAAEIACB9BJAaU5v21AzCEAAAhCAAAQgAAEIQAACEGgxAZTmFjcAxUMAAhCAAAQgAAEIQAACEIBAegmgNKe3bagZBCAAAQhAAAIQgAAEIAABCLSYAEpzixuA4iEAAQhAAAIQgAAEIAABCEAgvQRQmtPbNtQMAhCAAAQgAAEIQAACEIAABFpMAKW5xQ1A8RCAAAQgAAEIQAACEIAABCCQXgIozeltG2oGAQhAAAIQgAAEIAABCEAAAi0mgNLc4gageAhAAAIQgAAEIAABCEAAAhBILwGU5vS2DTWDAAQgAAEIQAACEIAABCAAgRYTQGlucQNQPAQgAAEIQAACEIAABCAAAQiklwBKc3rbhppBAAIQgAAEIAABCEAAAhCAQIsJHJJM+YO24fpl1jvgcuu2peuvti73kyUEIAABCEAAAhCAAAQgAAEIQCCDBBKxNPevXWa91mOr1q+39evX29LuPlt9/QYbzCAQqgwBCEAAAhCAAAQgAAEIQAACEHAE6leaBzfY3X2d1vP3C61jJNeui3qsc+BR60drdpxZQgACEIAABCAAAQhAAAIQgEAGCSSgNO+yAZtmHU5jFoSODptmA7YLpTmDlwRVhgAEIAABCEAAAhCAAAQgAAFHoG6leXBwt8vLW3bY9E6z3YNozR4UViEAAQhAAAIQgAAEIAABCEAgYwQSCgSWvNT//M//bNu3b08+Y3KEAAQgAAEIQAACEIAABCAAgcwTkM7YjFS30tzRMS2mnoO2a8Bs2iLfZzvmsDKbenp6yuxlFwQgAAEIQAACEIAABCAAAQi0M4HTTjutKeLX7Z5tHdOt03ZbkSf24KDttk6bPnaduSnCUwgEIAABCEAAAhCAAAQgAAEIQKAcgQSU5i6b2zlgvff0h+X039NrA92LbCFKc8iEFQhAAAIQgAAEIAABCEAAAhDIHoFxQ0NDQ/VXu9/WLl5tfS6jzh5btbIwBZXbzBICEIAABCAAAQhAAAIQgAAEIJAlAgkpzVkSmbpCAAIQgAAEIAABCEAAAhCAAASqI1C/e3Z15XAUBCAAAQhAAAIQgAAEIAABCEAgcwRQmjPXZFQYAhCAAAQgAAEIQAACEIAABJpFAKW5WaQpBwIQgAAEIAABCEAAAhCAAAQyRwClOXNNRoUhAAEIQAACEIAABCAAAQhAoFkEUJqbRZpyIAABCEAAAhCAAAQgAAEIQCBzBFCaM9dkVBgCEIAABCAAAQhAAAIQgAAEmkUApblZpCkHAhCAAAQgAAEIQAACEIAABDJHAKU5c01GhSEAAQhAAAIQgAAEIAABCECgWQRQmptFmnIgAAEIQAACEIAABCAAAQhAIHMEUJoz12RUGAIQgAAEIAABCEAAAhCAAASaReCQZhXkyulfu9hW93Xb0vVXW5fbGCz7be3i1dYXbvOOGdxg1y/rtYFwX2Gls2eVrVzYYWaDtuH6ZdYbHuSdXzi8qWtjkjWoYRkWwf50yZqYnJ09tmrlQlNrDqeMylmzHOmSU+yrbtNRsg63XOnz0yVr6XpG7sGonNFnUvdSW3+1/0TLqZxRDil77o65PUeeOGau3TutZ9VKC14twb50tWc99+gwo1DgYKXwHtXPdMlaV5tG79Oi6zcHckbl85q10KY5kDOQy92bTsjoN1665FQtx37tRmQtum6Vc0pkjV5/Nb8HK8lRab+7Fhq8rFvO4fqVvh5yImdCnBrcmvVlP9S0tHnoh5deOnRp8PfDoc1F5b4wdO91lw5d+sPC1s0/vHTo0uvuHXqh6Djvxwv3Dl136XVD944cED0++ts7swmr9chamUVUtujvJgg4UkQ9cg6fe51rwKHa5U6HnPXLEW2/6O/myamSyrVpZVnLnz80FJUt+rt5stYjp871nmHBs+jSocK1nBc5dU8WnrGubfMnZ+Gqe+He64Yuve66ondLcFdE3ketu27rv0eDunvv2oL0w2tR2aK/o8c37nc99+jQ0NDIfVlK1Khc0d+Nkyuac51yRrNL7bdRPXLW/n3QuvZUg9Qj6/C5heds7bJHL4nG/FY963sPRtuo1t+NkSuaa/1ylr8e0vK9UK+c9Z4f5Z7O301zz+5fu9r61Fu2tDtGyx+0XQNm3ecWLDVd53abDeyywZijtan/nl4b6F40bAkY3GB393Vaz98XrJRdF/VY58Cj1l8qgxL5JrG5PlkrsEiRrHXJ2f+Y9Vm3LQpNOR22cFG3Wd9j1q9GyIqc9cqRIjmD+6rcfVpJ1qBnvcx9niJZy167FeXssqt9T5mOhaZLd2DXyMMmN3J22MKVvrW1y4Yfy3mTc+SpP7jBftBr1rNobvFrIEXtmcQ9Wixc5FeKZK3vHnXfCEutyAHEiZsjOZ1IbpnWb6P62jM730Vqh7pkrfT+Sc21W+d7sJIclfa7C77hyzrlrHQ95EbO+jk1vCkTKKBpSnPX1ettfZHrrV/7DpveadZ394YRJXnQNtzdJy064sI9ck5wkXlK9uAuG7Bp1lHw6zX9mGYD5r5j/dIavV6frBVYpEjW+uSMaYWO6dZpu21Q3+SZkbNOOVIkpyQp36YVZK10fopkrVfOGBKFTXmVM8XP3STaU8qG9fy955I90qQpak/VKAlZCxdrZC1FstYnZ789FnxCFDriiyTNjZxFUo10Nqfz26i+9szOd5FapD5ZI22qnyn9NoqpaWFTpXus3v2Fklq7VkmOStdDFee3VsCR0uutZ73npwKCWdOU5vLyyqKxynqs15YtXmyLFy+zR+euiowRLOQw2P+oDXT22EUj78PBwd2FneHa8EN2d6CBhRtTsFJJ1vL7syNreTmGXwJ9dvcGzxUguKmGmygzcgYvs7HLkRk51SwVZK10c2VG1lrljCiTuZJTY5SCZ/JiW7ys16YtXR9a7vIm5919vudL4WrOjJy13KN9q22xa9frXWe1WWZkrXSPDg7abus0e+z6gpyLF9v1I++b3MhZuEyDtcx+G1VqTyv/PZGZ9qzmHq3AIrWy1vgerCRHpf2RS795P2uUs1LFcitnwpwqcWzW/qYHAisp2GC/PaogXt091rO713p7l9najsIHWuG8frund8C6l670AkYV9mZirZKslfZnQkhZi8u0acdCW7l0ly1evcwW944I1Nmpz5xspbzIUQ31dpG1JjkHbcMPNFRkqa0sYdSqBm1LjqlGTh2zfuFI9RScZrEtHhXspSW1r77QinIOt6H1rIr3bKq+pNYfWVHWESvY1a6qwwFoll1vQRBGtzX1yyrkNBuw3dNX2fr1Iy5o/Wtt8eof2Iauldlp56rkdK2V4W+jauQs9z3hEGRhWUnWSvtTKWOG34M18UTO6nDll1M6lOaRiGuyYgx/eC60hcEL7nqbXhTBVN5HdwdjYZd6H6gdHdNi2nF4DMy0Rb7Pdsxhzd5USVYbjhRemkVGZK0kp5ql62pbvz78etNAIFu82kxNlqk2rUMODSIYnVJ67aqiZWQdLUfxlry0qS9V/9pl1ms9tsobOJlHOYdl7rKrl3Zb3+rHrP/qLuvK0nO33HXbf89wG4bxFfwWztizSFUvJ2uxaHIfCWJJ9K5W/I+FtjAvbTriwDTNH7PVda51W18wZCs3cnrtmflvo3LXbcXviZy9R8uwSOP7ZSzvwUrfPpX2e5d+01bHImelyuWlPX05G8HJz7+V6+lwzw7ccrvNiwNmFrzgomOSh3tSO3suKu4pDtxZRsbCOpoj7lnTU6YzD4/VLSNrJRZZkbWSHK6dvGX/8CC04bbNipxe/d1qTXJkWE7JWySrA1BqmWFZ4+QMp4+IxmrImZylmrNonJ07KK3PXVe/kaXfnsH6gBsaNOyGPmAD1rtssS1e2188ntDlkxE5VV1fVlf90cuRmCB5uXaDmCZmJYdn5UXOsCFz8G0UyjK8UnTdVvqeyHB7StoiWSMcRu1Pmaxjfg9WkqPS/hhOjdw0ZjkrVSpncjaMUyWOTdqfDqU5uGj67LEgbPKw5MO9pp1WpPQGUQU7bW5XRBPu6LK5nQPWe08hg6IIkk2CWVUxlWStuD8jslaSIwqrf62tVgR0N1A9S23qy1KrHFmVUzJHZfU5xK1nVdYYOcMXgx9F28mcFzll3fHGuwZzg/oBGnMiZxC0Z/16W+/+VvWYBor0rFo/HFcjq3LG3aPy5lFHQJj6be1qL+hmVmUddY+ORHp/tD+cgcNZYoPO+dzIOdKQefg2Cq/JmHdLpe+JrLanZB517fogYvanSNa63oOV5Ki0P4KpkT/rkrNSxXIkZ0M5VeLYpP3jNBNWM8oahhktSR8mI1OaBK65fd4B3r5g68jk39OWlggQVmkyeC/rBq/WLWtFFumQtT45IzIEH6n+9DZqpMgxmrIsatVrcFsGtVi72PRdWZzc9Rmp45jkiOTRIjmTkLXiNZGHNh1xFVQIhuLkrgltTUeblm+PSB1jrt1R548azxzJo0XX7qh6Bg3j2iNSxxg5i9oxaN9Hba57NwU7I3m0SM7gyqrreTTyHvUu3s6eVbayyDU9HbLW36ZRWbttaVEnV87kTPm3Ud3tmZHvovrv0ch1Gfu8ihzTiudRIu/BSnJU2l/05G7MjwTkLH/tB1eMrV282sLPzCy2ZwKcGtOAyebaNKU52WqTGwQgAAEIQAACEIAABCAAAQhAoPEE0uGe3Xg5KQECEIAABCAAAQhAAAIQgAAEIFAzAZTmmpFxAgQgAAEIQAACEIAABCAAAQi0CwGU5nZpaeSEAAQgAAEIQAACEIAABCAAgZoJoDTXjIwTIAABCEAAAhCAAAQgAAEIQKBdCKA0t0tLIycEIAABCEAAAhCAAAQgAAEI1EwApblmZJwAAQhAAAIQgAAEIAABCEAAAu1C4P8HoGhjq00buDwAAAAASUVORK5CYII=)
Source: Warren Hogan
As is indicated on the chart, the shift from the ‘bull’ phase to the ‘bear’ phase in the bond yield cycle is gradual and drawn out. For each of the first two cycles shown in the chart it took between 15 and 20 years for the 10yr Treasury yield to rise 200bps above the low point (*these data are annual average and do not capture the exact low or high points for bond yields). Neither of these cycles witnessed a bond market crash that immediately followed the top of the bull market (that is the low point for yields).
This is critically important for long term investors. The implication is that while caution is warranted once the market enters the ‘bear’ phase, we should not miss the opportunity to take advantage of rising yields, even if this means investing in shorter duration bonds through the initial stages.