Almost one year ago, we labeled 2023 as ‘a year of transition to what?’ based on the view that inflation would decline, that official interest rates would reach their peak and a concern that the disinflation process could be bumpy. 2023 has brought us many surprises: the resilience of the labour market in the US and the Eurozone, the extent of monetary tightening, the risk appetite of investors. The biggest surprise was the growth performance of the US economy. Towards the end of the year, the changing message from the Federal Reserve -and to a lesser degree of certain ECB governing council members- with respect to the monetary policy outlook has brought us a another favourable surprise and a hopeful note for 2024.
As the year draws to a close, the time has come to look back and ahead. We will do the latter in our first issue of 2024 and focus in this editorial on 2023. Almost one year ago, we labeled 2023 as ‘a year of transition to what?’. The word transition referred to our belief that inflation would decline and that official interest rates would reach their peak. Subdued growth -we expected that the US and the Eurozone would spend part of the year in recession-, would pave the way for more disinflation, gradual rate cuts and a soft recovery in 2024. The reference to ‘transition to what?’ expressed the view that the journey could be bumpy due to a new, significant and lasting increase in the price of gas, a slower than expected decline in inflation or an impact of past rate hikes that would be bigger than anticipated.
Comparing forecasts with reality can be a sobering exercise and for some variables this was clearly the case in 2023, as illustrated in table 1. The column ‘December 2022’ refers to projections for 2023 published in December 2022. The column ‘December 2023’ refers to the estimates for 2023 published this month. For growth and inflation, the data show annual averages except for the Federal Reserve’s Summary of Economic Projections, which show percent changes from the fourth quarter of the previous year to the fourth quarter of the year indicated. Interest rate forecasts are for the end of the calendar year.
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)
As expected, Eurozone growth has been subdued but our forecast was clearly too negative whereas the headline inflation forecast was in line with our most recent estimate.[1] Despite its decline, inflation remained well above target forcing the ECB to tighten more than we expected. Market pricing at the end of 2022 also underestimated the ECB actions (chart 1). The ECB staff projections showed a negligible forecast error for GDP growth but a large overestimation for inflation (6.3% versus 5.4%). In the US, inflation came in slightly below our forecasts and those of the FOMC members.[2] The Federal Reserve tightened more than anticipated by the FOMC members, the market (chart 2) and ourselves. The largest forecast error was for US GDP growth: the FOMC members’ median projection one year ago was 0.5% and they now expect 2.6%. Our forecast was -0.1% and we now estimate 2.4%. It is testimony to the impressive resilience that the US economy has manifested in an environment of rising interest rates and tighter bank lending conditions. There are numerous potential explanations for this huge positive growth surprise. Fixed rate mortgages shield households from rising interest charges on their outstanding stock of mortgage debt. Most nonfinancial corporate debt is in the form of fixed rate corporate bonds issued before 2022, so the average interest rate on the outstanding debt is still low.[3] Both factors slow down the transmission of higher policy rates to the real economy. The strength of the labour market also plays a role. Although the pace of job openings has slowed, it remains well above the long-term average. The unemployment rate is still very low and labour hoarding by companies has limited the increase in the lay-off rate when growth slowed down after the initial post-Covid-19 recovery.[4] Another factor are the excess savings accumulated during the Covid-19 pandemic, which have boosted spending this year by enabling households to save less and spend more.
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)
Another surprise was the ‘risk on’ mindset of investors: despite rising official interest rates, major equity indices delivered a strong performance and corporate bond spreads remained tight. Investors were probably comforted by the resilience of economic growth in the US and of the labour market in the US and the Eurozone. As the policy rate converged to its terminal value, markets increasingly started to look beyond the peak, pricing in rate cuts as of the spring of 2024. The changing tone from the Federal Reserve and to a lesser degree of certain ECB governing council members gave further impetus to this development. 2023 thus ended with a favourable surprise and a hopeful note for 2024.[5]
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0AAAAF1CAYAAADBS4p1AAAgAElEQVR4AeydB1hT1xvG/VsUIiPsLQ7c1m3VamttrW3do3XXURVXqx22dVStWq2t1WrrAHErKi7cVHErigMVUVSUVRBEAgkkhhXo+3/uzSAbwpDEfD5PHsy49577fu937vndc+45NUD/SAFSgBQgBUgBUoAUIAVIAVKAFDATBWqYyXnSaZICpAApQAqQAqQAKUAKkAKkACkAAiAyASlACpACpAApQAqQAqQAKUAKmI0CBEBmE2o6UVKAFCAFSAFSgBQgBUgBUoAUIAAiD5ACpAApQAqQAqQAKUAKkAKkgNkoQABkNqGmEyUFSAFSgBQgBUgBUoAUIAVIAQIg8gApQAqQAqQAKUAKkAKkAClACpiNAgRAZhNqOlFSgBQgBUgBUoAUIAVIAVKAFCAAIg+QAqQAKUAKkAKkAClACpACpIDZKEAAZDahphMlBUgBUoAUIAVIAVKAFCAFSAECIPIAKUAKkAKkAClACpACpAApQAqYjQIEQGYTajpRUoAUIAVIAVKAFCAFSAFSgBQgACIPkAKkAClACpACpAApQAqQAqSA2ShAAGQ2oaYTJQVIAVKAFCAFSAFSgBQgBUgBAiDyAClACpACpAApQAqQAqQAKUAKmI0CBEBmE2o6UVKAFCAFSAFSgBQgBUgBUoAUIAAiD5ACpAApQAqQAqQAKUAKkAKkgNkoQABkNqGmEyUFSAFSgBQgBUgBUoAUIAVIAYMByMV/EuhFGpAHyAPkAfIAeYA8QB4gD5AHyAPG4AFDkY4AiICOgJY8QB4gD5AHyAPkAfIAeYA8YLIeIAAi85qseY3hDgKVge5kkQfIA+QB8gB5gDxAHjAtDxAAEQARAJEHyAPkAfIAeYA8QB4gD5AHzMYDBEBkdrMxO92dMa27MxQvihd5gDxAHiAPkAfIA1XhAQIgAiACIPIAeYA8QB4gD5AHyAPkAfKA2XiAAIjMbjZmr4o7CLRPujNFHiAPkAfIA+QB8gB5wLQ8QABEAEQARB4gD5AHyAPkAfIAeYA8QB4wGw8QAJHZzcbsdHfGtO7OULwoXuQB8gB5gDxAHiAPVIUHCIAIgAiAyAPkAfIAeYA8QB4gD5AHyANm4wECIDK72Zi9Ku4g0D7pzhR5gDxAHiAPkAfIA+QB0/IAARABEAEQeYA8QB4gD5AHyAPkAfIAecBsPEAARGY3G7PT3RnTujtD8aJ4kQfIA+QB8gB5gDxQFR4gACIAIgAiD5AHyAPkAfIAeYA8QB4gD5iNBwiAyOxmY/aquINA+zSjO1MBczH80l78FB4se+3F7JPz4c7WIV/indAgLLvzD/64ugl9dvjJ8soPb53YhXnhwZh3ZRdmhq1Cty2y77Ts75tjs+HG7C9wDoZcPIy1Uf9gxZW16LZJSeeA2RhyYS/mnlmKxkr1l9fOFZh5IxT+UUfx/bE58PafhHr71mOuorzycu/BzKM/wMV/Ktoc2YZld8Kw/tYufBo0VUdd4If2x7Zj3pVAfLRV9bzmhv2ChooyTEG3f3aDOQcmL9x2r8H37LH3Yt6VnZhyYiGaBSidh3w7fTps/AEDzofgr6jTWHFpFToGlnJO7L524/PgKXDx90PLw1sw98pGpXJPgkvAjxjM6Hd6MerLy8CUN2glvgnfg8mHZsLVfzreO7VHKdYy7a5sw6CdkxUxlXth3oWVaM+eWxk01XK+FfKR0jkw59zkwEYsZmIauQ+TDnwNV8X3M9D91B6suHMCi88tx5uKWHyNnmEHsCbqNFZeDUBPRYyZ3+/FH3f/wcqrgei1TR57LTFUHIO+o2sCeYA8YBoeIACiiltHo8c0DEwVDcXplXkgcD0O5hcjOycF0bx/2detqDXw9v8GI+6lQFjIR1TKfVzPFiNfdAff7p3MQsb4Jy9RlM/Dg8w0pORLIMm9j9l7/eCisb8kXLi5HJ4Bc/FdUg4k+S9wPTkG98USZD8LxtuyBqt78BFEFQH/5d/BV9uk8XfdEYADQgn4WY9wNvU5sosysefU12gadhF3mLJmZUH4nwQ8QTKieUk4c30pWoZFIKXoJR4/i8ZVgRiFwnCMUzR+lXwVsBC/ZUiA/8QIPfeNrL6YCua8ioueYd3h6bLPZmBmUgGeP1zDvvc+dR2CYjH+zfwXMQI+coqKkJl2GH2UYY6pf3Xp4D8LE2MzUZCXiiv/PkZcvgQpj9ajk55zku6rEKfOf8lqP+KhAMX/5ePC5R8VIOB+8CQeFgGFGUfRXQEBk/HuzSQU4j/kJGxBM/+vMfFBAhvjh6JcFBcJEc/omBGNpYe+ZM+djanMB/eSj6DvRr+yaapxvv+iQj5SuoZ5HzyKO4WFeJ4Rg4u8HBRKUvAXG5/p6HsrHtmFWbj9LA7/FhYgLmYtmvlPRa+bCRAVCRCVHINosQR5maHou2k6ekcmQSTh425yDO69LER+1mn0V4+d0rFfWR7SMemaTR4gD1SCBwiAKkFEqviVGkukJ1VMr6sH2IarvHFd4nm34BDclghx4tz30kb2llXYKpAg9eEa+PhLQSEvcSvb2+C6fStC8yW4fWM+3HTszzPkFJ4UZSLo5EzWSz5HzyFREodf9jB34P3QOSIOwhcxCM8T4WjYDPY39c7exktJDL7fzvzmW8xIeImM2A2KHg7XHbtxWZKJrcfkvTzTMTU+H3nJu9DCfxJct21FaF4O9p9iwKHk3Jj/u+05iJsFCbjw7CWy4jbCl/1eBkD4D+IXR9FzI7ONFgCSRGHGZuY7PzQ+HIq7knxcvTpX9Rg6dHDZtAknCgtx4dK3cPX3Q/Pzd8DPjcAXska45jnJYUoeoxn4KrEA//33H/LS9qGTrIem3710SP77D0XCCxjClpvpFfoJS57n4k7yY/DzbsFvi1wDP7S88hC5yr9Vi2mJXmXUVMf5lttHinhNRq9bScjmnUAv5rw2rcPelxIkRq+A19YtOJFfgOsRP8Hd3w/tLsdAVPgQc3Ytwx8ZYty/vRSe/pNQ/5+rSC/KQOCxX/FL8nOcuzaf7ZH0PnoOSUXpCDjM9KzJtaG/pAV5gDxguh4gAKLKnC5o5AHyQFk8oKPh2uxCNMT5t+CnuDs+FUMeZKKAdxzvB6gCkMvGldgqLMT9yMVw17o/P7S8/BD5+TcxUb6/gC/ReMtUKVwFzMH81DxE3liOrxPFyIhdz0KO5+HTiCvKwYWIpSyguG2coujxYC7QmrAwBX2jnqMwNwaLD81gAcNzo7YhTn7ocPUxROkh6HPhLnJyIzCeLZf0vF6m38fVfDHCrzJDAfUBEHORnIXZKYUQxW9W9ZtWHSbBZeNybBBIkJF8AB8xwwYDprCNdHmDQ/Oc1AAoYC4WPy9AQtoTpEoSsTx4Mlw2rcZ2YT6iUuMhKojEZJnGbkHBuFoQj2Uh2/FPvjIIGgJAZdRUx/mW20dq3nUPYHoeGQBagyCRBE+jlqP+sQtILvoXf+yXfue25xBuFQkQdJIB4slwl/WE+Zy8jLSi51gfogw6fmh59hYyJE+xhIVw023wyL1DfymG5AHyAAGQ2sWDkoKSgjxAHtDqAbbhWoR03n2cSYrGmcQLmLlnMrreSEBezlkMkPcm+E9G95tJyBddwrCNUlAo5F3CrPM7sDgmDllFL7Dp2HTF0K+8fAGev2RemTh5aTbeuZGIfOEFfKrYX0k8XHcG4UJBCv48MBWtLsfgpegyRrKN+G8x7E48+MWFSE09j+8OfVMKAE2C6/bV+Dv9JYqKsnDt/k58rPUZj+/xY3IuHkT+Aq+du3GxkI+gk8yQN+l5ieI3oVfEUwhzo/Bt0EzNIXCKHiDmHKZiXKwI+anBWgCoGKo6MEPW/NDi+D+IzCtGvigWWy4uQzOl+rpUAGIBqgAR1wMRKChEzO1f0Jjp4Sh8hJ/PXUCy5DF+2iXtVWO0FGaeQM+N32N2Sj7SHv4FH/ZYugGoWPIS6WzcBEhO2IV2DGiWRdPK9pGSJiW+nYr3I2KRLUnGn4emwCfsFoRFDzFH/mza1h04W5SP42fkwxcZeFyMJali5PFO4COZ97yO/4PrWTwIigoRG70ajbQeq8SfJcenz0gL8gB5wLg9QABEFbpqY4T0ID3IA9o9wDZcJYhLOI01d0Kx5nYwhu+cjE4RT1nYGa4AlsnodfsZCnLOYdBGKSgU5WfhiUAAUXEerl1fJB2aJttf1IPtmHZ2E6adDcSwvV9J95d7DWMD1S8efmhx4R5yRBH4ct8CvHviNO4XKQ9rm4K2R/dhT4YQhZLnCDo1SwFBWmGBifPGHzH4ajiiciXIFVzGeHkDWeYB1+3bEZafhQPnfka34DXYwCtE8oOV8JIDUNxG+AQuwypePtKebsci9WeAVADoS0yLz0d+8i5VfbXqUDIUz3PXSix4lITMogLEPVyPlvKyaQzrU+sBClyP/Xn5CD03Ex/fSUW+4DLWxwshSt6FdvuP4p7kGVYfZHpEvsXXSWKkxm7Be8ELMTwqmQVQ6fA43QBUkHEBX7Nx24Qpx+crhhuWpqn0OaVK9JFGvvqh1alwxEvEiLixFPX8J8H79HVkF8ViQZC0l4/1Q5EYh0/LAeh7fPEoHXn5T7DsoPwzZvjjGvx49RD+fpqMbEka1h8p+Y4ad+r5Se/JE+QBU/IAAZDGxYMMbEoGprKSX1+ZB9iGuvz5khLd652+Ab7kEebJGpcu/jMxJf4l29PRTvl5kYAFWJqej/RYf+nsbXr2JyhKwFJmogSV+mkmpseL8Z9KrV2E+KjfVIaGuWz8CT89y5UdX1pOnQAk27/nnmBcLijEtas/qhyz8dnbyFY9ICSCMPSTgZ2IASDm2ZGjZ/BEIkCaWKI6CYIyAAX+jgCB9JkUlfPSoYPKb/ynoEv4QwiLYjGf7bXRNqxPDYC27cR5iXSYl/v+Y4guKkZRsRinzn8Lt+27cEGSjd3MELCtm3EiX+0ki9Phzz7vohuA5M91qZazxBe6NFWdqKHk9+X2kYpHJqFhyDHcyi/Ak5i1Clj0PPQPYplne45KnwFjnjN7WpSGtYeYoW4z0OdWHAs4O0JLoFnlvGRDN6NvLVbxh8pv1MpB35XElrQgLcgDxucBlUtpGd7UKMNvVH5CQTe+oFNMKCbkgXJ4QFdDfas/DoolSHiyE58E/Yjup8/iXkEeroTPhZsyADHTMjMP8hc+xvzd8lngChFxayX6Hl7OvnoHz4Ln1gCEiCVISzqIYXtnocWuXzDuMjMNcQAO52Zj/6kZYJ7zcA+Yjt5Mz0ZWKD49eRaXEo5h8uH5aBO0HL8+E+Nl8k5FA1gTgGZiRPRDhN4KRL+9P6D94cMIz8/HuUuzlBq4MzDxqRDpsevhyx5vMnxC/sHjomdYc2g6OxOaHIBc/L/G6Ic8SP4rVgWgolj8cWw5+h3bgPmPkiGUDclS8Z9MV3UdvLauQWDKHfxx5nd03TkbfW88Rk7hfcyS9VJpnpMqALGz5cl7eQIWYFm6BMV5kZi6lXk+xh+H8gtw+vwM+IbdBE8cgfFbGE0nw33Tr/g7qxCP7ixlJwzQNQlCftoxDJHFrW/IQrTcWBZNVcuookN5faQEHu57tuOEqAi5WZfx3YmVGHJsJQYdnA2fwJXYnCNBavxOfLh7Mb5+monCnHMYHDgZnS/cRlpxAR4/3Inhx5ht/kCvoDmY+CgWJ26sR6+gH9Dtn7OIluThvIo/ypFDSmVVOXf6XCnvSFfyBnngVXhABVbK8IYAiCpqqqjJA+bpAV0AxIDNsWM4LypE8X/Af0VCRN4PQCd2SJx0CJyit4B5CD9Hgrio3+DN7q9YpdoteLYHbfz90Cb0NCJeSqS9Pf9JwM+8iGnnryE9LxJTFDOUTYIXOzvXv/jz5EZsfPYC2UVMAYohyo7CopCSYWSasDAVncLO4HK2GIXMJv/lISHxAHqzM7bJLr6b1iFY/BLHzkhno2MvSBtXYFNOIaJv/YIJT16iBICYHplAHHmp1gPEdqz8hyLJSyTzouEf9hO81PNHlw4b52LivYdIyGd0+A/FhS9w6tqviqFmmuekChdeR8+rPOfT4uA6TD4+nx0S5rJxBQKzC3ErYjHGPc4GPz5Q6fmWqRgYnYF83jG8F6C7B0glckWPMHfntNI1Zc69sn2k0NMPbcMfo0DFUUBhegi6Mudx/ASu5Uq1LBQ/xqpjzOx6P+KnZxK1LSS4fX0Jel66hnvs7xl/iPEkbg8+lE/MoTgmNdReRUONjkE+Iw9UvgfUKr5S3xIAUcVvno1fijvFvVQPTEWTXbPRYpP60LVyVtwBM9Bqz3x03jlDtthq6ftx3TQLHYK+gY9ifZvStvFD/R1z0H7bdOkCrKWeY2n7q4rvv0TLoNloVlm6Vvk5VlTTSvaR8vkGfIk3d81C/bL6Y+MMtNo9F23lsxAq74v+T3UieYA8YMIeKJV41H5AAGTCwaY7CFXROKN9kq/IA+QB8gB5gDxAHiAPmJIH1Pim1LcEQARAdMeDPEAeIA+QB8gD5AHyAHmAPGCyHiiVeNR+QABEZjdZs5vSnQkqK91JIw+QB8gD5AHyAHmAPFA1HlDjm1LfEgARABEAkQfIA+QB8gB5gDxAHiAPkAdM1gOlEo/aDwiAyOwma3a6i1I1d1FIV9KVPEAeIA+QB8gD5AFT8oAa35T6lgCIAIgAiDxAHiAPkAfIA+QB8gB5gDxgsh4olXjUfkAARGY3WbOb0p0JKivdSSMPkAfIA+QB8gB5gDxQNR5Q45tS3xIAEQARAJEHyAPkAfIAeYA8QB4gD5AHTNYDpRKP2g8IgMjsJmt2uotSNXdRSFfSlTxAHiAPkAfIA+QBU/KAGt+U+pYAiACIAIg8QB4gD5AHyAPkAfIAeYA8YLIeKJV41H5AAERmN1mzm9KdCSor3UkjD5AHyAPkAfIAeYA8UDUeUOObUt8SABEAEQCRB8gD5AHyAHmAPEAeIA+QB0zWA6USj9oPCIDI7CZrdrqLUjV3UUhX0pU8QB4gD5AHyAPkAVPygBrflPrWYABi9lijRg16kQbkAfIAeYA8QB4gD5AHyAPkAfJAtXugWCwsFXqUf1BuAGIORC/SwJQ9ELh+HZuwpnwOVHbKwer0wKyvZ1IO0bWQ2gIV8EDf3p9QDlVAv+qs/+jYxnH99W3YUJFDyoBT2v8JgCjxzPbiRQBkHJUXXURMNw4EQKYbO8o744gdAZBxxIHywXTjQABEIGO2IFPeiosAyHQrvPLGnLar3JgTAFWunuRP89OTAMj8Yk55XrkxJwAiACIAMtADBECVWwlRpW5+ehIAmV/MKc8rN+YEQJWrJ/nT/PQkADKw8UtJYn5Joh5zAiDygLon6L1hniAAMkwv8hfppe4BAiDyhLon6L1hniAAIgCiHiADPUAAZFglQ5Uy6aXuAQIg8oS6J+i9YZ4gADJML/IX6aXuAQIgAxu/6gLSe/NLKgIg84s55XnlxpwAqHL1JH+an54EQOYXc8rzyo05ARABEPUAGegBAqDKrYSoUjc/PQmAzC/mlOeVG3MCoMrVk/xpfnoSABnY+KUkMb8kUY85ARB5QN0T9N4wTxAAGaYX+Yv0UvcAARB5Qt0T9N4wTxAAEQBRD5CBHiAAMqySoUqZ9FL3AAEQeULdE/TeME8QABmmF/mL9FL3AAGQgY1fdQHpvfklFQGQ+cWc8rxyY04AVLl6kj/NT08CIPOLOeV55cacAIgAiHqADPQAAVDlVkJUqZufngRA5hdzyvPKjTkBUOXqSf40Pz0JgAxs/FKSmF+SqMecAIg8oO4Jem+YJwiADNOL/EV6qXuAAIg8oe4Jem+YJwiACICoB8hADxAAGVbJUKVMeql7gACIPKHuCXpvmCcIgAzTi/xFeql7gADIwMavuoD03vySigDI/GJOeV65MScAqlw9yZ/mpycBkPnFnPK8cmNOAEQARD1ABnqAAKhyKyGq1M1PTwIg84s55XnlxpwAqHL1JH+an54EQAY2filJzC9J1GNOAEQeUPcEvTfMEwRAhulF/iK91D1AAESeUPcEvTfMEwRABEDUA2SgBwiADKtkqFImvdQ9QABEnlD3BL03zBMEQIbpRf4ivdQ9QABkYONXXUB6b35JRQBkfjGnPK/cmBMAVa6e5E/z05MAyPxiTnleuTEnACIAoh4gAz1AAFS5lRBV6uanJwGQ+cWc8rxyY15VAFSQHoek2BgkPpa+kuKSIDbwGlksCMPiT/pi+eXMSm5fZOLG0n7o9/MZLfvlIzvhIZJiHyI5Lg5Z/Gwtv6ncGFSdp3lIu/UPjgbtwvHz0cgWmUq5K7mcwmjsGtcKTla1wW0zC1cElbt/AiBDE5t+b8KVSuUkDwFQ5ehYdRcPKp+xa0sARB41do8ae/mqBICEUfitSy1YcLiwt7dnXw7ug7AtxUC/Zu3B584emBjCq+T2Ag8nv/CE2+i9GvstvL8EXWtZgMO1B9emNt6w8kBXv62IzTGw7NXdxhPeR9DoxrBz9MVb3bqgtScX3l8cRG51l6sajl9wZRZaWnfGsts8iJ79C1Ell4EAqJIFNfZKk8pX8cqQAKjiGpIPzVtDAiDzjj/lf8XjXzUAdAtLOnDQYcFNFOpqGwkzkasLKkSZyGO+0wFAhQIeCnTtVyxAnkC510aAvKxMSFR+rweAbi/AW5x2WBwpQLE4E89OzEB7jgOGbEnUhCWd5RAgl89srxkfvWUXZiKvrL00+vQTC5F38Rs0t2qPxZF8aTmEiYi9n6Cmg2b5VMrMlEeo9BsRHwXK71XOj9Fd+ZyzUZCj/L5kP4WCDL3nWShQj1fJtirlUzk+8xs+clViL91OvG8kXD3G4FhWWfdj2O8IgDQCYZiA+oNK+3od9SEAIl+/jr5+ledEAEQ59Cr99joe65UD0Itw+I9uD28XV7g7u6Bp7/k4myQDFlE8wub1QkNbC9TkeOL9mdPwkWNJD1DOtb8wtr0XXNzc4OzaGP0WnEA6CwyZuDq/Fz5buAbfdXCEhVUHLL4Wjk3jusLXyQ621law8eqG7w88kQFAWQFIiGLBGcxqbKkCc7rLIUBC0GR08XSEq7srPFqMx/5E6bnp3EZwFos+GoQlf8/AW44WsOowC6smdkCvn88hT96u5Idh4fvdMCeUh2J9+sl/LxYiN9QP9Wq3xcIb6sMHeTj/4zv4+Ofziv3nnv4BPXrOx1WBEHkXfsIng3/GtoV90MimJiwcWsNvx2082PIFOrnVRk1LD/SYewI8RndZ2ZcGLkB/XxvUtHBA2wnb8Oj2Jkzu6IraNS3h2X02zqYwGvBxb8MYvNvQEXa21rCy8UL3b/bhmQz4pMddgA0zO8DRwgpv/fA7pnfsiV8ulpQ/99w8fNj9B1zgq9V7GVcROK4zvK0t8L+ateHUsh+WhMazsebtHIs3Pbl4w4KLuo2a4qNFl/TAs9p+lfTUl/sEQGUUSp+I9F35zGequhEAmVe8TdWnxlxuAiDKIWP2pymUreoAyAqtZh7Cg7uReHj3NmJj/0WBOAOXvm4K1x5LcDtdiGJ+JNb3dkW9CSEQioUQHvkC9azb4JsjTyBOuQL/ob6oXVMGQFmnMauZCz5YGo5spoF/dzX6uvnA78hzFIulQMOx9sWn6yORk5aErPRLCFq9F/dSBCgWJePyN63AafcTotkejDICkCABdwJHobFNc/x4VjYMT185BKfxTSNXDNkcB4lYgMw7EYjjMT1ZesrOP4RJnhxY+w5E4J008FOS8PiPd2HTYArOyRr64uMTUM+pP3Yk69dPxW+8M1jQzga1Pd/FjLWnkaJ47iUD+4c5wntCiGI4nDh4BJw9xuIEX4jcw+PgaWmLN0f7496zJETM6wRrrjOa9pyDsLh0JAWNRH3O2/j9vgDFTNk9LGHbchS23vwXvEtz0MWaC5cmH2DhiViIYndiTD0O3lkWhUIxDze3rULIzSQUirORdfZrtOG0w6Jb0l4i5rheHGs0GrQOMS9SwEuJwt/v26L+5OOyZ8cycHpSPTgP3gKeSns7AxdnNoFN87HYfScVhbxoHJ7eBjbuw3GAGXKZ/hhRq/vCwW0wNl67ibjkEqBS0Utln4bVqwRAFRCvsoJA+zHMtNWtFwGQacWruv1Cx9f0CwGQpibkE9LEEA9UHQBZwMLaAc7OTnB2doZ7l3m4mXECX9a3x4C/IxWTI8Ss/BC2Lb7D9ZxMXJjWANa9/sJz+TCwF9sxzEEKQLmhk9HAvg823JVPrBCJNb1s0fL7CyiQAZBdrzVIlm8rb5OJeOAnxOJJ4BC4eo9HKAsVpQCQRQ3UqCF9/c+uPb45EFPSW6KvHDmXML+1HVpP2olHGSU+1Ft2FoDs8PHfjxXD0yRPV+Mju3qYdjIDxeIMnJpQF25DdyCLr0+/kuPJ4y9JuYCNk9+FD6cmbBr1xdJTzBC40gHIy3ko9svKXxi5AB05HbH0jmw4G28nRjh4YALzXBZbdieM3M1AqBDFwptY0p6DTosiZUMf07FvqAM8xyk/e5SN3LQ4pNwPwDBXb/gdkYIlC0B2H2LDU/nwxWyk+veBvfc4nGQh8ggm+7hh9J4U1aGF/GOYWtcOfddLe3zYcqRsxCCuEz4PZvQTQhnw5NpU5l8CIHmy0V9Vc5IeOvUgANKssCuzUqJ9vf76EgC9/jGmPK7aGFcdAGl5BigjEIM4FnCo1xQtmjeTvZqj7YAViM5JR/CnXLiN2VcyW5zSM0DCzf3AsXBA/Wby7ZqhRYvWGLzyhgKAmEkNFDPNiZ7g5NxP0MzNmR361NzHAbU8xuFkWQCI0w4/X3+OzMidmN7WDj6jdyugTH85hMi6uAKj2jiC49gSQ+aHIFkohN5tWIhwxdj90sY663dRHDb1tofPxCMQ8Q7Br64Hxu1PQ7Fe/XT7JC/2GBb3dIeF+0gcTC0DALmNwmHZ8zKFMUvxTp0u+P2BDICygjHe3Q3jD2TIAEip7MJorOhaB92W3ZMBUAaOjHGD+5hgiCQTw0UAACAASURBVMXZeHZ4Nvo2dYWLdyM0b+YDh1oemHRYCYCUjsvqkLINQ108MP5AGkSHx8PHcwyOvlA7z/QN6Mepi2knlSbKEPyDmQ05+HhtEgEQVaBqhiEo0Qklr9IrBEDky1fpt9fxWARAlEOvo69f5Tm9UgDK2ouxLvYYvkvWY6DSFsnA8XHusBuwiR3ixmqQtRujZbPAifePgov9pwhW6lkp0amkR0cOQLknJ6Ee9x38djNd2gg+NAaeXmUHIOkkCEKIQifDl9Mei29KJxPQXw55Pj5H7IFZ6O7kiCFbk6B3G20AJBYiY3N/OHqPw6G9Y1HXZzxC2V4QffrJj639b8HVH9DK8k3Mv5aGgyOc4PY5AyXS34r2DIOT0hA4LyUQqTQA4h/HNB8u3lt6XToLW9YBTPDw0g9A4lQc/twD7iM2I3icN+ozQKjiGWZ4YRBGOjhg+K60knbdi50Y6eRMPUAlCaLdFPQ96VJdHiAAIu9Vl/del+MSAFEOvS5erq7zeKUAJHqKrf0c4d5vHZ7KZ4ATpSEtkWm8ZuPZuo9g59IHmx4xz+3E4+wPb4H7hnQInCTeHwMd3TBwwz3FQ+ySF3F4zvYIaAKQaNcQcF2HYX+aEMWif3FxVltYG9ADJAeg4pwILGpnBd9poSww6C1H1l3ciEiQ9n4IwrGgjTV6ro6F3m10AFBx6g4Md3VB82ZuaDT1pPR5Hb36KdcF2UgO+Qubzz2VDd1LR9TSd8F1/QzBz/i4/n1zWLX+FtcyhChMOIYfOtjijaoGIN4ODOO6YNRuZghbNjLDvkV761J6gMRCiI5PRH37emjg2ggzTin18shBSBSLwN72cO61AvfZXqt0RC3vASf3Ydgvm3adhsDJxaK/JZRMWlSrFgRAyhW2+v9li9E9foikuHhkKx7glP9OgJykJ+Dx5OOFZZ/npCHjmfSOH9ugEKbheexDJMY+xrOU57qnZBULUfginl24L+npE/AytE/fWbZGSjbSrx3A0XDmQVgh8q4swaDeCxGucQ7yc6G/ZdNVUyfTAyC5r+XPMcQgKT5F8XyBVAcBsqLCcCxoB0JCryNNacYj+eKSSbGxeJ5e+sO8uQk3cOHATuw/dAZx6Wq5YkD9XxizGRNaO8KqNhdtfwhjy6vtM+U4Vl4+SeMujD6JkNP3FHetlY9V7v+LEnD70D7cTCi/NuU+tgH6V+UxqgaAbmN5F1u8vUT+LEhJ7hZEb8IXbzqA690KXbp0QHMPF7SZdVqaAxkXsLyHKyy53mjs7YGWQ2dhXJsGmHKcafjyEbtlDFo5cFG3dSd07dAUnq6tMPsMkwc8hPnVh/f4A4oH+yUpIfi2NReOjTqhy5vN0OPz/mjTcBLCZEPg5L9X17Ywagm62nbGr3fl14BsJK79CA4eY3CcbWDrKUfyToyt64i6rd9CB19HOLaZiqOst/Rswz+GafW9MPGQeuM+FUfHecGidnPMvlCS63r1U3gqG6l7J6GVPQcOPo3R1McBdZzbY/ruB+w1sDB6HYZ4W6KOW33U9WyFcT+ORqsGE3GamQThxCQ08BqL47J6R/L4d/Swexd/PpLlCANs3t7Snhv1sotisLq7HXqseKA025436n5xCLmiJITOaAWuYyN06dQSLbqPxuDWDTHthPS81Y+riIsgDN83scAbTb7WeQ3Nu7MBo5vaguPSEE0bOMHGrTO+PxCreKZKfGAMPOtJz0+xX4VWJd4s73f0DFAlilneINB2FTfyq9SQAEh3vJQXo7O3s4KFlTvenrwdcbI1CArv/4KutWrAouEXOK60uJ5o2wBwm8yUga0AT5Z1Ri0LDrj2XNSxsICdb0/M3h+jCULCKPwuX7iPWwcWFnZo9OG3OPxYfhHUXVZNz6Rg5wA72PUPRBYzWxEzu43SkALN3xuyb/qtsn6mBkAqvpYtEOnYeLLswWwhijMiEDCyObg2nmjT9R283cIN9t4fYfV1PopVFpe0g5WFFTw6+2FvjDaPChC/bRSa2DmiUYeu6NbKE1yvcewsT8zaJtf/HI9vN9/WzAOt1zE+bvzQHNZdFuEBPx2Z7A0GbZ8pebNS84nZbyaufN0YnLZzcEfec6C1rEpl0PJ93uWV8JsRiEfytUzSNmGwnR0GbU6u1pthyp5+1f+vEgDSor3KeYnSkBgRhgth5/EgPl3RUGV/I0pFfHgYrkbGKWBGeVvJixjcOfsPLl66hVT1G2DqxxUk4Un4Gdx4kKJ6DPXfleO9znLw4xFz8RQuhUcjS+4z2f51bmPo8fXpp7wv3lM8uHQKF85fRwozhE7pO6Yst8+exYPEErhS/r5q/p8J3v1LCL9yD3z1ySqUyqZybOE9rHrXRjbZheo5qP4uBXFXw3Dxwg2kVtF6PyrHUyovAZCSGLpEos/1mNcM9SMA0u2HQnYxurewjL0Lx0faya/QxoqZeUb6oCj7vaU3fH3qoPX35xR3hUVb+8O20VcKAHqwsAM47ebjPnMhyriHkCmtwHEcgJ3ydSfkvhOqLtwnfLAXX7bmwHHgJtk6E9Ky6l/ATXkBvmzFBVcFgJgF/tQuitJ6QdtifTJ9hDzkat1Gt37mUteYHACpLLKoHr80nJ3eGJz6w7DrvvxuMA/xIX9gx5VMFMs82nmx9K56QcJxfNvaip1hST6WXxF3wTn82MwKHRfclA0XEiAjOkrm5XTsGcxF/SknNBuYwkyINRYSzEDIKBd4jtuvyDNmZirNz5TOp4z5VKyxaKUQxTk8HYskZkOi3mjSuxhkNgpUFmYUQrRjELj1JuOsUq9asUhb74/2BRUV+jI9xoJMrQBZyOdp/Vx5W2P6f7UAkLzepb8qUGJMvjCWshRGLsRbnBaYe0W2oKsReoYAyAiDYiwGpnIoNQyUfEIApF0Xxi+qAMSsF8GsN2CNgZtS2QsG+731e1j052B4cN/DmmjpXXC9AMTs9+4idLZshG/Pqt31UmuwMQ2zh4vfgmWjr3BZoG8BNy0L8N1Mx7UFPfHBXOmwDhaAXPtgztw+aMK1QE1Ld3T7ai+SmMZcznXdi/UJH2DflE7wcnKBh5s7Wk7YpZiJiHJK6p3XCoCSAzHY3g6918oXa1TLDzUAkq594gHrfhtLHhqX1y/8E5juUxvt50WoDq8TxWHH583haccscFgXTZq0xBfb4pF3cx0mdGsIJztbWFvZwPudr3E0jgGDJOwd3wJe3DdgwQxLatYTS8PjtXym1jjRm0/acoYPYcQ6TOjsBWuL/6FmbUe82X8BzsoWkWSeGUj0H45OE3YggzlHfYtBipJw8ZcBaONuA4s3LOHc6jP438pE2ubRaOlhxy7W6NO4MVqN3YLnWeew+MP3sIAdRsXcJNG9oCLTC8Uutrk4EL/2bwzuGzXB8eqBhf8ksTc7Ch/txJedPOHk6g439+bw2x1vEo1bAiC1PJPnEP01Av9mI33vV+gz9m/cr0DPb1VfLwmAKFmMIFlMqyIjANIdLykAtcOCS3FIT4jGlVX9Uc9jILbL1ghgv6/THX/F3sIf79jBc8RO9u52aQCUuW80PDnv4s+Hand9NRps/yLkcw9wuv+GeJG+BdykD9+qLMAnUH0glwEgz5oWaDBoFSKSeEg7ORPtrd0xJjgFxXzdi/XlnfkSjd0GYAczhlz4L2JuRGvOgGPm9Y5JApBlA3y2eB02+6/H5oCNOHVH2qvJjIH3seyEX2Uwr3HRlnt07nmkJcUh7twfGOzjgU83lawfUrJNOsLntoVNbU/0mPY3LsXJgT8b2U+vYdVHtvAeuRF3IiORnC5EbvgWrN13HTyhEJLUMHzfmoMO82+wdXr20wis7ecAtyFrcTsyGhkCIbR9VnJsZj0Q1R7VYrFqPp38whMqOfP8FL5raoMW47ciJl0AUcxezGxrA48RQbJFDwVgenPrvPcHUkT6F4PMOfIF6nM7YvbJp8gTxOPG5kXYdDkTkvTHuPt7L9h6jcD2iJuIeZqqNo1vKQsqsmvNeMDStjlGrwsH78U97BjqBatOi/FQmIlLXzWC28BApImEKHwWiagYpWcRjThPCYB0X4dUPG3EMaRyVm8MCYAoOQiADPQAAZDuSosFHAsL2Dg6wdmJC45FLfh8+AMOx0gbcgoAisuG6MxMNK/TFLPOpkMbAFl698Ksnxdi4czP0N7ZBi2mHkSGxlAapsFmibofzcQvP8/Bd0PbwtmmGb4KSVQMZWPuQmsu4CaFHdUF+DQByMtpCPYyK58zHhE9xdr3rVB30rGSnNGyWF9B+I9oY/cmpgbdZldJp4ucpl9MEoBq2aP5e73Rr3dv9OvTD7P3SSfLEO36FFzLXghQeqZNJeYsVFjAwsYRzs6O4HIsUKtuT/y0P1q1l0deD4mScH2dH3rU5aCmTSMMXBRa6hA4CT8FaXFR2PapC+pOCJH5MwOHRjrBc7zyYobaPlOKD1tWXfmkmTO5JybCx+4TBCp6fITgbeoHrvMIHGLH8ysBUKa+xSB5CJ3gCfsBm9jn71T0Y2aUUh8CpzwDV6kLKkrL7TxslyIfxXuHw9n9cxzN4uPmnFawazUR+6K0TfGspI08PkbylwDIeGOj7l96b5yxIgAyksqMEsQ4E0RbXAiAdMdK2gMkfwZIiMKUC/j9Q2fYdv+NbZQpAxAzXWrwcA9we6zAvc0DYKf2DFBtl3YY/PkY+E3/EX8duAm+tlxlG2y14dKuP8aNG4+Zc/7AkUj5itPZehZwU4UdaZxVP1N5Bog9dgYODHeA3ZBtKNa7WF8yrq0chrZOHDi+OQCLjjw2qWcLtHm+sj8zSQDitINiil0lL+aGjIVn7c5YXkoPkPwZoGJhEq4v6wkX23fx531tEyHI8kvwEGELPoCHhTvG7GUe9td8BkgSdwgLejeBmwszzK0p6jnUgucXhyoIQLrySTU/GE9kB/QGp+4knFF6Nifv9DT4cj6UAaESAKXrW0wzFVt610HDaaFaoVAvAJW6oKJmudmYySEt9RzWDG8NJ44jWg38CaFP9cREKe6VnROG7o8ASPd1yFAt6ffmqSUBkBFVaJSEppGEBEC646QOQIyneWt7wdJxhCYAMc/2RP2G97l1MWp8L3Ab65gEQV+OagzZUSqb3gXcNBtF0mczPCFflVwTgBIR+Ik16k48Cv2L9cnKkHEXR3/oBifHAdilq3dA37m9xt+9TgAkiVuNXtZ26Lu+rM8ACVGc8jc+sXRULPins+7PuYKf3rRE6znhWgCIhzN+PuC+uwT32JmimAUpPeBdYQDioMOCm1qgXTNnxHuGwsHhUwQrrfKeEzQUTi5aeoB4+haDTMe+ofZwGblH63BRvQBU6oKKmuVWASBZngmj92HuO45wHLhZBpBKdYkR5iIBkHHHR2dOG6GXzLWsBEBkRpOo7I0pQQmAdF94pADUAYtvpEKYkYb0O/sxt5sDuO//oRWAmFmpwr9rAU7tWqil1gOkmAVOX47qAyC9C7hpNoq0AZDnG47oPu8UO/Qu7/ZyfGDvgpFB/0LfYn3i6Iu4kyS9i5x3bTbaWvfAWvbBdN26GZO/X0VZTBOA2mLhVcbXz9mXKIsvHWYpSsTB0V6o5TMIG29KJ/soFiUjatsc/HkiTfFczVsLIpCd8Rw5SZE49kNXOHB74K8Hqr0NkqcH4e8fhlTZ2lOiG0vQg+uCEbv+BZMrh0e7wGHgZmSyOZGO4E+5cB2+i+0dlTw7hdntrCuhB6jsACSJW4e+9k74eOVN6UxzvAj88b4jPIbv0nwGKEf/YpqJq9+HrfsAbHvETMyQiaTDS7D+lPQ5K/H+UXB1GIBdz2Q5pDwErtQFFTVzvQSAMhB75SrS2dkaM3F7bmtYv7/KJK6JBEBUn76Kuvp1PgYBkL7GFX1nEheCV52gBEC6LzyFMb+jB6cGatRgXv+Dha0n2g+cixOx0oYeu1gdtyc2KC9gmHIIXzWvA8t282R+E+DRL51h25l5SFn3sdi4C3Uv3FesdwE3zQX41BflY55v8G01CJPeqwuXur7wtK2Dhp9uwKMcIfQt1pcRNAo+jt5o81Y7NHJyRNtp+9gHrF+1T435eCYHQCq+lvnbbjD2ytfoSD2LVYMaw7aWHbwaN0Vjdy5c24xA4C1mHaBorO7OkeVEDfzPwhZe7QZgYchDjV4WSfxuTHvTHhwHHzRt4gOHOk7oOHkXEtg8yEb6nlHwqW0LT98GGPx3LF4c+QptuI5o3KkTWjV/F+MGtIKvn/wZtQwcHeuB+pOOKk2bre0zpRzTl09aFq1kQCUmYDia2XLg0rAxGjrbwK2LfCY6Zr9KQ+BEQuhdDJJ3Bas+8YSVtSt8fd3h6PMxVkdIZ6mTJAVhbN3asPXwRcMBa5CaqboIpf4FFTVzPZdZpd5jDI5mJWLf6Lpw9G6Fzu184eTYGjMOxJnEdY8ASMm31FYzCc8a2zWJAIgShxLHQA8QAJnShaccC7ip+0GUhoTwMITfeqq0nooQxXoW68tNjMS1sNO4GZOs0cg1totAdZTH1ACobBplQ/g0AuFhYbhxN14JOgzNl3Sk3j6Pi6fP4F6c+oxk2ch6cB4Xz91Amuy5m7yUKNw8fxFP09RmSFT3cRW+L0yLRuTZU7iqniNiPqLmtUGdnmuQLj++3sUg0/HsZhguXbzNzlqnrLsk9R4iwsIQnSBfa0lNV2F5F1Tk4fmdc7h45hLiUlV75JSPb2z/NxUAKkiPQ1JsDBIfy16xT8GX9XAam6bayiNJCsfxA5cMvIklQE7iQyQ9fojkuCQIS7uRJ88NnX+fI/afvbjwQNojqq2c5fmsfOemlnc6y2z8vyMAMuHglcfwtE3Fk5IAqOIakg/NW8PXE4DMO6YaOS2MxbXdqzCpjQ3qT9ayeCtdeyt089EkAEgYhd+61IIFhwt7e3vpy7ExvjyiA2KN0BP8Lf1hZ9cPO1LLnt+F939B11oW4HDtwa1jAQs7X3w0ay8SywtCgjDMasJBu3lXZQskl70sJXmZiet/jse3m28rbsqV59xK9leeMhjXNgRARphwr5PBXsdzIQAyrkrsdfTY635OBEBmkEOCc1gx+H30HrkAofQMXIVgR1t9YBoApL6ulA7fi/jI0wUHOTzkqS9/oNJuEyBPoKvnjo9cgf6e0UJBpgIIGJ0lOXyV9+xnWo4vyVHdTjlG0mdh5bNGPsfTfZPRhuOIIVsSVH0gzNQ4twJ+ptISDkp6ibI1Pi8U8HQDkYammrNI6jq34nJrLkAuX1cslM5FJX7V9zkBkJEEQjl56P/VlxBl0Z4AyLjjU5YY0m+qN4YEQNWrP/nf9PV/HQBIknIKywe2gruNBd6wdELroX8hOkcaG2HEOkzo7AVri/+hZm1HvNl/Ac7K15sSnMWijwZh2ebFGNSEizdqcuD9/lycS5HBTsZVBI7rDG9rC/yvZm04teyHJaHxMoDIxNX5vfDZogAs6eMLm5oWcGgzHnuibmHnhI5wq10Tlh7vYkFoEvv7vIvz8VGP2bjEDtvLBi9sCYa0doONxRuwdH4TI9be0IAQVQBiFhiOxLK3LNF4RhiKZWVf8vcMvOVoAasO83Ev5znurB+Dt72sYfG/mqjt1AKDFp7Aczl4iWKweURH+O1KZAEq59pfGNveCy5ubnB2bYx+C07I1gpjnk/VoqkgDjs+bw5Pu5qwcKiLJk1a4ott8RCrnJsQ5ddcgISgyeji6QhXd1d4tBiP/fJYGXEbmwDIiINDFynjvEgRABlnXChfTCcuBECmEyvKK+OMlekAkCUaDl6ETf7rsdl/A7Yfi5Q9S5mG0An1wO34Lc7EZyIv8SJ2LF6H6wxoZJ3Cd01t0GL8VsSkCyCK2YuZbW3gMSJIOrsgMwughyVsWwzHxmtJyHkQiBFeVuiyJBKF4gxcnNkENs3HYvedVBTyonF4ehvYuA/HAXY5AmZWQA9Y2rbA2I3XkZlyHgs7WYPr0hi95h1DCu8h9o2qB07XX/BEKITKcggvQjC5HhedZh1HqiATz68EYtmGCxprV2kA0LO9GOfBQY8V91HMzmDIgbXvQATeSQM/JRmCsBloZtMME7dHIluYjrj909DOxh2j9yRJe4zY2U7r4P1VsZBkncasZi74YGk4ssVC5N5djb5uPvA7wizkq0vTbGQ/vYZVH9nCe+RG3ImMRHK62rlVRHPBaXzTyBVDNjOLQwuQeScCcfIJYoy4jU0AZMTBoQuPcV54CICMMy6UL6YTFwIg04kV5ZVxxsp0AKgW7Jt1R7/evdGvdx8MmrVXOqEAPwR+nvYYvIVZ5FdVY2YGTh+7TxCo1IvA29QPXPnitSxEOGHkbqbRz2ybgYMjnOA+Zh/E/GOYWpdZl0ve48Osu7URg7hOsnW3pNOiOw/bBSG7rQD3F7YHp+PPiJENwxMFfQYHjzE4wVeFhNwj4+Fl3x87S3keiAUgS2988vVC/DJvBka0c4JN8yk4kZwtAyA7fPz3Y1mPFA9hk+rCrve6kh4fcRK29+fCeeQeDQB6GToZDez7YMNd+cQSkVjTyxYtv7+AAj2aaltIWRnuKqR5ziXMb22H1pN24lGGaizVY2tM7wmA1BLPmIJDZTHORCIAMs64UL6YTlwIgEwnVpRXxhkr0wEgHetKpW9AvzoNMONUpgYAZQf0BqfuJJyRzXTIeDDv9DT4cj5EANOLo7wOFNuG4+HEeA8WGMTMfjl1Me2k0kQLgn8wsyEHH69lelTU14USIO7Xt1Hn7V/wVAZA4gOfw939cxzJUgUgplx1GkzF+VJmsWMBqLYzOgwYjQkTpmH+qmDcT5P5SKPsqdjSmwMfv+NKM0dm4sL0huD0+lsDgLI39wPHwgH1mzVDi+ayV4vWGLzyBgr0aFoaAFVIc7EQWRdXYFQbR3AcW2LI/BAk63qmy4ja3ARARhQMutAY54VGPS4EQKYRJ/W40XvjiRsBkPHEgvLCNGNh8gDE24kR9s74PFh9qnchxHuGwsHhUwS/KIlNTtBQOLmMwKGsUgAoKwgjHRwwfFdaCVi92ImRTsyxmGmkyw9ATM+QPVOGUoZ3aQyBU25nagBQBg4Mc4DDZzuQo/hdGvYNc4SLlh4g0f5RcLH/FMHaelr0aFoaAFVIc0W5nyP2wCx0d3LEkK2y4XuK70piaSx1DgGQEQfHWExC5VBNXAIgVT3IH6SHoR4gACLPGOoZ+r2qZ0wJgNrPu4LsjOcQMi9eBgqYh/tFMVj7gS08BgYggZn4QPAQJ5euxvksISRx69DX3gkfr7wpfV6IF4E/3neEx/BdJc8Aebpi7H75ujhKPUCiWAT2todzrxW4z8CSOB1Ry3vAyX0Y9iueAfKE2+i9smeRyt4DJHm8Ch/aumNI4AN24oO82EP47a9Q1fXhxEIYBkDZSFn/CeydP8SaSOn5iG4sQ08nd4zarfkMUEG8PwY6umHghnuKyRckL+LwnIFFPZoywwQPj3aBw8DNyJS1e5WHwFVI86y7uBGRIJ09TxCOBW2s0XN1bAmAGmk7mwDISANDlb1qZW9MehAAGW9sjMknVBbdPiEA0q0N+Ya0KYsHTAOAorG6Owc1atRQetlh6E5pr4/o6nL08bSCtVtDNHJ3RL1Pfscddha4TMQEDEczWw5cGjZGQ2cbuHX5Gkfl06nzj2FafS9MPCQf5sbD6Un14Dl2HwsjeXc2YHRTW3BcGqJpAyfYuHXG9wdiS5658asP7/EHZEPOspH4x7uw6/4bEmSzrjFgUNd7HE4yzwCdmIQGXmNxnB2Ol47I3z+Gl5U13Br6wsPRB33+0FybpzBqCbradsavd7VMCa1Rdgb+IrFlRBPYcpzh26QBnG1c0fWbfUiRzwKnPAmCmI/YLWPQyoGLuq07oWuHpvB0bYXZZ6RDCXVrmo30PaPgU9sWnr4NMPjvp3ipcm4V0Dx5J8bWdUTd1m+hg68jHNtMxdEE/dOPl8XjVf0bAiACIKOn9KpOAkP3TwBEDRRDPUO/V/UMAZCqHuQP0sNQD5gEAJWlfcV7gnvnTuNaVKLmbGpp0Yg8ewpXbz3V6GUpVS9hCuKuhuHihRtIZXuCKs9jorjruHLmHB4laz6/VGq5dGoiAD/mCi6HnUV0vLxnS1bmnAgsbFsHvf4uWUdI8iIGd87+g4uXbiGVpwYbOjXNRtaD87h47gbSlJ6vUi5zYXk158cj5uIpXAqPRpYJPP/DnDMBkE4zVl6yKJuL/m/6uhIAmX4MKQ+rN4YEQNWrP/nf9PV/bQCI2mB6b0IXxp3D/tXj0NamHqaHynu8TN+/xlAHEQBR8ulNPmMwqbGVgQCIKl9j86SplYcAiHLI1DxrbOUlADKPHMq7uBSfffARPl8YUjIkjtqtldJuJQAiI1WKkYzt4lCV5SEAMo8LT1V6yNz3TQBEOWTuOVDR8ycAohyqqIfMfXsCIAIgAiADPUAARBcec79wVPT8CYAohyrqIXPfngCIcsjcc6Ci508AZGDjt6KC0/amX2kRAJl+DCkPqzeGBEDVqz/53/T1JwAy/RhSHlZvDAmACICoB8hADxAAVW+lRRcN09efAMj0Y0h5WL0xJACqXv3J/6avPwGQgY1fMr3pm76iMSQAIg9U1EPmvj0BEOWQuedARc+fAIhyqKIeMvftCYAIgKgHyEAPEADRhcfcLxwVPX8CIMqhinrI3LcnAKIcMvccqOj5EwAZ2PitqOC0velXWgRAph9DysPqjSEBUPXqT/43ff0JgEw/hpSH1RtDAiACIOoBMtADBEDVW2nRRcP09ScAMv0YUh5WbwwJgKpXf/K/6etPAGRg45dMb/qmr2gMCYDIAxX1kLlvTwBEOWTuOVDR8ycAohyqqIfMfXsCIAIg6gEy0AMEQHThMfcLR0XPnwCIcqiiHjL37QmAKIfMPQcqev4EQAY2fisqOG1v+pUWAZDpx5DysHpjSABUvfqT/01ffwIg048h5WH1xpAAiACIeoAM9AABUPVWWnTRyErdLwAAIABJREFUMH39CYBMP4aUh9UbQwKg6tWf/G/6+hMAGdj4JdObvukrGkMCIPJART1k7tsTAFEOmXsOVPT8CYAohyrqIXPfngCIAIh6gAz0AAEQXXjM/cJR0fMnAKIcqqiHzH17AiDKIXPPgYqePwGQgY3figpO25t+pUUAZPoxpDys3hgSAFWv/uR/09efAMj0Y0h5WL0xfOUAVKNGDdCLNCAPkAfIA+QB8gB5gDxAHiAPkAeq0wMMiBryr4YhP5b/ljnB54nx9CINTNoDK39bzkI8edl4c5mpaxIePTBpn73O/prmN4lyyIivAzfDL1F8jDg+TN3w4QfvU4yMOEZ7tm+l+BhxfJgcqlevHhujVwZA1OVXvV1+pH/F9achcBXXsKp9yADQy8wX9HybkQ7xpSFwxp1DzM0DJoeqOk9p/+X3AQ2BK792r8J3oUdCKIeM9Pojj/8rHwInPzD9Ne7kpfjojg8BkG5tjMU3BEDGHSMCIOOODwGQcceHqWcJgIw7RgRAxh0fJocIgIycUI2lQUnlKElmAqASLYzVFwRAxh0jAiDjjg8BkHHHh6l3CYCMO0YEQMYdHyaHCIAIgGiYg4EeIAAy/oqNAMi4Y0QAZNzxIQAy7vgQABl/fAiAjD9GBEAGNn6N9Y43levVJVupAJSTirTYh0iMfYiUhGSIRa+ubGX1Qd6VJRjUeyHCBVVTNtHTKzi9dwf2H7mCZ3z1Y2QgOTwEB3btRtiNOOSp5GA6kq8excFduxB69QlyVb4TQv9+S45TGgAVpMchKTYGSbGxSEvNgETtOGXVscp+J7iI3/r3xi/nM6vmBgXvMSKP70bw7hBExvE0jiF+egmhe3bg4IkIpKl5RF8MJOn3EXFE937lepUKQJRD+r2e9Rg3jwQheO8xRCWoeURvbPXnlzw+pQMQH9kJD5H0+CGS4uKQlZWt4SH5vqrtr0nmUDayH55HqKzuTNGoO0vquNJ6gIy+jhNn4sbSfuj38xm1a0DJOVbMO6V4vYpzqHQAMv4cMs12QtlziADI2Bo+VB7ju5CqxUQ/AAnwZGln1LLggGtvD26dWqjFrY/u41bgcpLxNBJyD4+Dl9soHM6qrIuNfD88hM/vDHenhnjrnc5o6mgB6xZ+OJIgO/ecu9g2rBG4rk3xdpc34VmHi/bfHEEGA4n8M1jU2Q1ODTuge+fGcLSwRsvJwUhjAbKU/arFSC8ACaPwW5dasOBwYW/PRZ1atcCt3w0TVoYh3VhglX8IkzxdMXZ/RqXnQ+75n/C2uyN8O3TD200cYWHdHNMPxMkgkI/YwKFozHVB886d0dqjDrjtvsapZCZ++mOQd2E+urk7on67LujazBm1bd7EN0eStMKlfgCiHNKXQwXRARjZiAvXZp3RtZUH6nDb4vtjiazOemOrN7/k+Sv9WxoAFd5fgq61LMDh2sOeWwe1anHR4J0xWHM2QWu8K9aQVS1bmfdlcjmUiasLusDdqR7av90ZzV1qw6bVlwhN0X7d0AtAplDHiXk4+YUn3EbvhVit/i5zjHVtV4rXX0UOlQZAppBDptdOMCyHCIB0JRB9XukNrwpXakYSk9IA6MHCDuC0m4/7QubCzUPqxQ2Y0o4L2w5zEaEOHMJM5ObousBno0Ag0BqHQgEPBXr0KBRkolDpe0kOX+W9SsUmykQeW1bNcug/jgB5AvWLMx/3DgXhdqr087zIxehqZYn3fn8AiTgb6VsHwsV9ALbHMueVDd7BsWhg1RYLr/NRnHMdx/eEI4uFkEzcX9IZVpbvYNUjZl/69qtZbv0AdAtLOnDQYcFNqSb8p7gWMAHtubZ4a955tYuxAHl8vtYYMH6W5KjqXOJx/dsVC9U0F/FRoBwDlcZbNvJ0+IDZj27/CMH4QL13q+DmARy4liz9XHATv3axguW7y5EgEkKStBmfurhjyKaHrDaSlP2YWN8K7eddQ0EpMSi4cQAHr8v2K7yLle9yYN17A3hKPpTrUxoAVVoOifjl9LZUuyrPIcYHGtCtx+uiBOwa5AyPgRuRxPhFlIRj4+vDqt1c3M0RQl9s9eeXag6VCkC3F+AtTjssjpTWT7nx57BlYltwbTtg4SV1aNefCzpzqBRvv345xEfUod24K6s7C6N/xXsca/QLSNJa/+gHIEPqOMbreq4nOnNIf1yLxcz1Qfn6lY2CHOX3qgAkUbtmyesKdj966mDWB+o5pO9a8opyqFQAMiSH9OaC7nZCWa4PVV7HsT54de0EQ3KIAEjLxbkk8VQvCvQ56cF4wDAAkmpWeP839LBxwJCtsovZi3D4j24PbxdXuDu7oGnv+Tgr7yESJeHiLwPQxt0GFm9YwrnVZ/C/JW2E51z7C2Pbe8HFzQ3Oro3Rb8EJWa9FJq7O74XPFgVgSR9f2NS0gEOb8dgTdQs7J3SEW+2asPR4FwtCpXfkWQBy7YM5c/ugCdcCNS3d0e2rvUiSXUhKPc7CNfiugyMsrDpg8U3dgFDMP4AJ7rXRceEtFIqfY/9QR7h/HgyRPO/4JzDdxwrvr3qscZHPPTQGHrXbY8lt5YumzIMq+9X0pUEAxJZFgCcr3oWNwwDsSmH2l4bba0eho5cz3Nyd4NqkNxaHyu9uZ4MXtgRDWrvBxuINWDq/iRFrb8iAVPd2eRd+wieDf8a2hX3QyKYmLBxaw2/HbTzY8gU6udVGTUsP9Jh7AjwmBiwAuWDA97MxoDEXFjUt4fH2lwiJlV1I9PhHepwF2DCzAxwtrPDWgusa2pbUZTwcH+eO2u0X4IFQCOHuz+DkPhpHeHJNeTg72QdW7/2BZPVGht4YpGHfUEfU+WQdMuSxVvprGABJy2JIDklSTmH5wFZwt7HAG5ZOaD30L0TLbjSU6u2qziHBWSz6aBCW/D0DbzlawKrDfNzTeROE8YJSDmXswggnN4w7kK6IaW6oH+pZdcdfT9UbGaqxLYm5VE99+WUoALH7Fkbhz+42cBi4WVY23bnA3vzQlUOlettMcujFToxwrIM+GxIVsVaOoUEApLWOE0J3LgihO4f0xFXm7aWBC9Df1wY1LRzQdsI2PLq9CZM7uqJ2TUt4dp+Ns2yvlhSAXPt+hwV9G4NrUROW7l3wzb6Hsps2pR+nrDmk4vVXlEOGApDWHNKTC8zND13thGKd25lZO6GUHCIAUrooK1cu9H95A4j+qnuhPABULHqAle9You6kYygWZ+DS103h2mMJbqczDZxIrO/tinoTQiAUC5Fz5AvU53bE7JNPkSeIx43Ni7DpciaKs05jVjMXfLA0HNliIXLvrkZfNx/4HXnO9jSd/MIDlrYtMHbjdWSmnMfCTtbgujRGr3nHkMJ7iH2j6oHT9Rc8EQrBAJBnTQs0GLQKEUk8pJ2cifbW7hgTnFKG43iCY+2LT9dHIictCVlqz4go61Vw7Ue0qe2NyccyUCy8jV87cdB6TnhJ75UwGiu6WqH5d+fULvJ83J7TCrW9v8Ap9V4zsRAq+9WSw4YDkBCSR7+iu6U3pp7gQXxmJpq7voffrqWy2j786xO4+YxHaIYQxS9CMLkeF51mHUeqIBPPrwRi2YYL7Dh2fduxmlva4s3R/rj3LAkR8zrBmuuMpj3nICwuHUlBI1Gf8zZ+vy+QApBHTVjUH4i1lxKQm3Acs9pZw2PUHvBL8Q8LtxxrNBq0DjEvUsBLVXtGRFmvnHDMb10bdSccgVgswKMlncBp9SNuKxrkAsT9+jasmn2Da2px1haDQl4y0uPv4eqmiWjv6IsJwfKhdar1SHkAqOw5lIbQCfXA7fgtzsRnIi/xInYsXofrTPmNIYdYuOXA2ncgAu+kgZ+SrPcZCGWdC6MWowvnTcy/VnLToTBmKd6xaoofL6rFWSW2qvozPar68qtcACTORsJv3WDpPZHNZX25oDuH9NeNr38OCSBKTUDqg7PYPqktHH3H4JB8+LBy3pY2C5xQrQdItq1yHac/F3TnkN64Mt72sIRty1HYevNf8C7NQRdrLlyafICFJ2Ihit2JMfU4eGdZFArZIXAeqGlRH5+uPo90fhzOfN0W1u4jcShNqL8ONiiHVL3+qnKoXACkkkP6c0FnO0Hv9YGBzte9nVD2HCIAUqtUlBtv9H/1iya9ZzxRLgASP8e2vlZwHLkHxfwT+LK+PQb8HYnExzHsK2blh7Bt8R2u5/AQOsET9gM2IUvNm7mhk9HAvg823JVuk/g4Emt62aLl9xdQIBtP7TxsFwtRzLCB+wvbg9PxZ8TIhlaJgj6Dg8cYnOBLAcjLaQj2MgDGHEf0FGvft2IBrSzHseu1RrNHQK28xTm3sbaXE5x7/YlYpgw5V7GgtRU6LYosGY7HHLeHFXy/PKUCQAVRq/CxsxM+XnO35Lfy/avvV/650t/yAFBxRgAGWDni8+AUnJ1SH/Z91+ChLD6Jd1bgY9vmmHOZj9wj4+Fl3x87U9Xzgad/O+a5K+eh2M9AlFiIwsgF6MjpiKV3ZD1cvJ0Y4eCBCSE8WQ+QI4btZACM+X02Ulf3gJX3RIQ91+cfWWztPsQGjR4B9fLy8Wj1h3B2/hDropky8HFnbitYdfwZDxXD8ZjjvgerhtNxURmAtMYgA0cnNoKLox0s37CEd8/vEBKtPhxKWoZyAVBZcygjBH6e9hi8JVnFU4yOZfF2lecQ23izw8d/P9YYniiNtVKc1HQuiJiNNlYdsfRuSa+oJH4VPrBqiK/DlAFIPbZK+2RuIOjLL7EQ5QMgIYSBfWDlOIK9aVCuHNJbN8q8/TrnUNY+TGnkDEc7S7xh6YVe3+9FrJYbQIxPDO8BEqKkjsvQnwt8XTmkv46T9lw7YeRu5qacEMXCm1jSnqNU56dj31AHeI47iFzZNcvp0+3sDT3m94yXe1oxN6Ge6a1LpccpWw6pe/1V5VD5AEgph/Tmgu52QmntC+a5qyqv42SxrZZ2ggE5RACk1GjSuPjQdxoNCNKonADEPpRqhcYzw1CcEYhBHAs41GuKFs2byV7N0XbACkTnpGJL7zpoOC1U466wcHM/cCwcUL+ZfJtmaNGiNQavZIZfqY6nZgCIuXNf5+1f8FTWmBUf+Bzu7p/jSJasIaEyCUIGDgx3gN2QbTDsOKoNK4U/RAk4PbMtHBqOQrB82JYwEks7WqHNXPUeIA5az76i8Jok6Si+a+cA39E7FEPy9O5XS56WB4DYh1KtGuG7c/9iR38OLBzqobkiPs3Qsk1/rLnFR3ZAb9RpMBXnlYGALcNzvduxPTNKmrN37ut0we8PZI3ZrGCMd3fD+AMZMgBSnQRBvGcYHOwGY0+SPv9oi622GGUj/fgMtHdoiLG75ENOBHi4qCOsWs/W6AHitPoBkfJeIW2xVYtBXnwY/ujtgdoN/XBaBnyKGIqFKBcAlTWHnm1AvzoNMOOUMhBINTDM21WUQywAqcZWWRvF/7XoXHj3Z3SyaoUF6j1AnDfx01V5r5C22JZ4QG9+yeJYPgCSTl5h1WgGisX6c0FnDumtGzW9/frmUCZSzy1DX4/a8J18VHZTqySGjEfKA0AldVym/no+XVcO6Y+rFEyUvM328NdBt2X3ZDeyMnBkjBvcxwRDrHHNYnpogzDKwQ5Dd8TrrUs1jqNW/8hzSJvXX1UOlQ+AlHJIby7obifob1+YSTuB9UPpOUQApCNx5AlEf1UrXdKjfABUcHsxulp7YMLB5yjO2ouxLvYYvkt2l0zFg8wdMnu4jNxT8pyM7Hvx/lFwsf8UwVoalMxkC6oz6hjaeEtE4CfWqDvxKAw7jjZ/pODqwm5w8fgEa28q9wCkYEd/WzgNDyq5oGeFwM/LDgMD/5UCUNpZLHnHGZ69V+Gexp1PXfvVLIPhAMTHgyWdYe0xBscyMnB4tDPsP9tRUk6lGDE9afYuI3BI8ZyM/Pj6t6soAGWs/xjW3hNwOk2ffzQbidpyln9hAbq7eKDv6usqkz7wN/eDrdMwHFB4LAOhE7xg1y8AmawGZY9B7vGJqFu7FRZEyBvmcp3KB0BlziGmJ83eGZ8HlzwnI9fAMG9XUQ6VCYB06JwWiEG2jhi1p6TuEB8ZD2+7vtj2TKqvrtiyGujNr5L4lAuAcm7h1y7W8By3nx3mW64c0ls3anrbUAAyrRzi4fQkb9RuPRt35DcflOohwwFIuY4T6q/ndeaQ/jpOA0wMBaDkdehj7Y0px1P01sEax1HSRZ7rxbq8/opyqFwApJxDenNBdztBf/vCHNoJJfUY0y7Sl0MEQNoShz5T3I1XVCakiUKTsg2Bm4PI9OfITn6AOwd/xajmdnDvvQaPmN4Y0VNs7ecI937r8FR+YROlIS0xjR3qlLj6fdi6D8C2R0zDMRNJh5dg/akMSOL9MdDRDQM33FM8QyN5EYfnL5iEN7xi83zDEd3nnWKnoM67vRwf2LtgZNC/Bh5HubKRluPenx/B06UbFp+JhzDjOYQZ6RDxmV6ObCSu+QB2Lr0R8IA5Nz7iN/aHh2MfbI7LRjH/Ov7+2AP/Z+88oJo63z+OgkBYYUNYMkVwAQ6s/bknDtyj7lm1to7W1lG1arW1jrpHXVVx415VRAURJ06EisyCIBJIQvIPHOBwvv9zQwIhJIw68l76ek5OTLi5973v93me+3zu877vtfnfEkSmMr97CzE/GwWyChYfmver2gYxagNAAYujIMrJRM7f0biwZgR8zezQb8tjFDPDzf7oB0v7ftgjayezfxHyU5KRzwzTeLUBPUztMWT3S5kOhQmnsWbzFUhr+F2dAYinC8v/LUIEswS18BE2dDGH7YhDyK3Wfqomiao+XPBwPYJ41ui09BreyvR5CwmfX7bq26vf0dPMGv23ltlYUfxODLa3xICdCSiRVqeBAC+Pbcbpxxllw7okabjxTXMYWA/FMXlirtyO2lWA/qUPSeKwtZspeAN3IYXxL2E8Lq/aiJt5zBAbAnyoRgCqpp8lcdjW3Qw2QVvKYkd+LPYH28Oy73ZkSMSoTtvq/auyD9UOgPywLDoT4uxUpNw7ifUjm8LMvg92PCvz9X/lQ3W07RoBiE0+lP8Ip7YexcusssUsSjIuY14LA1gPOyC/+VBZo9oAkOYYV4MvaPSh6mNjFTCpEYB40LX8HMvCmGXcc/Hyt84wtx2OE2/qeBzV/KS6a8kn8qHaAVA1PlStL4igKU+oPr+o53lCHX2IApCq49DP5Ym+csJC/19x8akJgJLWdQRHR0eWhDfQM4atZyBGLjqMeKWKQdGLPZjU3AJcpxZo3741fHg2aPXdtbJhb/wobOjjAENjW3h42MPSpTc2yu6iC5CwbxxaWHDh3LIdOrT2hoNtCyy4zgz14SNsmiucJobKHx4qQuq6jjDrtEa2vDGjH5OAOztNwGVmDtClKfBoMQhTOzvDxtkDDqZGcB+6A3/LgKwux6noF5mN5EfhxxZ6snNnIETx0vX8Grdlk9CjsbmfC4xMefDy5MGM64OJ+5/JQKIo+nu01Kv4TdlvdeH1TRgKa9qvit9WD0AvsLETR962BtAztoFX+6FYejSmouqW/xSHxjeDBdcJrdoFom1THmxbzkOkbNhbNmJ+6w1HQ2PYuXuAZ+mCvuuiy6C0mt8VXJoKN8fxuCh/uGHJq9/Qxawjfpct8y1f+c3JCVPPMnOALmCGe3MMm9QJLjbO8OSZwshtCPY9K6umVGc/qsep7LsCxCxoDj0lbWT9rOuJeeGMHeXgyYa+aGxkCgdPTziYcdFs3F68ZuyiWg0EiN3YFy7GRrB29YK3IxeG1gGYGfKi6hyuWgyBe18fkkT/ir4OhjC2c4envSUa9/lNfhe9Lrb9kXxIcAEzXR0x5XTVB9DWxoek99Yh2MUIpjxPePHMwPUdi5DYshsK1WlbrX+p+E+NABT3G7pw5L7aQA/Gtp7oMGwBQp8qVd2q8YVSqWYfqott1ysf4j/E1n7OMDayglsTLzhxDWEdMBXH4yrmeyn7cvUAVIsYJ63OF8TQ6EPV6apq25I4bOxkhi5rmccgMNcKJgF3gvOk07I5QGFT3dFy8AR0dbaGiwcPpkZuGLHrcY2xlImP1flQTbb+KXyoRgCqhQ9V5wulGvMEMTT/rr7nCXXzIQpAKoFfOcDQ/6skt7SvZHBYPQDVoc8kWUi9F4ZbYTfxMjlbZUJ0Nt48DENkxGPkqMw1KXkXhyfhfyEi8hEy+apL39bh+Iyekiyk3AnDnUeJlYZCMbb/QY9TyXZy8fbJDUSERyE5U/3F/X19r1oAqtSW6vpLhPxX0bh97SruPU6ERGUZaEnSfURdv4G/01XnmlT/u7qdmwj5f0fi9s0HyFQdElit/VR3XjX/rTA1BnfDwhATn64WYDSdQ0l2PJ7dvIqIiIdV26vU79VXgGpuX/nxq+sD/ms8v3ENd5+lVplP90FtWxs+JExGXMRV3I6ORV75ghV16DclLcr7Uum7mgBI3W/Uf1e9L2j0oep0VWqn+mOq9gObfEgEUcI93Am7irsxVWOy8vlWC0B16KNqfUGjD1Wvq3I7a/P/kncv8TD8Ol4kKw+ZZnT8sMep1JaP7EM1AVCltlSnV7W+oDlPYK7tmvMLVR+p4bM2Ypz03+YJtfchCkDVGR79G60GqbGBDwZAavZd66BIf1utbX4YAKrhokA1qFaD6mz5gwEQ1eBfa1CdPh8OgKgPVdfP7/O3DwVA79MG+lvN9v3BAIjGuI8S4xjbpQBEjeujGVd9DY4UgDQHfVI0pwBEtkYUgMjWhwIQ2fowcZYCENkaUQAiWx+tANCyxQtBX7QP2GwD/fsGyeaPsPkc6nvbGQBa9P18GmsIjbefBbajPkSoNkxsmD1rJtWHYH0Yjbw8PahGBGs0euQIqg/B+jA+ZGFuLtOIgaG6/NOpy8aKbZmkhL5oH1AboDZAbYDaALUBagPUBqgNUBugNqBtG/hkAMQciL5oH7DZBugQOPLtlwmo/5f7jsYaQuMtHQJHtg/RIXBk68NcP+kQOLI1okPgyNaH8SE6B4jQBIHNgFDf204BiPzARgGIbI0oAJGtDwUgsvWhAES+PhSAyNeIAhAFIHqXvI42QAGI/MBGAYhsjSgAka0PBSCy9aEARL4+FIDI14gCUB2T3/pe3aDnV7PTUgCquY+0bUcUgMjWiAIQ2fpQACJbHwpA5OtDAYh8jbQLQIJ/8CYhDqmvFK94ZGSoPgiL/E7UdrJHj/9pbYQC0Kft739j3xSAyNaIAhDZ+lAAIlsfCkDk60MBiHyNtAhA2Tg21KzKqnCNOv2GNJUnrv+bBIj+hnzjY6tGFIDIty0KQGRrRAGIbH0oAJGtDwUg8vWhAES+RloFoAP99KHTkIfBvxzFudDjOBd6ApeiElBc12Fp+bkoUvlNsYBf5buaE24hCgSC6ufEiHNRKNYgrCQXBfmi6n+v0s6a26ThWHQ/WutnCkDk2yQFILI1ogBEtj4UgMjWhwIQ+fpQACJfI+0DkK4n5l7PVUlmhUjaMRIBzTtg8V982d+KHq3F4FbN0Wv5DZRKRUjfOxYB/mPx69pR8DbWhd24EyiV/IPo9V8g0MEYDXV00NDYAYFj1uNeJiNEGo5PagFvLy80kb+aD94o23fJm3BsGt0WjsYNoaPTEMYObTH+95vIYyBD8goHx/khYPwaHPi+B9yMG6IBxxFdFp5HtrxSVZJ+FWuGtISNvg50GhrBod0E7H9Eh/LVV7ijAER+YKMARLZGFIDI1ocCENn6UAAiXx8KQORrpH0AamCF/01ehOVLfsSKZb/jWoIQpVIBnixqCT0dEww7mC2DlMLrs+Cl2wB240+iVCpE3PI20NPRg56+NVoPHI1p68PxNmQ4eA0bgBswAWu3b8KyAR7Q19GF27TzKJXy8XD7bMz6chqm9nBHIx0dmPbchFJJMo6PsEfDBly0mbQKu7csxCAPfejoumLmxbcoFcdgVRs96OjqopF1CwwY2hVeRjrQadQaK2OE8t/boaEuD72+34jdP49Cc6MGMGz3E17kk28A9RVSPuZ5UQAi364pAJGtEQUgsvWhAES2PhSAyNeHAhD5GmkfgHR0wTG3grW1Fazt/PBDGFMNqi0A6cJjyhnkyoaDpWJfkDF0dJtg/i15RSljJ4JNddCw8ZcVFSZBFJa3MUIDQz8svZ2D0vQd6G+sA13vOYgWlgnG/6MvTHUawnX65QoA0muFH6PeolSajYsTeGjYwArjTuSg9M0uDDTRgZ7/fETGM4s53MfazvrQ0e+KbSl0ONzHBBFt7ZsCEPmBjQIQ2RpRACJbHwpAZOtDAYh8fSgAka+R9gFI7RC42gKQPoK2p5fBTf49LPPTg06jbtieKu94wSV85dIQOtyhcgASIPaXz2HaoBF8vvkL+VIxih4sgr+eDhp134i38nk1BVemoXFDHXCHHawAIP1e2C0bSifA/fk+0Gtgji+O5KA4Zina6OlUWcxBh9MVWxMpAGkLUj7mcSkAkR/YKACRrREFILL1oQBEtj4UgMjXhwIQ+RoRC0DPFvtBT8cAQdvTZPAiCB0Lh4aqQ+CUAEgSi3WfN4KOnh9+eihfyCD7IEZaNEBD1+myfRTH/o7eFg2g6zYRl96UiVMSvxodGzEVnMV4Lh+yJgoZCosGDeE2Q6kCpAGAShJ+Q5dGOmjUYSVevklHXibzyoCArzqviXxj+JjQUJ/2TQGIfFumAES2RhSAyNaHAhDZ+lAAIl8fCkDka6R9AGpoi97fb8KurVuwa+tW7D3zCBKpCG+394aRjg6Mm4/E8hUz0MVeFzo61QCQVIAHC5rJ5gV5DN+I8KgwHJnVGmYNdOH+5QWUSpJweIgNGujow2fUSuzcugV/7L+K0vwI/NhcDzp67hi1+RIehO/HnNZmaKDrhq8uKc0B0gBApfl3sNSvEXQMmmDc5vN4cD8KkSe3YOWGikUS6lPyT89FDApA5Ac2CkBka0QBiGx9KACRrQ8FIPL1oQBEvkZaBKAcnB1rA11+FyziAAAgAElEQVSdysPHGn32MxLFYpRknMO3LU3RgPm7riUCZ3yNYLtGcJEtaCBE4m//A6ehKYbsy5QPbxOjNOs6fu3jAsPyfXLgGrQckW9EYEBlGQMq5X/TKR8aJ7i5En1dDCv+xmmMfiuuIZdZ5U38HBs6ctDQNBiHshlBBXj6ox/0de0x+VTZSm/M7/s15lT8XqcR7AftRDp9nlGFNvVo2W4KQOQHNgpAZGtEAYhsfSgAka0PBSDy9aEARL5GWgSgWnSOMAVxEWF4EJeBklon0ALwYyMReS0MMXHptX+mUH4aXt+5hlvhUUjKZFaiq0X7lLcRpyP5bhhuXgvH0/j0f/EMojoeT/nY9P911+s9+owCEPm2SgGIbI0oAJGtDwUgsvWhAES+PhSAyNeIbAB6jyS1zgBDj/VJIYLN+lAAIj+wUQAiWyMKQGTrQwGIbH0oAJGvDwUg8jWiAETBh4JPHW2AAhD5gY0CENkaUQAiWx8KQGTrQwGIfH0oAJGv0ScHoKyUJNAX7QM228D6X3+Rzfdi8znU97YzAJQcH0tjDaHxdsbUqdSHCNWGiQ0PoiKoPgTrw2jUo1tXqhHBGh05sJ/qQ7A+jA81dnGRacTcUKjLP526bKzYlklK6Iv2AbUBagPUBqgNUBugNkBtgNoAtQFqA9q2gU8GQMyB6Iv2AZttgA6BI99+mYD6f7nvaKwhNN7SIXBk+xAdAke2Psz1s19Qn/K712y+ntbXttMhcOT70CcfAldfjZ2eF/nG/qE0ogBEvtYUgMjWiAIQ2fpQACJbH+ZaRgGIbI0oAJGtD+NDFIAIvUP6oZJ1up8P74QUgD58n35oO6UARLZGFIDI1ocCENn6MPGSAhDZGlEAIlsfxocoAFEAosOE6mgDFIDID2wUgMjWiAIQ2fpQACJbHwpA5OtDAYh8jSgA1TH5/dB3qun+yHcSVY0oAJGvGQUgsjWiAES2PhSAyNaHAhD5+lAAIl8j7QJQfiayEuKRlvAKGSnpKJB8oA4TRmDNgCD8fDNXc3VDnIHEW6cRGnII5/6Kxhu+0rHl7UpNiJe1S6quXeIsvE2IR2rCK7zJeItiFoBUYdRKDApahjtCpXPV1G5JCo4MdUGPDS9Rwmwj4SMv7R+o9kXxq1CsXXkUieKyffL3DYRz17Xln1XhoT58rg8AJE2MxJWjB3Hq0j1kabQHPnKT4pH6Kk7+ikdWtkCzT2myJS18z1YAqu+6KPyfvQCUg/Q7ZxAacgRhD5JQqMG2C94kIK3cb+KQlpKJIg3bKvqEpHc2A1DtfKjseiVJjMTVowdwPPQvxGWwI7Yp7IQOgatFHqNFn6MARLY+jB9pEYCEeL0qEI30OOCac2GirwtDXiBmHnj6/hcKwWlMdbDF+JM5apI1ETIv/YgBnmYwdWiOzzt9jrZe1jC2DsD8s2kolSq3yxxco0ZoxHVFpwlrcTtNJN+fEK9XV7TdSE8PZh7dseBkHDkgJLyFLZO/xsFnwvI+KDg7AY52o3E2r2bDLH6xGp3tgrAnWYSS5GOY1doH7bu1gXer8TiWIO8H8VNs6+2B7msfVWiWdQRjeb5YEMmui4niolKbd3YDkAAJu4fDi2sDn8BAtOQZges/B1fTFbZdYRtFDxYhoJE+TMzNYS57WcLnqwso0OJFpTb6MNuwD4D+G7oo9GMlAOU/xZ8jPMG19cZn7ZvDwYiLgLnnkKN6gyz/Hpb5N4K+icJvzGHZdCbCBBW+pegHUt/ZCUC196FSyT+I/Kk7nK0aI7BXPwR39YfvuAPIZ0FsU9gMBSCy/YkCENn6MH6kVQB6uaw1OP5LEMtUD4SvETbbDxyLYBxKV+k4cS4K8lW+UwQqcS6kQpXkrRoAKrizBO25Nui29C9kyasWpdJcZIRtxo5zSTIAqtQuKR+ZETsw3Z8L09aLcE8GD0JU2ibnOc5MbwGOZTAOlUOSSnvFAhSpXigV5yAVolD1HPL5KNS4vcq+y/ej9D3/TwzjNsasK3z1ACTORWH5+Sv9TrYvIRJWtYd5ry3IkoiQuq4TnMceg0SahdCRPHRZG4cSqQAv13aBZ++NSKi0n0ycHGELn3nhGu+OKgI4W9/ZDEAlaXsx1MYeQ/bEy2C9JOMkprgaImDx3QqIldtT0d0f4Oc4DhdrAcykack2APqv6KKwE/YBkAjZ+wfCxj4YBxKYm0oi8E+Nh5uhH5bdV7nZk38HS1o5YvJpdTfgVGMtmZ/ZCEB18SHRucnwsO2G3x9ml18fFbbJlncKQGT6jsJ+KACRrQ+jEzkAJBWj8OZsNDHwx4oYedXi3R3sHBMAJxtb2FvbwDtoCcLlgFH0cBsmf+4OKzNTGBuawOl/c3A+SQ5CGgEoFSGDLMHtuQmpGuFCBW7kyWBx7Bp0MbHAkP1lVaJKACQVo/jpcgQaeGJeuMqwu3e3sHFwczjZ28PWzhGeXl7wbj4WISk5iF7SE8OWbcK3rS2hZ9gaKx4KIL63DZMDHWGs1wAN9S3RfMBShKeWnVfhrR/Ro/0sXMgqM6zil1sxyr8v1t2TX4Dzo7E2KBBz9m3FBF8ezBrqwcKZOd44HE4VQVYBsgnC/O/7wNNMFw05jui++DL4qn0heY1t3Uzgv/geiqQCvFjSGp5fXkKBlI8b0z3RYUUMJA9WorNnf+yNr6gwlTm+CG82dYWx30I80wSt6oCNRd+xGYDER4bByn4MzpUP+eQj/EsXGHZeh3QVO6AA9OkC+H9FF0VywD4AeouTwy1hP/Y4JIpYJbiEr1wM0XXDq8pJNAWgyv2h6K+P/F57H8rEieHWcJ9+mRXVbIXPqL5TAPp08Vm172vzmQIQ2fowGhIDQIVp0fhzjCdMfOfitmyoQA4i53jDtstKPM4Wo1QQg+1Btmg8+QzEUjEK7uzD1hP3wReLUZIZhvktOWi95EFZ4NUEQHknMcnOED02J5XNa1EbkNUDUKnkJdb/zwDOUy+oqRKJkXtiDBw4HfF7vHI1SojXv34Orv983H0nRnHiPox0dMbYfS8gkvBxeZIDOMYeGLo9BvlZach7exXfepvAd+J+xGULIYk7htl+JuCNOgw+09Y3+zDM0g7jT7yV3YF8s6U7ODp6svNm5iAVPVyMANOO2BiXgfT7v6KPqSPG7olG7JNXEDF9dnYCHBoawGvUVjzOyELi3mFwMmyHX56qQIzgDKY5cDHsAHMcMSSXp8PLMxi//rEaI339sDjsBla098TwffFq+7HgyjS4mvXHATmo1SZYsGkb9gKQEH+vbAdOix/wuBxOhUj65TMYNp2LuypzgWQAZO6HL+bOxYKFy7Ej9F5VWFbrQ9oPfOyqAP13dFH4OesASPwYv7TjoOXCOxWVUvELrO1gCJ9vb1RO+GUAZI6AEXPww3c/YPWW43iWoXxd0L5/KHTQ9M6+ClAdfCg/Ej8256DDrI1YOXMUBvcPxvg5G3AzSeU6SGhsU2hGAYhsP6IARLY+jB9pHYD0dHRk4/V1dBrALGAWzr+SV1AElzDL1RzBW2LKJ2HHre8BU99vcb88eROjRJCBrKRn+HOoDZwnn6kegN7txABDc3xxpGxogqxq00hxfAN0/PW5WrgpCzhv8Wc/Q1h+cbR8GwOnnvjup2VYNnsYAqxN4DvjlMp4cKZi4gbnSafL7jSJn+O39sbouTkZJdIyADLruan8znvBpSlwMeuD3fKKD3Nc/p7+4FqPwmnZMKQU7O/PlZ2nVJqBI0N4aNexNbgdViFRzMxLag/TDqvwmhmSpmkInPVwnMyRG2beEYyxtsPEUJWhGlnb0Y/jhBkXFcPncpB0eTvW/fwbDkfEImphG3h/cRCp8RewddFsfL90F+4qDf0revQjAjjt8IvS/CNF0K4P76wBoPxUJD64iyf3ovHkfgwycgR4sqgFDNv8hPjyYYsiZG7sDEP3rxChAkAl6Zexef53WLp4Ab6f3BfNzA3hNmpfNdVTcgIeuwDov6OLwv9ZB0D50Vja0hDtlsdUzPOUJGJrF0N4zLpaGYAkqbix4VssWrQQS+dNwgBfcxi6jsThV+yBIPYBUB18SHARX7nowbzFIPywdheO7luLWZ9Zw6TNUjxRyi0UtkrqOwUgcq436myEAhDZ+jCaaR2AOP6L8TTnH8QengZ/M2eMP8bAgRilObsxiKMHi8be8PVpKn/5wC94LV7ki1GSdBpLg5rAzsYJXk290diiERwmna4egPKOYbyNIbpvfF1euSjOF6Aw7wFWtuYgQFZB0lABEj/DmvaG8JodVg5A+jb+GDx2HKZ99QM2hz6EoModIxGy/xwMO8c++PnoRVzZNg6+5m3x8wNmyFoZANmNOQap/HeiXUHgOE/FdaXJsoXXZsKD0wO7MhhjEiFzay+YeczEraxTmOLyGVZf/hkduV2xNSEeW7uZIVBxgdYEQMqLIAhOYQrPCmOPqwBQ2ib04rjhm6sqw/mkYuRfn4uApuNwNikKP7X2xNB1x3Hk6zZwGrATmfIhVMVPf0I7jh+WP1IZG1+lf8h3EHWBjS0AVPzsdwxr6VPmO80+x49XsxG/vA0MWy6oUgHitPgeMTVc/PNOjIaDfhusekL+nVJ2AZDwP6OLwp9YB0DiGKxqY4hWi1QrQBy0XBBVGYBU41zmMYzn6VeGJ9VtCPvMPgCqgw8Jr+AbNw6CtqeX61YYMRc+hoFYE0t+bFP4EAUgsvMHCkBk60MIAMkXQZBmI3y6OzgBS/CcScRksGKOkSFlw7AUTl/2zsf1aS7gdlyJ57K5DDm4OIEHp5oASJKEvX25MOuiskyz7OJWPQAVPV6BDsY8TD7FtEcDJFW5iOUi8psm8OozCZMG9ETQoClYezFePoSiKgBJjw6HhcVQHH9XYTj5h4fDykZRARKjJGE9ups2xbcbZ8Knxbe4n3cfP/lboP+aXzHAwg8/PZRDx/sAUM4+DDG1VVMZuoS5LX0w42waSlI3opfNEBzni1EcswTtPCrArShyHnw5HbEpkT13PCvbV0X/q/ueLQCkru2Cvf1hajUCoYoqoDQHVyY7wqz/LuRWsd/K/VD0YCH8DXywKIp8sGUXAInxX9FFYZOsAyBpBg4OMIXVyMOyIdiy88g7g2mOZhi4+5/yRFpxfpXemVXh/AzQ7PuIiuFzNfhapd9rYVv2AVAdfEgcg9VtOfI5rmUxTrbiJctGLVAAqnx90rbPqB6fAhDZ+jB6EVABUgCQGEUPfkRrQ3d8czUHpZJE7O9vCfv+25CouDMtyUJWahZKpdk4PpQL25EhsqpLyZurWOBvXHMFiJnPcnM+/I3NEfjNYSQoksCcG1jQwlClArQQMdlvIUp/iSenfsFoHzPYB23C37KhQ7UFoCwcG2oJ597zsWXHLoQcOoqrt2ORL6uUVAWgkqRt6Gduhd7rH5ZVhfj3sK6rJXgjQ8rmADEXQvELrP8fB/Y8HhpPPocCaS7uzvMG194O5i2V7uIzAGnLLNpQcXGusgy2pgqQMBzzm3DQZd2r8kpZqfQfXPmyGVrNulhW6crej2G2nbE5UYSCazPhHbCofNEDcchQWNiPwwUWrh6mGsTUfWYzAJW8+h09zazRf+tzWTJWFL8Tg+0tMWBngkxradRmzJ2/Fy/zhci4G47X7+QQm/8al2b4guMyGdfKF1AgN8CxDYD+K7oo/Il9ACRC6qZuMLMJwq6XzA0AAZL/GACeZV/sZRbfyYvAzq+/RchjAYqT7iA6NkseOwV4c2Y6mnNcMP0ie1YcYyMA1d6HchE1xwuGLebgNjO/WJKG8Fm+MPadV2UepMJeSXynAETu9YexFwpAZOvDaKRVAPr750CYBq6omI8gicPO3hZwmBAqA4CiF3swqbkFuE4t0L59a/jwbNDqu2soZJYgPfc1WnEt4dWuHVr4dMSE4BbwmMYsUMAsmHABM10dMeW0Yg6LshBCpJ9diP5eZmhkag8vb084mBnAtHEnLLnEwIIQSes6giOfm9RAzxi2noEYuegw4ssTPyGqtF3tXTohkrcFwY4XgIFDB2NI/27w55nCccA2vBbzETbNFU4TQ5VWoslF3K6RaGrKgY27F9ytTWDXXml1O9kxhPj7189hrGeDsUczZedbcPUreDXSR4sfblXcYZSkIHSMM/RNefB0G4AdySIUXJoKN8fxuKgYYic4jxmNeZikOgdImoVTo2zAG6dY8UiEnNAJ8PWfg8jy6lQmIpd2R4vmbdDGvxPmnSxLoJklxaPnNgG3zzZkqawqRuJF5N+0ic0AVCrNwZMNfdHYyBQOnoztc9Fs3F68lt1kEOHN751hwJuAy4Jc3FnkB66JDTyaNoGbtRFMXPtg1bU0JShW9iuy/s82APqv6KLwN/YBEDMqIRqb+7nAyJQHL08ezLg+mLj/mSzmliStRzcDHqae5aPw5gIEcE1g6+6Npq5WMDJxRb/lf7FmARFGIzYCUO19SIySxCOY2YILjrU7vF0sYOrUA6vCK4bEKeyU5HcKQGRdc1RthQIQ2fowemkRgGrZOZIspN4Lw62wm3iZnF0p+SrMeIaHNyOQmPVvhlrlIOtJBG5fu4YHT5PK5+GoGvF7fRZewdfuthgVUhFYC8O+gqdRH+ytZoW04qwXiAm/iuhHie/XLkk6EiOvIupRkhJk1a7fBSHDYOs+AzflsCSKjcCzpKpzgqr0j/gBlvtz0WuLAohqd7wq+1ELlGTsi90AVNaHhakxuBsWhpj4dKVJ3a+wO4iHNotuldudNOUR7oX9hdt3YyEoXziBDB2qsxn2AdB/QxeFZqwEIFlMysXbJzcQER6F5EzFfBER0rcHwSFgAe4rqt55SXgZeRW3wu8gOUuxHfl+o9CHnQBUNx8qzf8HCbevIiIyBtkqC8Ao+oHkdwpAZPsTBSCy9WF8m3wAIjgRrjE4Cm9ioa8JfL5YizN/heH2pQNYNcAdNl1+q6h6kXp+OefwpZsrpl+o27CNoqj5aGkXjENKK9nV2E+k9oGGdtUHAFKnSeGteWgbuKgiidNw/up+S9p3bAUgdf1Yn3RRnB97AUjNRV0YjgWtA7HstspiMiz2HzYDkMLGlN/row9RAFLjiwT5HAUgsvVh4gMFoI/sMJIXx7Fm+lD069oR3XoGY8rivXic+W8qVp/amIRIOfUrNl+oWyUnL3wLVh96iMKP3K/KF7dP/f/6CkCl+TmQKubbsVy/+gRA9UkXha/WKwCSCiDNI39hEEXf1+a9vgFQffQhCkCfOieq2/EoANWtv2oTlz70Np8cgAYHDwB90T5gsw34t2ole3YVm8+hvredAaDgfn1prCE03np6eFAfIlQbJjb07tmD6kOwPoxG9nZ2VCOCNerQPpDqQ7A+jA8ZGxnJNGLAqi7/dOqysWJbJimhL9oH1AaoDVAboDZAbYDaALUBagPUBqgNaNsGPhkAfegSFt0f+WXG+qZRvR0Cx/Jhb8p2xgTU/8t9V/3zWerR+SqfOxv+X7+GwNW/GFzvhsDVQ1+nQ+DI9js6BI5sfZjr5CcfAseGizNtI/mGq02NKACRbx8UgMjWiAIQ2fpQACJbH+b6RwGIbI0oAJGtD+NDFIDq4Z0hbcLBf+HYFIDID2wUgMjWiAIQ2fpQACJbHwpA5OtDAYh8jSgAUQCiw4TqaAMUgMgPbBSAyNaIAhDZ+lAAIlsfCkDk60MBiHyNtAtAgnRkZ/JVEnABRGn/QCr5wJ0nDMOKPv3w6+1clAojsGZAEH6+yTzYU4Tsu6E4fyep0kNW36+SUbd9FsftxeSWljDU58Lv+zDkR63EoKBlKv1Sy/6QpODx6RN4mPIRltqWpODIUBf02PCyrK8kfOSp0ar4VSjWrjyKRPmDM/n7BsK569ryz+/Xt7XshzpCTV3axE4A4iM3KR6pr+Lkr3hkZVe/dK8kMRJXjx7A8dC/EJdR/bZ16b9PsS0bAajgTQLSyvWJQ1pKJorU2nHdtfwUfV6XY7AagPiv8PDCYRwLOY5bT9LUayTJRHLkGZwKCcGV6IQ6P4i6Ln35MbZlKwDV3ocqriNF2cnIzKj8kPWP0acfep90CFyFhh+6bz/E/igAka0Po7EWAUiIuJ/agBOwFC+VnzD/ZhuCOJ6YF87AyQfswLyjGGvNw5QzfJQKTmOqgy3Gn2QeXJeBQ8FmMBuwG3kf7Hh12acAD773gXH75XgpyEbum2wUnJ0AR7vRtTr/wtvrMe2b3fhb0YdZezDYzAyD9qbX6vd16ePiF6vR2S4Ie5JFKEk+hlmtfdC+Wxt4txqPYwly4BI/xbbeHui+9lFFYpB1BGN5vlgQya4kWlPfsBGAih4sQkAjfZiYm8Nc9rKEz1cX1Cdmkn8Q+VN3OFs1RmCvfgju6g/fcQeQ/8H84wP6tYY2sQ6A8u9hmX8j6Jso9DGHZdOZCBNU7as6aamhfzTZ9qf6np0AJELu9WXo5WQJ17Y9MbBfF7T2GYtj71Q0EoZjxWd2sGrsh8/be8NG3wQtvz4D/oe+qfcRtWUlANXBhxR2Xvz0N3TjNoCOUTAO81V0/Ij9qzj++7xTACJbLwpAZOvD+J5WAejlstbg+C9BrCJ5ZwLOm63ow/HE3OsqACTORYGGhzQWC3NQqOniIslFIfM7jQDEiCRSX/0R56JQuW3lAVGIQkFNyXxt95mDM6Nt4DDhJKTy/asHICEK83KrtFNycBC4jb9EuHKiJFFX/RGgQKju+wojLRbmorj8HCu+LwvSQiSsag/zXluQJREhdV0nOI89Bok0C6EjeeiyNg4lUgFeru0Cz94bkVCp3zJxcoQtfOaF14sHpLISgO7+AD/HcbiYp6pr1c+ic5PhYdsNvz/M/uAQ/T4X/Lr8ln0AdAdLWjli8mnmpkxVTZS/K6qDlsq/I+n/rASg7DOY7m6DnmvvQ1KdRvn3cPHYXeTJrklCJKz5HzjGQdiXUb2uJOnDTgCqvQ/J+loSj30DnOEf1A0uJv1xiAJQjbGHJBslvS0UgMiPd+QD0Ls72DkmAE42trC3toF30BKEpzGJvADPd4xDR3dLmJkaw9DEEZ3mnsAbBQhJkhG2uCfcTfXQkOOArrNnopelugpQLu4u7Y5ui67JkvPCWz+iz+DlOLiyP7y5umjIcUT3xZfld++y8HjraLRxtIadvRVsmwRhxZWUKlBSKq3tPtNwbKIvHLm60OM6watpd6y6I6hcAcq/jz0TOsDDygymxoYwcfwc80Nfo0QqQtbeMWjGM0NDPQu4eHmhxfh9eJt3Ayt6dMZSBUDmRGP3hEA4GeuhQUN9WDXrj5VXkuVtzkX0kp4YtmI3fhngBa5uQ3Acu2DZX2lVz0nyGtu6mcB/8T0USQV4saQ1PL+8hAIpHzeme6LDihhIHqxEZ8/+2BsvVAmkIrzZ1BXGfgvxTAPEkh7MlNtXvwEoEyeGW8N9+mX11aHqEj+C/kYBiOyLDxsBSHR4GGzcvsQN5ZtNtbD5/MPDYGnUG3vSydZEOcbVfwASIfvYaLj7zkLYuZnwpACkcs1mj60q2y1J/6cARL4NaR2ADNwGYfWO7di7U/7aOB6tDBQVoBxEzvGGbZeVeJwtRqkgBtuDbNF48hmIpXw8/HMDzjxMQ7FUhLzwOWjF8cfyR2XJt/jcJDQ2boW5515DmhGFncM9oN9QHQDxcXmSA+zGHJNVYJjqi4OBKZqN2orHGVlI3DsMTobt8MtTIaTXZ8PHtjPW3M1EqZSP+M19YOcyEVdyVIWu/T5Fifewtb8F7IZsxeOYF8gRiisDkCAShzcew/MMIUol6bg9twU4/j/ihViMkuxXePpbT5g6jsKBew8Rl5ipMrwvBxGzm8DEZzyOPMlEMf8Fzn7VCib2IxEquxvJtJMHA1MfjNl2B/x3z3FwuCMM261AfKUKDtP3ZzDNgYthB97KAqXk8nR4eQbj1z9WY6SvHxaH3cCK9p4Yvi++KjxJxSi4Mg2uZv1xIEu1r9j3mbUAZO6HL+bOxYKFy7Ej9J76ITn5kfixOQcdZm3EypmjMLh/MMbP2YCbSapQS7Zu7AQgcwSMmIMfvvsBq7ccx7MM9RVbWQWoNlrWIjnXVsLAPgAS4OGCZuC0/wrbl83A2OB+GDJmNrZeTVBfNRdnIy8tEYm3/sAMf0t4TjiKLMXNOYJ1UdgDewGodj5Umn0RX3t7YHJoGgrCvqIAxAKbVNgmW94pAJGdIzB2pHUAamTuja5BQeivePVqBTs9OQAJLmGWqzmCt8SUT96OW98Dpr7f4n55JUGEgqwkZMTuwghbJ0w7xyyqkItbM91g3HMz3iouOu8OYIRF7QDI0Xo4TiqgJu8IxljbYWJoBsKnu8K83ybEKyYqP1mL3qY+WHhbdThcVQBSv09muEsOTn9hBYeJp8rvuKsdAifhQ5CSgNe7h8DWaSKuyO9CVhkCpzy/SXABM5zN0G+7ouIjRmnGHxjEtcLY48yxy9ppPSIEYnkAlB4bCWv7sTivOlQqazv6cZww46Ji0YocJF3ejnU//4bDEbGIWtgG3l8cRGr8BWxdNBvfL92Fu7JKXZkTFD36EQGcdvjlGbsSaXXBlo0AVJJ+GZvnf4elixfg+8l90czcEG6j9iFV4R+KC6DgIr5y0YN5i0H4Ye0uHN23FrM+s4ZJm6V4Uu5z5Ac21gGQJBU3NnyLRYsWYum8SRjgaw5D15E4/KoqBNVaS4WmBL6zD4D4uP6lC/TMm2PYt2vw58E92DS9PWxM2mDlPdX4L4Y0dDK8bCxhZqALA8duWHjiafkQZ3UxhbTvWAlAtfahHNxf6IfGg/fKRowUUgCi1Z+PECMpAJGfJ2gdgKqdA5SzG4M4erBo7A1fn6bylw/8gtfiRb4Ib84uQD9vW9g4ecKnqQssGvEw9SyToGfj+FAu7MadqLjoaJwDpAZW7EbjrAIABKcwhccAQyoODuBAz6IxfMrb0hTNWg3ApkeqF8Da7rMWACR5jcuL+qCpnTWcPb3h4+LYHZAAACAASURBVGKBRrwJuFwbAMregf4cZ8y8rIAWMUqFf2G2Owe9t6aVA5Ci+sVchAvOjIeD9SicVpy/IjCkbUIvjhu+uaoyN0sqRv71uQhoOg5nk6LwU2tPDF13HEe+bgOnATuRKU+wi5/+hHYcPyyv0lfkO4lqcsJGAFI9h7wTo+Gg3warnqgAqfAKvnHjIGh7xSIahRFz4WMYiDWxKtsqbIPAd9YBkGofZh7DeJ4+2i2PUV9hUNpeo5ZK26jqr+3P7AOgXNyc6QZO720Vi+UIb+CHpobosOqZ5gRSmIioX/vAQd8dX10sq55ru+9rc3xWApCqvWvwoeKnv6CL/WdYefMV3iS9RurJiXAz7o3t8WmQqN4QUt0nQZ/pIghk5w4UgMjWh4mDZANQ3jGMtzHHyBA1Fw7BRcx04aLzKvmE1LxQTOY5ygEoBxcn2MMseA9EioAlq+TUsgKkFoDScXaMNcyHHSyvlmi+kHw4ACq4PBWNuf/DGvmEdOnpcXBwrCUA5R3GFxYWGBmSVXGBfncIX1hZV6oA1QqAcvZhiKktJoaqTNLOuoS5LX0w42waSlI3opfNEBzni1EcswTtPKbiuhzUiiLnwZfTEZsSq97R1tyPZDpQfQCgogcL4W/gg0VRKvAujsHqthz5XK+y/petOsay6h3rAYhZ0crPAM2+j6hYTVERy1TeNWqpsh1JfsY+ABIifkVbcJTnMcpWHeOg/crHFfFVXZ8LzmOGkz5aLYquUUtSNKoXAKTBh6THRoNnxAGHI38Z6KGBji70jT0w65LSzUJ1WhL0HQUgMvMDhQ9TACJbH0YnsgFIkoj9/S1h338bEhXDbyRZyErNQin/IEZwbTD6SIZsFbfcsHkIMFZUgER4s60XzGz6Ys/fzNyZZIR/3xZc3fcBoGxk/tEPlvb9sOelImkUIT8lWc3ywB8OgCQhQ8C1HYGTzNwZyT+I+M4PxkoVIOnJ0bC1CEbIG7mxKQ+BkyRgd5A5rHuuRaysopONZ792gZX9CJwsnwNUMf+JMQiNFSBhOOY34aDLuldKc3z+wZUvm6HVrIsQMBeG7P0YZtsZmxNFKLg2E94Bi8oXPRCHDIWF/ThcUK0sEXRBUQSumt7ZB0BCZNwNx+t3cvjMf41LM3zBcZmMa7KVj3LwYOssLNzPLF2ei6g5XjBsMQe3mXl3kjSEz/KFse883BWSH9AU2rENgIqT7iA6NkvuWwK8OTMdzTkumH6xbCU+adRmzJ2/Fy/za9KSHRqxD4DEKLwxG00Mm+P7cGYOqAj8K1+hubEPFkTkojQvAju//hYhjwUoenwEO48/gkBWTRCB/9fXaGlghZGH/qkelAiKhWwEoNr7UGUfoUPgKveHIobS9/frFwpA79d/n8L+tApAf/8cCNNAlQn3mTsxgNsUP9wqG2pV9GIPJjW3ANepBdq3bw0fng1afXcNhZI0XPmmBbiWnmjfrhl8O43B4JbumKm4g5NzC792sYUBs7qaEw/Nhn+HCa3cMJ2ZwyK4gJmujphymrnbw0fYNFc4TQyVzcEpuDQVbo7jcVGx0g9z964xD5OYykf+Uxwa3wwWXCe0aheItk15sG05D5FVEsM67FOag/PjeXCder5iDpC8DYwBlGScwbyWXFh6tkP75k3RZewAtHKfWv58kJK0wxjvrA9TngfcgzchM1f53MQofLIDY7xNwbFxh7ebFUzsAjE/NEGeaFVuJ3O8gotT4MobV3UOkDQLp0bZgDfuuHwJWBFyQifA138OIsufg5GJyKXd0aJ5G7Tx74R5JxXHyUX03Cbg9tnGqonAmhyQfQCUizuL/MA1sYFH0yZwszaCiWsfrLomX+1P8hpbuhjAYdJpmQ2WJB7BzBZccKzd4e1iAVOnHlgVXjEkTlO/kPQ92wCo8OYCBHBNYOvujaauVjAycUW/5X/JF6oQ4c3vnWEgu/FRg5YEJdHV2QMbAahU8gqnpjUHl2MFjyYusDB1Qu/lYbIhcSVJ69HNoOwGXFHMBgQ7G8PI2hXeTRzBNbRCm2kHkaS6sAzBWrERgGrvQ5UTMwZsm1oMxlG6DDZrAL262ELK3ygAVfYzUnRRbocWAagOnSPJQuq9MNwKu4mXycpPbM4FPzYSd6Key++2qeyTeRr3nTBExySVw4Xyyf+7/4uQ/yoat69dxb3HiZ9mzLAwDa/vXMeDlxlK1ZeKcy3JfI57YWF4kaKhfC/OQFJ0GCJuPUDme1RgBCHDYOs+AzflcCiKjcCzpKpzgqr0q/gBlvtz0WuLAogq2l5lW4KTAkVb2QdAZf0tTXmEe2F/4fbdWAiUkrGSxG3ozwvA0ttKwxvz/0HC7auIiIxBdhXAJ18/tgGQzLbykvAy8ipuhd9BcpbSfCvJK+wO4qHNolvlcxo1aamwUdLfWQlAstgkQO6LW4gIu4n4NEXsEyF9exAcAhbgviK+SjKR9uA6IsJuIDZZya9YEN8Y22EjANXVh0j3kZraR4fAkX0dogBEtj6Mf7EDgFhy0agpYLH+7znn8KWbK6ZfqNsDMoui5qOlXTAOpbJ//g+jIVsBSL395SL6u9b4bHFFcq1+O/KDmXK7WQlAGuJc4a15aBu4qCK51rCd8vmT/n/2ApAaPxCGY0HrQCxTvoHAco1YC0Aa+r0++hAFIDW+qEF/bcRDCkBk68PYBAUgghxGG05at2MKkXLqV2y+ULdKTl74Fqw+9FD2oNm6HY9MB6pfACRGUV4OayZn19Z+6hMAlebnQKqYA1lP4lW9AiCpANI8xbxQMmNWbf1GsV19A6D66EMUgMj2NQpAZOvDxLpPDkDXLp4HfdE+YLMNzP3mazAJNpvPob63ndHnwumTVCNC4+2wwYOoDxGqDRMbDu3bQ/UhWB9Go8C2bahGBGu0esVPVB+C9WF8iGdvL9OIgaG6/NOpy8aKbZmkhL5oH1AboDZAbYDaALUBagPUBqgNUBugNqBtG/hkAKQosdN38suDVCP1GtW3IXD1UWcmoP5f7ju6qhGhQ+bq1xA49XGCzX5V74bAEeoH72MjdAgc2X5Hh8CRrQ/je598CNz7ODz9LfkG9V/QiAIQ+XZIAYhsjSgAka0PBSCy9WGusxSAyNaIAhDZ+jA+RAGoHt4Z+i9AiDbPkQIQ+YGNAhDZGlEAIlsfCkBk60MBiHx9KACRrxEFIApAdJhQHW2AAhD5gY0CENkaUQAiWx8KQGTrQwGIfH0oAJGvEQWgOia/2qw80GOT4VAUgMjQoTp/oABEtkYUgMjWhwIQ2fpQACJfHwpA5GukXQDKz0RWQjxSX8XJX/HIzFI8XVveeeJ0/B1+EidCjiH8YRIKyoFFAFFKPNJexSMtKRmiOj2tPhe3l/bGwJ9vaeXZNCVpd3AxNBJZEhINRITsA0PQuNs6pBDZvrr1WWH4EvTtvxL3hWLw9w2Ec9e1SBTXbR+qiTZbAagkOxb3zh3B8SNnEJPEr77yl/cKD88dxvFjF/AsRcUny33w/fpRtV8/5Gd2A5AAotRE8PnVPTg4B+l3ziA05AjCHiRpJY69j14UgMj1HUZXCkBk68NoROcAka0RBSCy9WF8SIsAJMTrVYFopMcB19wc5rKXJZpMP1MOOeIHWzDWlwsThxb4X8dANLM3h3Pv3/A0X4zi2JXo0EgPHK45zM0MoWdoj8++PICkWiW3OTj9hRUcJp4qP9b7XMzr+lvBvgEwM+uPg5mMgeTi/u8TMW/vYxR/kMTyPfcnfop1HW3Rf0ciSj5Ie7TrBNLjo2DNG49LAjFKs45gLM8XCyLf76GFbASgwltL8Lm9JVz926NDU2vomzTH3HNpajUuerELX3hyYds0EB1a8GDE9cP8C6lqt62r7X+q7dkLQELEr+sMbgMdGA3cB4k6H8x/ij9HeIJr643P2jeHgxEXAXPPIYdFNywoAGk3LtbkhxSAyNaH0Y8CENkaUQAiWx/Gh7QKQC+XtQbHfwli1UHLu0uY3YQDt5F78ZpJXplEQBCLSxt244FQjOLHS9GW0xarnwpRKhUg6/LXaGXIw+QzOdXc2RahUMgkvxoASJyLguqeuC4RoEhdW5m25fNRqCkBEfNRoPK7kvJts3F0MBeu0y/VDGPi3MrHEOdCKlS9S1z9/oqFfBSpS6rk3xW/WInPzXtiV4rqfjUbc3X7LBbmVG6zyrGLhbnVJNZCFAqqgxUhCoWM/lXbViLMlZ1nJQCSZuLkCFv4zAt/rzvmbASgogehOHU/vayvxU+xviMHxkE7wFftO0kKQgZZgzfwD6QxNitJw4WJrjD0XyS78aCur0n8jq0AVJKwA4OcW6F/d2eYDNijBoBEyN4/EDb2wTiQwNi+CPxT4+Fm6Idl96vzlao+ok3dKACRpYeqLVAAIlsfRi8KQGRrRAGIbH0YHyIWgHL2DoC5WS/sSlKfiFcGIAaOTmMqzxgD92SqSYhFeHtpEfq4mUKvIQeOnb/B7B6WFRWgd3ewc0wAnGxsYW9tA++gJQhPKzsuc+c8aMRKHFjSD95cPTTUt0XgjBCkyIFGfG8bJgc6wlivARrqW6L5gKUIT5W3WfwSJ6a3g6OVDXh29mg2OQRvJWIURixBry4LEJmXhINjfeBg1hB6Fs5o0qQZJv2ZXBkIhOFY3msQVm75Bm0t9WDYegkeM8f83B1WZqYwNjSB0//m4DzTTxLN+8u/uxnjAxxhY2cHa1sv9F96CdnlEKYwVBHebOoKE7+FeMaAYOZRfNWmO36OqBgCVXBjMXp0+h63BGJo3qcAz3eMQ0d3S5iZGsPQxBGd5p7AG/nxCm/9iD6Dl2LH7Naw1DNE26X3VTTLwuOto9HG0Rp29lawbRKEFVdSyvpF3h+r967AoCZc6DbkwKnrItzIKOvzktQLWNbLDaZ6DcFx6IRvv+oOS0UFSFp2fsaK81NN/mv5mY0AVDnBycKJ4ZYw6rMNOarnnBOCUVZ2mBCaXa5JwZVpaGzYCZsT1fti5X0rbEm776wEIEkKTo1xQ7OvL+DKVx4aAOgtTg63hP3Y4xVwJLiEr1wM0XXDq3LNSNREuU0UgLTrH8paqPs/BSCy9WE0owBEtkYUgMjWh/EhrQOQgdsgrN6xHXt3bse+PecQl8d0Gh9h05xh0G4FElQqJ4pgXQZA/lgamYTslBeI2jAAjXkDcUBdkpZzBl+6GMP/6zN4k5eGmK3D4KnfUA5AOYic4w3bLivxOJsBqRhsD7JF48lnIJaKUXB2Ahz0DOE5aD3upubg7V9z0drYDmOPpaM07yq+9TaB78T9iMsWQhJ3DLP9TMAbdVh2Z73w+ix42QXjIFNNEf+DuAcvZEkLs09Hu9E4myeCKPEuNvQyhdMXf+BJTAzSmTYoJ6UM2DlwYOwxELufZEGQkQ7RnX3YeuI++GIxSjLDML8lB62XPJDdDVa7v7xr+K6pDbqtugMRc05PN6KfnQumnXtb+VhSPq5MdgB38H7ZuZdK4rClqylcv7wIqaxNObg2tTGsB+8Dv9p98vHwzw048zANxVIR8sLnoBXHH8sflVVrZOfPMYbnoG2Ie5cBfmYFYDHnLr0+Gz62nbHmLgOzfMRv7gM7l4m4kqMAXQOY+o7EH3fTkP9yN0Y5GqL9yhgUS9/iymQXGPvNwpWkHPCjN2OUhz4algOQGEwy72rWHweyVPpZuc9r+D9bAaiYn47s5OeI3jMFAZYemHw8qTJsS8UofrYC7TnNseRuRTWhOG4V/mfojR+UQLiSjdbQX9rYlo0AJLo8HU09xuF8Bh8RszQAkPgxfmnHQcuFdyoqueIXWNvBED7f3lDx539v4x9bMwpA5GrDaE8BiGx9GI0oAJGtEQUgsvVhfEjrANTI3Btdg4LQPygIAwbMwxnZ0KtsHB/GhUGvLVWH6MiTLRkA6enBxNIK1lZccPQawaXH9zgbVzmZZk6y8NoMuBv3wE5FZUaahWNDLcoASHAJs1zNEbwlpnwxhrj1PWDq+y3u55cBkKPVEBxTgIkkEdu6GsJ5ynkUXJoCF7M+2F2+XzH4e/qDaz0Kp/PEKLrzA1qZNceMw4/LgELe9goAYgyk+iFrssqWgxl6b3lVJVktEWQgK+kZ/hxqA+fJZ+TJT9X9FVz5Em7mfbHjqWKxiRhs6mmKZvNvVSRRsrZlYG8QB85Tz8uH44mQubMvzJ0m4DJfjNK8c/jSxQ5jjmagdvsUoSArCRmxuzDC1gnTzpVNvJedv1kP7FAHq1I+wqe7wrzfJsQrFsd4sha9TX2w8LagrNLnYIUvjijgLQenRlnBftwJSIV/4Rs3Y/TeWlFFyz80BBZKAFT06EcEcNrhl2fqh84x9lLTi50AlIPzUzxhY2kGA10DOHX/FmdeVB0uWnRvAVoZtsEq2dDSsr4oSd6AbobumBNW1bdq6itt/Z11AJR3C0v8XTBs/2uUSHM1A1B+NJa2NES75Qzwy21VkoitXQzhMetqjbarLT1Uj0sBqOY4o9pnn/IzBSCy9WFsgQIQ2RpRACJbH8aHtA5A6ucA8XFpIg/6gStrqAAp5gCJUZxxC7/1sIZppzVVkgBJyBBw7cbivKy6xIiiNAcoZzcGcfRg0dgbvj5N5S8f+AWvxQsFAMmqNQoxcxA60hLcIQcg2hUEjvNUXFfMUZLB1kx4cHpgVwazfTrurh8BPysOLJsHY/m5V7Kkpe4AZIvxJyuS1ZKk01ga1AR2Nk7wauqNxhaN4DDptEYAEu/tD46eBVybKs6vKXx9W2Lw+gcqAJSCHT04cJ95pWKOTMafGG7Dw8TQLEjOToSLwzicfydG9fsU4c3ZBejnbQsbJ0/4NHWBRSMepp5VAqBKfaroW+b9LQ4O4EDPojF8yvVoimatBmDTIwUAKfdHma1Yf3EUUv5BjODaYmJoRV9VngMkRvHTn9CO44flzL4UCWQd39kJQBV9XJgchnVBPOi7T8M1pqqmdP6y/jFsgaWqFSBOc/wY/e/7TPkYn+L/7AIgIeLXdASvw1LcSXyNN0lxODvZFcZ9NiI5I7vyjQ9xDFa1MUSrRaoVIA5aLoiqpOWn6Od/ewwKQJX97t/248f6HQUgsvVhdKcARLZGFIDI1ofxIUIBSISMzd1gzFRXajsHSCoGf2tPGFiOqpIESE+PA89sAA4pqjjSsqqBbBW4vGMYb2OOkSGKikJl0SrDCvO3VPzR21hWAZIeHQ4Li6E4/q7iN/mHh8PKpqwCVH5xynmK899/DivLYIRkyKtK5QBQtWJT/jsmMZUNgauc8F+f5gJux5V4zlRlpDm4OIEHp2oASHpyNGzMh+K4SrJb6TiyJPgtDg80hd244/Ihb8z+M3F2LA/2o/bi+AQnuE45JxvGV+0+BRcx04WLzqvul81TyAvFZJ5jLQEoB2fHWMN82MFKVbPytqrpDwaWZQDEHMfeDIP3VcwDkx4bWbEKnFSMosh58OV0xCa11acKHcuPpwQHiu/YDkDMeRRcnAJn/RZYek8FarJ2Y5CpJUYfrfAH6bmJcDLrhz/f1K5/FP2kzXd2AVAOTo2xhxGHA478ZaDXADq6+jD2+BJhSjdYSqUZODjAFFYjD1f4R94ZTHM0w8Dd/1SJfdrUoLpjUwAi25coAJGtD+NbFIDI1ogCENn6MD5EAAAtREz2W4hzmFc2pPnyyezpRzDesREaD96K53JwKcm8h8OL1yDsnWIVuNZY8SAT4pwsZD85iUWfW4DbdV2VJKAkaSuCzKwRvOOlbE7K2yvfIZCrWzYETpKI/f0tYd9/GxIVK8BJspCVmiXbDwNADroW6Lj4GvgSMQpiVqML1xZfHE5HSdI29DO3Qu/1D8uAgX8P67pagjcyRDZ0T/oiAk/SyoZaFd5dAD/jLtiaJJLNKyqbA8QYCJPw28Bi4F7kqkm2qwJQNo4P5cJ2ZAgEUjFK3lzFAn9jpQpQ1f2VJO/EQEs7DNzxvLziU/IuCW+VwK0sWclF9FwvcDr9hnSlBRIkF6fA1bwx3Gw98c3VsipOtfuUVWJsMPpIhmxeUm7YPAQY17YCJELmH/1gad8Pe14qknMR8lOSka8BCMsBSPIaf/Q2g02/bbJFKkpSL2FRWy50lYbAiUOGwsJ+HC6UVwPr7qTsAyABXh7bjNOPM8qqCZI03PimOQysh+KYDGpy8GDrLCzc/whFkjhs624Gm6AtZf6QH4v9wfaw7LsdGUo2UV1yS8Lf2AVAqjZYdQicNGoz5s7fi5f5IqRu6gYzmyDskvmHAMl/DADPsi/2arhZRIIeqm2gAKSqOVmfKQCRpYeq/zCfKQCRrREFILL1YXxIqwCUtK4jODo6YJIVxctsyIHy1Y3ybv2KoV6maGTmgCZNPWHPtYHfF9tkQ9OK435DF47idw2gZ+qAgIGLcEm2NKxqx7/F/Z87w86AC2dPJzj4DsOisS3hzszjYaoCL/ZgUnMLcJ1aoH371vDh2aDVd9dkw8BkFSDzAAR1coGtszscTIzhNfIPvJYtzpCLuF0j0dSUAxt3L7hbm8CuvXxFNqkYOYdHw8XSCa3a+sPTyhJ+M0/IHn5acGkq3BzH46Lszq4I2UdHw0XfFA4ebhi8ReX5O4ILmOnqiCmnFQ+uFIF/7mu04lrCq107tPDpiAnBLeAx7YIc/NTtT4CEfePQwoIL55bt0KG1NxxsW2DB9apzOvKPjYSt/Vick1WX5P0oDMP8JnrQbTIHd8ofOFvNPiVpuPJNC3AtPdG+XTP4dhqDwS3dMfOSfAhcpfNX1YpZUvwpDo1vBguuE1q1C0TbpjzYtpyHSObYVfqDL1uYwWH8CRmEim+vRDc7A3CdPOHM88Go78fAz20yrsn6mgG8JuD22fZeD6FlIwDFbuwLF2MjWLt6wduRC0PrAMwMeVE2j0TyGlu6GMggmvEH6b11CHYxginPE148M3B9xyIkVgGjavRSB+5a/o7tABQ1pwkshvwpj4UivPm9Mwx4E3CZseO8aGzu5wIjUx68PHkw4/pg4v5n5Tc31CVLpH1HAYhsP6IARLY+FIDI14cCEPkaaRGAatk5krdIf3AdEeERiE9VQEAtf1spCRNBFB+J27ceIqvSkBL5viRZSL0XhlthN/EyuWLcffkQOH4WUqLDEP04uWJ+jHz/xVkvEBN+FdGPEpWGjpXttyA1BnfDruFhXHrFpOVK7WK2EyHv5U1E3Higvm1VthejMOMZHt6MQGKWuqWJ1e+v5F0cnoT/hYjIR8jU9JT5rIMYZeteXumRJU7i59jQ0UTNogliaN5nLvixkbgT9RyCf1U5ECH/VTRuX7uKe48TIanDPkqyY/EwPByxKSr2In6A5f5c9NqSUHlehZr+rS5hZB8AldliSXY8nt28ioiIh8hUqoCVJG5Df14Alt6umDtVKkxGXMRV3I6ORZ6GlRir6yNt/43dACSPSQq7lLzC7iAe2iy6pRRfcvH2yQ1EhEchOfPfL+ihLZ0oAKlorNCakHcKQGTrw/gtrQCRrREFILL1YXyIfADS8gWhHICUEkZtJQ2f5rhvcXWyG9zkc32YYxbHLENbji8WRbGrCqDaX0VR89HSLhiHlFbtU92mNp/ZCkDqzy0X0d+1xmeLlZNr8gOX+nOpaHd9AqDCW/PQNnAR7tejGEQBqMJWa7JlbfydAhDZ+jA2QQGIbI0oAJGtD+NDFIBqAKyi6DX4Yugq3Csf+kW+qO97wSz++yQ2bDgnn/MhQvaxr9F3/BbEKuZI1dBn73v8j/X7vPAtWH3oYZUKXl2PV78ASIyivBxWDZ+qjV71CYBK83MgZbnvqWpGAYjs6wgFILL1YfyJAhDZGlEAIlsfxoc+OQB5eniAvmgfsNkGbG1sZHPW2HwO9b3tDAB5uLvRWENovDU351IfIlQbJja4Nnah+hCsD6ORkZER1YhgjRx4PKoPwfowPtRIT0+mEQNDdfmnU5eNFdsySQl90T6gNkBtgNoAtQFqA9QGqA1QG6A2QG1A2zbwyQCIORB90T5gsw3UtyFwbNZCU9uZgPp/ue9orCE03tIhcGRfA+gQOLL1YeIeHQJHtkZ0CBzZ+jA+9MmHwGlKWOj35BsL1ahMIwpA5NsqBSCyNaIARLY+FIDI1oe5FlMAIlsjCkBk68P4EAUgQu+QUtgg13koAJGrjcJvKACRrREFILL1oQBEtj4UgMjXhwIQ+RpRAKIARIcJ1dEGKACRH9goAJGtEQUgsvWhAES2PhSAyNeHAhD5GmkVgEr4aXiTkqGyLLEIkoxEZGXlKiXmAuQ8DcPlY4dw9upDZP+HlqRW3NGm7+Q4EwUgcrTQ5BcUgMjWiAIQ2fpQACJbHwpA5OtDAYh8jbQIQNk4NIADHV0vfHdTCXb4ezHYSAe6TefiLgM64ucIGdsEJg0UK2U0gEnrH/Gwnj0XQ1MiR78nz4koAJGniaqfUAAiWyMKQGTrQwGIbH0oAJGvDwUg8jXSKgAd6KcPHV1PzL2uDEC7MdBAB7pesxElFEN6ZjwcGurAtMNC3Po7EUk392P5vE2IoQCkVCEj39BUE1Q2f6YARL69UQAiWyMKQGTrQwGIbH0oAJGvDwUg8jUiHoBytvaAvk4D2A7ei0wJ+R3K5sSetr129kUBqHb9pE17ogBEtkYUgMjWhwIQ2fpQACJfHwpA5GtEPAAVPViGQA4z/M0ADh3G4deTjyCq46R1bSZi9NjkO0FdNaIARL6mFIDI1ogCENn6UAAiWx8KQOTrQwGIfI2IB6BSaS4Sj36Dzg4GYJIaBoTcB29FrID8zq1rYk23Z4emFIDI14kCENkaUQAiWx8KQGTrQwGIfH0oAJGvkXYBqL8BdHTdMTtMaQ5Qzh8IZuYANZmDaOXV3vgvcPW3L9DKrAF0GnAxZP8/dA4MrYRpxQYoAJEf2CgAka0RBSCy9aEARLY+FIDI14cCEPkaaRGAcnB+nA0a6Bij56Z4lMiT+cLb36KZng702v+MRLEYpRJR+d+YatCtmW7QxURaPgAAIABJREFU1dFDh1XPUEwBQCsA8F+vVFEAIj+wUQAiWyMKQGTrQwGIbH0oAJGvDwUg8jXSIgCJkRMyHHYNdNDAwg/jFq7Gpl/mYqCXEXR0jPG/VY9QLM1F1Fx/NO0+Hkt+3YDNK6ahk70udPQ8Me86nyb/FAC1YgMUgMgPbBSAyNaIAhDZ+lAAIlsfCkDk60MBiHyNtApApZJEXF3UHY2NGsjn9+hAR98eHaYfwGvZMtciZIV+jbY2euV/b2jqiYGrw5BHk3+tJP//9eoPc/4UgMgPbBSAyNaIAhDZ+lAAIlsfCkDk60MBiHyNtAtAcogpzo7D05t/4VZ4FBLfCKom9sIUJNwJQ9Sdx8jKEVX9O4Uh2ief0AYoAJEf2CgAka0RBSCy9aEARLY+FIDI14cCEPkaEQFAtKpAvqFQjSo0ogBU0Rek2gUFILI1ogBEtj4UgMjWhwIQ+fpQACJfIwpAn7ByQGqySNtVN0elAFS3/tKGfVEAIlsjCkBk60MBiGx9KACRrw8FIPI1+uQAtH7NL6Av2gdstoHhQ4bI5qSx+Rzqe9sZAPr15xU01hAab7t07Eh9iFBtmNjw44IfqD4E68No5NO0KdWIYI2mTZ5I9SFYH8aHrCwtZRoxNxTq8k+nLhsrtmWSEvqifUBtgNoAtQFqA9QGqA1QG6A2QG2A2oC2beCTAZA2hsPQY5JfimSTRnQIHPn2xATU/8t9RxcHIXSILx0CR7YP0SFwZOvDXC/7BfUpv3vNpuvnf6WtdAgc+T70yYfA/VeMn54n+cb/bzWiAES+thSAyNaIAhDZ+lAAIlsf5tpFAYhsjSgAka0P40MUgAi9Q/pvk3P6u4/vdBSAPn4fv68dUwAiWyMKQGTrQwGIbH2Y+EgBiGyNKACRrQ/jQxSAKADRYUJ1tAEKQOQHNgpAZGtEAYhsfSgAka0PBSDy9aEARL5G2gWg/ExkJcQjLeEVMlLSUSD5QB0mjMCaAUH4+Wau5uRenIHEW6cRGnII5/6Kxhu+0rHl7UpNiJe1S6quXeIsvE2IR2rCK7zJeIviOibR73uH+9/8vjBqJQYFLcMdodK5amq3JAVHhrqgx4aXKGG2kfCRl/YPVPui+FUo1q48ikRx2T75+wbCueva8s//pp2k/6Y+AJA0MRJXjh7EqUv3kFWjPYggyUiGoMbtamFXmuztA3/PTgDKRnr0eZwKCcGV6NcoqE2f5GfibXIaJOpiVG1+r6VtKACR4yvq4i0FILL1YTRjbQUo7xUenjuM48cu4FmK5hyt4E0C0l7FIVX+SkvJRJGW4pU6H6npO9YC0P+zdyZQUVfv/y8lYGQZdhjADVHEfUttsczUJNG03PelMrM003JJLW2xtMXcKpfK1DRxS82UTNy3MM0tF1QSQWRgBmZ+A0c5nNf//5kFhmGGJU0+4/dyzpxZmPksz/u5z31en+fe+1GfJ3Hratau3khiktpxDm3WQn9pLzt+/J61cb9yNkVT5vfLstu9/H8lApCWix+04SEXBUofJZ6uVXFXtWH09yfu3Mk1G3gxNIgh6zLsiJFN6rZ36BbpjVdoIx574jEerhuAR0ALJm5KpsBgfVw+KKs9xEPKWjwxdA77krPN29Ny8cOiY6/m4oJ3naeZtO6sfEBIm8D8Ea+x4qS20Aa5m4YSFjyATVllB/fbpz7kyeAYll7OJv/yGsa0jKZth1ZENR3CmgtmO+hOsPCZOjw9548izdJWM0jVgEl7nashVKTROTcAabiwpDd1lYFEt2lDE1U1lM3HseOaxbdtfEN9grjx7Qh9yI1uS24U+lJF7FUZ33U6ANL8xnttgvGPaMkTberi5+JBw5fXklYa2OgS+aK9kgcfqMbz36U7jTaSPwgAsmlnMkvsBADJWx+pDTkjAN069TX9I5UE1W/Do41VVFM2Y+KWq6aLrNZtIOcwM5o/hKunDz4+podf/dHEa+Svi6W/c0YAyt39Do+E+FGn5WM8Us8PF49oXo1LKqmPpJX+H/a++zTV/WvSpnNXuj/VnAaDvyfHWkeZv65UADozoyWK5tM4LVUPtBeJH9sMhW93frhm4+S6THJzbD6zGFaXiUFrk7yVAkC5B6bRVhlIh+m/kmauWhQYMkmJ/5LFm5OMAFTsuAxqUvcsZlRzJV4tp3DYCA9ain0n4y82jmqMwq87PxRCks3x6jTccpjMaMmzPYccNXkOv2+zbYstrJ/V39FLWZMx24sIvhgA6TLJKzx/2+1pufBBW3w6zydNn83VuU9QfdAa9IY04vqqaD/nLPkGDWfmtCfymS+4UGw7qazrE0T0+F3kWR/PffTamQEoP3kZLwSG8PzSc0ZYz09Zx8ha7rSYeqgIYi1apf7MxGYq6sX05PFAd7p9k+Y0SbbTAVDOEbb+eIAsY5vP5PSsNri7Pc5nf9vENos2hmySv46lRrMYOlX3pMdyAUCWxEM828bzir8XAFRxm91rv3M6ANJfYWWPAFTPfUOylDPok9kyrBbuzadwwja/yznAtKZhjNhg7yK2/LWRfMEZAejWsTjiDl0zAY/2GB+1dcet3Wyu2MlFszePoE5QBz4/5lx9j3U7lQ8AGXTk7R5LPbfmzEw0Vy1uHuCrgS0IDwwiJCCQqJhp7DIDxq1jCxnxWAT+3l54uHsS/vg4fk4yJwsOAegqK3v4oew0j6t2BDUZxgZuzAnH7dMf097Tl+e/NVWJigGQQcftE+/Rxi2S8btsSro3E/iiZyPCQ0IICg4jsm5dohoNYuWVDA5O60SvGfN4s6UfLu4tmXlMg+7wQka0CcPD5UGquPrRqNt0dl01nVdewjt0bDuGLWmmAHD7zAL6NX+WuYfN1Zacg8yJacO45QsY2kCFdxUXfKtL+xvMqqvZGAEoMIaJb3Uh0rsqVRRhPD31F9S2ttBfZGEHT5pPPcwtg4ZT01oS+fI2cg1qfh8VyaMzE9EfncWTkbEsO1dUYTLZL5vr857Co9lkTtoGtcLkzTkCmHVDsX7tzACkW90L/5CBbC4c8qlm18s1cH9yLtds/SAtgY1xf5Cj2caYmgoBQPfQf3M3DEbl2oJZx23bl6nt5CevZkjtaN7YtpGxdQQAWbdP8frO46sAoDu34X/th04HQBkr6ecfzNC4ooQ5d/tL1HR/gi8v2VzoEQAkg4uNarYODcG1xXTOFLvILbWNVH7qHUDEqF/KN1T7HvadFWl3sgGgvOSDfDcwEs8Gb7DPWObMYO+4KILaz+J4uo4CTSKLYoKoOWIjOoOO3APLWfDTEdQ6Hfmp8UxsoqDltKMmp3EEQFnrGB7sTscvHZT0jCLZB6AC/Rk+fdyN6i9usVMl0pH500BCFe34/Jx1Q9ZycfZjKJtP5NBNHbcvLadvWHUGLT9Ftl7NL8NDUXjU4YVFieSkJZN1YwdvRnnSYNi3nE3Xoj+7hrHNPFH1W4VaOrbry+nlF8yQn6ShSNlcn/80igdcjOctzUG6dWwqLbza8cXZFK4dmU0XrzAGLT3I6T/Pky3ZbNNQQqu4UbffAo6npHFpWS/C3Vvz0QmbJEuzkZdClfT63jTkSf/LKOpGdmf2Nx/St0Ezpsb/zsy2kfRefs5uaVQKarW8Y/neDGoVcUhn+K7zApCWv2e1RtH4bY4XwqmWpI8ewb3+GxxyNMdHANA97ow0HJ/cGNfw4eywO1w1ld9eqUfk0J9Qa3YwTgDQPdZH/snxncZRAUDy19jZAOj2yZm0VTRi2qGi4fG3z37A4+5RvL3H5sKxEYB8aNFnHG9PeJsP56/lZIp1biV/fZyxAlQsbkgaNHGl+ojNGGwBJmcv7zRS8OiYL5g1uh89Y7szZNxn7E6yySVtfyez95UOQC4PWO6C+yDeLcbw83lzQ5CSrlo+dJ+fWDgJ7uynHfFq8CZHCpM3HfmaFNKSTvLdC4FUH7GxdAC6+RXd3H3ov9pUVjVWbR6y7N+NdrP/sgs3Jqe4wXdd3fHr/2Phd9zCOzHh3RnMGNuLFgGeNHhlPRnFrqJLFZPaVB++wUTJur/4pK0Hnb68TL7BBEDeneYVXnnP3TaSGt5dWGKu+Ej7VS+NRRnQjw3GROgK38YqjedpMKSw+nkVrdu1RPnoB1zSSfOS2uL16AdclGjd0RC4gN6syzAHj6zVDAwIZlicTZk5bRFdFeG8stUyfC6DpF8WMff9T1i15zT7J7ciqv8Krp7bwoIpY3lr+tccshr6d+uPd2ihaM1HVvOPijUsmTWCih6b0wBQzlUuHT3En4cP8ueRRFIyNPw5pTHurd7lXOEVnWxSv3gS94hX2SMASBaJ9K2Tn/FMgD/PzDthd06hYd/btKjRg5VSxVsrAKii7Vd8v+zkUQBQ2TaqbD9yNgC6dXgSTd1b8YHVBdf8y5/RwT2CcfE2AKS/yu+fvcmUKZOZPn443Rr44F6rL6vOOw8EOTcAafj7i44EBHRk4Sk7UKPZyqs1XPBp3IO353zNj8vnMOaRADxbTedPq/y8sttIWfuvdABSNJ/KiYx/OL3qJZp7V2fIGgkOdBRkLKGHwgXfmlE0iK5vfkTTrPscTuXoyE/awPSYegQHhlO3fhQ1fR8idPiG0gEoaw1DAt15+ouLhZWL2zka8rKOMqulghbGCpKDCpDuJB+3dafu2PhCAHINbE7PQYN56dW3+TLuGJoSiX026d/1JDisC+//uJXtCwfTwOdh3j8qXQExAVDwwDWFdJ39dQyK6i/ym9VEv7ydo6mj6MjXKVJAziZ1QWe864wmIW09I2s8woe/vE875VMsuHCOBR28afNeoilpcgRA1osgaNYzUuXPoLU2AJQ8j86K2ry+wyYoGXTk/PYGLeoPZlPSft5tGckLc9ey+rVWhHf7ilQz/N0+8S6tFc1474+iKz1lOaIz/d9ZAOj2yc/p1STa1HYaPsY7O9I5914r3JtMKlEBUjR+i0RHgUtUgO4ZGOUn/8ybzX2pM3AFycUuppgTMl0inz4RwuMzfuNa0kWun1/DS7U8ePbL06jVzpMciEUQ5J1gCwCStz5Sf+lsAGTMC9wbM922AqRoxDsHy8gVUtcwROVKa0t+UyLXkp9ezgtA2aRvfZ0WvhEMWWl/lE+Bdjuv11YQs+haYd+Yt+cNot3b8PFpO8AkU71kAEDmRRAM6ewaFYGixTT+khIxI6z40HelvZWn1Pz2Ug2U7Wbxl3EuQwZbh6oILwuA9Ekse1aJd3ubZZp1iXzQqnQAunV8Jo96qBixXjoeB5BUQuRM9r5ej7pdhjO8WydieoxkztZz5snmJQHI8GNvfH1fYO3Nosacs6o3/oGWCpCO/Auf8rRXfd78YjTRjd/kSNYR3m3uS+zHs+nm24x3j5kDyZ0AUMZynvcKslMZ2sYbTaJ5ZVMy+Ve/oHPg86xV67idOI3WdYrA7dbe8TRQtGOe7bjeEvYpOk8BQPfGFpplsXj59yHOUgU0ZLB9RBjesV+T6UgfAUCFQf4/9dO0Xcx6PIDQmM/4y+7QNykurmZISDUUCoX54YbLgw9Q1dWDyFHS8Nx740d3uh8BQPLWSQCQvPWR2p+zAVBB2hJ6ePkx4MeinM6weRjh3l357noZ9pZWhWvmRsO39pRcrEemMc9ZAUiTMJ0nAlV0/eJI4cX5EvFel8iHDyvM88RN2t06OsXpRv7ICIB03Dr6Di3dI3h9RwYF+kt8G+tHSOxCLlmuTOvTSLsqrUSVztoXlAT1XWmsuuRf38Gk5h5lV4D+//Kr+t0Tae7hQ5vXV3HBkgRm/M6kxu42FaDJJKbfIPvaGf5c/xEDor0JiZnH38ahQ+UFoDTWvOBH9WcmMn/x16z84Ud27DtNjvHKbkkAyk9aSFcff5759JjJ8dSHmfuUH6q+K01zgKSGrjvFp48rCFGpqDliM7mGTA6Nj0IZEoxPE6ur+BJABkmLNvxTmBQVWwVO2pajCpB2FxPrKWg/93xhpazA8A/bX25I0zFbTZWu9G/pFfSkcfJi7s7RRLWYUrjogW7lC/iGDGaLoyROpgGrRCN3cJzOUgGydz755z+nk3cAsQv+MnYkt859Rc8QP7p9dcGotWH/l7wxcRlnjG0um7ysdHSpGxhVQ0HXhVfQqdV2h2XZ21dlfuZ0q8BpjjD/GRWBj09j79Ub6DJuoFOnk2seqlhcF6tkQQyBK4xvlelv99u+BQBZtTEH/UBla+50AKQ/y8KnvQmMmW/K6XJO8233EPyeXUSKlBNl7eGr195k5XENt5MOcPB0mjn/0HB94ygaKWowamvRAgqVbf+y9u+MAJR77FNiVAE8MX0nN6Q+KOMG+sI+P4OjC8Yw+VvptieZ7B9XF/fG49gnzdHXJ7NrTAM8Gox3PJdYhu2oUgHo7/fb4NVmZtF8BP1ZvnrGl9ChcUYAuHVqKcMb+aIMb0zbti2JVgXSdMJO8gzZqDe/RlOlH3Vbt6ZxdDuGdm9MnZfMV0A1WxhdK4yRGyxzWKyDmZZrmyYTW9ebh7xCqBsVSai3G141n2DaNgkWtCTNbYfCPDfpQRcPgiLb0HfKKs4VrpylpcSx2xVXy+WFMQSrWvDcCz15PrYDzVVehHVbyEWdmviXahE+LM5qFY1Mzn7dl/peCgIj6hIR4ElwW6vV7Yz70PL37MfwcAlk0I+pxs4/d8er1H3IlcZvJxRdHdFfIW5gdVy9VETW7sbiy9nkbnuR2mFD2GoZYqf5mVdqqhhuOwfIkMb6foGoBq9Fb9xnNhlxQ2nQfBx7C6tTqeyd/jSNG7WiVfMnGL/OlEBLS4offKMeyi4LS7+HiV17Wesk39fODEAFhgz+/OxZalbzIjRS8n0lDQcv46IZeK5//iRuqqH8IvnI9cXEKixz5MzPVYovrV5WJ1BZ/3c2ALp18C2auNjY+oGq1H093hjviuli3Xa08UyI8qX3CudJDCSfEBUg+cY3SR8BQPLWR9LI6QDIoMNweC7da1TDSxVJXZU3ygaDWHnaNGolP+lTOripeHGTmrzdk2ih9CQoIor6tfyp5lmLru/9WnLFWutYKLPXzgdAGhInNaJoXr65P6pqXt1Yf5H57d2MhQbpJt35l1YzurESRUAEUTV88QrvyAe7iobEVVbfX5H9ViIAlTPA6NO4ejiehPjdnLmcblWR0JGXcpJju/dwKe3fjH3PIO3PPezbuZOjJ5Icl/rupFFpt/NaRBD9VhY5RV78q0RW68KyUlZIu512isRdOzj4x6U7Oy79NS7t3cH+P5KsIKt8dtes7EVQxCvsNsNS9uk9nEwqOSeohLPpjvJecyWd51uAqHz7K7GdO7H7f/xb5wYgkx55VxM5FB9P4rlrRRUd/XmWxKhoNSXhzvzuP7Z/eXzF2QCo1HO6j3SxnKcAIHnHRQFA8tZHakfOCEDG9q+9zNk9O9h38DRZVovxXFsUQ2iLSRyxjBzJSuLM3h0k7DrA5TTnmVdiiXHOB0Cl+3z+pYXEqlowfZ/VnPGcf7iwbwd79iaS7mgRJRnkAxZNbJ/lD0AyNp6tMUu81+5mcgNPovvPYeOv8ezb9j0fdIsgsP0nRVUvuZ5fxmZerl2LUVsqdmX51v6JNAnuzg9WK9mVsItcz7mcx3U/AJA9TfISxvNwmylFHVA57WFvW5X92f0EQPeTLha/EABUerJhsVNlPQsAkrc+kl84LQDZ61e0u5jUsg0zrJNre99zos/uLwDK5OCEljwy1fkvjlrHVAFA/3GD0p9ay8ejXqDrU+3o0Kk7I6cu43jqv6lY3euArOXK+tl8uaVilZysXfP58Idj5P3HdrV24nv9+n4FoIKcDAyW+XZOrt/9BED3ky6WtioA6F7H84rtTwBQxexl8et7+XxfAZBBgyGrjJXgnKxPur8ASMetrIyiKRZOpoWjdnnPAShXo0Y8hA2c2QcWzfsCKcF25nO4349d0icr9ZrQSKbxdtyYV0Ubkqk2Umz4+68/hT4y1kfSqEvnzkIjGWv0c9xPQh8Z6yO1oYjatY0aSYBUkb8HKvJly3elpEQ8hA2EDwgfED4gfED4gPAB4QPCB4QPCB+obB+4ZwDkqBQlPpd/yV1oZNLovh0Cd5+UtSU/lQLq/2XeFEsky1RTMQRO3vFeDIGTtz5SjLu/hsDJ394VzX/utyFwFT1/Z/j+PR8C5wxGEcd4/wWju6mpACD5+4cAIHlrJABI3voIAJK3PlJ/JgBI3hoJAJK3PlIbEgAk0yukdzNhF9u6uw1RANDdted/4Z8CgOStkQAgeesjAEje+kgxUwCQvDUSACRvfaQ2JABIAJAYJlRBHxAAJP/AJgBI3hoJAJK3PgKA5K2PACD56yMASP4aCQCqYPL7X1ytFtuUf0Ox1kgAkPz1EgAkb40EAMlbHwFA8tZHAJD89REAJH+NKheANNdIT1XbVCA0ZCf/g0F/l42njWdml67M3pdJgXYPH3eL4f3dmRQYskk/FMfPB5LIv2swVLFt3j67jBFN/HB3VdLsrXhy9s+iR8wMG7uU0x76Kxzf8BPHrvwH9xrSX2H1CzXo+NkZk630arLsaHX7fBxzZv3IJfNdntXLn6P6U3MK31vDhDO+dnoAyknlxuVk9OVoY7fSL5Oakn4X20Y5/fgO26JzA5CG7KuXUKvLasPZ6FMuo3HCO3ALALo37eDfxlcBQPLWRwCQ/PURACR/jSoRgLScfbcVihbTOWNOlI3B+vpCYhSRjN8lwcldNGDWjwwKUDFyo5oCzQZeDA1iyLoMCgwp/NDdG+9uS8i6a/uryDY1HH0rGo+273FGk07m9XRyNw0lLHhAuc4/b9+nvPT6Ev622DBtKT29vemx7Fq5fl8RG98+9SFPBsew9HI2+ZfXMKZlNG07tCKq6RDWXDAna7oTLHymDk/P+aPopllpqxmkasCkvffHjc6cGoB0iXzRXsmDD1Tj+e/SS/WR2yc+oYPyQR6o1p1V6rvYFu9aO3N8TM4LQFrOzX0S5YMPUO255egd2Up9grjx7Qh9yI1uS26UqmNF2vi9+q4AIMe+e680KG0/AoDkrY+knZgDJG+NBADJWx+pDVUqAJ2Z0RJF82mctiTvUmd/fQFdFJG88ZsNAOkyyXVwl/rb2gzyHF3N1meSJ/3OIQBJImXbv8KtyyTP+tgKkxEteZqykvnybjODjQMCCR26DoN5+/YBSEteVmaJ49Sv6IGy5svs0lg5m97elWMNuVp7nxf97rY2k9uF51j0uamj1HLhg7b4dJ5Pmj6bq3OfoPqgNegNacT1VdF+zlnyDRrOzGlP5DNfcKGY3VJZ1yeI6PG7yHO4fdv9yfe98wJQNslfx1KjWQydqnvSY3kpAKQ/x/Ju1Wke04EanrH8IADonkBG/oXF9KjelNinq+PZbal9AEr9mYnNVNSL6cnjge50+ybtnhxbaQlzRf8nAEi+8U3SUgCQvPWRNBIAJG+NBADJWx+pDckfgG4e4KuBLQgPDCIkIJComGnsSpYSeQ1/LR5Muwg/vL08cPcM44k3fuK6BYT0l4mf2okILxeqKEJ5auxoOvvZqwBlcmj603SYstOYnOclvEOXnu+xYlYsUcqqVFGE8fTUX1Abt5vG8QUDaBUWQHCIP0H1Ypi5/UoJKCkwlHebyawZ1oAwZVVclOHUrf80HxzQFK8A5Rxh6dBHqePvjZeHO55hjzEx7iL5hmzSlg2kocqbKi6+1Khbl8ZDlnMj63dmdnyS6RaAzDjIkqFtCPdw4cEqrvg3jGXW9svmY87k4LRO9Jq5hI+61UVZtQqKsPbM+DW55DnpL7KwgyfNpx7mlkHDqWktiXx5G7kGNb+PiuTRmYnoj87iychYlp3T2iRk2Vyf9xQezSZz0gHEVjSBqszvOysA5SevZkjtaN7YtpGxdUoDoGzS1wwgosEY4jePJlIAkI0//0eBXX+F9QNr0/C1LWx/tY5jAEpLYGPcH+RotjGmpkIA0H1wUaUy45m9fQsA+o/a+F30VQFA8tZIAJC89ZHiXqUDkFvtHny4eBHLvjI/vhhCUzdLBSiDveOiCGo/i+PpOgo0iSyKCaLmiI3oDGqOffcZG48lc9uQTdaucTRVNOe9P0zJt27zcGp6NOWNzRcxpOznq951cK1iD4DU/DI8lOCBa4wVGKn6EurmRcN+CzieksalZb0Id2/NRye0GH4bS3TQk3x8KJUCg5pzX3YhuMYwtmfYCl3+bWZfOsyCWF+Cn1/A8cRTZGh1xQFIs5dVX6zhrxQtBfpr7HujMYrm73BKpyM//TwnPumEV1g/vj98jLOXUm2G92WwZ2w9PKOHsPrPVG6rT7Hp1aZ4hvQlLkU6Zuk4Vbh5RTNw4QHUN/9iRe8w3FvP5FyxCo5k+428FKqk1/em4Tb6X0ZRN7I7s7/5kL4NmjE1/ndmto2k9/JzJeHJoCN3+0vU8o7l+zRbWznfe+cEoFR+e6UekUN/Qq3ZwbjSACh9K69F1WFEXDK58a8KALqLSYu9ZNPyWfYvo6hfZzA/p6jZM6YUALIcjwCgewOmFnv/Dz0LAJJ/vyQASN4aCQCStz6yAKCHfKJ4KiaGWMujc1OCXcwAJHXwtXzoPj+Rq+fPGh9nP+2IV4M3OVJYScgmNy2JlNNf0yconJc2S4sqZJIwujYenb7khqUidPN7+viWD4DCAnqzzgI1WasZGBDMsLgUdo2qhU/XeZwzH8vVP+fwjFc0k/fZDocrCUD2tynNQcpgQ39/QoetJ9fcwdodAqdXo7lygYtLnicofBjbzUPeSgyBs57fpNnCK9W96brIUvHRUZDyDT2U/gxaK+3bdJwBfVaiM+/bsKYvASGD+DnLxnnTFtFVEc4rWy2LVmSQ9Msi5r7/Cav2nGb/5FZE9V/B1XNbWDBlLG9N/5pDxkqdaTu3/niHForWfHTStjpksx8nSDKcEYAM+96mRY0erEzKpkBbGgBlcGRyM2r2XGaspuYJALo3SXZWAtOa16DXt1J1N1Nw5sPjAAAgAElEQVQAkBPEAQu43o/PAoDk3y8JAJK3RgKA5K2PLACo1DlAGUvooXDBt2YUDaLrmx/RNOs+h1M52VzfNImuUUEEhkcSXb8Gvg+peHGTlKCns/YFJcGDfyqcV+N4DpAdWAkewCYLAGjWM1IlAcNVVnRT4OJbk+jCY6lPw6bdmPdHOQDI7jbLAUD6i/wypQv1gwOoHhlFdA1fHlIN5ZfyAFD6YmIV1Rn9iwVadBRof2VshIJnFiQXApCl+iU5RO7GIYQG9GOD5fwtiUjyPDoravP6Dpu5WQYdOb+9QYv6g9mUtJ93W0bywty1rH6tFeHdviLVDKC3T7xLa0Uz3ithK/k3EtsEx+kASJfIp0+E8PiM37iWdJHr59fwUi0Pnv3ydImVxm6f+Ij2IY8wa/d5ridd5Oq6YdT2eIZF58q3apytrSrrvXMtgqDl3MftUD06nQOXLnI96SybRtTCo8sXXC5tBT5RAbo3cGqJgf9DzwKA5N8vCQCSt0YCgOStj5SbVPoQuFIBKGsNQwJ96LvSzipHmq2MrqHkyQ+OmCYKZ8UxQhVmBqAMtg4Nwbv7UrItnZaxklPOCpBdWLnGpoEB+PRaUVgtcZzclReqygag3F9epKbycT4+ZpqwbtgwmNCwcgJQ1ir6+/rSd6XVJOmbP9DfP6BYBahcAJSxnOe9ghgWJx2zlWOnbeONJtG8simZ/Ktf0DnwedaqddxOnEbrOi/ymxnUbu0dTwNFO+ZdKn0hhmLbtt6PjF47HQBlrWZISDUUCoX54YbLgw9Q1dWDyFFbiulpWDMAVTXL9xQo3Fx48IGquHrUYcw2K5CWkR72fMa5ACiD9QNDqFaojwI3lwd5oKorHnVeJt7chkqcpwCgYr5bwj4y91E5H68AIKs+TqZ+JABI3hoJAJK3PlL8lTcA6S/xbawfIbELuWQZ8qZPI+1qGgXqFfRRBjJgdYpxFbfM+PG08LBUgLK5vrAz3oHPsvRvae7MZXa99TDKqncCQOmkftMVv5CuLD1jqfhkk3PlMjklAuTdAyD9yudRBvVhnTR3Rv8PeyY0w8OqAmRYN4Ag3+6svG52NushcPoLLInxIaDTHE4bKzrpnJzdHv+QPqwrnANUNP9JcgiHFSDtLibWU9B+7nmrOT7/sP3lhjQdsxWNZIP0b+kV9CRfXsomd+doolpMKVz0QLfyBXxDBrPFtrJUwnbybzROB0C2Ni4xBC6DowvGMPlbq6XLzb8RQ+Aqwx9LDoEz7P+SNyYu44wxDmaTl5WOLnUDo2oo6LrwCjq1upQVHCvjHErfp1gFrnT7VDYcCQCStz6SfwgAkrdGAoDkrU+lA9Df77fBq43NhPvUr+imrM/bCaahVrdOLWV4I1+U4Y1p27Yl0apAmk7YSZ4+me2vN0bpF0nb1g1p8MRAejaJYLTlKnVGArPbB+Emra4WrqJh7wkMbVqbUdIcFs0WRtcKY+QG6Yq2mviXahE+LM44Byd324vUDhvCVstVV83PvFJTxXCp8pFzgh+GNMRXGU7T1m14uL6KoCbj2VviRoQV2KYhg5+HqKj14s9Fc4DMxyAJlJ+ykfFNlPhFtqZto/q0H9SNphEvFl4Vzk9exZDqrnip6hDRfR6pmdbnpiPvz8UMjPJCERhBVG1/PIPbMDHughliih+ntL/crSOppRpccg6QIY31/QJRDV5rXpo3m4y4oTRoPo69Ny2Onsre6U/TuFErWjV/gvHrLPvJ5OAb9VB2WUiaZU6WbVLuRO+dH4DimRDlS+8V5mWw9ReZ396N0OEbCn1Q8gXpkff7WOr79uRHsQz2Paw2ZLJ/XD18n/+usK1d//xJ3CwXPq5LQ1sfQKpyFT6q1GTMduep0AkAssRMeT4LAJKnLpa4LD0LAJK3RgKA5K2P1IYqsQJUAePo07h6OJ6E+N2cuWx9V/pM1Kf3cmD/X2jsJdb6VC4fiOdgYlKJxM46kFTsdTY55w+yb+cODh+/hN7efu92Mq9N5uKB3zh6JsWq+lJkv/zUvzgcH8+pKw4SIF0KSQfj2ZNwlNQ7qMBoVvYiKOIVdpvhMPv0Hk4mlZwTVMKeuqO811xJ5/kWICo69hLfvdu2+w+25/QAZGOT/EsLiVW1YPo+m+GNNt9zJq2cawhcGe1Bf54lMSpaTUkomtPoxNpIfiQAqAzNK1lfAUDy1kdqQwKA5K2RACB56yO1IecAoEruDJwp8ftPjzVjMy/XrsWoLaXcQNOOVrf2T6RJcHd+uOr8838k+95fAJTJwQkteWTq/ZNcSxrdTwCUlzCeh9tM4cgdXLz4T+OCnTZf1v4EAMk7ORAAJG99pPYlAEjeGgkAkrc+UhsSAPQvOu+yOvf79/9arqyfzZdbKlbJydo1nw9/OGa80ez9YJv7C4B03MrK4NZ91g7uJwAqyMnAYJkDeZ/oJABI3smBACB56yP1owKA5K2RACB56yO1oXsOQMMGD0I8hA2c2QcebdvWWGFw5nO4349dAqBB/fuJWCPTeNuwQbRoQzLVRooNvXr2EPrIWB9Jo/CwMKGRjDXq1KGD0EfG+khtyMvT06iRBEMV+XugIl+2fFdKSsRD2ED4gPAB4QPCB4QPCB8QPiB8QPiA8IHK9oF7BkDSjsRD2MCZfeB+GwLnzFo4OnYpoP5f5k0Ra2Qab8UQOHn3AWIInLz1keKeGAInb43EEDh56yO1oXs+BM5RwiI+l7+zCI1MGgkAkr+vCgCSt0YCgOStjwAgeesj9cUCgOStkQAgeesjtSEBQDK9QipgQ76NRwCQfLWxtBsBQPLWSACQvPURACRvfQQAyV8fAUDy10gAkAAgMUyogj4gAEj+gU0AkLw1EgAkb30EAMlbHwFA8tdHAJD8NZIFAN1OPc6+9T+w9qdt/OXoZp4VTFItV4JLe7598zLJF86SfOki6gytHRDQknUyni2rVrBx+xHSzDcANW4zJ5W0C+e4ev6s+XGO1LRy3BT0PziP0s5R/O/uN0IBQHffpnfbTwUAyVsjAUDy1kcAkLz1keKlcw6Byyb73G62r1nBus37SbHOqWxyo9zrF0guzK/Oknwl1alu1+CsAJSffprDm1ezdvVGEpPUdvLiorahv7SfnWYtr5ei5d3u3+/W9ioZgG5wckE/Gio9CWvyCE+2iSbEJ5yYuYf+e0fXneSTtg/holDio6yGi4s3kR3Hs+m8GYQyDvN1/2iUnqE0ffRxHmkQjE94Z744oqHAoOXiB214yEWB0scHH+PDj3qjNpJr04jvllBiO0WNrrJtIQBIPlo48gUBQPLWSACQvPURACRvfaS453wAlMnB6W0J8a9Ji0faEB3oimfjMWxPsXOD9JzDzGj+EK6elvzKB7/6o4l3oiTbGQEoL2Eaj4X4Uat5Wx6tH4CrZyPe2JxMfom8Vs2BaW0I8Y/g4cfbEOXngkeDl9h8xY6WJX4rn7ZVqQCUs300UYpaDPj2ZCE45J5bz5fL9tjcNFNDrrY0w2rJs/2/LpPc0m4eqPuDWS0VtJx+jNsGHbozaxjTRIHfc0tJ16ex69W6KGr1YeVpCwGrubxxLiv2S1UeLWdmtETRfBqndfIR01EyKD6/uxoJALq79vwv/FMAkLw1EgAkb30EAMlbH+cEIA0nN6zmRKopl7t96iOeVHgQ+3VyySpDzgGmNQ1jxIaMkv+TcUJt3Zc5IwDdOhrH+iPXTMCjO8Gn7RR4xCxGXcLmGv7asIrjZi3zEmfyqLsbT35yxg4sybctVSIAXWVFdx+8n5nPdb0DA2UcZMnQNoR7uPBgFVf8G8Yya/tls4EzOTitE71mzOPNln64uLdk5jENBTcP8NXAFoQHBhESEEhUzDR2JduBJxsAkqDm3MyHcYt8jX2Xl9DTx5uYBRcdiCkAyLqh/6+9FgDkoL2WCJKV9z0BQJVn+/LEAwFA8tZHAJC89ZHamPNVgGxsevMH+vlV49nFV0tCjgCgkja55/1rGj/19qNal4VklLVvTRwjQlxpNeMPY0GhPH2AHL5TeQCk2cLo6m60nXXCgcEy2DO2Hp7RQ1j9Zyq31afY9GpTPEP6EpciNSQ1vwwPReFRhxcWJZKTlkyWNoO946IIaj+L4+k6CjSJLIoJouaIjehsBSwBQP+wcZAKxRMfc27ri9Rwa81Hp+zNC5L2bQIgt9o9+HDxIpZ9tYjlSzdzNsumgdvuU7yXQaO+c40EAN25Df/r4CcASN4aCQCStz4CgOStj/MCkBZ96hVSz+zi+xeb4VdnMBvsDZsyApAPLfqM4+0Jb/Ph/LWctDdUTsY5lTNWgCS/uq2+Rvrlvzi4dCQt/OowYm2Sg0JAURu5dehtmrqG8/IW56rYVR4AqVfQV+lGlwV2yp+SU2u28Ep1b7ouslR8dBSkfEMPpT+D1kpGNgGQd6d5XLNUkDTbGFPLh+7zEwsXJzj7aUe8GrzJEdvhcEYAcqN657G8/+5k3uzdjADP+ry28So5K19A6daJr42gVSRyUdJmAqCHfKJ4KiaG2JgYunUbz0Z7DVnGDbTofOydo/jMkX0EAMnfNwQAyVsjAUDy1kcAkLz1kfomp6wAZf3EqMgA/LzdqOoWRqeJa7hg78Kx/iq/f/YmU6ZMZvr44XRr4IN7rb6sOm9nNI9McyznBKAMfh4ZSaCfN25V3Qh/+k02nioDanKOs6CTPwGdPueCk00JqTwA0qxnpMqVR953UAFKX0ysojqjf7HMwdFRoP2VsREKnjFCkwmAggeuwWBpABlL6KFwwbdmFA2i65sf0TTrPodTdgHIlcDm3Rg6dBhjJ89lc2KKsUKRu3EIoa5tmF1GBUjMAZJ/J+EIYu7kcwFA8tddAJC8NRIAJG99BADJWx+nBSBLrmbIJPX3D+mqcqXOyz+XHKFT+D2zDqlrGKJypfV7iQ5GDMlPL+cEoCI75l2OZ26MCteIl9iZUfR5sdxJf4WdY5vhGzGAtRecB04t51B5AKS/wKKnPfCOWWh/DlDWKvr7+tJ3ZVrRsKmbP9DfP6BYBagYAGWtYUigD31X3ij6jW1DsrwvMQSuSOD8pC/o5CFVn8QcIIujiOci/xAAVGQLufqFACB5ayQASN76CACStz5S3HXKCpAl/zI+q9n5YjiuTSbxp+0F6mLf01EgrQrXzI2Gb+3571cItt33v3zv7AAk+Vju1pFUd23M9MPS6se2bSKFgzMeI1DVhQXHyqgSlfit7bYq533lAZAhm4w1Awh/qAa9Fh4h22igbLKOLmfGnC3k6C+wJMaHgE5zOG0skaZzcnZ7/EP6sM5qDlAxANJf4ttYP0JiF3LJ0qD0aaRdtYIoixClAFCB/irrB4bxUI0efHMs1SS8/honv5vM59ukbVkWQZhMYvoNdBnSIx1DjvMRcEmnrhxHdKbjEAAkfx8RACRvjQQAyVsfAUDy1kfqL50OgHL+YP2CHzmTZsqT8lN+YXxjNwJ6fU+mlJdl7eGr195k5XENt5MOcPB0mnnuiYbrG0fRSFGDUVvT7STi8tTK+QBIw5k1X7LheIrJ7vpkfn+9EW4BL7DmumTjDI4uGMPkb//glkHNX593JjTwMWb+drkwB9ZrHM2bl6dGlQhAkkGucfCT56jn9RDeoXWJjgxGGdSEQYuOGik/78/FDIzyQhEYQVRtfzyD2zAx7oK5UaiJf6kW4cPiCpfQloLCrVNLGd7IF2V4Y9q2bUm0KpCmE3baLKuto0B3nNltvXhkloOSauouPutRF6+HvAmrG0XdECVBTfux5A/TfYCS5rZD8cADSImW5eH9/PfoLYAlnp0mUFUUvgQAyTOYWesoAEjeGgkAkrc+AoDkrY9zAtAxFnStjkc1f2rXq0u40p2AFi+y9qwpac5P+pQObipe3KQmb/ckWig9CYqIon4tf6p51qLre7+itsz3doL8yhkB6PQXz1LDoxoBteoSFabEPaAFo1eeMg071F9kfns3QodvIDdnP+80dinMfS05cFVpFWWt/NuOJVeoZAAyGSo/4zwnd+9g3/5Ebtje6EqXQtLBePYkHCXV3mQ5ew1Bn8bVw/EkxO/mzOX0MlewsBij5HM2ukuHORAfz9ETl4uBVsnvOo/o4tjvTCsBQHdmv3vhfwKA5K2RACB56yMASN76SDHU6SpAxlwtm+wLUk61g0OJl4rmbxuyubYohtAWkzhiyfOykjizdwcJuw5wOc25KguSPs4HQCafz08/Z8zH9+w5Viznzr+0kFhVC6bvc87hbvbyDlkAkL0DE5/JPwD/r2okAEj+vikASN4aCQCStz4CgOStj9T3OicAObCrdheTWrZhxn2UXDsrANnP6zI5OKElj0xNsIJWB1raK0rI9DMBQDIVxr4TOr/D3Q/nJQBI/n4oAEjeGgkAkrc+AoDkrc99B0AGDYYsexPt5a+Do5zm/gIgHbeyMpxmAQpHmth+fs8B6Oj+PYiHsIEz+8DUt98yjn115nO4349dAqB9v+0UsUam8XZgv76iDclUGyk2bI5bK/SRsT6SRo89+ojQSMYazft0jtBHxvpIbSgsLMyokQRGFfl7oCJftnxXSkrEQ9hA+IDwAeEDwgeEDwgfED4gfED4gPCByvaBewZAtiUo8d55S7z/q9qJIXDy91kpoP5f5s37diVCZ297YgicvNuQGAInb32k9n9fzQG6D6ci3G9D4Jy9z7F3/Pd8CJy9gxCfyT/YCo2KNBIAVGQLufqFACB5ayQASN76CACStz5S3BUAJG+NBADJWx+pDQkAug+vPMg1Kb1fjksAkPwDmwAgeWskAEje+ggAkrc+AoDkr48AIPlrJABIAJAYJlRBHxAAJP/AJgBI3hoJAJK3PgKA5K2PACD56yMASP4aCQCqYPJ7v1QxxHn8+8YpAOjf2+5e+Z0AIHlrJABI3voIAJK3PgKA5K+PACD5ayQASACQqABV0AfKBUCaf0i5cJar582PC0lk5zgICOrzJG5dzdrVG0lMUhfTI/f6BZIt2zh/luQrqQ7X4s9P/pY+NZ7iy7+zi23jXkHHvdxP3q5pPBs7iyNa+zatKACV284V0VV/hdUv1KDjZ2fIr6CP3Utb3pV9aeOZ2aUrs/dllsv3BADZ99u7osVd8DUBQPLWR/KTUucAVSROGf0lG33KZTQO4qnJL7NJ//55anaYyxV9xeyTn3yArXF7SbP7u0z2TX+G595PIO8Ofbf0/VTsmMtsi7pTrBzaGH93V5RNJ7DfxnalA5CazKRzRfnB+XOkpZd9H6Rb6ZdJTUl32J/86xxAf4XjG37i2BX7uUNZ/W2ZtrLoWsZ+yr0dy/ZKfdaS9O1gmvq746pswpTfS/ZNAoBKNeBdbjBiX+VKju5uI7j7GpYNQBpOTm3GQ66e+Pj4mB5+UYzdVhxupPPM3f0Oj4T4UaflYzxSzw8Xj2hejUsyBbicw8xo/hCunuZt+PjgV3808Rp756TlwuzHCY5ZSKrdTsbeb5z3M8PafgSohrDNri10xuX2y70KXLntXH5dJW1vn/qQJ4NjWHrZfqcidz+v0PFl/cigABUjN5b0cXvbEQAk77YnAEje+khtyjEAVSxOFahPEDe+HaEPudFtyQ3HfbTuBHPbBRG7+JLDBNxeW5c+0yzvhrd3LCtS7dk1gw39/Qkdtp7cO8yRSt+P9b4zOfL5MMYvO87tf7nPW/sn0NCjDR8eV6O//g96m+2UBkC3jk6hxUOueFryAx8/ol/dUur53z7xCR2UD/JAte6sUlufi+X1HeQAaUvp6e1Nj2XX7OpfVn/rSPcSn5exn2Lf1yYwf8RrrDiptXtMxb5rY3vj/3L2MKWBB4/O/INc9T9k2rGZACB7hhOf/TuH+x+xW3kA6PjkJoQPjcNQhk1uHYsj7tA1U4eiPcZHbd1xazfbdIUt5wDTmoYxYkNG2XroTvDxIz50WWCGpzL2WxQ8srmV4zjA5Odo7HcQukxyHVW0pORfm1lqJ3lbq3ZYySowaMnT2j+mfG2m8XdlBeQKVYDKbWcN5dVVOocLH7TFp/N8B1c9LZ1WyWeHNpc01Wu4pSv5G0nPUm2qyySvNDAuQ88C6ff29qvPJE/yAwFAZbfRcrdJ+/oWtdn//v8CgP57G9+pnqUBULnjVOrPTGymol5MTx4PdKfbN2kO/fj2qVk85tOJr+1UCaR4bw0S9mJYfon4k02eVqp6OAYge9ux2O2Wxn4fU3I/kpa2fUo6P/ZUUmvUtlKhw7QvDbnakhexDD/1J0g1mC1Z9n2lVAA69DbNwgaz1cFvLedY+Kw/x/Ju1Wke04EanrH8YCeZLygtB7CN3/b6EX3Jcyyzv7W3HUucy1Hb73Ps7Ec6T1sfKlB/Ry9lTcZsL/uiml1fyFrD4CAVI9Y7zp8EAFnEEs8OA19hIxQ2MtrobgJQcduq2To0BNcW0zkjJZvlTsx15Cd9TkfPpsw4aiqj5+6YyJOdZnDYUpbX/Mo7T3RgZkImBdpdzHymN7OXvsNz9ZS4VHEl+OFRrPtbgo5MDk7vTP/3v+G92LooXargGvwwr60+Y+rgbh7gq4EtCA8MIiQgkKiYaexKNgXOvIR36NJzOovHtsTPxZ2Hpx8p4VM5h75kSIswAoODCQiqS+z0baRLHaN2F+917sGHy2bSo56SqlUUhD81hd9TTNvOv7qFGZ1r4+VSBUXoE7z56tP43bUKUHlBswIApL/Iwg6eNJ962AR6mu1MbdeR9/dayvBqEia1o9P0XeSVYfO8hGnE9JnF99O6EqV0oYprEG1eWckVM5CUZdNZ81/nYT8X3FtO4y9baC1Tz/dYMSuWKGVVqijCeHrqL6glvfSXiZ/aiQgvF6ooQnlq7Gg6+4kKUPH2bD8xcobvCACSv3Z3BYDSEtgY9wc5mm2MqakoBYCyuT7vKTybTeakMYZkcnBaJ3q99zWznq2DZxUXfJsO48eTf/DDiFYEu1bBTdWO6duTjRfC8vZMo3P7Sew19kfZ3Ng2hS61vXCpoiDsydcZ29HPXAEqo/8x3ODPRYN5JMwDlwer4OrfgB4ztnHDDFfF9uOoT/nnIisGRRPqXQUX3+rUq9eQ4d9dLnnBLuMgS4a2IdzDhQeruOLfMJZZ203fU/8whEahSqq6KKkeGUXn9/aWuKB39wAom/Q1A4hoMIb4zaOJdABAtjmAqT9+l+9mPEukp3SuTXhpxXHOLB9O62BXqripaD9lmymea39nZscnmf6bqX8qrb8tqz/SHV7IiDZheLg8SBVXPxp1m86uq2a4KrYfsw/NXMJH3eqirFoFRVh7ZvyazK0rSxjaQIW35FfV6xLVaDCrLNsozENL8YWU7xnZMBRlVReU4ZFEd3yXY7Z9n1gGW/5Bzhk6y/+1YywvAPk0783EN8czbeY8Nh81dQSl2koCniauVB+x2VQ5MgKQDy36jOPtCW/z4fy1nDQDge12cjcPI0zZg9UZJp82rO6NX9gwtluGiFlfodds4EWVC+51nmP+nssYrv7C2809COm/miyDml+Gq3Bxr8MLn//OjazL/P5mczxC+rE+NYO946IIaj+L4+k6CjSJLIoJouaIjeik4XybhhKm8CCyx0LO3kxBnWpJ9s3tLGsnE+oH0uGDA2RL3z/xBV2Da/DS5hsUGI/JDa8GffnmUDI5Z5bQL8ydtrMSuW24wfYRNfBoNobtSRmoD35JvzquVLmrAFQeO5sAqFy6ajbyUqiSXt+bh5RkraS/XxgvbbZczbK+6lmazU12DXVxJ7LHpxy6msGNX9+gpUcwg9Zco6Asm4Yq8KjzHEv+TEOTcs1mjH3Zeoa6edGw3wKOp6RxaVkvwt1b89EJLbrNw6np0ZQ3Nl/EkLKfr3rXwbWKACDbdums7wUAyT83KAuAyhWnLMlkmQCkZvuIUJQ9vzXG+gJzP+Hm1YAh3xwhM2U3M1p7oAysS6epW0hRn+OnATVRPPo+F3XmviF4AJukikfGRl6u4UHz1zZyPSuZxAW9iHStYgag0mOhIf516nvWZ+T3iWTr0klaN5rmniEM/DHZeLHN2AdZ9uOwTzlG1qVDfNbZi/D+3/BnYiLXpP7MYgvjcwZ7xtbDM3oIq/9M5bb6FJtebYpnSF/iUnQUpJ/n5Bdd8Q3uyTeHjpF0zaavM+goE4B8mtH/jTeYNPk9FscdNoFIsWMwH1P6Vl6LqsOIuGRy4191CEC2OYBkCyl+Nxr4FX9dT+bw1NZ4KAOIenoy8UnpJK/qTy3FI3xyWmvqf0ODGLJOqpaU3t8at+uwP9rBm1GeNBj2LWfTtejPrmFsM09U/Vahls5N0qRwPyat3byiGbjwAOqbf7GidxjurWdyLjuVa0dm08UrjEFLD3L6z/PGnMFao9J9IZVrRz/jOd8gei88wOmzV236PpNtRQXInsOJz2yCgW1w+N9+XzYAZZPx61wmvzWJGVPG8fKz0fi412Lgd2dLXmUq9DUNf3/RkYCAjiw8ZR7+pb/K75+9yZQpk5k+fjjdGvjgXqsvq86XLFVrvuqCInwkO83AUyYAhfrR54dUs87ZpM5rj3v4CHZqpKAUiv8L3xcGnPzLn/O0ezijNm5iTC0fus9PLJy8efbTjng1eJMjOeZOzrsjiy+VPD4pcOVuf5naPs+y+IRlcYhE5nXyouHEBG4ZA6M//VdbxqBnsL6fPyGDf8Kg/ZXXa3vwzIKiq3Q5PzyP790CoHLbuQK6pi2iqyKcV7aagadMAHJg861qE1j6P88aSyetv8TCp9ypPvLnctjUm2fmn7fvd1LSU5aeAb1ZZ4bqgqzVDAwIZljcdRJG18aj05eFV14Lbn5PH18BQNYdtDO/FgAk/z7OMQBVIE5Z+p8yASiFZTEKqr/4s3nImKmfCOiz0gxEWk7PaIGi1bucNVem9at64asabJynaQ0meTtfIcKjI18VXtFPY80LvlYA5CgWXif+xep4xywsijuGZL7vpiSg/4/2ASjUQZ9iKGMInJJbDHIAACAASURBVGYLr1T3puuioj6nIOUbeij9GbTWNKSqrGHYpQFQ/rVf+HLiBKZPncRbI56loY87tfst52qJYYIZHJncjJo9l3FdryOvFACyzQGMNreK37cTp9NK0YoP/jTnF+of6OerYoQ0b9MaTMrob43bddQfbRtJDe8uLCnUVod6aSzKgH5skODXej9GiA6lyId0GNb0JSBkED9L3y11CJy6TF8oz7BsAUCWACCeBfSU0wfKBiDbzvMaGweqcLXqHIonR9mkb32dFr4RDFl5zn6yKh1b6hqGqFxp/Z5UFSm+j/T5T6Oo/Qq7zUPeygYgy9Ue03YMP/bBT9mTNWpTxxY8cE3R/KWsVQzwU9J76UJ6KFzwrRlFg+j65kc0zbrP4ZQFgCxX32yOTzpf3bJYFC6+1Kpv+W19GjRoQs9Pj5oByPqY1GwbpjJ2bAb1CvoogxgWVzSWt6zOp0JzgGyPtRQ7F9etFF2T59FZUZvXd5ivDJYDgOza/Id0EwAVs2sGcX39UD7/fQVtWtxnCjKWVExPzXpGqqQEIJm1LygJluDUYjvrCqPls1KexSIINlqUYqviPndvficA6N7Y+U60dQxAtsdeSpyy+F2ZAHSFxR0VRIzebr6SbttPaEn66BGqPfI+l8wAZIgbREjIIDZnFa8A6Vc+jzLYnOQa929bDQ/FfixMYnmMghovbbWat5NJwqsRKDrNdwBADvqUsgAofTGxiuqM/sVSsZeGaf/K2AgFzywwVZvK6oNKAyBb3bN+GkCoqxWcmHW5feIj2oc8wqzd57medJGr64ZR2+MZFp1LRm8DS7Y5gDV0Svu7ffYDHq/Wlk/OmAEoay3DQqQLWhnFwaSM/tZ2u9IcLkt/lP11DIrqL/KbZeSJQUfeztHUUXTka6lyZgeArLXO3TiEUAsslQpAqWX6ggAgS+MWzwJu7qIPVByApFV5muLWYAJH7YxD1SRM54lAFV2/OFKUUNo7Xmm1smZuNHxrT4nxxrrvuuMVbOpspGBnvJISPNDY+RiDrXoVA/zNV+iLBSFTZ5mxsDMeVhUg66BUcG0BMR7hjNqwkiGBPvRdaanSFO9oSwbG4v83rBtAoM8LrLVUFKzPscQxWQFQVhwjQrzpudxSsTKf392qAFkfh/S6FDsX77hK0TVjOc97WUGbsXoSxNBCiEs3dhqmlY9skwkdhTa3VICKAdBVvnnGw1gBqphNi+tRkLWmYnoWAtA141w17+5LC6uEpuqQqAAV9w8be9v6mYzfCwCSv3blB6BS4pTFB8sEoBuses6L4MFrzX2UbcwqPwAZNgxG5d2NHywVbYOp2l92LEwhro8vvr1WkGM5bkMaP/XxI9BhBehfAlDWKvr7+tJ3pdWiEDd/oL9/wF2pANnGiVtHJ9PcLZop+4svhW1YMwBVNQUKhfnh5sKDD1TF1aMOY2xWlbXNAWz743IDUBn9re12CwxW/dGPvfH1fYG1N4vaT86q3vgHOq4AWeca5QegjDJ9QQBQYSMpEsPW8cR7YZuK+kCZAKS7wPGEk+SYr9DcSlrPaw0V1Bz5s2mpzKw9fPXam6w8riH32KfEqAJ4YvpObmTcQJdxA71abazw3E46wMHTaeaKkIbrG0fRSFGDUVvTSwBtXsI4ohTt+MI8/OzWvjdp6N6YSXtuUKBLIn58S7yqWgGQqiq+j01hrzSnSHOMuU8oCe7zQ+EcoKq+jzLjN2nekprTs9uhDO7NTymX+DbWj5DYhVyygJw+jbSrpk6iZGAs7lv5l7/iOb9gnlv8VyHA5d9M4oYULEsDIP1FvnnGm8CuC40T//OvbmPKw0qq3iUAKsvOhv1f8sbEZZzRlKGrdbzR7mJiPQXt55qHn+UkMLmBO00n/I7OoCVt2zge9qpqNexDhV2bp5rnAFX1pd3UncZx4rmJH9JeGUT/VdeomE2L61Ggr6CehQCUzvWFnfEOfJal0sIZ+svseuthlBb/sraDg9eiAmSjhQM7VTQ23a3vCwCStz6Szg4BqAL9T4Ehm7ysdHSpGxhVQ0HXhVfQmfuf4r6UycE36qJ44hOuGfu1fw9A+UkLiPEOoPtiaWGdbG5sn0AbZXliYTYpi7rgE9CReYmm0QD6ox/ytH8IA1Y7mANUON9E0tPqopohg00DA/F9bhmZ9tqe/gJLYnwI6DSH08aV2tI5Obs9/iF9WCdVMqSLjGXcisFxBUhLyqFdXLxpHiqec5FtrzRAUWMEO42ru2VwdMEYJn/7R2E/adGitCFwtjmAbX9cbgAqo7+VthvqqD9KWkhXH3+e+fSYCZTVh5n7lB+qvisdzAEqXu0rBkDSBbogX57/9p8S+Y7kt2X5ggAge44tPrPjTPIP9pYAIIfnMgFI+xvTmyvxDIogOqoWAdU8qR3zLgmWFc2SPqWDm4oXN90gcVIjXB54wHjfGmnYlvFRNZLxuzLJ2z2JFkpPgiKiqF/Ln2qetej63q/2J0veXM3AoBCGxZnhSHeCpc+F41YtiNrhoTQdNJGhjWqb5qQYYcOHVs+0o2ZQdeqoPPGI7MP30mRI87hcnxadaV8jkBoRKjw9Ihmw9KQRym6dWsrwRr4owxvTtm1LolWBNJ2w0zgsInfbi9QOG8JWq/J3cb00XFg+mMa+Sqo3ac2jLaMIDWrMJGnlGc0WRtcKY+QGy5ADNTtfrEnoENMwK92+WXQIdjOu6FJdFU2/twbSrLY0Z8m+71ZkCFzpds7m+udP4qYayi/ppeta/FzTWN8vENXgteb7Q2i5sLg71d2qEVwrnLAmA5k6qCERxjH1pmTCkc2NHZlPC2KeqEFQ9QhCPT2o2/cb4+TiAkNFbFrSVhXSU/Mzr9RUMVyqYmUkMLt9EG7KcOqGq2jYewJDm9ZmlGXOUxlxVgBQSS2K+0/l/l8AUOXavzy+4BCAyt3/qCm4Lg31sul/qthfejhnTV+CpCFtxiRdTfxLtQgfFmcejpbN1bnt8H7i48KbpEpxq3r4UH7R6CjeN9zgyPtPEuwmraAWTmiDXkwZ1IQIaU5jGf1PgTaR5f3q4aUIoE692gR4BvHoGz+RYr7YWGw/pfYp2aT/OIAarl6E1qlNz/kl722U9+diBkZ5oQiMIKq2P57BbZgYd6FwiLohbjChNYvm3dpq5hiAMjkwpRlKz0Dq1K9H7YBqeNbqwgc7zQsl6S8yv70bocM3WA31M/lj3u9jqe/bkx/tLYNtkwMUs4VBR/75T2jv3Y7PLTdKl/KA8HBe3CTNASre/5bW35beH2Vy9uu+1PdSEBhRl4gAT4LbjuPnJDPsFduPrQ/pyN06klqqwaY5QPorxA2sjquXisja3Vhsez+9MnyhIOsnhqtqFs3DtdMniTlAdoxi68jivfw7g3upUZkAZPSpDNKO72bPzniOn0uxmrOTzbVFMYS2mMQR45WlMmyblcSZvTtI2HWAy2nmsbt2fTaFtb0DqTN6e1HQ1Kdx9VA8B49fLr4CSmG1JZ2cv/ezL+EPbliWyzZ3QFJZWn/zDIm7dnHmqs0KN9J2D8eTEL+bM5cd35XakSb5N8/y565f2bP3D1LV9hdMsPfb/PTTHNu1i9NXLJDk2HYVASDjvhzZWX+eJTEqWk1JMA/9cKRryWPRrOxFUMQr7C6EtGxyzh+wsbf0u6KrqfZsbuxwpCFw6jSuHLSjp9S5/UubGs/93+qpT+XygXgOJiYV+Zxd3yxpGwFAJW1iz+cr6zMBQPLWR/ILhwB0N/sf6/actoJ+QRG8vqPs+Fu232aTfW4v+xKOkVYYH8uOhabtatGc3c+++F2culw0L7Tsfdpqmk3Wmd3s+f2ozTFYfU+XQtLBePYkHCW1PP21lb0cA5Bp+4Yrf3A4/lf2HTqNxjxvSjqH/EsLiVW1YPq+ip6bnRzA6ngqah9H/W15+qPbaadI3LWDg39cKn1Yf1nHp7/Gpb072P+Hoz7mznxBAFBZAoj/i4qRjQ+UD4Csgqj177W7mNSyDTMqHNwcbM9q27otw4moNYId9q4OWX2v5HAz620XJeOFE9ytf+skrysMQA7OKy9hPA+3mVI+WLXdRsZmXq5di1FbSg5ZLN4ZlW7zwg6ngh1w8X1Ya1z5rwUAVb4GpfmHACB56yNpVzoAOTj+O+p/brBjRG1qj9xsrmo72IdtHKzQ+9JjYWk+K7f/lQVA9o83k4MTWvLIVMsFt4rZuNw5QIU0KX4M91N/JADoDhzBvgMXdxbxnfvPHncEQAYNhqziEx3vmo/ozrDlk7nssJSbHfl2zn4+7/M8cwpvymmtkYbEOb3p89Hu4lUjR9uS6ed3C4AKcjIwWOY7VfhctVxZP5svtxQNm7Cvdek2v3XwY/q/8EHRTW0rfBzW+srjtQAgeehg3x91CACStz6Sbv8KgO6w/7n99zo++2xz4ZAzR/7z7z8vPRb+++3eez3/HQDpuJWVUWLuT7nPu7w5wB30IfdTfyQA6A4codxOKfZxX1WR7gyA7n0g/l/007sGQKLt/idtVwCQvOOAACB56yPF9H8HQPI/r/ulv/q3AHS/nL8znIcAIJHg/CcJjjM4/789RgFA8u9EBQDJWyMBQPLWRwCQvPWR+i4BQPLWSACQvPWR2pAAIAFAAoAq6AMCgOQf2AQAyVsjAUDy1kcAkLz1EQAkf30EAMlfIwFAFUx+/23VQPxO/o2hvBoJAJK/lgKA5K2RACB56yMASN76CACSvz4CgOSvkQAgAUCiAlRBHxAAJP/AJgBI3hoJAJK3PgKA5K2PACD56yMASP4aCQCqYPJb3iqB+J78nf/faiQASP7aCgCSt0YCgOStjwAgeesjAEj++ggAkr9GlQtAOamkXTjH1fNnTY8LF1BX+F4Xmeyb/gzPvZ9w15ftzds/ix4xM+xXSHSnWDm0Mf7uriibTmB/4Y0k74Lo2nhmdunK7H02N6CUDaxlk/7989TsMLfwrs//FiYq/3fW/pPMDz3CefrTv6xuXFpSzzsHIC1J3w6mqb87rsomTPldrjqXPPfK10uHevlzVH9qDpesbh5ne1x3CkC3zy5jRBM/3F2VNHsr/q7HFtvjva/epyzlhfD2zDvj+Ma9AoDk2bYsfigASN76SDqJRRD+S43KlwtY2ou9ZwFA/6U+5csD7Oli/VklApCWix+04SEXBUofH3ykh28IvZYk2wcOh8l/Bhv6+xM6bH2F70ZubQh7ry03fLL3v1v7J9DQow0fHlejv/7P3b0xWNaPDApQMXLj3bjjsj0nzOTI58MYv+x4qYm+vfM2fqY7wdx2QcQuvkS+Q13s7VeOnxX3H82afoQ2HM/hUu79cscAlLOHKQ08eHTmH+Sq/yHT9sal2gTmj3iNFScdJ5AOtblDPfL2fcpLry/h71Lg4r/ad7m3m7aaQaoGTNrr+H5KdwZAGo6+FY1H2/c4o0kn87rtjUzvsP3ciUaV6Bvl1seQwvr+KhpN2O3wfhYCgOQYC4uOSQBQkS3K7/f39jd3CkCVF+srMX5WIPaWJxcozTfuGIAqMdZXnm9UoA2VIw8oTR/pf5UKQGdmtETRfBqnHSZbWvI0jpKcbPK00v+KJ7CFJ6zLJLeUJPa2NrNY8n5bm0GevrjxSwMgw0/9CVINZkuFK1Y6pH3fttcQ9ZnkScdsD4B0anId2snquHWZxc9Dl4lBm20Dlen82FNJrVHb7ELjba3aYeIi2ff2qVk85tOJr6/YbtfqOGzOr7Rt2rN9oY4GLXkljt96P6X5iPQ96ff2QMKB/6SvpH9wFG8lOK7KlB+ANOTaO/asNQwOUjFifYaNLubzUn9HL2VNxmwvCcCl28rkW8WgVKfhlo1fW2xrTxP9ih4oa77MLo21je29LqlLWcdWIPmmXR/WcivHgS/ZbceprOsTRPT4XQ4rM+UGoBx18fZi9NsMNg4IJHToOgw2fmyyXWntR0teVvHYYrG36dnWbqWcu+S7tvGvFN8ovh8dRntba283Flhr66it6LidoykWL4v2ZecYDTqyV/cmuP44DjqojAsAsra7/F4LAJKfJkVtznRsdwpAjmN9RWNYReNDafHTxu62+YwUE0uNr47zK8cxTPqNnZynHLmArSbW7+8YgEqJ9WX1tbb5bcH/aB5grYe91zIFoDSOLxhAq7AAgkP8CaoXw8ztV8wdcDY3tk2hS20vXKooCHvydcZ29CuqAN08wFcDWxAeGERIQCBRMdPYlWxKrvIS3qFLz+ksHtsSPxd3Hp5+gL8WD6ZdhB/eXh64e4bxxBs/cd2cNDgCIPUPQ2gUqqSqi5LqkVF0fm8vtzTbmdquI+/vtSTOahImtaPTdClJy+TgtE70mrmEj7rVRVm1Coqw9sz4Ndl0TvrLxE/tRISXC1UUoTw1djSd/cwVIN0ZfhrVmjD/QFTBITQcsZIb1kmNlKBpd/Fe5x7Mmv86D/u54N5yGscPL2TEYxH4e3vh4e5J+OPj+DkpmwJ9EisGRRPqXQUX3+rUq9eQ4d9dNh5HzqEvGdIijMDgYAKC6hI7fRvptvsyZHN93lN4NpvMyRwdWWtfonXHGRwqTHTU7H/nKdpP+tUIV463qSnF9mZ7zZjHmy39cHFvycxjtiBcio+Y7fHhspn0qKekahUF4U9N4fcUyQ/K8B/9RRZ28KD51MMOIbBMAMo4yJKhbQj3cOHBKq74N4xl1naTjQtSvmdkw1CUVV1QhkcS3fFdjlmBev6V/9femYBFcWV7/L3EScIoIioggrvGXbNMTL6ZNxNfYqLGLXGJJi6J2TOZTJJJ3mReZt7EUZF9UUEEBNlBcMG4o6IiLiA7IpsLgiBr03TTIGDzf9+t7uqu3qpZTMTh8H183VRX3T73d849df91FwLx3hR7DHysH6xHTMDEaWsReatOhJUMhnF9GcrqM/B+axochw2DrZ0Dxk9gZa1BxE0pjPtEispdqzHVfiAe62eNkRMmYPq6YL1YM+aXmk7YtgFhGxdiotXjeMzCAa/+cAS1XFxV4rL7m5jhMAz2trZwHDeBi8f3Q66jXaQdMx+yGOyvjkFjic2cAJKx9vGiA/r3+0889sRgTFv0fzh1i8VHKWLenwIHq8fRz8oREya9is0pgtgz1X4aLyPovd9i3JCBsOz/FAY4/A7fxRerc5YxbmWm664wHtutRmNDTzh2JRcIcofxtiJDY7Irlk93gP0wG9g5jMPTLC7W7kKl3LiNvPhuv+6FOf1n4p+pAnYCMUkCSK+jJ2BjLJ5/6WMkgHq3f1g8dF8Amcj1DV3NYZKu5wdT+VMY/0ZyWE59J2wz0b8yncNkJu6Fat93oi8g1i57IoCoHzAVD6IfIOYf9tlDF0BPTfsSRzLScS0rHQW511DXKIPi5J8x2fZluFysgFJRi2tb58Fu5Ps4WiODsmY/PhnZH8/+aT/u1JcifftyjH/iMbUAqsG5rybCdvZGZFTJoJSkw2++LUZ9sB8yhQycoLHoj/Fv+iK/uhy1FRVI2+2J/WmlaFNIUX/qK8y0eBYbrqhGDEwJIGVVIbK9F8Da7i0EXEzD9bI6KOsj8M5gB3ycwD+1F45M1eLIens8aTkZq31TUFudg7AVDnhq1r9wTSaDLGE9RvWfia8TiqEoPw//FePwxGMqAdRy8gtMsFuMMDbaIruN/NRcw+l2kn34aLgF+o9bgsDMSkjKyyBNCcb2PZdRK5OhvSIR382wwPP/SOUEgLTkIjxft4TjOwHITE9HGWNVfwLfTrLBK5tTIGWssryxwG4kPk64qzdKUYujHwyH1VshHNP2Qg+8ajkKfzyiHs2oP4jPRg3B8t2lZsqsFWHPeA2HRf9xWOaXjsbKUtRrBJYqOYnGCONh/yQsp6xEwMVSNF4NxCqHp/DSxnS0icYPK7sWpz4ZhYGLAiARJmXBe3EBVIOzf34aAyavQ1RmBdpqc3HgjzMxYNhKxJez8itQluqJJda2WOGbgrz8W7qjGPIKlF12xjxLB6wJuoC8zEJIFWKsjMV1NYqdfwerZ7/DxWoZ2kqCsdJhBNYE50Jaa9rP7VWFyHJ9DZYOqxB6KQ35Jaz9qW8G3Ksxv5i3bfiTlpi6ajsyyitRsms5HJ+ahS1ZDWjLc8IfrJ7BD2croZQVInK5A0a+E4TrVVWi7ZjZ1Hz0Y4weuBChlUL7tO9FBVD9cfxl4gBMeT8E+VUNkOfH4M/PDID9qkjUstGLkkvYvtAadku3IyM9FzU6sSeF0fYjOYdI7xjklDdAKS9D8tfTYfHs35HLjXgZcqvJNFV3qen8V2UsNrR15nzVpVzAcqRIW5Flw/2/rPDcX0+jUdGAst3L4DhiFcLzKyAXy9EsViSH8cdRA/FmULleDKnsJQGk5zeddvbwPyMB9PB9oJt7De3pvgCSwWiu72IOq6/rTn4wkT+F8W8kh7WYtc1E/6rBtI3tZvs85vsCYj7qiQBSUj/ggfQDxPzDPnvoAqhfv/6wHjoEQ4cOgc2wF/Fjyl2c+nQ0Bi3wwTV+c4RMN8y1nIy/JUvQcuIzjO0/B/7c01qWFCoRs8xaJYAkh/HF6EFYvC1ds7FCvsccWE75Cy43qjuKA+dgR4neU1OFFM2V11GetxNv2zpqRIxJAaSQQRG7CkPt1+EwP1XIrAAajqFvR3CigYFXxKzE0GFrcLC+Dmc+H4P+r23VPm2vDsXb1ioB1JryV8wcOA2fRWZorjVwKpcwBmLutkL1E2dtsmyXlKPyejZ2L7PBiA/2qzsjhkPQzUc/wZhBb2BHlnpDisJ0+LxmianfndEbCSnHrvkWGPHRQdX0OXkJdr0xCCPW7+OEmeKn9RjFOvuVrJPamTKNsVd1GAe+5oMygxEoVrda0RjhOnXDh+CdKF681WDvqiEYtnYPGsTih0vCEuT+4xlYzPqXyXUwogJI8hM+GzEQC/zUIz6szPIAvGk1BGtieZFoZo2XyaFvY6yMxXUtTn86hvNJM/t+WQ5cX+qP17beQJMZn5ieFqHizoSpcb+I2DZ0BeLYwwtmS30UVg+1w/vxNWg+9gnGOr6HI1wbakCJ04vo/6o37taJt2NWTuuVv+M5i1nYYmKdlJgAaj78IUYOnIdATQ6RoTZoIayGrsI+bkqr8OGFti1p251h+9F8Jq+F5GYRigOXwtbxfRzl6mYYzybrLjcT2yZjQ21nV3MBd77xtqKQHMEXYxzx0QHVQ522q5vw2/6vwO9WtXj7Y35uTMWGZy3w0kbj6wxJABmLq95zjARQ7/GFJrewdiX47YkAYuWYzPWdzGHKbucHkfzJ6ieSw5QithntX1WaymHSTvRPzPcFhP7Qf98jAcQ4mMz1Ivdanf4t9QP0faL/90MXQIZrgO4ibJEF+lmPwuTJkzBF/Tt15iL4XJFAHrEUVnZMOPDJQNBZqQnEmxb9YD1qoua6KZMn45nFbsjlBZDduziguVaKOwe+x4KJtrBh05EmjYT1r+w1N/wHLYDsVsdo1hQ071+H4VyHqwqxy6xgt3aP5jPdNUBluOjxNp4ZYoHB0xZjQ0Kh4fohLmHYYl2cdk1J+/V9+L/5T8POhk3jmYhR1r/C8PX7TAog2a6FsOhnjdGTtMynTJmBtzxS9QTQTeyYY4Gxnx/VjFzUhr0FG/s1SKiuwpEPRsBh3R40KmQQL1OMvarDKOSlG7jiMaJKoEIetTj8vj2GvhONWrH44W4uDbi24Teqp/eCqWnC7xcVQFU7sNBiBD4/wo8EsimKx/DnsRaYu129wYexNV6CG5th4hNjpRZAenFdtfst2DnMw6boQzjquxZTBr2ATakSMz4RuSly9hnzSxdtk+zFh/YqMdheGowVdg5Y8GMkTiZsx/rJg/Dij5fQaqYdM1+0Zf2IWRbPYMMV41OsxASQdOd8WIz4CCf5hxcKGVpOfI5xFnOwkxulE+QUoV80743cwOXFOPK/8zDJbig3LXbySGv8yp4Xd4bcTNZdYSa2Td4U1fmwq7nA4HxtW1HIbyJyqS0c5/8T8Uf2I2DdJAx64Z/IbjRjI+MkS8fm31jguX/o5w+VnSSA+PtX73wlAdQ7/SK8Dz1wAdTFHKbsdn4wkj81uZUXQML7twzKLtqm6V/Vmsph5vonzP/m+wJCf+i/f/ACqIv3WoUUfb0foO8T/b97oQCqwYHVQzFoeZjREQ/FvrWwH7gI4WzaFtdoVE/3uV3g6mOwzmYQVkbwT/75c1SvvKDRCCDJIXw+0govb76smlZWH48P7B26KYDYk21bvBfPi5AqxK/k1yYZdoA0DbS+BofeG4aBi4O4qWdcnbin5Hq7wNVk4eD//A5DBi9GBNdJE9TNSCfm5McjYfX7jcjhdhhj32EPRxEBpIh7FzaDliGWf1IvTEg67+8icokl7NbGagVbVQzes7fD6pAwfOA4Cp/+pNo1S7RMUfaGvHQDVzxGxARQvVj8cPWU4NK3k2DxBzcTo08yiAqg+ki8Y22NlRGV2qd11eF4Z8jQ7o8AibIyJoDqcO7LpzFh3nqsX/Qa5r/5IdwOXeOErKhPxJ4KcmyM+KWrtgkEUMvJP2HS+Ln4ZN1CzJu7BJ9tOYhSbhMQ8XbMYqH13DeYYvF7+BiM5qrahZgAUkSvgLX1MsRWa9tQY+QKDLHp/ghQ85GPMMrqv+CSpo79fWsx3MG0ADJZd4WZ2O6yAKqFaC4wkjv4hwWKhhP4ZuJ4vPHBWrz5+utY9tFmnChigtOMjSxWGpPw/WQLzPYwHJVm/iMBpI093dzWO46TAOodfhCLjQctgLqaw5Tdzg9dF0BdtU3Tv7prKofJYO5eqFSY7wuI+eeBC6Cu3msV1A8Q8w/7rBcKICkqAhZg8LAFCLrKP92VovHmDW5Uof36dswfOBSLd1zl1u3cPfotXrR6XDUFTl6CkIWDMWyhL0r4p/fySlTeUnVGDQRQbRjetrLBu1FsnroUdYnf4Ln+3RwBajyDv015CjO/PQ2ZogGVh7/CC5ZquxSGHUdNA62XCY4OSwAAGL5JREFU4o7v6xho8waCCtj6gRs49T8vwOpxlQBS5J5FZqlqTVLLxe/xTP/Z2M42MxCKEoNOjGpUyXZlBLeOpf3OcXz/bH/BCBDrwNjAesku1KnLab/hjyWD7bBkR45mxKe9+jruCjqJqu+sw4WvJ8DiD64CgVCFEx+NwqBRo2E7/jMkqZ+si5Ypyt6Ql059FeIxIiaA5GLxw7G4i9jl1rA3uQOYGQEkL0Lg/EEY+pob8riRxipkO8/GkGFvI44XruZGgJiQt7XG0pDbKj+LsjImgNi00MEYMfc7bNuxExHh0TienIdGuQyiPmFTM+Peha31YkTcMdYBMOKXrtomEECN4Usx2PF1/ODli90hodj30xncqGYbdYi3YxYLsohlsB5mehdGMQHUft0XCwYNwVyPNJWIr70E9/8eDPuVEdwaIJM7S2ranGH74Uambd9GHFuTJL+Ns98+g/4iI0Am624utvVjQ2OT2l9dzQUG5wtGgNhU3MGOmP9XDwQF7kJMbAIuX6tEuzkbmU01YVhpPczkTockgIy1r95zjARQ7/GF7r1Pa1dPBZB+ru9qDlN2Oz8Y5k+dOhrkJJlq5k8X8qumf3XbVA4zfy9UKsz3BXTs1svFPRZA+rm+q/dabnlI3+4HiPmHffZQBVDBphdh+aJqIwAdQxuzEL5uKqytHDFz1ot4YZI9bGd8g3PcYuS7uLzpZdg9yXZgc8TwKcvxv2tmYOyHqjUprblBWD/NGlaO0/HSS89jsr0NZn57gpuu1Xz4I4xxWIdD/NQXeSmOfjkdVoPH46VZUzHlD6vx1oyx+PywavoSf76ObeogV8SvxfBRH+IEX5aiAUU7FmPEk7+G3WhHOMxYjR/WTMVYbq1MLRI/Hg3H9+M12043H/oQo+3Xqqby1ZyB82xbPMl2nXK0x9QV3+K9mWPw6aFa1ES+i5GDHTHzhWcxfshgPPP5HlTqr4uR/ITPRzvgw338tCspahP+hJlWgzFh1ixMn/x7vLd4OsZ9/JNaOElRFf0uRj5hieHjxuCtbez/+UhQFLwW062tMGLGLPz2+YkYbjsd35/kd7XTJt7GmJWwHbYGCYL/X9Ny+itM7Pc4Jn59UjM1jj1BMVmmKHtDXgY+EIsRAx61nEAbvo5NMxSPH7aj3ncTrfCG33WD9VS8DaIjQGw6VeYOrJ5oCQubsZg4ZggG2L2I7+KLtOXV78F6+1H47BDvLy1b7jvkNxG/egSesLTH+DGLsKPkVqfiVBPXigbc8J0PO/vnsGTZW1i68BU8a28Jh0W+KJaJ+EQhQ3tpJNaNeAKW9uMwdrEPKnRizYhfRP0oA9+GNLZJ2CYZ9lgfX4O2a9ux0M4ev1m4FCuWLMBrz9jDcvhCBOU1QKwdK9muil8/Dat5voZtQd0+xQQQuz5/50pMsrSAzdgJGDt0AOxeUu+SyF1fg4Pr7DGaX+emd2NjD0v0209r+X58M8MKg8fPwkvTJmH2mkWYOfYjJHL5wZCbWN2VYrGtHxs39B+GdDEXiLUVWR4C5tti+HML8PbSxVjy6kwMtxyON3dko03MRtYGznyFSVZzEWhiq3wSQHpt3iDGHu7nJIAeLn/+XiP22lMBpJ/ry293LYcpu50fDPMnv3skV1+DnCRDexfzq6Z/VSOSw8T6J6w9dqIvIOafHgsg/VxP/QCd/nxn+gFi/mGfPUQBZC7BSNFYeAHJJ47jUkYJ5DodMSmk184h+UwaKjUCRFCevBK3LiXiTGISrt6o0nY8jd5k6lCbdw4p53Mg0fkOQXlGrzP2ObM5BclnruCuzs5Rxs7VOyavwI2URFxIv64RSbzzmm+l42LiCaTllxmu/xGxraU8G2lJZ1FSqddJ4q6Rov5qEs6eTtVh2F6dj8xTx3D23BVU1Bq7TgZlZRhW2Y7Fl8e1Hfi2q854eYBqowrebv7VdJk9ZS8WI3p8dTiZjp+2K3/H81avYof+KJvgenMCiKu3rBzXLyTi7JlUVGjWnInZpPeZvAwl547j/BU+HrrAquEo/jTWFqsiyjQjhS2Jf8T4X8/DLvWuaaZ9wnYNzMGlxETk3tT6l/el8dcu2KbhWIekz8bCbkUY6vljDcfx1bhfY4G/eucwU+1YxhbYW+H1bQJRyZehfhUXQCrWbZW5SD91HBeulGinc+qVY7y+7Hoj7aehFMUpJ5F6tdxszjFbd4VIbBvEhl7sGKmDeC4wfn3L8U8xzm45Yiv4z+tw9otx+PV8P/UOiaZsbEDuP56F1RwflJvIqSSAeKa985UEUO/0izAf9VQAsbIMcn2nc5gM3c8PjK2R/Gkkbwnrq+yCbfx15m2UwdS9sDN9Af57jL32WAAxHga5vgv3WuoHaPo/xvzDjvViAdT7E5ApqP/+x+/i+AdjMObDBPWW3A3I+/F5WEz9Fqn81ENzyaxXfi5B6l+nwW5JkHZHPiN2dkoAGbnuF4uLhiT8bcoATH7HDfuPJSL5cCg2LxoLm9mu3Lbrv5gdogzqcOm7yRgwaRV89hzB+VM/IWbDQoyzeRneWcb+ca02H7Se/w4z7BYjXLCLm36dOiOA9K/55f7uft1/ORtlaDn3F0wdMBFrPGJw+nQiEsN/xJtjh+IV93TxBzGNZ/HDdFssDRbshKgXCySAtPH8S/q0s99FAqh3+4f58UEIoM7Gg7Hzup0f9HKBsbIf1LHu29i5voCYnQ9EAPWEFfUDSACJBSh91v0k31YQB0/PBNUTXvlN7P1yLtZvT9OsH3o02ZYhefsGxKQbTvsT1qfXCyC2mUFuLFw+XYYF//17vPLaYnz4wy5kVJgY0etJku3JtbVZSNj8CVbOn43Zs+dg6ft/Q8TFMjOjJzLUn9oGp/A0wVRLwzju3QKIbXHavboL4/Dnf1+FoviN+GL5PLz6h5cxd8k6/DMkBfUmRnU09lQkYue/QpEnMgpOAsgwZjX8etKmHtC1JIB6t39YrDxsAaRUdDM/PKAY7Vx76a6NnesLiNnw0AUQ9QN6nwDa5e8H+iUGj3IMvLdmNVgH+1Guw7+77cw//tt8yEe9NN/OnTOH2lAv9Q3LDa5Om8g/vdg/zEczpk8jH/ViH3395Rfkn17sH9aGbGxsOB8xIduVn//oysn8uaxTQr/EgGKAYoBigGKAYoBigGKAYoBigGLgYcfALyKAxIYL6bPeP+ROPlL5KCftMo4dPGB2eJV4PbyY9vFwQ2sjv43+w7ODYsA4+zMnjiH1/FlqQ7/odCDjvjAWow1373D/78zYZ3Ss8xx/Tlb7YqNRcjWH2lAvbUM3ruVhb0wU+aeX+oe1TTYKVHdH9e9G+IGazrx2awTo50wGVHbvSMrkB/IDxQDFAMUAxQDFAMUAxQDFwKMSA50RPvw53RJA/MX0SgSIABEgAkSACBABIkAEiAAReJQIkAB6lLxFthIBIkAEiAARIAJEgAgQASLQIwIkgHqEjy4mAkSACBABIkAEiAARIAJE4FEiQALoUfIW2UoEiAARIAJEgAgQASJABIhAjwiQAOoRPrqYCBABIkAEiAARIAJEgAgQgUeJAAmgR8lbZCsRIAJEgAgQASJABIgAESACPSJAAqhH+OhiIkAEiAARIAJEgAgQASJABB4lAiSAHiVvka1EgAgQASJABIgAESACRIAI9IgACaAe4aOLiQARIAJEgAgQASJABIgAEXiUCJAAepS8RbYSASJABIgAESAC/z4EWmpQmH4R5y5koqS+VVuv9gbcyklDysUM5Fc0Qck+6WhCRcFV3Grg/gLQjtobeSiuYde1oro4F1lZOci+WoRbtc3o4EtTNqEi/wqSky8ho6QW3Le01qA4O4c7n7vm2h3INRfwF6pf+XOzc5FbcAvVCvX3s+M5xahq4c+/h+riPNysZ58L7MktQMldOdr50/hXQbk5127grkx7Rof8DvKzr6JUytdVUJ6wfqyM3BuoZZcKytOxk31fhxzl13KRe1uqYsnZ0ILqogykJF9E+vV6FRfeNr3X1uoSZGfxvHKRf0euOkOMrT4vvTJVf2rrxfyQxercoITx7xOcm52HgtI6NPM+4+uutjGb86f2fIOYQAfkdwqQnXcbWsQClkZs1diUk4+C0lrNd2uOc98tYGMstjttZwdaqoqRU1SFFr6OXPxfQ1ljiybWVcwKUG4yeI1URH2IBJBpNvQJESACRIAIEAEiQAR+HgLKKpwL9oRHUDziowLg4rUPubIOoK0CyaHecNu5B3v3hsPH1RfxOVIo79/BSX9PxF1tU9nTIUdahBtCLkkBpQQpIS5w9Y9E2O5AuDtvRWxWA5RoRvERfzh5hyB2fxx2enghPK0e7fWXEOzkBb+waIRHRiMyIR1VvNbQq61Sc24UQvx9sNlrL7KlHeCOb3aG7/FSlXhQ1iMlxB3RWfd07AndHQB3J29EZUgE4gOq6zkbIhG8wwebPGKRLmFGKFF/MQybNjpjR9Jd1TUm6sfVwzkaaXK1PVx5unay6qjq4ISNO8+ikqunEneTd8PFKxgxe2Pg6+aDuFy1qNGrP2fPhTBscg9EaCTjFYMDV6oAs2wN7TAsWus35ofwyL04X9aGemPfJ2AQHhaKbe6u8IhMxd12vn56/mzXlq0bEwyIBBd2u2DD5iCcVgFRMVKzNLCT+YS3KTwcfp5u8IzLQYNScFzIxkRsa2NJEHcm7LxXfBiebnuR26yypkOWgXD3aKQ1sDhTxTrHLOonpJkKXsOKaI6QANKgoDdEgAgQASJABIgAEfhlCHRIU7HbOQTnapSAsgqX9sXjfNl93Ms/ADfvn1DAjawoUZsSCqeAs7jbZk4AuSH8ihwdaMftRH84RWaiSZGDaFc/HL7JRJMSDRkJCD5RghYmagw6u/dQevk4kvIlOgC4Tit/blsxErx9sL+wXSOANroEI6mC64XrCSDeHiUqkoJU9ghK1ilXWYnTO90QkdEEdEhxOXwrIuOj4BJ0HtWcJmKdeb48bf1kgnrolCewE+iANDUKnlH7EOYWgrOswI5GXApzQ2ByDZRQouryAcSklAusE75VdfKdItJ1R8k6w1bHDmGZ6vecqOHrxX9u4vv0zlU2ZCHK3Rt78+8ZFy8652uZNbEBMWkawrxjsCfcE4HnGAO1iOL9zJuiedW1qb3sFLY7RyO9Sfc4f7qp2NbxEX+yKTtbi3DAywf7C1Qjo4rseLiFXoaEE0z6zPjCOv9KAqjzrOhMIkAEiAARIAJEgAg8GALKCiQFusEj/AwK6vjpb0wsBMIpOhv8zLL7t09im0scspo6K4DuofiQL5zj8qC4cxq+zrHIUD9F5w3nOqJbduFITiEKCgpReFuCNrTgRvJBHMup40/jXlWd1hCcKLyJwrSD8PWOQ2aDUt3pjsShw4Fw3X0J1e36I0B8J1WJmvMhcAq/AjbAxf/odIaVtUje5YbQNBmUskxEesUjs+oKwl3DkMKm1Ol0krX1azYQQIZ2sulv6VE+iMmqRmqEB4Iv1HOi586ZXXDyisSpgjrR6W/8CNDmwOPILmC8inC7vg33xdg6G7GDr7jwVV2vkPOVkEga0NDYjHb1aIv+9+kyUE2JvBLhhh1JlSpf6PvTBLN76IAsIwYee7JRlRYN55BL4BALWApNVL3XFTr3So7A23Uvcu6pjhvaaiy21SKr03a24Oo+b3gfvoF2sPc+CDpfCyVXL1fsPJrLxW5BYRnq1YOihnabPkICyDQb+oQIEAEiQASIABEgAj8bAaX0Os7E7IDTFl9EnL0Jecd9lB7fAZe9+eD7dMrKs/BnT+al5WamwDlji3cg/H194OS+G6dvteD+7URsdY5DNq+v1DXhxIeTB7wDghEQFIygQ3k64kRYYdW57vD0C8A2Lw94hZ9DCT/lzDkG6ZLrOOTrjYi0m0jWmwLnHXEMx4/shb+7D6Iz2ZQ87Y+q3O0IP3ISh+OC4OoZhwyJEk3ZcXCPTEcjN03LA6GpUnRwnV7D+glFlCk70ZSDGM9opDWqptY5h6WhgQkxZSOKz+7BNmdXeEcl44bJdSSqTv4mV1/4BzFeu3EwV26GrSEvbc0F79T12rjFHc6uHnAJTELZfePfZyCA0IrsWHdsTyxXCSB9f95no2aGzIAmZMX6IPyKTHWdayQuN6inEJoZAdrosg1+Af5wd/ZCUNIttPBT4/TYsBoaxjY/VU8v7kzaCTTn7oWr30ncbilGgk8wku7yYtgFzluDuNgNCD6MHKGyFuAVe0sCSIwOfUYEiAARIAJEgAgQgZ+VQDskBScQ4OKDA4UtqEkOgVNYKqTq0ZL2ErYW4gDy71Xi1E4P7MlTq5kOGS6HuSE0VaYZIQk6WYSC02FwDjiLCtZXrElB4JbdOF8nlB7mpjvpVlYoMqCsxtkgVwScq1GtI2ICqFmJpmsH4eW1G7t83QRrgFyxNToRJ89cRObNBoNNELhyt+xA1PEkJF3Ixs0GtpNBM3LjPbHZOwi7QkLh5+UCp6gMyLhOshsM6icYtTBlZ1PePrhs2Qr/kDDs8vfBJucYXBF0mNslhTga5A6PhCLdimv+0h394A93iq2Al64H1KXojNJoSubW2xhMudM/V1nD+SLkUoN6NE61FoovhRdM+szQfBV73FzhGRCK4JBAeDi5ISJdjvsClpoyNG/UDHadRkFBEoJd+bVDxtloLoMwtlu7Zic3yJWDGLddOJl6BFv9T6P8PlNWwumQ2m/q6jsSQF0lRucTASJABIgAESACRKCnBFpKceFUOsrk7UBrKY75qTuibH2FSzBOlTWj434DcvZug3N0JmQdTciM8YDPwULIlMB9SRZivLYioYitvxF0CpuvYa/XNhxgi4jul+OEnyv8jt6AnC19uVePskqZWrxE4lJ9C1paWtByr42bFiarKsMdyT2dmqmEBTu3GU01V3FguwsCkoUCiFtUgqw93tiw0UUggPgpcDrFaf7QESz80XsF2OcViINZxSgqKkZhxiFsd4tDlsx4/YRlGLfzDq7u98GOQ9koLCpGUWEmEvw8EZNVj1sXk5BWxnana8Wt42zNVAbQoUBNWRlqmgRz9dSjHEyU1jNWLS2418YcYI6tLq/7ilqUldVAt2hBvXgGpr5P7ePQyxK0KKQoS98HH5dQnK/RTkfU8aeJmLh3LQEeOw8jk/EoKkL6wZ1wic2Baj2VNia4OurbxK2Dauamo3kmFGpGgAzYmIhtrY8EcWfCTu6ruemLHnDz9MG247fB9A8f6xwHzh/3wNzR1R8SQF0lRucTASJABIgAESACRKCHBDoUpUiO3QkXJxc4bXGF++6zuMnW6nQ04da5aHg6uWDzFmc4BxxCdi3X9cO98guI8HEFmzK1ebM7tu3NRDUbOBF2ItkmCCf84RyeBomyA4rSFERuVV/j5An/kzdxjz3t3+yEDRvVv05sJKcJVyJd4Xvyjk7NuE6r+tyNLj7wi0nGjSZ+yhS7TnW6si4NYa49E0CtRYfgxT/pZ8Xev41jvl6Iy63U3QRBXb+6Ou1mDkbtbChCgk8AErmhA65Aboqha1wmCs/HYbubCzY5u2KzZziSbjZDWZ2MANcopHJz5HgMqlGOjTyrjU7YFJXJHGWWrZbXfVSfC4ZzxBXV9DtN0aYFkMH3cT52Vvlssxvc/aJxPL+eG1kT1p3zKfNnk7BsPiYuIePgNvidvKMSEwxxaSK2ue9DTqVuTGyKzRWsjdId6Wm/fRLb2dQ5STs3WqVvq6nY7rydLHYZpA5I06KwedM2HLqh3iZdyIHziQsi9Be58XxFXkkAicChj4gAESACRIAIEAEi8HMS6GiVQypjqyl0fzramoweh7IVckk9JE1t2v/1o3upkb/a0SyVQNqsElJGTuibhzpaIZfK0cLBZ2uEwuG59yoUXaLRCbZsPVPoVsTnda3kLpnRC082Fdu9wVQSQL3BC2QDESACRIAIEAEiQASIwEMkoET99WwU1ahHGh6kJUoJSrKK8XMU/SDN7EtlkQDqS96muhIBIkAEiAARIAJEgAgQgT5OgARQHw8Aqj4RIAJEgAgQASJABIgAEehLBEgA9SVvU12JABEgAkSACBABIkAEiEAfJ0ACqI8HAFWfCBABIkAEiAARIAJEgAj0JQIkgPqSt6muRIAIEAEiQASIABEgAkSgjxMgAdTHA4CqTwSIABEgAkSACBABIkAE+hIBEkB9ydtUVyJABIgAESACRIAIEAEi0McJkADq4wFA1ScCRIAIEAEiQASIABEgAn2JAAmgvuRtqisRIAJEgAgQASJABIgAEejjBEgA9fEAoOoTASJABIgAESACRIAIEIG+RIAEUF/yNtWVCBABIkAEiAARIAJEgAj0cQIkgPp4AFD1iQARIAJEgAgQASJABIhAXyJAAqgveZvqSgSIABEgAkSACBABIkAE+jgBEkB9PACo+kSACBABIkAEiAARIAJEoC8RIAHUl7xNdSUCRIAIEAEiQASIABEgAn2cwP8DNGoEa8bScTkAAAAASUVORK5CYII=)