Robo-advisors: Machine learning in trend-following ETF investments
While the term Robo-advisor is quite a broad one, we will try and address the field of Robo advisories from a unique vantage point. In our opinion, you can use machine learning as an optimising tool to help identify potential trends early for ETF investments.
Generally, the objective is to provide consumers with an investment product that is hedged (hence, really safe in the short-term as well as in the long-term), yields an internal rate of returns (IRRs) like private equity, benefits from the structural trends in global macro, and yet is also as passive/simple as an ETF.
Let us now delve deeper into the concept by breaking down the topic into two components:
1. What drives the trend following in ETFs?
2. How can machine learning spot these trends in advance and help provide us an edge?
What drives the trend following in ETFs?
So, what drives the trend in ETFs? It’s simple! If there is a trend in the asset class in which the ETF represents, that trend would be reflected in the ETF too. For instance, if there is a long-term uptrend in S&P 500 index, the same will be reflected pretty much in SPDR S&P 500 (SPY). This same line of thinking can be applied to any index and corresponding ETFs. In addition, two other factors contribute to trends in ETFs.
Drag
This is a phenomenon that stems from the difficulty of compounding volatile assets. Known as hysteresis to electrical engineers, it usually affects levered and/or inverse ETFs. For instance, a levered ETF (BRZU) based on the Brazilian equity market was trading above $1,000 per share before the pandemic struck. After the pandemic struck, it lost more than 97 per cent of its value. However, while the Brazilian index (from which BRZU is derived) almost recovered, BRZU never did. The following pictures are illustrative:
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlkAAAFICAYAAABjmuvkAAAgAElEQVR4AeydB3gUVduGB0QFUQTFQlHABlaKgoCgqCBIkSJggaAoCtgRFRAEpBfpCSEJSUgnkEoSEhJCeiE9pPfee+97/9fMbpINCdXy/d/n7HVtMuXU+8zOeeY97zkjIH9kAjIBmYBMQCYgE5AJyAT+cgLCX56inKBMQCYgE5AJyARkAjIBmQCyyJIvApmATEAmIBOQCcgEZAJ/AwFZZP0NUOUkZQL/FIGGujrqG1v+qeyumY+iuYGaugYU1wwhn5AJyARkAv8+ApLIUjTWUl5aSklJKaUlJZSUVl11s1SQ4n6Cr774nrMhGX8ppfJEPzZ8tZK9p/yo/4tSbm6up7yklJJSZX1KSytvOmVFfS6Wu77nq41apFdVkx56CctTZwhNK7/5NFqaqCovpaiomKqaBrV4zdSVl1FUWEJFVS3tXaOC3OQrBFwOICImgaKK+o78mypJjgnFx8uHkCuxFFc1gVjH0hKKS0qpbWpWy0NBTUUFpcUllKrqX1JaoXb+r9ssSfJg7arPOGgVRVVVFj5ONpifu0SxekM211NVpixnqdgmxcWUV6kzuV55GsgI9+KssQVBSaXUlmRw0e40lnYhVF8VrbIokythAXj6+BGZlN3GtrG6goK8PIqKKmhUUwCNVeUU5eZRXtN4VUpAbRFx4ZcJCA4lMSOH6ibxWDF+LnYYn3Uju6a95TpH/qeO1GO2fi5Dn5uOY3QZTTUVFLe2eXEJxaUVbQzEEjVUl1NSXEKZeE0Ui7/xjtdES1Ot8rcv3QPE343qW1ZGbUM9NRWlFBaUUl3X3riNtRWUFBVRUdlAfZYPi15+gkkfH6BA5PU3fKrrISwdXKLAPkz+3haDcLgYAzE5oFD7PfwNzSUnKROQCYByuLAu8QLvTZvEhAnjeXnUSF4cOY45H69ExzFcBUmBzZZJCILAiiOefym4JOtt9BcEnp53iJK/KOWqxIusnjCRCRMmSPV56aWxzP3oC/TsQjp0PF1lpyjyZ+FzAkL/N/FOSmLdmPsRhMc46JTfVfAuj9XnBfLT7ImMG/sq7327lwyVpqjLcGfpW5MYN3YCy3+0pFaMXZ2DzsZlPPfI3RLfbr368P5PmrTKwmhXA5bNnsRDvQTpvNCzH3su5kGeH/OmTWD8hA84F12qVo5G7PZ8wsTxExg/9hVGjxzFqDETWbj8Z9xiC9XC/fnNK2a/crcgMPZ7W5KDdvKIIHDPhM9JqlNLuyiMH5e8xfjxExg3ZgyjXnqJca/PYPUWM9Kq1MJ1uZnPpskDEIR+7LHPIslhC90FgcdePYR6jStinFn4wlDu6aFkdPejzzL/uwPEFkN9WTy/fzSN0a+8zg8nLihzyffmk2mvMWbutwTlqhcW8sLPsfydl7m/uzKtfo89y4nLlZBiTx9BQHhyESEd9UmXJf+7D2a572WAIPD88mNUtYCj5lpefXUC48cp23zky+OZv3QN5yPFNlfgqb+WCeMnMGHcWOmaGDn6VRZ88gsuUcpfXXWCEx+8MoqRI0cxetQYxo2fyGsTJjLxjS/xCIvgjx9n8srLb7HXOLKtatF2u5gwbhzz9p0D6rFf9w6C0JsfTcPawvwVG/kVoOUO6yxhqx3scoDdjvL3thg4wU4H2GwD68+AeQDUdvGc8Ve0m5yGTEAmoBJZVZGnuVfqVPoyedo7TBg1SNWhP8HW09ESp5wIG/7Yuw+/xGKqC7MIDg4hU1QJldkER0STX6t8LGoszyLQxwtfvxDyqpTHyrMT8A0MJjKtWMm8qYKI4EDCk7OoyIlGb+9+TFxiaf2tN1flEuzvi5evH/E5rXIDKnNTCQ4OJacBGotT8Pf1IzQht1M7VoVa8KrYIQrdmTjjXV4ZOVRZn7sHsdUiRArfUJ5HbGgw3h5e+PuHkFYkSR5oLMHVbD8HdB0ors7gp7EPIwjD0TyfRmZiAMHBYRRIpg2gpYakqGBCwpJRN27URJ1lkpS/gHDfGCwilXUI1flEWQ5BYOiETYi2sRD976RjDz0zGY3lnzD3nVf59Kc/qAEyPXR4qZ+ysx/86gw+0ljKwkXz0b9chCLFgb6SqHgCff8iNQZN6H35tJRmv2fGs+iDeYx78gFp/6lPD1JJM0XJ0QSHxUpCrjo7ltD4dKpqK8mIi8TXywtvX1+i0wpUaTaSnRxCUFCQ9A0ODiY4OJKc4npqssPQ3LcX64hcCgJ3MribwINTVpGsrlvyfXjjSWUdXnrzPd6fN41Bd4v79/OjyRVammtIigwmNDKVWslAVE9mYjDBIZEUVWWx450nEYQBHHDMJvn8dnqLgvz1Y5Sp1TjH3xyN2R+xec8Bdm74nOEPKPNbftgdaOay3tfcKbbHg1PxzS/HZfMMicesrU40qD/N16Xww8SBCMKdjJv9IRqffsTbkyZzwqeAllQnHrlLQBi9goiiCmJDAwi4HEWFSkA31paTEh2Mn7cHnr4BRGe0PjI0kBIXQfCVJER7Y2FqJJFJmbQae/ISI/H19CIwKq3t+herVpYZjb+XB96+/kSn5rWFl6rdnMu6OYMRuj+GXrh43bZw6LtpUp36DhjLog/mM/EZ8eFAYMS726lWwLnt70r7dz32Egs/WMjbryh/4w+NX01crYKmDD/WLp7PewvmsXjpx0x+rp8UXhAmciEohBVT+yAI3Vi+NaCNfIDeCmWeKzWlhxdF1gUm9xK4e9QqEq42NbbFurWNs0HwpSHoekJ8LtS3gru1ZOTQVxGorIPQdNjnBKuN4HLyVQHkXZmATOAvISANF1ZHneWh3mLH9B5eksGmHNN179JNELj3pWWk1oGP5hR69OjBr2Ye+Gv+JN1cJ67bwnevD0bo9RQnEpoojbBjwcRhqpuzwAszVuOf1UC2/xEGdhPo9sQCIsrrCT60TOrIlhv7kOeux/AePRj+9nHJslMWdZ7P3hzelsZ9T7/BPtEuDvjs+VQ6/twiDeaPeVTavuORFznomdYBRlW4SuQ8+gxeklaoxHj9HKmD7jN6GYnVTVw6+AE9W4WQaB15ZREOsaXQGM3yiT3o8egYAlLT2PSaaEl5gVOusWh9rSzXMu0gKb+qCDOe6ynQ743N5Kvd/Iv9TjGmLe2efK4pdky1bJ31fFu9hkxYSlYzmPzwrHRs4X6XDnWgMY9tix+Xzg1fsJksdeEi2g3i7Bh4v9hmz2MUqBKvUgpNGH4zUpnmQTfpSKbjRmm/z8zN1FDP8TkvIPR4jM93bGTG4O4Ir32GpbUWQ1utZYJAr8dGssdGFNjlbJ6vFC1ip6389mOdfiK5gccZ0KMHL/1iT0bIPobcIdD/zdUdRVaBHzNGdEPo8SIGccoqHv/wZSmd5cdCaK7yY/rDAsLDH3NFrGNLKt++LebTHz3fCA6/9xyCMFAlsnZwryDwzBsdRZa6ThJzsFo7QUp/0g86SstlSwE7ZimF5+i3ZvDcwwL9xi8n4WpLWqYbo/oLCP1exSJBrUHF1ouxYeC93REee5kFMyerrp37mLvxlDR0mWy6jSdVljSR0d3DxnPINQEo4KOJAxD6j2DL1nU831fg0dm/UNbcgJf2jzz3YA8l056D0NhhjlikTE8DXn/qXhVrgaFTNqD+KFEbZ8PEPgK9h39FslTMRjR/UoqoOasuSpDzrXfyoCDw0NgvKWkB573zpPTGrD2jbIQSL2aIdb2jP4ZhHRVRS6Evn4wWxWYv3t54hvLaNFZO648g3MuqXZeV8YHLhl9JaQ76VkclEEvYvlB8KHkE3UB14d8W5ZY2RGH1qxUk3bwR+ZbSlwMrCfglwbem4KZ8npaxyARkAn8hgatE1mzc0pSdS12UDWNFi8N9QzGNqyfw+BvSDfUXY3cCdDZIguXO+x9gyJBhjHhrKbZXQtnwyv0ID03BOjyVGKf93CcIvPaVmegRgvWat6T4r8//jNEDBB6buJbMFih1OcjjgsBTb+tR05TFhokPScND3xyywcNWk3GiJeeBSbhnVRGi9TU9ROE3bCp7juuzcclrkhB85t2jqI/gtImsR57GLV1JqynemHFip9J7DAZ+2YSc1+HYWTdiokI5sU5p2Rj/zUnq6lJZ/qqY50v4t4ms4RgEVJHtvU8a2hzw1jrJkuJ5dDHdhDtYZRTaoUmSz++TxMDINyYzoofAgAX7SY13YuKTvXhi8hSG9xXo+exUYqohwvALiYvQZyAT3l3KASNHikSzWLE38x8RELr34Vv7lA7pizs3I7Kem7aE3zevZ/pLj3LXfS+i6Z0ttcXR98dJVok+/R9m2LCneeHL7VxwO8de3TOERUXhcnK9NPTXc/QSYssUJPiYccrCGt3tKxgoWnN6jcI8tIR894M8IAg8u9b2+iLr+Z4I3foze9VGNn+/jKf69OKxKauJFI0wBW5MHyDQY6AGUZLISuOH6aLIepSTvpE3JbI6wsljy5tPSPVbedynzbetPNqE8YNVguaO4Rxwz+kYTdyrSeTrV5Xi/eFhL7Bo9VbsAxIlAdEYZ8OA+7oh9BrKis1H0d79LYPvFBAenYZPcR3p7tZoHTlDSGwU5zS/l/jd9eoGSmry+WLGCITu3Xjw4YEMe/IZ3v9NjzAXfZ7oJvDiJ/tJTE3l5DcvIghDOHkpjD1LeiII49B2DiMpMYbLfuGUq2m+eKtt3CMIDPtU+WAi/r40f5olXUdPj1nK7zvWMWfU4/S872n2O2ZK9bTdOVc6//xnh8nLzyXK5iDPir/v/q/gnK6WeHM2W+aL1kOBZ6asJ1k0LzclsfytB68rspQGPQXGm+ZIcT80aBdjnUHf+IixL/xuBw1qRbtxLDnE7RLIKYfvTMFHfC6QPzIBmcBfRqCTyHJNVQ7aNWe7MedRAeHOgez2LyFERymS1plcIkB3PXeInevU/RSofK6L/DR5oJtAn+feZOuBgxzYukoSWb3HayDptoooPntNFFACwoBXsYxWDvhknzvAUDGtmSakx51mkOjX8/oqUlVVPPuz0iqz1tgHv+NrpPiTl9hIZ0ucj0gC7dGxP5GuZs5QF1murUau3ItMeUbsvIex21HZwRYnh2JldpKtq9+jlyAw/OOdlJUls2Ki2PmMUhNZz6DlUQ0NsXw0vDfCfaM5ExLDzrd6ITz8Lh7ZHXuCEIsNUjk/2XmI798dhNDnBVYunc+A3k+zx+AA7z4uIAyahL0YrzqJIz/M4lFpCE1pKXpxyT6irrgyV7SM9OjPLu/Wobv2dr+uyPp2lJR/v8FP8eqEsTze7x56PzqOTWZBNFKL5gevSJbEJZsvdvBRqytO4aLtaY5u/oZhfbsjPDUNx5xWsBUc0xDF2YN8ccJfKki6/R7JWvL8T3bXF1kv9kYQ7ubx515m/JgR9LlT4Lm3luISXQCFnrw7SOCuwcvaRNaaGQJCt4Ho+92qyKrHYf9iSYAMfPsHYorbJwQ0pF7gzceVfm/Cg+Mwj2ofhm6nCmn+liyY9IzyOhWv1XsG8bNRHLXpzgzsKSC8sIxoqbmT+PSJXgjCy5gEKU1iVQVJXLQ15OBvX/Bsd4Fufb4guSCDVTNFK1pf1lpEqLJSYLpOac2btPgbDhw8yA+LxTYRWLnfhP1fiBbTPkz9+FsO6JkRmdXR5BZosl4K+/wWlVVKEllKcXN//6cZN+lVHn/wXu4aPIr1uh7S0LPDnvlSnDt738+gxwZyb/du3Nn/adYYeCt9A6WS1WC1aZH0INP7yak4J6ome1THsfwtccj5Xr7aHdyGK9joGynNR785QetUBpd9n0vHZu443xbuVjcup8LKUyAOad3sJ7aohUOBDTT9f5iTcLOF/n8WLi4XVhhAYdc/jf9npZWLIxP47yBwlciai5dqXKLMX5sR3QSEPs/glN5EgMqSpRRZ6yQL0oTFlm2ddK77HvreJXDnQ8OYOHky41+bxDszpqGxWZtM6Q5cyGbJwiBw59MfEqQyPWW1iqxZpiSF6/GQOMQx+2fyVPzc9iuHflYfd8RH60fpBj75o7PS2YJzBxkmCAyc8AsZrVoAaBNZ4nChaqih7LImz4pDov1exSwyB5udy3hm6GM8/sxLvDLqGUk0vrBsL2XlXYusYxeUTuN2695EEHrw9uwPGCB0Y+yqw9IQj3pze2krhzU3mnvgemi1JODu6N6NvpM3kpjgxrzh3RDuG4VmePvdLD0mDJsT6xl2nyi0RqJj68LXk++SxMn8Ax7qyUvbdbE3Hi6ctcWc6ppq8vyNeFlsy16juZSWx8mloljqw9rjsW3pXjbfwpinhzBg8JOMGTuSvnd1Q3huFs4Sv2Zst8yWGI3/TKvNKT/Z9iZF1ojuCHcM549LGdRUleG09z3p+hnwwR4y0n2ZO0Tgrsc/I17SRNn8NOt2RFYLLlqr6SMOWU5aikdGu8CCao5/Ph5BuI8Xnn9acp5/Yd4erjkNoKGQEN/zbF4yWeloP2UDMVEXGXavKLI0CBdH1xpj+EQSWeOxjSjlssVvjH5qMIOfHM7Il0dJFs+7H1xFSmEmq2aIlrXHOeDTOu6lwOAHpbVoyAtjmDRpPBOnvM2MmdPRdImiLCWEVe+OpN89d0jX+yOvfoBvVruQDzJViqznfjutaj/RkqUcLpy61Jzq2hoKg0wZK1pC7xrDmcRyPA4vktJ6+JW5rFw2XXoAuvOJ6arhdGUysVabGdJdoHu/0Rz1UxugrItnyRuiyLqHVXvbndqDDb+U0pywzrjtPuCwR+l3OHOPapJB2xV2cxviRFlxiNC9/dK8qYi/XWpA+LWCsDz1dr+pqHIgNQLal0Cn8+1GLYS8KROQCdwKgTaR9bDYgQhTOOUZS6inAyumKn1Ynpi6kUIFeByZLN1Q1UXWq++bti27UJtgx/PdBO4aMQfvrNbn2haqq5X+HsGnvufBHj154cXh9BLuYOo6c+npt9BJackaPuMURUW+TOorWnmm4ibd48vZMk20fvXhoEcyl08oncQnfaR8gs+3V8btSmRNFq0QDw7ByCORUC97Vr0l+vYIDFv4G0kxbkwQzz+7jHhxNCRSXxr2evqj3dcWWS5K2VcRbswIcZhIjH/3EHY6qcYj1ag77BY79LvZfi6V6lgLnlM5Ys/b7QZ18SwcLYqnpzjslUFWtCdOvrGID+1l8fa89fCdkp+VRUgedvvfl/Lp9fh4tOz9yC0uJzMtjriMCpoSz93QJ2vO72doqK8j8ZImL4jlFQZiHZXOyWVKwfH9UdVMseZ01jwt5vsMBhGiWo1j8pA7EJ6cjkeZgvQLOxl8l8CjU78lqX0GPyl2tyCyeozgsE8WjTUFnP51hmQtuWvmT8QleTF/iEC3vpNwyWqE6nA+Gy/6Cg26eUtWSxXnj6ziwe4CDzwxj7OR+dRWV1JWrjSF5F7aJVlIB723g5joi8x5vCdC9wf51TxKrdVEdZ6FtZMr4Wni3MVaXHevkKxiQ97YQnzMRYaKIv2FpYSJhqWGaJZJImsKVh5+fP2Gkq+daIKtusxcUdTe/4WayBrM3ktZbfldPPSR1LZvrjnVJlrFZTnKyiqkrxiwoSySNS+Lw3QPs8O3XRKm2u2mn+hHuPioKq4osmZK6b2zzJI6RR0ZHtqMFofHhSfQDc7H8+gH0vnRP4q/nSI2vyMKP4HZm+0lgVQcZcnkYeI10I03lu8nJi2N+Ng4YuMSKavPZ+dHSuvoU1O+xCU4iitBznwxRRxa7cn3ekrLpjjJwGCDUuwtN+04hN5W8RtsxGTDjxa3trxAcU0LbxvX8vqpGtZdVLtAr5dXUy3V1V2ZylrISYojJV/NethcTWJMHAXi0in/kU8LuYmRxGeoLyPTQnZiDPHZJeQnRRGR0n59/Jki5pYr/bOqukLzZxKW48oE/qUEJJElOnDfJXXCAj169VZtd2fYuHnYxSmH9Rx2viDdlL89eQGfo99K2yPe0ZfEgcSupQqLn96T4t47aIS0fMLYMS+yZKMmadEeTLhT4I5JP5GQepnlw0WR0ZfdXkkUOB+QOoz+rxyinkYcfl8kdWz9hrzEuJFPSJ3xqNnbyWtswXevsmN6cbaplGXu2R3cLzppP/cNaWqWrMpgszbH8zt79pHSEDuUAWJ9YiugLIAFA0QrwX3MXvYJH81RWssGzd9KaVkCHz4v+kINxTsphR9fEP1jHma/g8qHp6WQXXOVHdSDo5cSoXYvVl5DDWh/Js7MuptdDgXQksXnz3VDEB5CM0A036UzZ5Q4bHUXW4yicDz0nhT2sSee4OH7uktcn5+p9IVpKo9gzXSlOBTL/8hjQ3nogX4s0A+HNAeJkyAMQtdX3cm4iROftc6m7MvQoUPoKXb4wp2MWrSLktpqDs1WWlFW7FN1hC0F7J+rnLAwZtYSVnz6nmSJEYZOwyEqlK8fEuMLdH/kacaPH8uoka+yzzKSJOf9EttBq8+QFvi7tMRB95eXkaCaqCnxyPNiojg8Kg4DPzSIJx4TRYNAt7sH8fVJPxrqs/hxhji5QKDPoBFMnvgKD0tDp/dw3CuUPW8qHbB32GSSYKd04H941P4OSzgkuR6S4otpCHc/wjMjnmbI44N56bNjFORF89lIketAjnoqLUlu+5TiVXjkHZxT2q2JlF5m9NC+3HHfIwwbNlA5I7FHX9acDKM+xV7p7D54HkFilIZIFkgzP1/itFcUO5Ypr4nx7y3li49nKPkJGiTmp6MxUbweerP1Qvsac/VZgXwwXqzbXTw58lUmTHiVUS9OReusJ4d/fIUXx05k0uRXGXB3Nx54bh5eee0dfF3Ked7oL3D3Yx8TJbFu5I/VU1QM7mfIU0NUs4V78Nx7G8moaeLc71Ol80M/01H+djwOM1jkdcdjmERU4Xv0tTaGPe7pQ78+99H7nt7cc9+D6IeUUu5vyLiB4m9BjHMPvaRrSuCJ178irHVhrKYcNs0QZzUOwShEfZEN5S/jZv4aeoNpq2a7TgSbuCZWOtRJomru6Ro+P1dHZoWCV/Wq+da5jp9c6/nOpZ7U0q7HDxOd9Fi7w4CkknauYnYtzdU46x/DxKv14UmBoiINvYOa+Ka1TxCoyIjFNzCuw6zPpg7r1Ympqd2UuqpLcyMNTa1hWsiJCuRybEdfwcYG0X2jDhe9HZx0SICW1vo04nh8P8ccrpAT4oFbsErANzdS36C05hUmRuAf2up40VUBuj621wm8xKdP+SMTkAn8aQKSyKrPCuKblZ+gofExixctZNmX36BjeYnsitYfNFw5vw0NDQ0s/WJJ8rBkmYYGW4/6dbjJQCXOJ3eyaM67TJs2jRkzZvG7oROBzvos+WApRl7KG0i8y1GWfvQR60+5kB1+iZ81NFi7y03lG1KDu9Ee3p81g2nTZ/PtbgOSVf1gvNNJqQzbjyudastDnVmjocF3v5+muPVeJd6S0oPYraGBxtKlLF70PotX/oiW5QWyyluHEhQkexjw+aJ5vDd/OSfMzrB/9aesO25PdU0B+ts00PhqE0mFRVht+xYNjZ9xvdL+FGm6Qemf9s6vdtK0/I6tUIe73g9oaPyCZ7xSgfnrr2PFL3tJkjrEUrT3rkVDYwVn3NPJDDvD6g/nM+vdGcyaM59vfjtOXGHrYhZK64ql5hY+fH8Bs959l9lzPkA7IAdKovhupQYaGuvxSVZXes14G2+SOH20eCHz5s1j0QdfsO+kHRlSH9HAhWPi+S8wdVU6RYvlr0zx5rfVHzB3zhx+PWGM6caf0NhwkLC0WPQ/F68NDT5atIA5c+YwZ85CTjjEUhjnztcaGqy3CKU4zYk1n2jw1a5TFKgVn4pE9m9ciYbGEha/P595899n+dfrML8Q3ibQ8yLP88uyRcyZ/R7bjltjcXIvGsu+wisxE5dD69HQ+A7n8FIKIu35QkODn3e6Sn5GrdzTAs7ywUdLpDJ+/OEi5s+bx/z58/nsj7PER5zn+48/5rvfz7Qv+5AfyqbVn/DRx0s46ZnUmgw0FXL6wDrenztLunYXLPqUg2f8JYurIi+Ebz7TQGODNuniU35TNjprP0dDYyvBOU1UpXvx22eLmDNnPls1zdE79BnLvjCgoLIEw/1ie3+PY2zrsg7KLGuzgzj0swazpr/DtGnvMHPuSpxCU/E028DsGTOYNm06C1asxyGsY8crzvjc+5E4U/V+9l1SWjDcLA4p2+jDhcybO4+FHy9n7wkrklVrXYTYK89vNPZWdv0tpRjv+YolH3/EMbsEYv0OsFz8zWho8OEHi3h/4UIWit9FH3IhRimY8q448+vXS1kwdzZz5i3k+126xBS2/qag4oopz4rD/dM2kaN+DbQTvuHWFlsIugldYBTRiLCxkg+sajkd3UiKSkx5pDVhGNHIoINVDD1cTWpZ+z2sLfP6LM4e3MHan7Zi7q0UU82VObietcDS1Jx9Ow5gH5JPTWESZ43NsDY5xZbtxwnNUZp3FA2l2B/dxqdf/YaDTzx1VUX4OVhySt8IO8/2ZT1QNHDFx4OEvBoqU0O4FJREQ10JIb6XycpO49IZcwx1jfCIyKKmKImjm3/ii40H8Ygvpr4oHWdLE/QNzIjLKsDT/Cg7D5hw1tgEK5cIamnG9eQxdFyiyL8SRGBsAZU5MVgbGXL6tAspGSmY79vEZ9/vwj0ktYv7VBuNThvG/mDg3emwfEAmIBO4DQKSyLqNeP/KKE0FYexbM5VHRQfo+17itJrw+lcCkSv9HyNQFmAoLRnx6NvryKptFzr/qQIpGkvRWjZCsvrucr79RZe+M4PkzvM8uqyWVnAj4/VriC7sKKS0Q5THY6863ppIYbATJyy9SAtyZP8RO0mwhFhps0vHgejocI7vO4idXySO+oc4YRdETJgbO7YdIyRbJbIaq/Cz0OS7Tce5kpqLv9VJ9ug6EhUVie6+vVj4tlrBmvE0PorBhSgiLHfx5W4zIkO8MNC2IbeygtToK/g4GLF5uy5JWflYa21nvZYtiblZnNPeyyHzS8TEJVJYXoq78UH2nLhAVLAbv79RUe4AACAASURBVG/aTUhBDZ6njqPvFom/mTaajoEEmhxi+xEbrkQnU1JahIveftbsMCQuo6jNZ66VwfX+24bCH87XCyGfkwnIBG6WgCyybpaUuDh73GnefbEPz74ynR2ml2/pxnUL2chBZQI3ReCi9g/MW/QtXjdeOv+m0vszgRrzwli7bC6rt1u1+5jdRoK3IrLE5NdeqGeJTbsDUU6lgtE6NfiLi9B1+anHzXAX6/dbcMHSgK/X7CCoKB8XrYM4hinT8TA3wNz1PEYHdYmRJugUYqypQ0CGuESw8pPtZ82O467Skij2h/djH6ocI491PMkRc7+2e0N+uAtah3WxMDBF76QpWgc1MXZPoK44Cx8XJ+wsDPl+wyEisquJtjuOlluKZCU9snU/QW0jrvW4Gu7D+KLoqFqI4YH9+CRX4mmkFFmXLXXROhdFcZw/Bsc1OaR1mqTSehIvmLHf5CbGXlsrpfovi6yrgMi7MoE/QUAWWbcAr6GqhLTEOIrb77W3EFsOKhOQCdyIwM0OF7am86t7Pb97NWAX3yT5Z/lmNjPLvPaaIqsuN4yD2/Zg5OjFhUteHN+9jaM23niYanPE2JeyshyM9h/AwuMyZw4f4LR3GuXZYezZcgh/NZGV4XWaddtOUVBViZ+pNoeNvSkpysXs4D6MLrU7NLWUJnFo7Rf8djqSDG8bvln9I56ZTUSdPcyWE84UZYaxZdNeAlPLiLA+yGZDbyorCzE/tBMdp0hKysqpqS3DWXcHOuJ6eU2ZaO/ciVdyBRf1DklrqfmZaPGHpT+1FdVUF2Vgun87WuejiXc2ZuMBK0qrr3oXaiu8a/yXhwuvAUY+LBO4DQKyyLoNaHIUmYBM4O8hIPoCmd2k8aWuCWlG4WOHqll4po7l9nVMM6mlz+4qDga0znDuWM7CWG/OOAa1WZoqot0xsvEmNzMZC11tdAzMMTM/R1BKGSWJfmgd0cbY9DQmlm4kqb35vCk/jlNaBzF0CKS0qABnUz0OHdXhlI0vZR0W66rG294cl+hyKIjDwswecZWJigR/TmifxMD4DLrmtiSWNFKVGsCx/VpY+6RSmRuNyQkdDh43xCs6gwh3W1yD86G5CBcrK2Lyaol0c8AlLJV4LxecgmNJ8XdFW0sXLQM7EkvEl3aHo334AOZu4dSp+ax2JNJ5T3Z878xEPiITuF0Cty2ymjvNpLndIvxn4ikUin/sLfQ3zquFxsYmWm7hRngr1FqaGmls7ui3civxxbAtzU38ySRuNctO4cUyNHXowDoFuf4BRfN/vA7XL6B89laWcCipVfClYx0HAhqpUr2EMjK/hW+c6jAIv03P+z/TBH/H7/fvSPM6dZSXcLgOHPmUTOA2CEgiqyY7Dr/LUVSp+uGK7EQS0/PIjo0iIVs5PamhLJuIyCTq6iuJ8nLG5rQtfsFJ1DZXE+XpgfsFNy55Xia7RPUE2VBMiH8wuaqXRN9G2a4RRUFhSiR+Iemqp9EW8pPjSchqn/13jYhqh+vwcrbFO+FW4kBFTgJeThe45OaOf0g81Td1H28g1OEMgUmq6d9NVSSE+nLRxVXJzCeMzKwUgi/6U9j1w7daubverCvLxN/ZlUuul/D2j6BU+abltsCZET74RKktLtl25sYbLTXFhHu4YmdphcOFyxTX/MN3fbUi5kYFEhic0maFUDvVtlmUkkBqumoWX1MNyTFRUpkrsmJwsbbGxvYSGUW1NFflSMzc3S7h4xNMbkXHqfxtCcob/yiBW1mMVHwoUa1W0KmM1zreKaB8oAMBeTHSDjjkHZnAnyYgiaz8wNOsWP0TNr7KKf2ZnqcxuRBJaaIfunqO0nsBox1NsfZOIzPEjmNmHuTmZpGalElFeSwnf9+Pk28M0bFJFFUqlUdlhDOb1m3E3Ee1fktLC4qGWopzC6iUbNfNFGelk55RQH1TCzWFOaQmpVNZfyOLSwsRDvqsWLkFD9UaR/62Jhh7pqJoaSA/PZWMrCLV0hIKqguzyUjLoVbVh1YX55GXnoylsR4uMWW01JeTkZxEvpqjVUN5IVnp2VTVNdKiaBcViZeMObDXgoiwUM7qHMPMS/lOwYbKQjKSs6iR8lBQW5xPamIqpdWi8229NAvoUpRqifvmWjKTonAy0ebwIXMCIxMoLK+kpriMJoWClqYGygtyyc4tR9FYQ35mJmXVKiaKegoy0sgrbF+vR7wCCqMdOfC7DgHh4TgZaWPgFEpjC9RXllBUUEZNZTnlVcp2aagqJj05heIypaJrrCySyt6lYFRU4mOhz0nLSyQkp5Oakk55TQstTU2SFVChELebpe2WxnpKCgsprWyQ1vKpLM6jqEx0JG6hODOdnHxV/VuaaaytIj8jk5KK9oUjKwuySU3NprqmQUpTeWUraGpsbLM4NlSWUVVWg2gZbG6oozQ3m9yCSrXViBREnjPDzjlGGb2mALtTJwlNysZVX5uLUZlkJyeTW1xNcfx5Dm49gXdIiPQqnON69uT9BwXkn/4l/w8lEJgKq27xtTr/Q9X/j1VFfq3Ofwy9nPH/MAFJZGWFnOeoninG2qeIKGik6LINJk7i6zNa8Lc3x9j8LEZm5xHX7csNsuewvj1JOaoFeGqi0N91lIsR6WTnlyrXY1FU4mFrywUnR8zNnSkVnziT/Tl+aD8G5hfJLykmxNkSPYPT2Dn7k5GXQ8Qld5xtrDEwEtdzup7QaiLc0RZj/ZNoG9qSW9NMhIslp33TqC5MwNX+PFZGxjh4RpEe64OJuQMBPn6k5DVSFuuJro4JjtaWbN11BM+EMgqjfXE854Cxvgl+ieXUF8Vy6vhJzlo5YHTsOG4R4kuVlR9RZBmaBEo7ceeN0HWJoaEgFjsLa5zs7LCw9aG8sYYIj0u42NphYGBFUlklgRZ6eMaoLXoJ5IU4Y2etWgy0KQc/uwBKq9I4c0IPC1sHLLS10DOx4ZylKfrGThTW1hHpZoOV1TmsLKwIiC1uExcFUQ7oajlIr/fJ9j2DtpEtbvZm7D2ij2dQIinh3vjGl1CfFYyhjgEWZx25HJFNTUEs9lLZ7TG38qD0KstcY8ZlDmpaoLYUEtTn4W5pRWo11GcG4eLkR0FuGhaHD3DMwo3E5DjO6euiaWBGeEI2Md4XsLGyk8ocGJdNZpgbRzWVbXBM+wzZVXUk+Z9HW8eUc/YXSUxMxNnGXnoxtSI/AmsHLypU5coOv0xIcAbVxTGcOnQcG3t79I7q4RnXuhirgiin0zi4xikbrKaQcyaGhKXm4mGkjY1XHCptKa25pa/trFpvq4ULp7SwCro9a5/q8pD//YUEjOQXRP+FNG+clDhMKL4g2rvdZ//GkeQQMgGZwA0JSCIrI8Cek24xFMde5MSpC4S62WPpEiJFbiy8wt71mzh3RdWRtVQTfskBXU1tLF3CKKlIQn/rDo4Y2OLmGSZ19A154RganCW7IA/rkyfxz26kOtqV48ZO1CoU1GRdxvC4NXlqw2ONpXlE+rnxx94/uJjQOn2viaSAi5ianyexzXrTRIjdWS4GppDob88pSxc8nWyw9FWupl2UGoubhTbH9OwI83fnwGFDvMLTaaYOLyOxQ65AoajmnIUhF2IrQVFNWlQoxgcPYe4USoi3NSYXk1CgINzGhHOu7a+lT/E5ze5NRzA4qY+eyQXyqpsJO6PL/iNmnHOyZe+OvfiJ78yrLSEmyAfN/ftwiswk9Kx+J5GVHuCA1ZlARP2gqEvF6aQzOUUxmBy1JF+hIN3TCi37KygaC7E1MsA/NAi93Qc5fd4Fo2N70Tb3a3spb3G8K3vW78PC2hGr03bEpaRhZ2yIQ2SBJMRSvK1xCE3g8mlDzofkq8RZMyFn9dh/2JRzTnbs274H75R2y5LY+FVRbuzVs6W63ZiHoiYDW21d4iqhLvkSluYXSE+MwEzHkuxGBdQmcurQKeLESOXx6IkzuRxcsNQ5yHELZ/ydHLFyjkahqMFJ3xz/wEAsjEy4kq9UUgpFHf5njTkfmESMlwN27jFtCymm+Lji7h5PSaYvZgaOVCoUxDsZYHVBJapQcMXRAic3VZvVFnPOWI/wPAX1+XHYm5xCS8uMiIwSihOcOanlID0AiHWNuGCK/kW1hUlv+NORA/zdBHQ9YaM1JLW+8vHvzvBfmr5/MohLZ7he9ZapfykOudoygb+UgEpk2aJ1TrRcNRPuZMmW9ZswdFP94mpzMDExITznKp+VxhwMjh3DOSgA6+Mm5Kp1xMleFmzZcQyT06c5tH0reu7plER7YmJ9SRIVVcm+6Gg7tK3aXZt2GQMTB1KSErDU1cQ9vtXq00JReiKhYXEUVbcqsiZCbCw555MmDcX5mRzl1w0HsA1IJ8rTDmuPKyQHOmBw0o6SFijLSuS8mSlnLnpx3tCI0GyxoAqcLY1wDo3F6+xpAqKTCThjipVjED6u5lgEKFdDjDt/GseLiW3AkzzEtW4uciXQE51TDpQpwN9EF2P7y2RlZZNdUExZahgmpjbEJ6ThYHic8xFphJw5eQORlYaLoSu5xXFYaFsjytlMXzt0nWKguRgHMyN8/Hw4ecSUK2k5ZGXnUFxe02bJEocLtf4wJyY7n8p6sX4V2JmYcFH1SqRUX3vOR8TifcqAS6KwVH38TPQwsgtUlj2/iOqGjhZERXEsWof0iChUa/uadKxP6JMmHsrxx+q0G+lJkVgb2VMkZl2bhLnWaTKboKkoEr09ugSmZJOVk0theRVXzttgI1ma6nE1tsLXzxtTIxPSWnW1+O7l7GBOHtNGV9+S6KL29Y5S/dzx9EykNMufMyYu0vWTfMEYO9fWx28FMU7GmNlFKGvYkIeFjjZhee31yvSy4KSpO8kxlzDWvaAcVm4q5KzmUc5HqayzrYDk//9xAmeD4EtDEAVXfC7Uq12K//HC/RcXoLIOQtNhnxOsNoLA218/9r+Yglx0mcDfT0ASWel+1hy1CVLmVpOPwY6f2X/2inK/OhMDA0OCMpUipyT+MjbnnLC1tUbXyJak7GgMNm/nuNk5LM/7kJiVgYuhPoFZdTQ0NFKXH4qenjVBlxwxPntR+eqc+mIumRtgYOGIrWsAYR52HNA0wNnNFb2jR3CP7+hz1BFDE0FW5tiq1qJpKY5i28+bOOOdTISTAUeNz+Nmcwp9fVviYuO56O6Opb4OFhdjSAl2QFvvDC6u5zl2XB/X0GicT2hi4uzOmRM6WJ6PpCgzGG0tQ+wvXMTw4CEcfJR+V2IZ4t0MMTAJlooT6WCIsWM4uQmXsTQ9g4ubB14BkeTGB3HkyHEcL3hgrHUY5ysZBJnr4N7qk6WqTJqfHZbm/p0tWcfOIEq8dG9rjp+LgsZCrA31iMgoIMTOgjMOl3Bx8yYmrf2FsPmRtpw46iD5zknJtxRjbWiIS7TSATzF+yz2IbkUxXqjo2OCrf0FfINTyE28jKWJquyBERRmZ+Dhepmyto6shSQfe45pGWJ7zgmrCwFkFxTibaGDjuUFzpvrcsriIhmJ4ZzRt6ZA1DK1CRgfMSWlVhwjrsD/nDmWdu5ccPMgJi2XiPN2nJF8pupw0jMhOCmLsItWnDS2xsHJmch0Ueg0cF5rN7sMPDu8tkndkmVu6IR4lSScN8DaJVZFFSqzr3DquDZW9g6cMdHD2DaQ8qY6wi44Y+3ghLnBSS74JVOYdIk9v+zD2M4JK1NjLOz8aXvrUltq8sb/BwKiO9+xi/CLJfxuB7sdQVxmQP7eBoPzsMsRNtvAOkvlchm1V7kJ/H9oc7kMMoH/FQKSyKqvKCa3uP39d7WlBeQVqvab68nPz6dKspBAXUkWIUGB+PiHk1EsOjY3kp2YQHBwCP7hceSVlFKcVySJByWkJkpz8yguKqawuLxtZpiippiY0GACQuIoKi0nNyWO4OBIktKzqahrtzx0Bq2gqriQ4vL2txBX5OdQVNlAc00xUSGhREbGk1dUSnlBNqFBwYRHJSH54yvqSI6KIDTsCslZhVTVtVBVmEZwcChXYtMoLhPTVJCfFENIZCj2eidwuNQ+hFRbVkB+QYXSgtRQTkamcuitKC2OAP8gIqKTqWpopjAtgaCgcBJSMymrbaCqMI/ymnaLjFinuooSigpVTtstdZTml9LQWENhrpKd1CYlNaBopCg/DxGJoraIKyEhBASEk57fPjOysbqEvJySdkGiaKK4oIBSpSc+dRVFFIsO6UBBahz+fsHEJivHYIrT4wn0DyI8OomysjLSUrOo6YC/hbyUGAL9A/EPj6esTkFTRS4hl0OJjEogt7ichrpqivKLEUcLaamlIKeQumZxR6xoGbFhwQQGBJOWV0pVWRnFZaLZqoXSvHykYrXUkBQVSlBAMOlFNTTXlXDeQA/32I6WpbqKMsrLa2mqr6CwQOn/V1uaT3Fp+7UgZlmVl0ZwQCCXIxJU/lyNZMZfwc8vgJDoNOWaQQ0VJEVdITA4jKik3LYhSWWh5b//HwlU10NYOrhEgX2Y/L0dBufC4WIMxOTQNqHk/2Nby2WSCfyvEJBE1v9KZf7qeiRfcuSS7028rfavzvhfnV4zST4OGJ71aVtS5F+NQ668TEAmIBOQCfzXEpBF1nWarr6qkuoa2ZZ+HUR/w6kmKsvKUBlO/4b05SRlAjIBmYBMQCbwzxCQRdY/w1nORSYgE5AJyARkAjKBfxkBWWT9yxpcrq5MQCYgE5AJyARkAv8MAVlk/TOc5VxkAjIBmYBMQCYgE/iXEZBF1r+sweXqygRkAjIBmYBMQCbwzxCQRdY/w1nORSYgE5AJyARkAjKBfxkBWWT9yxpcrq5MQCYgE5AJyARkAv8MAVlk/TOc5VxkAjIBmYBMQCYgE/iXEZBF1r+sweXqygRkAjIBmYBMQCbwzxCQRdY/w1nORSYgE5AJyARkAjKBfxkBWWT9yxpcrq5MQCYgE5AJyARkAv8MAVlk/TOc5VxkAjIBmYBMQCYgE/iXEZBF1r+sweXqygRkAjIBmYBMQCbwzxC4rsjKjQ/F9fw5HJ0ccXS9RHrpjV+WnJ8YhMmx7azSWMzM6fP45Nuf0D3jSmZF13Fry4qIDvXG7MRBfl7zFStWfcmqr77kiy9X8dOmP7D2CCSvvOHP0WisJOGyOyf/2MbKVV/y5eqVfLlyBT9t2oHeaUfiMotQdMqhhdyEIMyP7eTrlV/yxcoVrPpuDYcNbYhILukUWj4gE5AJyARkAjIBmYBMQJ1AlyKrpSwZ852reH5AT7oJAoL4vf8xdC6Xqse9aruSC8e+4ZmH7lSGb40n/e/GY+PmYeGfflWcOgx/HEuPO7p3EUeVb7fuPP7KXI45hdG1TLsqyat2864489W8ifTu3u2aecz9WYsOMq42h1MblzKs711dxund/wVWH7KntOWqzORdmYBMQCYgE5AJyARkAioCHURWU0MVl22OMXfsE53Fxb0DORF4bZHlp7+a/h2ElUokqR27+/EpnI+vU4NfyYHl93XOSy2OJPDE/V7D2OUYrxb3xpu53sa8MbDXDdN/5/vD7SJLUcqpH2bSvasydDh2Lwt3n2uPd+PiyCFkAjIBmYBMQCYgE/gXEVATWY047FrGvd06i6MbWbIac7yY9dTdamLmTkbM+JT1v65l0pAH1Y4LTFipRVWrBUhRyt7l/ej/5BjmvL+YJUuWtH1nvTGS3t07lmXAlO9IrL251mmuCOfz0R3z7vnQ08xa+Ak/rNvEul++YcnHHzJt/HMs26RDjSrZLC9Nnuggpvoxdckmjutqs/7zWfTtqWYRe2Ak5qGVN1cgOZRMQCYgE5AJyARkAv8qAmoiqwLNxRPbBVG3O7hDXWxcZ7gw6NRaequF7TNwGhfzlBxjzNbw8N3tYqnHsDdxTFcNzinqSbpykbCUws7Q6/I4vvpteqmlKwyZwpmkDgN7neOpjvgc+JKeanF7DX0VA4/UTuFbKrJIy8hTDUW2cOa38e0MBIFRS/bRLqOq+WPpi+1DqEIP5m46e1vDmJ0K8t9woEVBQ0MjLZ0d2P4bSn/TZWxubqSp8X+8kjdNQw4oE5AJyARkArdLQE1kVaK58BVJYDw7fTl7fvuREepWrWuKrDp0vh3TQZiMeOcPKlQlasl0YfSQnmrnh7LLOvmmypvntoXHe7QLNGHoG1gn34TIakhjzcwB7Xl278XiP9xvIs9C9kwf3B5PEFhj7N8hXrT5cnqpcekz+2fSbqJIHRL5L9ypzgtg7anN7PWNoLb5v7ACt1DkqoIrbDfezG8evtT/j9f1FrDIQWUCMgGZgEzgFgmoiaxi9H7+mq9+1Se7Fsr99HhazRJ0Tcf35kw2vnN/B2Hy8lbb9mLUxrF05CC183ew4qBL+/lrbjXisuMDeqsJmsFvrSFF3aXrGnHrEhx4p2+7OLuj3zBsUsTAzVRVlFFUVExZeS2d+890Ng0fqFZWgfUmfh1yKQ4yoF/P9rSF/h/gldM6/tkh6O3v1JfjGmDAJzbHcS9qlavXSq6RkNCzfGn1MzPNf2SG+Y/MOSuKIV9K6tXi1BWj5XWMT+w2s8huIwtsN/K++LX+kfdd7cm8Hte6QjYZzEbY8TE2We12PbXUb7DZQtQVe76w286emMwbhFUQF+PC97a/Msv8R6abr2XOmU386uFMhnrWDdUEhp7lK5tfmWm+Vqr3XKttHAkO6ygCW+q45K/DArOfWXD6d/SjOgv8sHAzfnK/QFGr8aqpCiObFQi/zeCPK7k3KK98WiYgE5AJyARkAl0TUBNZzdTUtvfKWa5HeOpmRFZVJKsG9ukgTMbtO9+eW1MSP44Z0uH8rE0mnQVOXSFB7jbY2dtw2kSXdSvm8mjv9pmK9w8dj8GlzsN97Rm1b6W5HGGwWtn7Dn4PI1sbfvr4TYY++iiPPPIIjw54nLeWrMHhcnZ7RKo5tuzJDmWd/ttZtfNQHmzA/WrDn4IwnXPxN+ko1iGlLnYaqomNPc8SnffptvVZhHVzOZyS30VAtUMtWfx8eAEP7pnLS3qfMUZvGYN2T0LY9AqTTxtRUKdSDpWpTNd8C2HjGB7av5DHD85n8IH5DNr7DoP0T5BQrZbmVZuRIZrc++tIZrsEXHXmBrstjWRlh/Pb6ZX03DYKYcMoJriEXj9SQxl7DDW4f8ccXtBbzpiTyxm273WEX0fxwqljRFQq55iWx9szZOsE7t89nxfFeussoc/vYxA2T2TeOUeV318Lvn776LdtGvOstPjF+HPu36mBTmxBWxlqst14a897bAiK7ziJofwKc/a9Qh+tPaS0Ouy1xZI3ZAIyAZmATEAmcGMCaiKrY+As16M3JbJacr2Z90DHGXxj9zi2J9aYyHdjHu8gXF769gSdZEmBGzNHqFmI2kTSnYx970tcY25+barQ0xs75NfzrgfpeUdXaQvc0f8VjnsktZXX67hGh7g9HhnJj1rWhMdG4mJ6jA+nPNdx5mH3MZiFXHvWZVvCqo3i/HD0XI0JKuxsOkoLN+Dxjc/T/8DHjPhjCsLWj9FO68JfTT1RRSVh8REkFbUrgaKMy7x/TIw/lR0RKkFRlc6cE+9wz9FvCcqspaK0kpIS8VtBSUUdza1WHPW0xe3GQn7RmYGw+3Pcizrb/mgoxNbLAqvYRJquiltf4M+M3RPpvmMezx+aibBtMjPcI68KddVucy2xyaFE5rZb8KoLovhefxbCusl8FxgtRajNi8IwyJ3o/CplAs0KkmJsGbf3JYSdH2CR0QCKEn7QGs9AI1OlqG/JYtmB15hiY6Xcb8xjo/4S3rRzpK6TMVKBzfnvETa9zo+Xb2R9u6oO8q5MQCYgE5AJyASAPy2ymjPdmfmAus+VwI1E1pCVR1B1je2NkH+BaU92JYS60/+xZ1j09TYC09s73vaInbe8T3zeQSiJsyN79B3ChEmTmDRpEsMH9etwvs+E70lUFagh5zIfvdixPoJwB30f6MudbcJPrZzd3sU5qbNg6lwq5ZHEKF0eXzeGg9GdRWN0qDG/nDtNSn4Sa/RmIWxafGORdY2M9OxWIWx8jS/805QhqtKZpT2VPlo/kXULPmRlqed5evvzPG5sSmVXQqzqCu/uepM3rR06TQAoy/Zm7VkdAjLzMbT9GmHz+BuLrGvUJ+jSBoSfR7HE8/I1QoiH69hn+gHC5jf4OliceVHMyiOvMOK0vSpOOWuPvcZrZ82lfU+v33j22BauNUG0OOksQ357lqfMjSnvJMKuUwz5lExAJiATkAnIBP4KkUVZCMv7d1zrauxep3a4TUn8cNVw4fQNhp2sHlSncebEFrZs3cq2bTvY+MOnjBx0bwcx9ND4LwkuuPGSpB7HP+sQr3e/KRgGqMQGkOd/klE9e6iFGchxz5y2MmddtmDOKx0d4EWh1r3vcObPm8l9PdUWT+23kItZV9tw2pLqtJETZ8zTm8ejHX/1+JyCltZkmrL4Vvfd2xZZlbkhLD42lTv2r8Q+R2XhEi1Z2tO558hXXEwqJCU7j8KK9uHhTgVVHQjw2ISwaRRfeAZ1HaQugfkHZjDdwbXT+ZbmdsvXKZvVCL/dnshqKknmO/05CNsWo5tQ1CmftgONJWzQfxfh92kciSkHWjgjWqN2LuVIkD/nvHbz4NYZbAjLoDHPhwn7l3Io7jrDscXRTD08njuPfEdwZ03clq28IROQCcgEZAIyga4I/GlLFo1xrHm5o8h6ZZdDe14N8awa/ZiaoBFYtO10F6+xaY/SupXja8CYAeqrrt/F1zodZ/u1hlX/H2qxUW2ZBYGHhq0jSz0AWax/vWOZvzTsaCGpLcnAw9GCQ/v2sHvXbg7rGHE5oYBU9730vat9raw7X1tFRFVXJp72DFsaSnALdMYw0Jnddut4ZPtrfGx/BiM/B0xDA+g0cliXxje3KLLq0jx4Q2ceg469xyN/vM7duzTQuaImSCpTmaH1NsKvL9Jn10zu3/kWfQ+8x0xLbYIKOg3eqgrfgpXd5wgb3mFbtPpq/Q3Exvui7+OEyufvTgAAIABJREFUgacuY/a9zfMGu9AJuIC+ryuRReoe6oCiAX3rVbckspqrolmts0Cqz8CDUxC2vc9Wv8R2qF1s5cafZcTvw7n/+C4SVNqyuSqLfWe/5YVDSxh15EOWurhSU5PPryff531Hzy5SUTvUWMj6UwsQdn6KccaNxb1aTHlTJiATkAnIBGQC1x4uzHbrwicrqKwLZGXs+3RYBxH1wgr9dp+rIn+mDO+rdv4e1py4sVBSZpTLj1f5c43+Tocb2V9yLmp2mBl574A5+KobLJqz2DSr44zIRZpeXdSt86ELW6d2WD9s9Ge7KL++xqKpMoxP9r5Dv+1v02/nm9yxexK9d07lwa0TGX5sLWFXW0luQ2TVZwfztfkGFhj/zGuHZnPXjndZbGdJfJnKmlRbiL73KTZe0uWAjwm7PU/wkf6HCBuf5XGdA0RXtZrR1Otci+7ppQjrZrE7QV2mVqFv9T0PbJpE/51vcvfu17hz1xQe3PEm/bYs5vCVq3yYbkdk1aSy12wTC4w38JbmAu7Z/hbvmukRUnS1BVBZ3uqCAOYcGIuw9T20upgRWFZSRI7Kcufo8jNPn9hDVg0ER1qy1mkf37sY4pp1VUO0lLDXdDHClg84liRaxuSPTEAmIBOQCcgEbp7ANS1Zlf4nGa7ug9R3CKaxXasJ+z0fd3AGHzB6NSmqoFXBugx/QG14rc9ITvorO7OWxjqqr6eYin2Y90RH/6lx3+u0zQKrzknEweIkema2RKS1d5BNOZ7MHdbuN9Wt92AO+7SfpymRr0b2VhN+3fnZPEKi1nUNVUALfZnzwgNq8frw9RG/G1rlFM215BSkk5ifjrv/YYZunchvAZEk5aWSUpTXcckBMavbEFkoFEhjsE1QU5bNCduvEH4Zybvn3akXK9VVxWqy+F5nOsJvE/k9rH04tf3yqUXXsiuR1UJZWR6JeWkkpbky9Y93mHTGmLj8dBLzMimpu8rqcxsiSyqDmEwTNFQUcdZlLcLGpxhpcYar31PeWBDCp8cmI/w2lZ/9r3RZ1dY65SadZsy+FZhn1xAWqsng7W8z/dTvzNecyQMHfsE9r30Cgeg4/4fZYoTNiziUqHb9tCYm/5cJyARkAjIBmcB1CLSLrPoCzhkfZPuOHezZt4dfPpnd8V2EPe9n/spf2b93F9u3/4F7pGpJd6DIR58X7m0XNULvR1hnEEheXjIHPp3QYeX1h8Z/QZzKGFGf4c0Piz/l151HOWvvRmhEFFFXrhAVFYWX81nWzh/D3epCT7ibLw8rFxVtLgzlo7HtflP9nl2IX6ZKsSkqOLxirJoY6saI934hplDZ+UdZbuTJu9SE392jMYtQWioai+Mx0z2IrUc4WfnFFBcXU1KUR4iHFV/NfEktTYFeQ2fhnnsLXuRAVtwphvz6MprXWzOhIaPNJ+tEevF1mu/ap+okp+2BDNTfSfZ1/PItrT5E2Pwi3/rEdJFYMxa2yxE2TOX36Gssn1Efz+x9b/PWuQtdxG891ISByifr3UtRrQdv7X9BAKP2jkE4sIVwtVkTlXlBfHxsEsKW6WwJ6KoOatlUJfOF5v+xdx7gcVTn/lZu/vcm995AervJTW5yE1KA3EBICAmE0ELvzWAbgzEGbIwb7pJVLMuy1XvvvRfLlqxi2Sq21S1bsmT13uvuarWr1e77f0azslYGjDBGBHT0PKudnTlzzvnec2bmd77zzcwLvHaiBjT9LPe4i29GGp/pNnyGe2xv5dlsk9gzbR+bQp7EbP8qYjsuE44m2YpFQUAQEAQEAUHggwjMiSxFNU//3jT+yUQ0zRM60vp/4V3vsrn8pgdwWnbLPAHy//7ze/z61//DV00eJmpmdh3rg0oveRqm27L5++wT3f/ff/C9H/yI//rhf/Gj//oRXzd94Kex/H/734fJMz7xvTvbbv4rd8y+xPbYuccDjJRFc9N3TG34Ej/+7R/5+9/u4CffMBFYZmb8+mV7+ox3j+k6Mrn3R2Z8+brv88vf3MiNN97ITb/9Nd+7bi4OS35p9b+z2f80H/ems7aL8dzl8BTBDR809Wr0OKk72WiMyQpouezxENNaOvrb6BhTzHDUTyoZVqjme6oMek4VHeA/dv2SG6NDGJuGSfUYo6rLpgTH6lnrfQ9mex/Eo+6DHxVxOm8HZuY38urx+Q9lvdT4qnpW+67k5ezj77u7cCaN5EHTGwhLkgPfH8mTH8FwqRMYpugebKdueGzmsQr66UmGRhUYLgPbWBHMD/f9mi/5ONFmFI2KrtMsd78bs31PYHN67jEcM3m/z3OnIz59E7cEetIjYRg/x0MOv+MnqcZnf2laWe5wM3el5F4yjcFz/N3ldr7ivoWqy5phLpFYEgQEAUFAEBAEPpjAnMhSnuelO+ZPzcliwlSozC5fx3sBlfNyVLUU8NJtJq+yeZ8w+yr3bQykd+6GM6Zbs7j732bzvPL3dT+5FecjcyKq/6QL351XxlfYl3rRpE56zsRY8KtvfXme+Lvcpu/e9jzHGucEj64rl0d/euW6mP3bD1njkPT+x1CYlP5hi3qdDoVShVb3PhVAT2M+u+Lt2ZBgyW8P/RUzy3u4M2IfGxIPEXF+5pH1dJ8L5DtScLePM516UNWn8CfXVaxI8uZAYTSOp6LZlbSbn9r+DjOrp7CqluOjCgpd+JPrO+zIjcK5NAGXghBe8HsCs9038suIEDo+JPZ9uDGVH1jfxE/Dwxl/f5XBMI1yQoVKM3VJN83arhm5gEOqC5sSD3G320OYWd3GD3y2szHBmX0FJTOzm6qObG6zuZkvu71LlQKmx0+xwmEZz8a6Y1sUjWNxDNaHbfnVgT/OTGu+e7JiRtgq+07xjNtdmO35Lf/uvI6Nad5sTHFmXbIjb8U441lxYV59mqvDuMlxDXEdRjeqdpz9MSv5V+f3OFx/gRPFDnzf8m72VMyJtdGmZP7X4jf8PCoaxWWib9ZG8S0ICAKCgCAgCHwYgTmRpapnw1M3zzwNXXoi+pU/v8E25v3TPsqus9hvfJZfff/bfP26r/Gf//k1rv/6N/nhzfey2zuNkcscKQZ1D7F2m7nrDz/ne9/9Dt/4+vV87Wtfm/n859e+xte/+W1+8Ivf8+oOJ05dnP96E8NEJwdW3Mm3vn4d113/De54zormcRMFZ7S4vSSNLS/9jf/+7re5XqrT1/6Tr13/Db77kxtYscOF6q75z97Sj9Sy5/nfyfW5/jqkekh1uu7r3+C7P/g5D76ynfjjF97/CIoPI/wx1teWe/ETu1v5isN9fMPtcb7v/hjXO93HV+z+yPp8+WaBoYtx3OL4V34VHkT/NBgGa1gfvJKv29/Jvxy4iy/Z3cmX7f/GTzzfwb3yArMPfO++mMmjrg/zrwf+MpPGzO6vfNXhKVYkJ9KovMKUp6aHLT5/x8z+TbKlAj/Gn6r7OPc43cNXDv2d61wf5fvuT/Btl/v5yv67uCUmGknuaHqLedjpb/zQ35ZaaYW2i4Pha/jmwbv4lwN38qUDd/Ev9nfxPdfXsCwqZ9xY1faz3vzS6S98z+0Jvuv2EP/ueC9fcbyHrzjezVf23ccTx/IueRkNqiY2Br7F2uKqebVX9ZXxuv+z/PfB5/jVocd5Lj2LoUuzggaSj0levDvZUdo+bz/xQxAQBAQBQUAQWAiBOZFl0DOpVqFUKhfwUaGd+rChvQHVYDe11aWUlJRyrr6VUfVl6uqymk1pJhgb7KPxQjVlZWWUl5dRUlZBXXMXiokrRMYbJmi9UE3luUYUV7z+T6EY7KamuoKS0hIqahoYHP0Q1430hsOpScYG+rhYU0lJWRllZaVU1jYyNKJ8/+uALrPlk/zUT0+h0k6g1Kov+0ygufTMKQMq1RhKjQnT6SkUEwoGxkboHxthYHwU5Qe0z4xdytGZNP1jo4xOXCFYy8SQ2lIPvrrnFp7ONpkiNtn+YYsGwzTq99ki2zah013yNE1OKBgz7SPTOpRqJQNjxrqOjzE+aWKvNAOp/zBWcv7qS7ykBtUyOqm+VN68+k6raepqpnFwzps5s33sAk853so3vQ8u6H2Z8/IUPwQBQUAQEAQEgSs9jFTQEQQuEdD2s1d6QbTVcmLaRj5YrFxK/PlfMOiUhCetxmz3Axw8Z/rois+/bcICQUAQEAQEgcUjMOfJWrwyRUmfQwLqrmLWxmzFtuzcpWm4z6EZC6ry1PAFNids4o3jOXzEc2YXlJ9IJAgIAoKAILA0CQiRtTTbXVgtCAgCgoAgIAgIAp8yASGyPmXAIntBQBAQBAQBQUAQWJoEhMhamu0urBYEBAFBQBAQBASBT5nANRNZOuUA1ZXn6Bqau2tvSjVKd0c34+oPuxNRtk6vn92uZ7i3h9GJ2VsFDeh1U2gmVExdWqVn5hUypmAM+stWGTDotGjUE6gnJpnWGzAY9ExNTjCpuXSPPtNaDZMTanRaDZqJCbRT8+9gk57wadBf9nAog5TXZetM6zKzrGNkcOh9d8S9L5lYIQgIAoKAICAICAJfWAJzIks3Sl5COEcqTd+kvEC7DUoK4iLwicmmsdf4zhPNACVZR0lPSCI6IpHy5g94ZLZ+hOyQCPJmXug7QWluOnFR8cRGxFPVpgL9IFnREURFJxIfEcfJ6k6m1G0kR6TTOGxUXZpOMmJSqe01EUjKfrJiAoiMSSQ9MY+eMQXN5TmEBESRHBdPTNwx2sZ1jFys4Gh0BIGBwcRGJVNe0zk/qFvby9H4RCpmX9ejHyE3JY4zDcYHWn4YHsMQCaER5NVf9liAeel1jPYPoTWp9rzN4ocgIAgIAoKAICAIfK4JXBJZ401lBNhZYBd8HNWMY2ma0a5mSouKOF/XiXbW2YT8AuLyggIKT51jdHIaXX8Vjgc8ya/tkd6gIv9NTzI2Lj+HqTEvFs/IYnSGqRnPkpzVNE3FSVhusSapsBnpHXTBfol0qycZrMzALeIkE4omAuzdKGoZZbC+kACvGGovlrNrzTbiz8gPiFSdTeGN9TtJrzYRcQMXcT7kzJkWBRMKyQs2SVGMDz6xRfT3dFF2JArvsCyGlAqG6oo45B5AaUM/4yrN/McTjJxj13tbcEs4N2OTtrUEiw1vEVDYBzoVdaWnOZlXxMVuhfRYTbpbmqksK6O3o5nE8BgKWxSohnvoHZ4A3QT1pUUUFlQyqJxCp2whyjuU/PImJqdmocHkUBcS2+LT5xiZwaelr7WJ6pIzFBdW0K+SxeVgaw1FeSc51zQo+dsY6m6j9lwlxfmnae37CBH4ue6yovKCgCAgCAgCgsDng4BRZOk4k5lMbkkdBUnRnO7QwWQHob7upOaXc7Ghg0mjyJpSdZEREkJaXgG5ybGEpZ9mqKkUezsXkk6cY1Q9Jxj0qm5yk1IJDI6huHmIqf5qMpILZ570rWguIf1wHgVHMjh2uh3tQBX+7uE0K7SoLubj7BhH93gT4U5eFNT10Fp2DD+/BKrPVRDg4IRf8kkmpyepSonF2dGdxJKuOeLDLXjb2+AXd5T8snq0Bj0liYHE5NTLabQ9JHj7UCW9e1nViH94Au0mLx2ezUjXXYGLpztBgSkMqnXUF2bhZu9A8MkGmBrmfGk5hVnJePsk0tZdh5+tA+FH8+nq6SAtNoGsgmJSYpKp7xnlfH4KoXFZ5KTGEJBYwFBvPX6O3qQeP3uJmUHZRVJIKOl5ReQlRxGZVsLwcCuRBw4Sn1vMidRoApML6Wg5S2xQFHnZOQT7RnOxoZHYAHe8kwsoSgvnYFCOUSjPWiK+BQFBQBAQBAQBQWCxCcgiS9VKqJMzWaX1ZAW74Xe4BvSTFKZE4BeUSOmFzksxUUO1xwkJzpWffG7oJiwkje7OJqIjkrgwYuLukt51rBnj4tkqspITSMurZEKtYHBwjGl1L/FuTsRnl5AbGYhX5AmUkxrqCo8QFhpHZmIkTm7JDKlaCD5gj3doEhmHj9PSp6D7bA6hR4+Tk5RG2elicrLyyE1OJTb3why7oWa8HA6QmF1CfVMPOsM0JQmBRGXVyml0o6QF+1IqzYyO1eMbGkfz6Jw4nM1IWV9AdFomx5JTyCsoJz8zi5O5WQSkljKtnaSz/hzFmQk4O/pQfr6WuIBUhmd2Hic93J13tlkRkikJOzVxrtY4hWeQHB/KQf8MRtSD5Kbm0Do77Sm9s/j8MZyi8+Xip/pIi46eyfdIeBy9M2v7SAyLJD4qmEOHAklKz8DPw4fikipiIxKplETjeA0eAWn0iWnI2WYU34KAICAICAKCwGdCYEZk9Zel4eAeSnJaBomRAdh7xtFqfE+NorUUFxdfStvlqT9FyxlCfBMZmHlv3jn8QzIY7GmaiXeq6p17BY5Bo0FrDJtSN53A1yOWHi3otVPoNf0UZRwmKT0db3tbrJ2iaRuTVYFep6ExLxrvhDJ0qmYCHbyp6J2bxqs/HkvwiRZU5w6zY/chCqpaaT1zlNiEM3PvExyox9XFm7pLM4hTFEb7EpEpiSwDradS8PBKkt9TN1SDZ2A0zaN6ptVqtJci7GGg9DDRmWUM1Z3GYZ81EZmNjDadxC+qiAvFiXhEHmdosJFk3yDKzp4nxjtBFkOGERICvInKyic5IoHqi20ciQwkt3ZkJrjeIGlRQx9pEanU9c7dKDDZegrPgHRG9aDrryEuMomLrRdJDYigRcI/fI7g0ARy0pKJSSxCodWi0+sxaLoI9w+nuHMa+stx8U+nf2IStVpz2Q0Bn0kfE4UKAoKAICAICAJLksCMyDqdeozS1tkXJWspTEmgsKSewqNx+AWHExKXS++E0TUyPUltbhL+/sH4+4WTV92LYaqPhNh06gbnXjSs760nNjwUv8AwvH0COX62D3VfDZkZxcyWJBFvLcrleJk01TfOifQYfAKC8Q9Opkl6U6+mjfigGOpNPGQXC5LJrOoF1UV83UOoUxgYr88nLfkMl+TKeBeR7nbYeQbh6Zc08166CycS2GfrhldgBJExmdT3SXFUknBpJCrpKP1KJdU5WZQ2XVJmdJdlkSlNDeoGiPHxoahdi667isSEQtqaSgjxDSEiMpqwkFguNDaSEZ3FgJSnYYSjyemc7ZtiuCaf2KOn6ayvIiI4hJCQMKJyq5lCS0V6JE7+iVzoMdZcP8n57BT8A0PwCwjjZHU/U8pWYg/a4xuRgL9vIEfK2plUDVOQGIV/aCQhUUdo7WwhI/kwlX3TMFxDRHIRrfXlpOeWXprmlY0V/wUBQUAQEAQEAUFgsQjMiCzTd+nOFGzQM63TIb24d2REcWmqcK5SBiZGRxhXznquDEiPYZj3ZAP9NBMqBaODQyhUxnT6KSY12nl38Bn0emOwvB61YpyR4THm3gVszHeuYPT66fnlSNsM+pnyTZKh12lRKZWMzwS+S64j6QXYE/LvebOachmSh2tKo2Fqem6jZJN+NpJ/djbRMJsetBMKFGNSYL1k+/y6zuxrrNCUTnbpTakVjA2NoFBr5QB7vQ7VTP1mM5d2mEY1OorCyHZq4DxxXsHU9KhQqC7JSMklyPjIKGNjKnRS+TOPqZiBgV6qy7TEemp+IL8pILEsCAgCgoAgIAgIAp8qATkm61MtQmT+SQjoxjs4k1OAiZPwk2Qn9hUEBAFBQBAQBASBRSIgRNYigf5ExcxzEX6inMTOgoAgIAgIAoKAILBIBITIWiTQohhBQBAQBAQBQUAQWFoEhMhaWu0trBUEBAFBQBAQBASBRSIgRNYigRbFCAKCgCAgCAgCgsDSIiBE1tJqb2GtICAICAKCgCAgCCwSASGyFgm0KEYQEAQEAUFAEBAElhYBIbKWVnsLawUBQUAQEAQEAUFgkQgIkbVIoEUxgoAgIAgIAoKAILC0CAiRtbTaW1grCAgCgoAgIAgIAotEQIisRQItihEEBAFBQBAQBASBpUVAiKyl1d7CWkFAEBAEBAFBQBBYJAJCZC0SaFGMICAICAKCgCAgCCwtAkJkLa32FtYKAoKAICAICAKCwCIRECJrkUCLYgQBQUAQEAQEAUFgaREQImtptbewVhAQBAQBQUAQEAQWiYAQWYsEWhQjCAgCgoAgIAgIAkuLgBBZS6u9hbWCgCAgCAgCgoAgsEgEhMhaJNCiGEFAEBAEBAFBQBBYWgSEyFpIexsWkkikEQQ+gsCV+tGVtn1Etp/1Zr0WVJrLamGAz7FJlxnzT/Lzg4B+0Lp/kup+nGqoJmDqC2LLR9n9kWZ+ZIKPKkFs/2cisECRNU1bzRmigkMJjM+ipn/in8mGa1YXgwryTsGBBAgvgUk9JKbB0bprVsTVZ2SAmlpwS4aD2dCsuPqsPq09u2vAJQVG9J9WCQvIVw9n66Cqby5tWzOc7Yee8+CYDNcCXXMluKTCgo4EqR8lQmrNXJ1Ml1Qd4JkC/TrTtYu3PK2AwioIK4DoM9A2uvCyW2thhyPElUJuHiRUQXc1eKRfG84fVpPWBvA5DG65UD/4Yanev76rBlxTYPSz7KPTUCX10f65+rU2Q3nX3G/Tpekx8I6EMpP00vZTBRBVCd1V4HwYLte5pnl82svjQ3CsBEILIKkShhdYGf0EhEbBbn9oUX/atVzk/PVQUwfxRRBSCAWtcvmqTnCKgvbL7TVAVhZEli9yPUVxnyqBBYmszuJoHvnjH/j7s6/yyLJVWBxpxKDToZ7QzoxWpzWTTExo0U9Po5nQMD2lZrB/ALUWDFMT9PUOoZ05qRnQKKeY1moZHhxAoTGAXk1f7yAa4wVmSjVKZ2sngyOzR6meyQnNTDm6SQ0alQqFSoPBqPa1GjWqCe0nhqQfA1tHeMIV7DLAJx9UathmBy6nQDE5NzKf1sG4GpRTc8XO1mdyCrQ6KC6EyFOglBjMJbvqpfQEuNcCrDLANhMqBuayUqhlQTi3BrTaufrp9fProJueSzmmhtlr+6wN0r46Y6XHJ0BhbArJ7rEJUM3uoIfyYgg7CSotDHdDWhkojBcwnRbGJufKmslfD8pJMKkC01MwMgEa05Vzu328JS2ssYJXjs7t5ucJz8bBWBcklMHsuW3GNi1IfM6eBvd8GDWp78Skia2z2RmY6dd9bbKts3nppmBUbbRBslEN47NdWAebLMGyeDaTuW8pXeMZeNgBOnUg5SMxVhtZSF6ilKMQe97YngaQ6iVxvRb9SqrJ8Hn48wZYEQW7fOFlN2iYFVpGe2drbNrXdGrY4wBrkmBkEqqr4UQLFKfAQ64wbtxJrQGFybEym9fVfp8vhCetwCIDrILhif1Q3D2X25R2rs+ih7Iikz7aBelloPywPiplY2w/0+54TfuoBl7bC69mzdXZxwOejZn7LfWL2T6g64LHt0NSp3H7tHz+8QuAtZkw3AaJlXMia2oKFJedEiek85V0XOvmjr3ZY/ta9KOzefDjdbA5GTYegjVhMNuFFBOgNRaiN35L9dBMwYWTcNc+KGybwT5joGT7xOw5Zg7JzHE3s7/xGJjN0/R8op8GqY+Om9g/c94xyOcd+To0l6mUdvb8Jq39wGN+LvnHW1LDGxZwqyPYJ8BDeyGkFnQjkFYEfUYbpeuMdDzrdbDdFTZly8VIjGbPwx+vYJH6n4nAAkSWgWMO7/C/P70fv5MNjE3qmZrWkrDtLZ55w5I+PZz038Jf17pzrqaIXSuXs36XBY8/8hiPrtiDtc1uHrjjblbuj6Wzrx7zR1azdsceXnjuMR54cRvWdju552/389zWYDqGW3DZtIEXlr/C/Q88hU10CVPqdmzXrGT1+ne4/5438Q3w57nHXsbvRDcG9UW2vvoslocvfmKmpcfgb/ugbfaqKeWogd2HYK0HbHaHVaEwqIHaIljjC886gd8Z+aTsEg1r/GBjIBTXwurdcMM2OJQ/d/K72koqm+Hh7RDeOD8H3QSEhcMyD3jdFyoHYKxBrq9jLDx9AHxLoOAYvJMi7zvWCHsjoGMQwqPgZVfYEA3DU5CfBZs8YaM7HGuEtFR41Vu+mEkngeJj8LoPPO8EKRdgahje2gb/uxXciqD1IrhLniIDtFbB226wwhX2HwO1AWJiwTwYdvnAc17QoIaRBtjsA68FQvz5+fZd1S8trLeD148gX02mwd8bVqTC6EXYnSyLofBoWOUHuw/D6CC8ZQPf2Qxbj8gCNfMwrHCHV1whQfJkKsDGG7Z7gnUqnKsF82SQtIMkkt50hGUBkNAA/edgs7/M6UCWfDHZtR9sT89ZZJiC6FB4zgO2OsMDrjAyDVmHZebLnCC9GQbq4Y534QZrcDsLE61gFQTLXGBrDFwai8xl/bGXBqvhwT1Qa9xzxU6wz4ZDQbDNE6xSQZrOCZP6i9TXvKC4FxpK4NaN8CcniKqB47ngVAaVR+BJL7nf1xXAG+6w3BPSa66BMJyA9TZgWzhnppcbvBILkvBd5Q72kbDsILgWgGrI2EffA/diuY9K3mClAZorjH3UBeyOwaQBomJgr9RHveF5b2hSw/BF2OQDqwMh4Vr0UQ28bQtvZBr7qA58vWBFsnzOiY+DVW6w2hNOdIFhAJ7bA0f7QdkJ25xgTRCssIJNJ2DwPOw9Aj1dsMYTnGPhRTs4cBykgc6JTHjLF95yh/f8oK4HYhNhhR9sS4bBayCAq/Lgt3ZGAdcKt1tAQTvESLZ4wbpQ6JiA0jy5jXYFQ2IR7HOF/94Gb6bBkBLSE+EFd3jdE3JamFHqb/vBJn+wTIKjebDDD6wD5XSx2bDFHVaHykK/tRSk9NK52SFPHkCFJ8P6YLAKgGdd4dw4TCnALRCecwHzdFBJYjwP1rjBci841jzXv656SQ2v2sAuo2fKzw+eTgBtL+yNhjYVZGbAK77wTjyMjoOVL1gVw9AF2BIEDcqrLl3s+E9CYAEiCwbPpvLU7Tfx3zfdzSu7PCjt6CfstSe45aE36dTDEftlfP9RC0oqcnjxjl+wLqCA7KCd3HDzH7FPrSLJ5iW+++i75J49zZpf/ZHV7ofJjXfilht+jWVCOQkRJrKVAAAgAElEQVQHX+WGu57kWOMYzReaaDxfwt6X/8LPl1lT09bApgdv4E8vbsErIJ0LzXXseeb33GuZSHVOIHfc9gJZbbMug6un6usJLydctr9G9mTtl7xaA/DYDgiuA8nFPaKE01nwwCEYU8ION7jHB2o75QM7PgL2JoPmGkxL1BfA3/ZA+2XVy4yHZb7Qp4TidHjJH6pL4Z5dcGYYSo7AvR5QeRaW2UOLCrISweowZKTBiiAYGIL9DuBZCEmxcJctlLVAXzOs2gXpDaCdkm1SjsG4AjKTZAEiTZUdi4Wd0fIotLUC1nlCWzdssYXQGlD2wwY7iK0Gd09YFwcT4/CaBTiUQlYsPBoAw5OyuLnMxI//Uwc77eGXu2C1N7zqBbe+ByuPwWC5fPFvaIR79kJmG2iNnqusOFgWLguD1lPw/AGoGYHmcvmCXd4Ay3fCzgzoHYMLBfCkD/R1wioriKyBCY380ShhRAENFbDCRp4Gsjk4X2RVF8JT9tA4CnUn4UFH6J2GGcbjECN5aAJkUXLADSwL5eUpqe+NQ18rvGkJsRc+PqLL9xipgXveg01x4BkFDx+E/HPw4k7Ymwl945CfJl98epVw8gi85AVjCrByhAPlct3CguHNY3AuE571h55+WGULmY1QmQvPH4T2T3ioahrgbivINvFcVWTC4z5wrhpusYD8Luirg8f2QsEY5MTDrhi5j7aUwzovaO+GjfsgrBYUfbBuP8RXg4s7vJMo99FVFuBcBkdj4IkgWdBKXt5P/DcF2+3ght0mfXQrrM6FC7nwmBt0jcnMXvSAhhZYYQ3HO8DfH7akyaLXxQs2HIeOIngmANpa4LY9kN8JTafgPjuoqIMth6BKDdXH4JUgGG6Ah80hqQk06msgfIFzJ+FXm+FAOthJg5oQSE2FVzygfRicpUFBFhxPgT9aQ+FFkCYgavLgKS95YFaaA0+6QOs41J2AR12hqx3uMYfNh6FvBI4mwePOMDoK9g6wOQWkqcoXd0HQBTBMwLBSHgg/JA2aR2Ux9WSY3Ka7DoD5CciOk8+XPZLg0kBfLTxvC4VdcCJVPr8NfYA37WO1/SSst4X73cArFZ63h7ALoGuDZx2gugFWWIJnlfHcNw2W/rA2CHa6ygPZj1WeSPxPSWABIkv2704pe8iOsueWn/2K580DcH1zOXc/u3nGJXzC/TV+8pQNZZV5rLznRpxLNExWBXDvP/5ORhv0HrHmx89smRFZb970Dw7m9TLZmsUTd95MRAMM5Fpxx2PPc6SiDn+7rby1xYI1z97Dj5ZZUdZ4ga0P/4b34s5dAlgcvodb/7CMl5c9wmPbI1Fd2nL1Cwnh8GTgZftrYPtBCJCK1sM6K/CvgbZq2BsC6z1lV/DAGOz1hn2n5vZPjgY7aaR6Df46y+CuXXD+sguUvSOYS540QHcRnnCAlHx4zg6kmYWucrjbFYZUssBxzAEHHzjeDv4+cL8r+KWAteSBKYeEGHg30VjhaUhNhBcPwrpw+cRXXQy7g2G9K7zkDtIgKz8JLKURONBeBVv8oOwsbHCBXqPAjAiAzUngFwj7jstpre3lEZuqF3a6ySPPoNPXwD2uhU128EQkFDVBcaMcM7QyAwYrZQ+adPJMjIfnHeCdSOjXQFEqrIqX65adCDvi5GWp3ddbg28+bHWE473y+ouF8FKIPM34mBOMGJNLXx0X4EAwbA2Cp2zgVDvsOzRfZCWEwcpUeaexGnjOHbrUUJAH7wXDawfgqUD5AujkBQeNo+HRTvAMh/fC4GkLWdyZFH1ViyO1cM8WWO0BnklQPQhTvbBqPxQNyVn6+oDrCXlZ3wvPWsC5PnDwAFejdycyDDbkQnUmPB8INWfhzxZgnwLOEbA1CjoXFMT24WZM98DDlhBv4mnIT5BZNdTAg87QZpzn2+AEYR1wMgWsjJ7ctkrY6g9llfCOC/QZp69C/WBLEnj7w/6TcvmWB2DfaVD1yIMoyTsSfOYa9FENvGsLT0bN9dFtDrA2C1LCYNfsVHc/PGcJR6pg9X7IrIUtByHOKDDjImFTHnSekvuiFNf1wEG4qAVtM9xrBVU94BcMnpkQGC5786RpqZQkePEQvBMGzdfgBDojsjbANn/wzQIpbDcxAp6xA69k2OsD/sWQlgArI+bat/4kPO8v/w71h7dzjNv64eFDkFsOLzlCTo+8PjsFXg2WlxODwcXYVq/vBfdaGKoH2xB41xdutYOLw+AdCu8Yz8UeXrA+FTy9IaTSWBZQmwu3m4NTGhwKg/2JMPhJBfUkrJPa2Rf2WMuDSanEqRZ4wQEuqKAgG1Y4wOuSSO4HuyB52vV2S6gcm6ufWPr8EliQyGo9nU+wfxSxcd48eMufed48kgibV7nx9scJOZqHzap7+OHjlpSUZ/PCHT9n/4lRhk+5c/udf56ZamlN2Mm3H91AdmUxr/3vXVhmtDJcm8J9t/4S/3N62tO388dHX8bLy5Jb7/gDjpnnSbR4nm89uZPShlo23Psz3g6ZUzDarmJW/P2XmP3X3bjktF0T+tLB+dA2cCyA0Qno74fRIdhqB54V0pEBr1uAazG8ZwlR9TB8Dv5qB72jsNMdtuXNVUXyZK2PAPUnHQ1JWY7D5v2wIhTax2B0AIbGIUU6YQXJ8ReSJ+tFP6g8Aw/uBcnT3noabj8E0nWyqRj++jY8GwzSuSM9BlYEQIcCJqX4Dw1EhsLqcNkG3aQ8Ipzsguct4OAxeNcGcjqhvhhedpBjbnLj4K1AOeaiTZp+8YSWDnkEF90I2iF5+i6mEty9YY8xDmWnNew4DhoVTOngeBI858zM9PMcxatY0sIb1rD62Ny+Id7wYhL0l8NjrtApxWGoYKRTntZNb4KSdHjUX55GaiiEp+2hSQWtlfCCPZRcgDU2kG4MXpVG2pInq6sVXtoLsRdBiheZUoGNPRzIBUlAvm4jB7zu3T8/Jqs4U74gtimg9jjc7wK152QPQ9EwnEqDx7zl6ZeDzrAlR84/wh/ekfqVCrbbQlDVnJ1XuzR4Fv62DXKNgkrKZ7IDXtgLWR1yrscS4CVfGNNCwVGQPCxSXKKlAxw8K6cJDZI9WVUZ8JgXdPTInrw0yRuqhVEFmMYDXm19g6VpFx9oGZU9rsv2wIESUF6EP0mewyEYbYQnLeD0BOTFw1tB8t1rrUZPVmsHvLUPYiVvzqA8fRcr3czgCRbGC/02a9h9Qu6jUnxMboI8vdT/Sb3TGlhtCWtmBQUQJE0XpkJFFjzpYYxxOw5PuENdM7xoLk/h27vAu0fl9j/oCmtz5jxZLU1w5z44rwZVPfxlD9QMQUi4LH5ST4PkuNVPwrgS1N2wxhyC58avV9skVObAzyyg1WTqsTANlrlD65jseZPOM6lh8GSAPM0uFVabB495yr/PZMHzrjCggYaT8KgkmFvgUVtIlk5oQKY08POVlyN85eNMGgit3AMuFWC/H9xKQN0K91rL9rsHwutp8j4OzvDmETgaBauC5fAP6fzTXil7svLb5/qq1jQoT9794/1Xw4q98G4RTPfBMmlw0ArTbfC0HZwZgAklTI/Ctv0QfALMfeDtNIiMgOeCYMw4CPh4BYvU/0wEFiCyoCbRjX/c9lduu/NeHnjVgoKOCRR16Sx//BEeXr6RPe9t4qnNfpyrPc32Vx4lsFzB+NloVry6kuxW6M524+537DldV8Xex17Dp6Cb8ebjrF32BEmNenpOuPLi21vJLyvF5u2Xee717Vhv38R927ypbW/Cfu0j7E81nsln6KlwWvkgv/jbG1Rdq15ogPOn4Y2DcpzM6mCo7QKPEOOUjA4sPSGxHjJS4TlPsJNESTQMKcA9GlxK55q2sRSesATrvE8ekyXlOtYO5i6yx0MaUcdLMVGTEBAsx7tIbvniPhipg7XeIN2oJN3lJbntpbg5yeW4+hA4S4IR0I6BnxTb4wWv+MPxJsg+IgfWS9sne8HaH17xgW3x0DkCkZHwkp8cs2KdIIus3ip4wQbsT0BTLdhFw7gBas/AWnd4yQV2Z8DENIRFg4cx+NvdH7wroKZYjm9b6QlRZXMnX7mWV/F/Cmx8wdwkZichFrbnwXCtPCUmTRVJAdMrfMA8Vr4TSoq7edkW3pLu0tJCYhJIdXrOCSLOg3SH125vOGH0IkgXaymWTbqmnD8JrznAcl8IPQtn8mG5G2yPkD1/Z3vAOxB8TASRTgmeAfCEG5gHwbp4GBkDT6lN/ORpg01GD2FpNjxgB05nQSr3dRfZA7fbF442XQWjy3aRYtVWO8MpE3ec1P7bveXYKym5dhw8QuW+9oKbLLal9e7BEGIMiUxPkb250vT2+igjm+OwxhlW+sqxfdciAF4zCq5+INXjRQewOSLH1Ejte/se2BAIyx3A/pgsUrsq4HkbOFQg99EDMfL0lHS8z/bRPUfkQPPQSPAyxs65+IFf5VwffcUTosvnbhS5DOPCf2rBygcsiuZ2iYuB7TlgmISgCFjuIXuLs6Ux5AhsdIXCYRi6CK8fgleleCo/OFQJfZWwJRm6OuBVf2icBLUUn+YF9Z2wT4qj9JSP5deCoKIGHMKMx3Y0dH9C76JkRd0ZeEQS1ibeH50KfCNghRcs85Hj2U5JcZ/JcwybS2FDrOwVN2ggVrLdU445PCzFoI7BW36QZ7zzsigHthvDOjISIKhEnmXY4wGxDSDlL3mFbcPg9TBZiEcng1W+zFqKYbUsAs0Y2PnKg4WtyTCghrJsWOUCK7zlmMSJTypwJmGPNMNhvC5Ig5M3I6G3HXaEw/l2CIiGlT7wTjj0D4JnLLhJ54lh2OIBxy6PEZnrMmLpc0JgQSJLskU/NYlKpZEGDZf+DDotarXJ0OXSlo+/YJi9tU0/zYRCNe/us3m5GdSUJVhzy023sPpQzqU74+al+SQ/pmFoVL7L7ErHmBSPIt1Rd6U/aa5/THNtYh5my5FifaQA0SmThpBidK7WYyZd2KUYBp1JfjNlGWQPl+QxuzSgM8jeiInLmly6m2v8A+5206rlus7W/YN4SncDSfWX7sxbtD/pjjk1DIzPneylsqclb4tJPRQKkzsEuXI7SrFdA6MwaYQ1oZp/Z+WH2Sa15+w+M2kkxmOXrZNEr+SdMPY3KY5mRHXl+nxYeZ90vdRWH3Tn15XylfqBNKWuuqzfXGmfhWyTjkHTu0E7K+HPdlDZL99hZprHFfuoyXTZFfuoyZ2npnlfq2XTsiXOl+7iNfa92e3SHafDqrm78a5UvhSDtt4FGpXQVQ9PSx6xTpjUvr//XymfT7JNaqcBJcY7zD86J8l207sDP3qP+SkUyvl3DM7fOv+4GZZmBkzi0iYmYFA6/q7FDMTlBUvnGJ3skZ7dpNHIx4Zp7O5sO0tproXnd7Ys8f3ZEFiwyPpsqvcBpeoUZATt41BYJn3qy5XBB6QXqwQBQWBJEFC0gacUIP0Rg58lAcNo5OQYRESDdTjYBkJgMahMr+JLCYawVRD4DAh8/kTWZwBJFCkICAKCwOeZgBSDKD3rT/wJAoLA4hIQImtxeYvSBAFBQBAQBAQBQWCJEBAia4k0tDBTEBAEBAFBQBAQBBaXgBBZi8tblCYICAKCgCAgCAgCS4SAEFlLpKGFmYKAICAICAKCgCCwuASEyFpc3qI0QUAQEAQEAUFAEFgiBITIWiINLcwUBAQBQUAQEAQEgcUlIETW4vIWpQkCgoAgIAgIAoLAEiEgRNYSaWhhpiAgCAgCgoAgIAgsLoEZkZVSAbviwSr1i/cxTwLnLD3Do0rGFEpGx8VHMBB9QPQB0QdEHxB9QPSBT78PzIisJ1zB7D4we+oL+HkE/nW1jgtN3bR0dNPYKj6CgegDog+IPiD6gOgDog98+n1gRmSlVsKeBLBJ++J99iaD6zHJk6ViTKFidFx8BAPRB0QfEH1A9AHRB0Qf+PT7gIjJWtzpWVGaICAICAKCgCAgCCwRAkJkLZGGFmYKAoKAICAICAKCwOISECJrcXmL0gQBQUAQEAQEAUFgiRAQImuJNLQwUxAQBAQBQUAQEAQWl4AQWYvLW5QmCAgCgoAgIAgIAkuEgBBZS6ShhZmCgCAgCAgCgoAgsLgEhMhaXN6iNEFAEBAEBAFBQBBYIgSEyFoiDS3MFAQEAUFAEBAEBIHFJSBE1uLyFqUJAoKAICAICAKCwBIhIETWEmloYaYgIAgIAoKAICAILC4BIbIWl7coTRAQBAQBQUAQEASWCAEhspZIQwszBQFBQBAQBAQBQWBxCQiRtbi8RWmCgCAgCAgCgoAgsEQICJG1RBpamCkICAKCgCAgCAgCi0tAiKzF5S1KEwQEAUFAEBAEBIElQkCIrCXS0MJMQUAQEAQEgS8eAb3ewKhC9cUz7AtikRBZX5CGFGYIAoKAICAILD0CksgaGB5beoZ/Tiy+piJLr59GN63/dEw3TKOd0vIp5f7p1FnkKggIAoKAICAIfIoEJJE1ODL+KZawuFmPTUD7EHQOy9/qqcUt/1qXNiOydKOtREeE4OzqhW/EUVpGdFdVTktZPik5NUxf1d5X3knZcY44/6P0XTnZkto62lxCkJcHpS0jl+weqD2O1faNbLf2pW5QkqRTlKeHYL5jIxvfMyc8rxrNpdTA9Di5cd5s27iOzbtsySrrmCdkp/qq8XELpfTitTmI26oLSC2qu1QDRVcbZ880za/Tpa1iYXEIGGgqTMAjJJmmcYNcpF5BYZIP2zZvwdo5nPoh+ajuOZvFvt1b2WruQHHD8Pzq6cY4GeeOvZ0tNtbW2MWfYALQD14k0M6cLe/tJuZ4DVIJBnUfGSGu+ObWXupvtadTcXNLo1dlrMP83D/dX5+0SL0epI/BJCPT5U+39leZux7VuJIpvUmdrzKn2d0MH2izAaQyTMvRG0xQXbvywTTf2VpJnfATlvFBu3/QOpMiF2vxWogsSdgMKharxlcuJ6gArn8Lvrke/m0NZJ37kPQS/yt4XZSj0NgNkxPQ3Aqqq5M1H1L4wlfPiKyRsgQefuY9whNTCHGyZJd7LL2Tegy6KUZGBhhVy5YM97TT2iOfWHWTSjSXvFZ61Fo1A22N1DT0yqXrJ+lsaaF7ZFL+bZhGrdaik8BIXimNZuZki05FW1MTHf1j7xNnBvUIzU0t9I5MMFR3Cuct4ci5T9PX0UJbn8mFXzdBR0szrb3DzLIc6m6jtfeL6UbtPB3Mo7f9D2ZmZlilyKJFP1zFm3/5Hx563Zw377uNP7/szeDUEAmeBzjkGcjBzc/wnW/djl+xsY2klpnoJTHUDZ/QSOzXP8j/3Hg7mU2zQ4dh/Nf+HjOz6zGPbF54r7pCykz/zfzg9uVkNUuXX2g9nobD7kRGZ37p6e9soX1Aji/QKpuJcPLnSEUHSs3c0aSfUtPb0UpTRx9Tsyc6vYaetmaaugaYqb1ugvaWJtr7Ri71B9VgF00dA3I/06k5EexBaPIZhhVaqVMy0NlKU3sv6tkOdAU7vjCbDBpygq343Y+/itl/3UFiu8z5bOwWbvvDIwQlJrLu4d/ywK4whroqWfV/v+LFnV4cWH8ff/jba5wbMiExXsFLf/sRT25zIToyhKCcKjRTAziuuZvbntxEyKGt/O6muwmqHAJFIf+4zgyzH66iQcJPD5vuNMPM7P/IuNT/TPL+xIsG1GNd5ET64RpxjEHjaam1MBkHBxfcvPxx8QzjVO3AxytpqIkYf08cvQJxcw8gKfs8OsMgR/18Oejig7uHF/6x2fR9TOE4rVFSlZeEw6EwLgzIxwrqUY4GOxOSPTdIaTqVhrNrMj3a2QNhYdUfaSwhwN2D/fZuRBw+jdQEA+dzcTkYTsOY8fhX9pLk40TS6a6FZSqlmhzkSEQAWVWDM/uMNBQSlZBPc205AX6+OLl44ODihZt/DJVNHZxKi8T+kCfunr54BCXTOPTxDj7D1CQtpVk4OwZScEG+NjWcSCMgukAeuGkGSA+LpLTN5FrxEdZUn4LHHeFZZ3jCARKrofwkPOMMpySz9HDAE/afkM4aC/ybUpEX4YpfxtlL17muykycHONoVc6ebxeY12XJroXIWhcOm6Iuy/gz+jmigg2RYLYKzJbDkbPzK9J1Fl51gxU+8HIQHG2bv33218kjsCEK2mphuR3UfEZhazMia6Aklbd3psl1G8xn435LcotK8Lc4iGNEHIWtY3ScPswBW1t2WziQUtxNbWEsrvGVM/uM1xYSHJ1KUU4WEfHlaFV9ZAY5s8PSBks7F/Ia+2C8HlvrcNlQRRMJoX5cHB4nL8CNHbut8YjOZdikxw63V+PmYMe2nTZEHq+lr7EC791xDOoUlCb6stvSFnPrgySVNjKtUZAe58f23VbYReWhmFZTW5jBPpv97LTcT2JZ85UE72ybfK6+e86fIDPRmQd/b8bepIszdR/Mc+GX37mLzDFQFlnx2x//nqNtJn5FTSkPfOlnbAiunbPVhPmFFGtu+tNfyWiWfV1nkw/y/PIHuPXLf2BffOvcPle9pCUzNYK399qw9YAvnRoYPnMMD9sjTKKhMicKaxtbdlk7U1TfR9/5DJ75yz9YYRnG+R61sVQDw20VeDgeZPuuPbglFzKhnuDkkTC277LCOjiDrqEBCmIc2WFuhXvUMRQGA50Xijhkd4DdFtYE5VWgGmvC8skHuH+ZJTlVPdQVRWBlaYW1WxAX+uYE3VWb+nnZUa+koiiHCKctmN3yMCnG/lLq9xo33fQSpW2dRJs/xTP7Y+gpCuDm79xDgYRn6jQ33nQDVrndc5aOlrP8kVvYEVfBiMrY75TVPHLrN9lxWBYv+x/+Dc/uPYamO4+HfvANrv/uDficGWWq4TB3Xf9trv/eTwkplSX3XMbXYMkwQVVeCg57t/PW3kDalXKepaH7edfKh4vdnRQlBbBx635ONi98SD/ddhqbXfac7h1HoVSimtBi0DZg/9Y2vFPL6W0ox2+/Oeaehxk3ORQ/yqLeswUEuu7nrTW7yDcKBMNYO87rXuS5rX70z3TRMWJs1vPIClvOjy78Qm1QNuFra0NQdj0qtRqVUiX5f6g75sfDj67AL79jpnqD1YdZ+fQLWMTI5/mPqvPMdsM01ak+vLcvnFG1mgx3O3wOn0erUTPU10y4rQVWXhn0DI6iVncTuH8Pu3zz6G+7QLyHLVtswumYWDiosdZzxHg5se6NnUQXts9UYaLtNBbv7SW/cYK+M7HstY+kW7XwY/poHHx7MwQeg6RsONsDg/Vw06vwTBI0n4IfvQXh9QsiIidS9+P33gqeWOdC+8zpVcNhpy08+MIeyganmBrpovjkcY7mFlHbLs1M6GmrrqahW+qLOhqrz9E1OjMaeV+hVyOyjtfB6iAYUEBSOZi9Ai/7vi/rz2RFxln49U543FUWWqmXdb+KI/D7XSB1045BGNVAbQNUy7qeumaoHYLsFHgtHJrPwgN7odo4VpGMGu+FyHwIPA0DRqy158E7F1IbQTkMxQ1QVgXFkogzQGk5eB+H+tmB5TScKQevfKiT9L0OztRDaQ2EHofT8mHEjMgarUrj+VesiE5PxH7XNhwSC2guzcZinTvNkvpT1LDjPWsyzvbQWhjLju0HqKo7h+M+NzrVUJjgQ2D2BeqORODgksWpk3HscpcunKCuP8KuvTH0dJTxzhsuVEl9ZqQWf7d9nGm8iMs6C3KbRpmeNrna65XEOW7DLXvuwj584RQ+exOpOJfNtn2hDEjJR8uxMfel+nw5u+32k1zZPzMim+4pwWrnTo7UjtBZEMRL27yNHfsz6TOfXqGjJ3jyFjPMExtmyqiL3cV//PRBcodAV+PCH3/774RVzp18T3qs5obfv0Be16xgMVZtsg3XtS/w+59/l3+s90Ia86kuZvLmi2+Tmn+Yl758K+ZRjdfADg1p8SH4FzVSGmOPdehJWsuKCXQ6RmdHBVab91HYoaDusCsr7aNRTQ3gu/Ug2fWXD0H0TE5OMliTxZs7bShraMTRaR+BBW1IA3rDUBX2ezaSUTfGTLfS9OC9dyN++Z2MXcxizcZ9lCh1FLmZ4xkv+aINxNqvwyOzFvXUxxtJXwMo/xRZDOQcwuzmf5DcJttvGK/h9b//kh//5kZ+9uu7iLqghbESXrrjN/xj7W5stq/i+h/9mLVpct+bMULZjN3qf3D/k8/wyD138rpdAmqdAo+37uUP972Mzf7d3PGzb/HEu/F0V8Tw2APP8cbLD/PSzghSgrbz0rptPHTPL7BMa7n2TAw6tNopBqrTMLcNuSSyyiMcsHCNQ9ZcE8Q722AbfGrB5es7SrHdaU5gUhanKhqZlM5L0w04brIi7pTsAdK3FLBjhyXHjYOXhWSundSiH6jHY+de8owia6r/PE7mO9m4xZbcehVTPeW47tnFRnN7CtsuO6avUMhIVSYWu+w5mp9PSkoWjf3yvtLg9c0NW7H0zZyZ5j2d5ME7m3exP/DExxukaroJdTqIo6sHhzyi6TF6DWGaLE9H3GLLjbXrJ+iQDfYJ5+Xf4004bttCTMXCvYlTWi36yV7CrO2IMYos6XiuTvFn30EPnO09yDk/F05xBSyXNmXGw9fXwbZQyKqb81YlhcFP34U/b4TlkVIgxsL/DGONeNrsYcMmSzKqRjCM1uK115x3d+4jt2USVXs1OcdyOBIbzJ59PjQMT9OQFYKVUxzlRUc5cCiIhk8gshJKwTdfrm9DH9xsDmYrZSFz0x740ip4PXjh9nyaKQNPwtvhMKyCnQlQdtnp4Gw23GUjexUHlPJMsI0zbC2Ua7XfGyyK4ORReCMSWqrhUWs4NyuyxmGPC2xOhehTMKyF0/mwYj9YH4boC9B8Bv6wAdZ6QsY5OHYU1oeBdyKs8IK2CSjKgo2B4J4AbwZCWwc8YgHbYsApCP5hB+0TyCJrpDKVl14/SFZZBWdr2lFPQ8+pY3jbZ84IJZqzefHtrRzwDsLTyx2P6HQGlRoyQj0JSC4gxs+bhkloTE84clQAACAASURBVAvBxfkwMSnBOJwwTklNt+H4ji9l54vYtN6T89LxrLhIgNs+alV6usrSsdqzk93O4Vyc7URTbXhu2kCxSQDWaN0p/PYmcDQnmu2Js5O0CoK3OHP43ABd54+zz2I3O51iKc5JZPvKN7APCsHL2xvXgFx6v4jXzvFCnr7VDJvDsmTuPGLHj75zHzlKmCy35/f//VuSm6SzvoGyCHP+9McHiDxjMlVocqQo+nvpqkjgvj/8Edtj5zmy50l+9qv72PDucn5udh1/fcaJjoUPME1yNl3UkBYXiOuJHtD34m67C4v9XoR5Hqem4gjvPrcFl+BgPLy8cE08jVrXifeWg2Q3mV5A9HTVF+Pr44f9vj08udaCgh4No02nOWhjzrsWvpzvHqOzMgNL8x3s8Iinpuks9qtWYOEVgrefD4dcU2ia1JLnvBvPhOqZCk50VeLhYMUGCwey6y+LNTI14Qu6PHzcEbP/e5ij/ZKBerIOvMmjbznS3NaE59r7uXnZXnoA7UANiTEJ5EQd4uYbb8Cj+DJW+mkmJ5SU+LzN98zu4pi0k36cEykxHM2LZ/mtv2GVXQEdBa784/F3yD0axH2/v4E7bnmW3KJ8nnrgd7wcPHsRvvawB6uS2b0vhA6jbpdElrlLDLNBBUUh7uzzyFq4qBjt4ERmGmlJSbgfsOFQ+EkmtG24brEipsg4lFXUYGu5j7SqhU9ZzVg+eBGX7Rbkt8ueNWX7CdwOhZMQ6I9HbB5FR+OJS0jHz2U/aTOj14Xx6ixK4r31ViQfLyQ7xpNd+0NoG9VSFOJFQFw8Xu7+5J8pISYsioz4KOydk4widGH5S6n6y1NZ+8oGkipmOpRxRw1HPRxwjS4x/u4n+JANB+LkYxDdAEGHtuF//GNMT0o56fsI3Gs7x1tap2zFdcdatnjnzwy8jQUu6OtcGbztB68fgp++BVty5N2m+uDxDfDld+GkybVpIZlq+kvwPBRKYkgwbhFZnMlJJio2nWD3fcSckUTgFN2NtZScTGHvDhuyLkjKdJIjPvtZ+ZY1J9ouH2jOlboQT9a7UfCV18EzF55yhy+9Cte/DV9dA/++Fv719c9GZElhjFapUNUOmedgTTCMXxLlso0m7peZFbV5cNNmeNoHtiVCtwpcfcD8tJxeEjh2Z64gssZgx0F4MxrOtM2EJfOuLXiaTPC0nYF790KN5HXUwmZzeC8NyqSp5D2QUAYb9sPWdDhzGl6xhNQCeEmaXpY8X5Pw9C7I7DWKrP5TCaxcHzHjwZhtuvYTh3E0T5JPPqqL2Fs4kXdhAIVSxcSk7F8bq87hjReeYkuQPGl6NsaH/Y6ZVJw6jMWBWDqGhmk7E8+eg+kMDdSxe+1+shqGGWktwNFmF2X9kwyPKFENt2BlsR6vMqO/zzDBYb+9HEypYmh4mDHVBIM1Rbhtj6a6roi95r5cGBhm8OJxrGwCqWhXMD48jErZiccmS4IjE3B1d+ZY4xAK1QQTkx9nzDFL4J/7e7SlnDj3d/nFt8y4/zVHyhrHmOo9yRO/+DGvOkbhsu4hbn5gDwM6PcWh6/nB177Gqn2xlJeV0TWopCnPnx3O4bR1tXMsPpaCymqyw/bwsx/8BIsjF2itKOZoRjopoRb8yuzrPLM1hau8H8IEpIbESG8OHJW9YsqOXF69+37+P3vnARbVlf5/dn/ZZJPd7O5vf//sbpJNMdH0ZkwxPSZGozEx3ZiYGJNooolRY4m9IQIq2LCgIIKIIkgRsGDFggiKoogiiEgTpjHDNAZm5vN/zh1AwEGK2PDO89y595576vece+/3vu973jPEdTPqc2l4u87mQJ7O0WflVrAXMP+XSazecxaTpYrh2fT4ew9hxsYcTOo0ho6ewobjKgylKgxGJYHjJjAnaD/qUhMG7WmmT5nMsm2HWO87g4DEs9L4NZgc43eb12jclu6gzGhGVazFaCxjg+80hvg1XZJRq3HX6WEFWQe3MWtIL1z+fh9D5odRaKxk9aAuPPXeeE4XF7FyaFfu6vEb2RoD6Qd2cuhIEj5D3+fRboPJLoN9qz2Z7rsVxbnjRG7ZTmrKXuYN7Mpd7b/hqMZE9tFk9h86zEa/sTzToQtrjutIXzWYB3r8iNpcyi/PuODSaQJmSzH9X3qY5yZvuGxYatIimTAjkMKqB3lKlSRL+sg15eMzdTxeNR9xjVej9gvAfDiMYZMXckqRh8+oqaxLdKhSFUnrGTbGjeSiZn7pqbOY//tkdhc4PsGV6TF4zwsn61Qa3lPGMnKKP6eKzrJmvjurEwSbbdpPeSiWiePnS6QZ2wmmjHQnIaOY7cvmEr4vk+Rof34d9juLNx+nICkGVzc/ims3tAnFVBSkMGP0HFJLaqu4nJMsz3CHJMuQk8TkoWOIPdlcdbGCFVPcWFclOXRUT8c6n0n4bD6vDWlCtetG0cGnP8NdPlXSLCu4usPfp8C5Zn5wluVsZe6cYE5mn2Sx23iGT1jCsbw8IpfOJmh7Jse2hTLfJ4xdCbG4TXInXiJZJmJ8p/HV91PZnt0wQW8KyRISoT9+C7cOdGx/HwxiE0RLbIJkCfXh1fg9OBpedYNnJsPAANDV/qZ2UqHDW6CLG2TXImNu82FysiOytz+4XYRkiaFsVEDMNvjSFYJ2wmA3WFlLYnYmCbrNAOkzyQRDxsLYKNiVCknpUHIGvpkMY2IcYfsy4Fw2fDoLIoXWWg+fTKhFsrQn9+G9ZDu1LREUx1KIDE6kmj+r0rbjMW0Ko0ePwytgQ5Wh8jmWz/Ei5oRjAOTs3sjq8MPYK8vZG7yI0b9PYoLHYvYXCGG8jeSolYybNBWPhYvwD13DGeU5QubO4veJrniu3Mg5y3m9uaU0G18vN0aMncKSiO0UnM0hJmAnBnslJ+ICGTduMmOnzmHzCSXWCgXrFs/kt7HTcF+yAVV5BUXp25k2ZTLDx07FPTihph1O+uy6DDq7bwGf9+pG165v8847n+ETni214/imuXzUtTvdPhlMzEnRo3pWjujL61178OVXX/HZp18TvO0Ux6Pn8Nmv8zhTeArvXz6h94cf0bNbd36bHVaXTFVmMPXtH1mdWE9i0SLUKti3ayPhh86/EI6sD2TuKvEJYuN0SjRTJk3ht/ET8IxOEXoXjm5ayS/DZ7PjWNUXsd3G2ZRopk9xZ/7cBUxfHk16fhFbg70ZOXYabgvXkZWXQ+iCWYyeOA13/00oLTZM544wd+ZURoydzLj56xHvO/2pbUwYOYGg+CTiQ1cyaeIkJs1awcHCRu7yFrX9Wk1kIWb5FLp368bbXbvS46O+7M2vpFxxkKlD+/H5F5/T+7MhRKapsFnOsmD0B3z40Qe8/8VINknjCzYtGMpPM8IoObufEd9+wEe936fb+9+xcr942tiInz+R3r0/pOf7fZkb45BapK135efpiyQj4B1LJuAWJIitmYDRQxjlu+sygFVJTupufN0n8OUPY1i6dgsKMxxZ7c63P48jYM06Fs6cwaTZa8gua+ob1Er+sUSiQ+PZu28nS1wn475iJ2XWs3gP/pXR7stYF7icKeOmsmJTWtOlY0LYn5tGhN9cfvpmEJN91nEiv4zCpGAme4djqrAR4fEzA2ZuxIaeNbOm4rG2nnXwRRC063MJ9J6OV+BGNgT7MGH2avJUGla6TSfisApjzjZ+6DOYuNMWTGlxjBnjzvEqG7aLZFvnkunMXsYNcWV/HdMEM1FCchWwrypuCX6uY/j+93mEBwfiNnEi80P2oT//GqiTp7MTs+IM8SHLGPrDEEbOXEbCsapni01NoOcIZkc57FWdpXUaZoel8+BLD/h0EtwxCGZWqaGERGPMZHD5DXJrc0enGdUNLElZy0T3QDQWiF8wnK8mhWGhnBifmXiu2smOwDlMWRDHsaN7cB8/nfgMNZlbApntv5mkbWsZO3Eh6Urnz6WmkKwx68DlS4eKUDIo/7bKsFwYl4utL3yzvG6dr9RZR4FpX4cK80iV8PdiZafEQMcJcKqW7GStP7wzFzYkQf8J4LYftkVBX3/IOgSv/g6pVWSmohS27oUth+FXDwg5BFtj4HNPWLEP4k5C2h54eXxVGXYIWwPf+0PUUYjYCyoTRIXBL34QfgRiD0PhKeg2FdaIOWI6eGc4bCiskmRdrEH1r9ml6YH1Qxs4dzZt1skUXydBNRnaamYw1gQ5Duz2Cx9ate26qqJXOgmrl5N8KhAQcttr5CceGi361UvnbFxVXmz8trDYFtX1eklkcyJ9cQZs7fbYnYylxtLUTn9Zjis5m55MdMwW4rbEE7t1D8UG0J05yubNm4mK3cSW3UdQ1/o6bko19EXZxEdFszYskuj4/VKe4sMmfe9uNsRtJnpjPAdPnv+oaEqeIo4+L4PNG+OIjd9OZOwOMvK16M+dIvm4w7i7JPswx04LNZOdnLRUUk813Y5J5G9RnGZLdCShkVvJPCde3kaOpqSSV2oFSympyUfQVICtNJ8DB1JR1fH70ngrrGXFJO9NpaR6AoSUxEpuWipHMqt1bWayDicRG7uZyLh49hzOrpkJ3HgJjhjlqjx2bdxITPx2Ceu9GdXmEOWcSttPWm61IripOUJqMsyMhunREHYYh12nSG6FAwfBNwn0TeXhVcUaCjNJOuqYgKXKTeNIpqO/8o8f5lCmEovqLNtjo1m/aTdJyUc4V6ol89BBskoEkzCSmrCHzGLnTLcpJCsxG0avdWy/h0LtbUwojFwD8bXUZU1H69JjPj/NIUm76TuHjZi+kXtQeRYiUkBbqw/MSlgRB/O2Qux+SFdAQS5sPwk6JWw4ADUTV02wJQGmrIdVKThmoVph9x6YEga+B6G4GGJql1EOW3bBlAjw3AwFgmRXQPwumBoO83dCkRK2pCJJ9wUh37i/lk3WpcMk5yAjICMgIyAjICMgI3ClERAkq+Q69vguHI8KBwTCID9XTNpy8o12pTFtzfKk2YWtmaGcl4yAjICMgIyAjICMwJVBQDiANZmbKWq8MlWTS6EF6kIZNRkBGQEZARkBGQEZARkBGYHGEZAlWY1jJMeQEZARkBGQEZARkBGQEWg2AjLJajZkcgIZARkBGQEZARkBGQEZgcYRkElW4xjJMWQEZARkBGQEZARkBGQEmo2ATLKaDZmcQEZARkBGQEZARkBGQEagcQQkkmUyW9CWGdDpjfImY+B0DIjxYTJd+gyWMoMJXZk8zuR7reExIMZaxQ26hmTjj2w5hoyAjMD1hIBEssyWCvQGE3qjWd5kDJyPAYMJc3kz3Rw7uRMMJrM81uQx5nyMVeNiMFFZWcvToJNx1Nwgq9WKwWCQtzaOgcVioaKiQt7aIAaVlZUYTWZKtXqE24qGfuXl5ZwrLqG01Lkj2lKtjuISBSI/8dPqyqStOj8RrlCqnJahKdWi11evgwNivClVquqkTveyutApLHKgjICMQFtCwGazodfr5a2NYyD6WbyA5a1tYmAur6C4RIvoZ2c/0e+79uxj3qJleHgtYE9iUp1oiUnJzPVZil/gakoUSk6eymbWvEV4evuQcfIUZnM5gcFrcfX0Zl3EBsot5wULKYeOSHl6LVhM7tl89AYDvv5BuM2aS8zGeMSHnLOfTLKcoSKHyQjICLQpBMRD2Wg0ylsbx+BiEo42NaBv0MZYLELKpLsoyVKrSyUpVeKBFCa7emIyOdbpKSgsYorbLFIOHcZsNiM85c+Zv4SdCftI2LufRcsCpP2cBYs5V6KQ4qafOCkhXV5ukcjUwdQjxG6KJyBoDZu37sTH1x+R76TpHpzNL3DaKzLJcgqLHCgjICPQlhCQSdaNQTBlktWW7toL29IYyaqdQkii/ANX1xCyxKQUxk2ZQeDqUHxXBJGZdZoZnnPJzsmVJFOeXgslCVdgSKiUzez5i9m+y7E6uJB6TZ7hiUKh4six48yZv5glfiuJiI6T4s6YNRch6XL2k0mWM1TkMBkBGYE2hYBMsmSS1aYG9A3amKaSrL2JyRIJEnaY1b99Scm4zZ4rnQavDcdvZTAe3gslspVz5izeC5cQuj5aIloikqf3QvYfSJHi68rKmDxjlmTrlZp2lAVL/Fm1Joy14VHSdVcPL9IzHFIvKaDWn0yyaoEhH8oIyAi0TQRkkiWTrLY5sm+sVjWFZG3ZtpO+3/4oEaCj6Rmcyc0jKfmgpNabPW8RUbGbEFKq3fuSCI+MYeFSfxYs9mN9dByCbAnp1urQ9ZJ6UKgA9yQeQK3RsGLVGskGS0ixRBnChmuGpzfBa8JwnzMfrda5ob1Msm6sMSq3VkbghkRAJlkyybohB34ba3RTSJawuRIkaU1YJJuryJAwdBdG7Vmnc/APDGHrjgSwg9FoYn1UHOujYjEYjBJaKalHWBEUQmZWNlarjb2JB9BqdWh1Oom4bYjbIs0qFJHFtYBVa8nJPdsg0jLJahAa+YKMgIxAW0FAJlkyyWorY/lGbkdTSFZ9fISqL7+wyKlLhvpxL8d5HZJl0qrIK1Bgcj4T8XKUL+d5qQjYrVhtdX2GKApPU6A+r4uuXURFZSU2a934ta9b6zmBNGqKyD6dR5nF4VOkdtyWHNcv226zY6vvE6naB4q1kor6Y7HCSqXV+fTdltRHTtN0BKzWSqq7RkplN3Mm5zS6ivN5VJp15GafokjtmNFz/oo4smMsVZKVmYmyrLpjbVgMOnRaHboyPWKK9gV9XjeTFp3JJEsmWS0aOHKiawqBlpCsq90AB8mylZMU5suo36cwdsoMxkz1Zm9e2dWum1z+RRAoL81lldsQnnvscZYnnHHEtJuJ9RrEKy+/wasv9mRW5HGqX2UiwsHAMTzybFdWpCguzLniHDO+7MpzXWZTJK7aTWyc9TNvvt6N3r0/YMKKeCoa5mYX5tdASGKoB5+O9kVVxZOKDu5h9ZId6Kvil6ZHMGDgDA4J/266DGbPWkWGpipyRT7LFwSRnOcQ6zZQhBzcygiUnN7D2C/foHO3T0nTODKv1B5lWr+3ePXNN3it16/sLjRjL0lkdN8P6P1BT1574WV+XrQFcy0+bMzayqCvevNBr3d57aVueEUdodKuJXDae3R7twe9er5Lp44d+TU8rZVbgDTDSHbh0PaJljy7sNVvnWsqw+uWZBUcXMvAUd6cLCmnsrKCzG3LGPS7L0VmI2cPHWPvjg3MXxTAvmxlFeBmjmxbh9f8Few/I8iYjexjGezZEYfPUn+2HXPyEr+muur6r8ypzV589t7L3Pk3F6ZEOGY1mDLCePXOB/CMP8nWWX25/9GvSKtiL/ozMXzT8f/4o0t7PHYVXgDA/rUjafenP/Gv//xGPqDYs5AnHuzEsoQcKq0mtDoDly5AsrI5xJOn3vocjw3HpDrkJ8TiPSkSh8lgBfuCptCnz2D8N6YDRkJcx7Bsj0PfXZq6galzllPgTEhyQYvkgFZBwGoi3OsH3n75Xv7d/iH2FDty3T/vO9o/8hFJmZmMef1huv68GqO5kMPHTlNm0LF15lf888892F58nmVZSkvILVJht5kI+PVZ7n2zH/kWO6q84xw7kUVq1EweeuAhvPZINL9Vql+diSzJavsES5BomWRVj/i2ub9uSdY2//G4Rx8+3yuV+cwfNYqNJ7LwGzIa73W72BETxIhJczh4zkj6tnDmLVnP3t0bmDgtkBMlBQROnIVPyHa2xwUybsQcTpSez04+an0EzHodlqKtfPK8CxPCMqUCciOn85+73mVbGVSkzeG59v8h9ITgwGq8x/7EFM/JvPbw63jtrXpTVlVLlxbDL2N+Z+Z3fel890jE1Xi3LjzY+X3mLfRmxDhPDhS2hmSznJiI1XiFbcB7+ng2nixFe2gHPq7RSLmrU5m1MJITRzcxaXYQajvk713JcI9YqabbVi9gXuQJYa8o/64UArZKDGUGMqK+5+lOD7LrnCi4kuXfvcP9Pd2lvtgyrRNPd/2ewlodk7pwIPfc9yWHtLUCgQrlacKXzuaDV59h4LyNtSStNlaP7EX3Ib44V3RfWoNlkiWTrEsbQXLqawGB65ZkxS8dw4JNQnJQ/VPgN3E4kYdPEvL7Yg5WqQg2zF7EijU7WTB3GL94hbJxcygj+w9jY+oxQib7sSdLuKAvI8TzN7blnf+Crc5V3rcyAppdfPCMC5MjT0sZn1w3nr/c250dpVB5zJvnHvk/wrMsHPb7lRe7DCZy/RI6/qcDQ/z2UrNYgD6b8T1fob97MCuHfES7v37BviIt68Y+y/3P9CYkcgOT+3TiyQ+mUFhb99iippQTHerHksRitBmxjJq6iC0bt7HcIw6x9PTpDfMYN389xYrTuA8dS2SmCfRZeE+fTcqZQoJnu7O7RB5XLYL+EhOdjhrA4890YK+0TJeZWf1f51/vO0hW/MyOPNm1H2eruqYoJYAuTz7BpNCjF5Sqz9rH9KG/8FGXN+g/YxXKqjXHdcdW8sLTLxB4VHdBmtYIkEmWTLJaYxzJeVxdBK5bkpWxcQFDPNZKLzoBoSU7nl9/9OK4upBVo5dyrMoEJtrLh5VhCcyfNxq3NYmkHz9BZm4uZeZCAsctY/dJIY/QEDLvd3bmyy/Dyzkc7TawFmzkvaddGBeSIUkUSg8s47HbO7L6rJX8mDE8fN97HFRpWDPlO979uA/fffE2//zTrbz0wwLytRpK1KVoT8XzY/dufPbDQHo+3Y5bXJ5gbnQGu3z78MRbQ6QxURT0G/e078fhqhdiy9vlIFne24T6z8budR582Wcgs2btlFSDfrN+Z6S7P+ER65k+bhgjl4p1p+xsWenDyAnTmboigVo21i2vhpyyWQjYrXA09Gsee/oBduQ7mPaWsZ/Q7pmfKbHb8e33DJ0/XYDQ4hYdWEmv559ndMD+qjJs6DTFaAxmKszlVD8ViqJGc/O/XmBDnsjPRuAvXXmur6dDotms2jUtskyyZJLVtJEix7qWEbhuSZZdn0/A7MlMmbuMRcsCcZ04mWXbhZ2PGt/BE/AMiCLI34ffPP3I1JjJTIhmpocvoeFRRG7YS7GxgBUjfdiRIb5CVQR6DGNr9Wfttdxj13Hdcncv4rO3nuC2P7hwZ4fuLI7KgcpC3L/uxJOv9uLN556l78wNlGPHWmml0lKONjWIh/7WAfddeRwPHMwj3Qdz2mTFWllBudnEhiEfcM9N35BRYcNyeiefv/Is7w0cSs/OHfl0WiimS8arnPDgxbhvOuXIyXYOr36fM2B6LHkndzPNdTE5+grJB4kuZy+TRk7iiB6M6ZG899JbLEhWX3IN5Ayai0AFcT4D6fzYP3D5gwudXv+dlBIbpSejef/5B3n7ww/p2PFtlu4vAE0yve90weWOJ/lx2Eh+Ge7N6aJ83L58kU+948na5s93n/Xh56E/8foj9/DaD+4UWMCu2M2bD93BkCCHnV5za9iU+DLJkklWU8aJHOfaRuC6JVkSrGYFu+PCCQxaz+5jVYan1iKW/+LBsojNREVtIb2g2i7HysnkXawNXU9ErCBZJooy81DrxTT/CgpyMlCZ69piXNtdd/3VTleQRHjoOiKjYlgfFklyuoOAWEvPEBW0kqDI3ZTWV++ZStizbQ9ndRXoc9PYknAEQ7VoQcggTx4mYUs61XP3ynIPscrfj5WRe1G3igjJRnHhWU4rq0sAkyKPE6eL0ZSc41RWlV5adIe9nNOnj3FORLXpOHY4E/UlS9Kuv36++jW2kXUoirXrIoiOjiZ07Q7ySx2DpjhjD0H+K9mU4lBX23UF7IyMIioinJDgVawKiadIa+DUgd0kZioxKU8Ru2YVy5f6EhS+ncIyRz52XT4JO7eQV9o6bkKcYSaTLJlkORsXctj1hcD1TbKcYV15Fv/Ri0mvnl/vLI4cJiMgIyAjcI0jIJMsmWRd40NUrl4TEGh7JMtuouBULjqLLJVqQv/LUWQEZASuUQRkkiWTrGt0aMrVagYCbY9kNaPxclQZARkBGYFrFQGZZLUCyTKZuNYdusp+sq7VO7B16iWTrNbBUc5FRkBGQEagVRGQSVYrkCy9XiZZrToq5cyai4BMspqLmBxfRkBGQEbgCiAgk6xLJ1mGrByMQppluvS8LpdETJZkXYGb6SoWIZOsqwi+XLSMgIyAjEBDCMgk6xKIkSBWZjNl6+PQH0nHaK28ZiVaMslq6A5oG+EyyWob/Si3QkZARqCNISCTrEskWVYrpSOmoh07E6Pd7pBoGS8hz8uUViZZbezGrdec65ZkiYEpbzIGTRkD9cZ8s0+bUoYcRx6LzR5YjSSQSdYlECIhycKO5pNBqNq/giH7DEab7ZqUZolnh/xruwhctySrzGBCodai1OjkTcbA6RgQ46NMf96JaEtuY/EAVGvLUMpjzSnG8v3neP6IsVZuaRXvtzXDVCZZl0CyzGaMFgvqLp+jcPl/aOculxwWS/ZZl0ki1VKbLZlk1Qz5Nnlw3ZIsWXIgSw6aOgYu9c5tajlyvBt7TF7qOKufXiZZl0CyKiow5BeierYHCpf/oH7xfQxF5zBWVlxz0izx3JB/bReB65Zktd0ukVsmIyAjICMAMsm6BJJlt6FPPoyq/asob7of5a3t0S1fLa1l2lKJ0+VKJ5Ostn23yySrbfev3DoZARmB6xQBmWS1nGSJheHLYuJR3vEUyr90QPHHe1G/3QeDWnPNSbNkknWd3qBNrLZMspoIlBxNRkBGQEbgSiIgk6xLI1m65SEobm6H8vaHa7ayiDiHbdY1ZJclk6wreVdd+bJkknXlMZdLlBGQEZARaBQBmWS1kGSZTJJaUDt9nmSPpfz7o0jbn+5H3e1LDHmF0szDy6X+a26+Mslq9Fa4riPIJOu67j658jICMgJtFQGZZLWQZJWXY7SUU/rTWBR/+K+DYAmi9bdHUPzxHjSfDsKgVGG0Wa8JI3iZZLXVO9jRLplkte3+lVsnIyAjcJ0iIJOsFpKsigqMSjWaDwagEEbv1ZIssb/9YRR/uIfSGJ07mwAAIABJREFUwWMxGgzXhH2WTLKu0xu0idVuYyTL+VRYMYjtNlsTIZGjyQhcuwhYyk201kguN5qwtlZm1y5krVozq6kck7l1/WE1VEGZZLWQZFmtGM7koX6uJ8o/P1CXZAmi9ZeHUN76INrp3g6SJSRfV9FGSyZZDd0BbSO8OSTLarXWaXRFZSVanU7ahI838UwoLy9HpdZgMpuluCJMq9VRqtXWSStODEajFLeyslK6VllpleJpdWUXxK0d4CJObPoiNsdFE7gyhFXRu8jVispVkLR5M4mZqtrxyT60mVV7s+uEyScXIlCYlkD0hgQU5efJakHqFjzdprEobA96KYmeg6H+zJw+CY/5KziYq74wI0ykbo9ifeJJzr+OzByM82eGqzuR+3OcpGkoyM7p5Fi8XGewwC+CHHW5I6LhHDH+Xrh6LuRAzvnBlZscg6erK8ujkyW7jIZybU64MvcYoWtCCVoVypakLKThaihiZ1wUK1euJig0lpOK8y1tTt5UqNi+KZbDBY4b5mJpNRkJ+AZGkZmTyZrVa1kbFkvo6rWERh+gsCiHbZHBrAqNJjwsjBVrN3NaUca5zBMcz9XVZGvTl5ByMJ1SK2RtC8F79T6qEK2Jc6MeWDRn2BgeyrbjVc8PUzGJWzZw4pyYqwZYi5g5YjgL4oukZ03K5gg2bE+5bPjJJKuFJMtuw5CRieru51De9tCFJEsQrVvbS+E6vxBMlZVXdckdmWS17SdOU0iWQqnCP3A1gatDsdXym5aVncPseT54eC9k9IRppB45xo6EvSxYspy5Pr5kZZ8mNy+P5QGr8F64hIjoOImECUQNBiPrIjYwf/FyliwPQKlScyLzFEv9A/FasISNW7ZTTb7q94BEskoPrafHh8NYFBCEz6zJTFq8DmWljZxjR8k656ADVJpQa3TsiVnC79Hp9fORz2sQqGB30Hg63n0r//PX7uxVOC7osqLo/UQ7Ph30K6898jQ/+iRhpZg1E6bg7u3NiE9e5L/PfseB2gTDlMeikZ/z75td+EMfN6rpT0b4DB57tDODh33Dk08+S8D+czWlV5YbMVuqGLzdgtF8/rVfuM+X1zo/w8R5S/it1/N0/ckHs91G5OQ+PPT8h/zyzRs88eYXpKnAfCKKN554ki9+GcorTz3AqMADNWW0/MBKrM90egxwZZnfSiaNGsmqAwWYT8bx8YBfmLM8AL+QCDJKLPWKsGM2GLFYbVhMelQqDeaqJlZosgjzi+BosZHKCj3Hj6WRq6kiaVazFNdynuc68rXpCVs4lVX7StAWpeG3IoCRP37I95MWsCoikbzCLOLC/Jnw41C+HTARn+AYMhUaAke9y3sT1tYQgTNbZvNwr19JER1jLsDbdTrbcgz16n5jnmoOLae9iwsuT/QlUzxCdFvp+cj/w3WDIFVgPB7G1336kSg+Aks28+LtLrjc8RYJxZdHHCiTrBaSLEC/a7/kukGaWVhbXVj7+Kb7UD3TDWNR8VVdQFomWW37edMUkpWecRJXT29mz1uEzXb+4V9ebpEkUUeOHmeauxdn8wvQlZVhsViI2BDH8pXBEpkSktiCwiKmzJjF2bx8CVARp1Srw1xejs9Sf+K2bEVvMGAymcnMOs1Ut9nSu8YZ+hLJUh6IZNCoMEmqUJGxiZnzl6KyQuK6dWw9qsKsymTF7KmMd1vMdI9pTNp40llecphAwG5kb0w4Cyf24an23dlV7IAl2et77nukP6LLEly78ciLA8mtJc3MDp/Bo//qyYb8WlKY0lOErVnFL1+8zs1fzMAhlLQw+6v/8OJPS4UMkhE9HubZ0eE1aq/cHfN49+1+7D5bxPKRnzFqRSLVwyx97Qg6PNmDZLWJw0t+4q1+s1Dpsuj3wq0MCsoCYwodH36Q0ZvOcXBRTx54va8kcYsa9zZ/7zEBZXVGLe5pC1HzF+C5Pk/KoWCLKz8t24omfQtD50U7zTX/0AZmL17G8uXrOZ5fyI51ixk1eiwTZq+hQGshY8tS3ur0DoPnx1KoOMeG9WHszS/HXJLNyvkejBo7DS+/DZToz0vHLIXJTBmzlOzzQSSFTyLiZC3sgZzoSIKDj1bVy8Bat5683n8Ox0qE/M3KVreBPN9/KjtyHdKZfWGz+H3dIaftuNECNan+vHn3v/nX/91B7wlbsVgO0vfFdnhudNwQu5eP44tfgyVYUhYPoeuHH/HOU08w0j/1skAlVAd6vV7emoOBwYDeWok2IBTlbe0drhtqE6vax391SLl0MVulNFcLa9HPglDLW9vEwGy2UKLQSv3b0INCEO304ydYuMSP+ipDkSY8Moao2M1S8oqKSsIiY/ht7GR27NojhaUdO850dy+JpAlSVf3TlGpZFrCKUeOncDIzSwpOSjnExOmeLFq2wmlZIpJEsnTHounZewC/u3vy88AhTF4hpBY2wqd6sDY+jYiA+cyNPIwdO1uCZzNWlmRV497g/nTUaJ5+4C12Su8UO2vGfshfXvoVIdhKX9Wbx17ozGHxbjafwGvkezz133voNTJY8jtTP1P/0e/h8sn0KhWjgtFvudBztL8UzbffWzz+5YIa6QqWEhb9/BEdnnqW7v0nckpZSzJgzGNMr6f5d4eneOTxF1m4TwWanbzb3oXxEULteJZ+Tz3LAP8kIiY+xjM9+iHkMqlzB3JXx0Ecry9gql/RRs+tbFo6m2/Gr2BjzFrGDh9B8MFiLFnx9P3uZ6bN9SUgJBFNLTKXvtGHfu5rKTbawG6l3GTEZNSw1m04cyLTQZfBjMGzOFBih8pCPNxnEnXkDNEBXszbkCFYL3uC5zBxdUoNEVUdXM+PsyKr8BSVtrFt1ViCU0rqtODImhCWL090pNPnsGbxFBZ6LyYw4QyVqkP4LfRn2pRFrElRSulydkQydsamWmrdOtndUCfKlEV0feQT/AN8eObJ5/BY60f/Nx5h9mahPtQxZ2BPPLafA3shY3p3Yc7GU2zy+IhHPpiE5jIgJUT5Go1G3pqDQWkpGqMB1eQ5Dnusvz3iXF0oyJa4dks7VKOno7GUXzWcTSYTZrNZ3togBsJ+Stg/FZdo6kionD0ujmdksnhZwAWX8gsLmTl7HirVedMcIdFaExaJ98KlCNKlK9NzMPUIk109OZp+vCYPQdhOZZ1m4VI/Vq8Nl8LVmlL27U+W4uacya2JW/tAIlmqg1H0H+xDak4OOblH8HL1Y++ZAjZ4+xAeHo/b8uVsK3AkO7pjJRNjzxdcOzP5+DwCZzaM4Zn23UiqsomLm9yHO54Zingdpy7tzWPPfkyGRFoqyT91lNQt8+nx9LMs3nFe9Ved24ox7/GHLzwc9kvomPTBTXQb7RhAHl905vEfl9cQCJHm3K6Z3OLiwtfz91dnIe3Twjz59KMx7Eo5iM+QXrzy+QxychP55FkXxkaeBbLp/vTjDAnNYJvH8zzR8xupzN2effnna0M5W0vyVifjJp9Y2bh0Ft+MW0FC4l4OHCuQCIk+PZrvJ8xl/4lTZOcqqc3l0ravZHzcCamESqOSfbHBzPSaxaDvvmB6+FEwnsRj6FwOC5WUrQgvLy8iEpJYsmIGux3cB+3RTfQft66GVJ1LWsuP8yJqEdrGSZZVcxzfsUtITt/HXJ8INq4LJubwQSI8lhC81XFz5e+Ow3XaxvOEt8m4tL2IyhQfXr2/F7uVVrbO7sNdd93Lg+0eZ8keI9aieD57/1fSDVCZHsRDd/yXPpO9mdzvFf5261NEZJ3/emwtZIRkw2AwtN5mNEqGsK2aZ2vWrzXyEm2sqEAzaAxK4Yj0YiRLEK3/uQ/1ax9JLh0M5eWth3Uz2iL6WUgy5K1tYlBeXoFCqbuoJEut0bB8xSqGjPid4ycyKS5RcCDlkCRpClm3noBVa6THilAfJh9MlQiVRLJ8lkoSqv3JB6XwidPcST50mIOHj3A6JxcRnnrkqGSXFbwmHGHjJSRZe/YlMX6KG6dzzjh9XDnUhUnhfDV4BUU2qFAcY9IvrmzPOkukuxdrNiWzysebZRuzsFgqiFvlzm8R1SoUp3ne4IFWco8lsWT0u/z79odwW5uEqhwKNnny2F1Ps2RbAhN7d6LLoJUYtNls3L6PU3n5HI524+G//pPZW7I5FLeUJTEHwWbk2P54Br77OC7PfkrsgeNUYCd26nvc1/kHtu1eT7en7mdw4OEazK3FRxnW70O+/PpzXni5N1EnSmuubZj8Lg91+pUCUyXJ877jzke/5IRWgdvHj9F5gA87w6by4EPPE5plojhuIvc/+CrB23cyvGcHXh+5uork1WTXgoMKIrxnM97/fH1FJqWp4QxwXYlD6CbE3OezPrJlGSPCHPFzt/kzfpwPJeXlbPMdxbSQZDBk4jrIjb3nKrBVFDBzphtRh7NZ5zeLRXFZlFssJIfPZVKwsIFz/AyZOxgxYQ1VmlxJkrUl4DdWHjgfImKmrgpi8eI9EoEtz0vCc2gghRUmYqd9Q9efFpNvMpMwbwaLQhwqrsNxvgxbtrdGPXu+FTfekeLAXDr93+tsEJphw2kGvPBnXFzuJiC1jPTVv/H5BD9JMh416UPu7fgRkydPYvLUETz77/+l94xNrY6hePm22qw3kwmjVoexrOyqGnm3Wnsamg1oNkv2VZr3vkZ5030NS7Gq1YbCAP7OZ9Hv3HfV1jWUbbLa9rOmKTZZwo4qeE0YK1aFsHd/Mtk5Z1i2YhV6vYGUQ4fJy3dIjMTswK07EljkG0BQSBglCiU5Z87iHxTC4uUrSUo+hCBiexMPSOFRsZtY5LuC9dGxGI0micAJ9aEwfj90OK1B4CWSZTq9i+++H8ygYWMYOnwCi2MPY7ZVsn3ZCmJSFBhzU/AcP4aRkxYwe9ESFiU6jMEazPWGvmAhenZ/XnrhWZ55uiMvvv8LCQUVYCsjZGZ/Or/yOm/3+Y19SguUJPHLl93p3uNd3uj8It9NisBYaWXdhD58MHk9WAoY831vnn+2I0927MTnQ6chFFpW9XEmffMuL7/Rma/HLkVR68P/8OppfDPKnwqrCZ9fejHQLbJmZqCxKIkp33/E+598Rvd3PsEz4qBEIJSHovm6e2deffVNJi3f7lB3WdT4j+vPC6+9SvdvxpJWVMuAqcX9W8mukGAWRTkkU9XZlOfs5tehQxg0bDTDJ89ib+5526hTSVHM3e6wATQXn2CJ21TGufniPnMSK/ecALuFOF93fhzlS0bOaYJXB7D1jBlzyXF83CYzfPQkps4L4kwtmyy7qQDfqVPYlFPdJhtJMfOITT8vQhZ1O7lpI+vXH5Fe+Kazqfh5xyNqlrlpJdMWx0vhmTFLWLv5iDRDLshzwgUqx+o23mh7Tfoavun2I7vyHbrfor2LePepXsQeOobHwH7MDBMzlIuZ+s0nuMWcnyEb69qfDwfMRlVLZdwa2LUqyaqwYMg4hSE3D6PF0nrkrSGyc7XCRdsUKtTPvovyT/V8ZFUTq3p74bBU6+GDyW6/KgRUJlmtcbdcu3k0hWTVr71wx3A2rwC7vdbXe/1Il/FcIlmO/K2UCz1u9cy0eoXaKszoy8x11FL1osinVQjYbVaqJzWIh3v1sbhsMRrrSoSsFgxlpehNzgaAXRJxVr9vbFZrrS98q6SuqA+6tZ6zJnudNCK2Hb22FGM1v6jOwF6OwYnPIrPJULe+1fFbey/srcT4Ky/HWhuw+uXYKqRxaK0GRbpux2wS6epFFnF1Bqc2Uid2rsZ1eQylDpcn9RI2/7Q4OQpX7wiU9XFtflZtOoUhLZiPP+nLTmkWobDydPZrKNxZ3KaFtSrJstvRb9mJPunQNePpvFGplpC+CceiYt9U0mazYjiSjqrDqyhvceIjqx7BEo5KFUJl+P63GEu1GCuuPAGVSVbT7ofrNVZLSNbVbmstknW1qyKXLyNwBRGoKCM3Kwd9hfPXfHNroj57hiKV7L6hMdxMimyOHc2sY3fXWJrWuN6aJEvMV9EtXSVtRqu1ecSlqQSnNeMJYqXXYzhX7CBYpia6cxDuG7bsRHXXs47ZhU5IVR0P8OL6XzqguruT5FvLaG9FFW0T8ZBJVmvcLdduHjLJunb7Rq6ZjICMwA2MQKuRrCo7pdKfx1M66HeHutDcDOlQE8lCk6VNTcnPbkN/JB11j68wHM9ssvRNIpNBYQ7XDVUuGi4gVfWJlzCOv/VBdEuCMCKTrBv4lrssTZdJ1mWBVc5URkBGQEbg0hBoNZIlVGCaUtQ9vkbdtY9DMtSSpWSEdMlyBZagEeXYrJSOmEqJy/+inbNUmlUrDHcbI3KCZGk9F0nrEzY6s7A22brpPjR9fuJqSPlkSdal3SfXemqZZF3rPSTXT0ZARuCGRKDVSJa1EsPZfFQPv47qodcxajTNN34vN2MUxExTetm9owuipN9zANV/OqL4439RdezuUBtWVlycZJnNmGw2Sn+ZiMLlrsZnFtYmWTe3Q/1YFwynTl/29tUnijLJatu3t0yy2nb/yq2TEZARuE4RaDWSJVRvO/ehvK0Dqnuex3Aiq3lEotIiSZJ0AaFovhmOoViBEfvFCU9TVILO4gipW5keTd8hKP94L8q/Piw5FdX5BDTuYkHMLNTq0Hz6IwqRtjaJauxYlPOXhygLXt94Oc7qfQlhMsm6Tm/QJlZbJllNBEqOJiMgIyAjcCURaBWSJVRvdhs6n5UOlwZ3PE3Zph0YhbuCphADuzCSN6L1XobqjqdQuNyJ5rMfMRSeq1LhNdEgvSlliThAWVhMHZsqxU33on71I4znSi5ODoXELr8Q9esfOxyRNkas6l0X0q/SoRMxVVRiFHZsTa3zJcaTSdaVvKuufFkyybrymMslygjICMgINIpAa5Ks0l8nO5xz3tYB3cImSIUEcRC+tc6cpXTAbyiF085bH3SQnz/cg6ZXfwxn8hxEq7UISWWFpBYUhKqOj6vbH0H55wfR+YVcnNgJid2JLEktKtW1HolqVLL1p/tRv/Gpg0BaK2WS1egIlSM0BYHrlmSZLRXoDSb0RrO8yRg4HwMGE+by2gveNOWWuDCOwWSWx5o8xpyPsWpcDCaEN+bW/LUKyRK2VLoyNF2/kEiW4g93Uzp8SuMqMUF4ShQSmVK63C2p0mpIipiN98d7UL/dB33KEYfq0Ga9NFIi1ve029Eu8Ech/FsJ9V1tkiQI0JufYVQoHb6znEmPhC3X/kMo//HYhelr59XQ8W3tUT3wMoaTWZL071qQZNnFYr8VreQYrzUHp5xXkxG4bkmWyWxBW2ZApzfKm4yB0zEgxofRVMu1fJNvi/MRhSi/zGCSx5o8xpyOsernjxhrYqHW1vy1CsmyWdEfzXBId255AIXL3ZK6TzJiFwTMGVkRYcIB8IFUlP98wrm/KUG0br4f1b0voJ3giSHnrEPKJGyqDC1QIQonovmFqF7shcLZcjjCHcNfOqBbGdowQRSqxvBYadHnZs0srCZdtz8sSer0+1Iun82ZE7wvpi605uRhK65a0LQ1B5ec1xVD4LolWVcMIbkgGQEZARmBq4BAa5AsMVOvLG4byjuekgzfxXp+QiIk2VQ1NFuv2o5rSVDjiywLqdNN96F64m10QWEY1KXNt2cS5QlnqctWOby0N7Cos+Km+1G/9jFGYXgvHKrWJixi5qPJSGn/4Y3XuZpU1d8LknXrg5StjnRIsprqALV2PVpwfDGSVbn/EKZFK6/C6JOLbC0EZJLVWkjK+cgIyAjICLQiAq1FsrTevgiCoqyybVI98gb6tOMNG78L0mOtRPPDqKYZkIt8xTqBt7Rz2E0112u6mBWoUqPu8pkkHaujJqxNhAQJuuUBdAv8MYnZjaKeVaRGIpOxW1H+7+MOMlk7XVOPBbm75QG0rvMcBva18q8u53LsL0ayyjdsRf3E29iK6i4E34rDrPWzMpmxWy7dTKP1K3Z1cpRJ1tXBXS5VRkBGQEbgoghcMsmSpDsmSr/7DbEIskRehK3TXx+mbPPOhtVuQuVXVIy6Y/emkSxBYgRBuek+SgePc6jamkNQhLRt7QZHHn/pUNcWqz5Burkdqqe6Sgb5gghKpEfYj2m1qN/7RlqHsEGSVj+v+ueSCrQdmu9GYhRSvivkFf9iJMu0eCUlLndg9g2+6Fi5li5WpqZjzTl7LVXpqtZFJllXFX65cBkBGQEZAecIXDLJqqzEIMhSl8/rzNZT/OGeqiVkhDToQvspISUq27ob5Z3NWP9PEBahznvlQ4xKVdOdnQopll6P5uMfmubb6m+PSDZbpeM9qmY2VqkaV4U7JFhNXUqnPsGqPhfq1C6fYRT2aq01a7IRFeLFSJZ+zAyKXf5G6bv9sJvMzgfKNRZqdFuAZfvea6xWV686Msm6etjLJcsIyAjICDSIwCWTLLsNw7ETqO7vXNd4/ab70I5zl1w0OCMS0tI0bgtQ/PEeh3SpmoA0tv/zg1JZzTEcl7y7b01A+f+elAzbmySFuuUBVO1eQn/oqCSNk4jk8++h/FO7i0vBGqu/uC4kZU++LRnhGysa8TDfCHlqqmqxQZJVUYGuz2CHFPIfj1GxM7HBsXKtXLCXGSgVRNtj0bVSpateD5lkXfUukCsgIyAjICNwIQKXTLKERGptlMO/VW1j8j/dj+arXxyqtvprGFada/r+jMKlSsXYFHIi4gibqT8/0Lg/q2pyIqRFFRZKvx3h8OHV1HL+/qhjluTPEySSpXVfiOJP9zlszpqRh1NC9+cHUd7fGf3+g1fMjUNDJMuu0aJ5vpfk0kIQXv3gcRcOkmssRMyGFLhqPxl0jdXs6lVHJllXD3u5ZBkBGQEZgQYRaBLJqiIqkn2SMDgXtkTCHkrYE9msaKfPlYhPHZcGQhLU+X2MavWFaj0h/TpZ5dDzz+2bLRkSLiJKh4x3LCRdn8BVk6vqvXAeujcZ5V3P1ZW0NYUoiSWC2r2EbuU6VE92vbjBfFPyq44jbML++YTkdV5I2ZoqjbqUeA2RLOupHMesUFGnW9ujuu8FKjOyGhwv18KF8pitKP7nXsnfmPW0bJcl+qTNk6xKfQk5+SVU2q+FIXi91KEuWFqNkrpzRSopVRWjNdWNV9M6u5VSlQJDRU1I1YEZdamYrN38n1ZTygVeiCr0qLQX2ino1Kp69W1+edUp7HYbzlppLi3hbInW6TW9upDsQk11FtK+vFTB2TwFF0BSJ5Z8cjURKFVrnI4xdVldX2tGnZ66bkftNPSivJT2XJRkCV9U1YSqRIEhKwf9oTQMeQUOWyVBEABNv18d9li1JVnCe/vdz2E4mnHBMjWS+m7j9gvTVJOQxvZCSvbmp44lcCov4jXdZHIs5jx8ivRSrkMCGyuj+vr/PoaqXee6jlKrr7V0X2XAr5u7rOGJAdUksZX2DY0dy+ZdVcsLCf9dj6D40/0YZ8y/lCF12dMaxrlL/an460OUr4687OVdDwVc9yRrZ+BcJi7a5vRlJzpAdSgY7+AIdLbroTuuXh3LitOYO6IvPT4YyzFtVT1sJQRN/Jo3urzFmx8NY3uOoFrnWPFDP97v1YN33n6H4T5x6Gu9cQzZ8Qzr/z4f9HqXLq/3xDssGQF9YXII/Xt3572ePflq1HwKDM6oy4Xtr1AfYcaQT3j3vQ/o/skQNh93kJfC/WF82e1Nurz1Br8visMqsqtQsHTM17zx1lt07/sbyWdbRujq1MKQR+iyxRwocITmJ8USEJ9O4fG9rNuZVu9l64hzbEcQEyNT62RTvHczS+ZtRl8nVD65MghUUpS6kV8/f5dPJoVgqFeo3XyGJSM+48233qZ7//EklQgqbCUtai5fvP8+H/R+j+/GLkdjMpO0xpuBfQcwyiOIczaozE9k8dqNKC/k+vVKaf7pRUmWtRL91gTUXfui7vy+NBNQ9dDrqJ/rgebTQWg9F6Pfvhf1s+86nHPWJh1CMvL/nqIsZmtdp5vC0LuyAu3vbi33NfWXh1D+uyP6g2l1865PSIRRvlhnsPP7KP+nmYs5V7dFEKLGZiNWx23GXqzPWDpiqsNNxBWYYdgQyTItCnRI+IQaVqhIb7oPzQu9sCnVzR9MDaSwm8upzDgFDb5BG0jYQLD23X6SLZ+YzVo2cEwDsW6s4OuaZNlKjzJ1/Ld8PmA6R3RVL+1KHYmbwlgWGMVJlRX1oQBmrQqXJBv5x49xqlh+zV04xI2Eef7ES0/exd//+Q67SxwxzsRM5/G7nyN4dzJT3nuGzl8tpgwjmSnpFGlKSVo2lH/e+jJh2eL71/HT5WWwJzGR/MJcVgx/gX8915Pjai3Tez7EeyMiOHcmlb4vdmCQ74HqJJxJ2kxoTIp0np4QzfajVYwG2OzxMY92GkRGngLfH1+l09feGMr1TOr9MK8O8WP/Bjfubf8YQenlFMaM576HXyciKYmRPe/juWEBly45spezL2Qe0wISKDeV4Os2nbhjCgyKLJIzz0h1NhZmEBocTFxSjnR+bKs/oyKOSMfFGYkEh0WxbukKFs2Ol6QL0gX574ohYC9Lx+P73jxx5z/4Vy9XSuuVfCRwOPd06E7c/iQGvfQYb42IwGo7yZcPPcKPQccwKmJ454HHWRiymZ/HfUfwjkSGj/kB/wPHiZs3l3X7c7E17ZuhXskXP22YZBkkKUvpj7+jcPk/hyTo5nYOR5433e8wWL+tvcNbuzNyIWbg/fVhdIsD60prJPWeAfWL7zfddUP9/AXxqV5nUKgvncxelFRrwm1DfIKjjpc6I7B+HS7xXMy+1Hw+WFqOyChmP9YniK183hDJ0g+dJEmvaqR8tz+M4tb2mFetv/jAacrVykosW3ZR2usbyvr92pQUjcaxnc5D/VgXFDe3k+qtef497MWKRtO19QjXNcnK2BSK/+otxIUvYX6UQ1d9MHgZbu4r2Lh1N9laK6pDq1gUtZEzabuYuzCADGUrSDfa3KioQKXQcGTdKDp1eJsd5xwN3Dy5L//pNBSxqEPasg94XBAmSW9o4FhHe+jZAAAgAElEQVRiBDMGfMTrPSZzyuxcTJi8+BvavfoVp0qLGdP5fj6buA2NRsn095/nqQFLawhQQfxCnn7yJWYun8+n735IwIGqCgBRY9/m8edHUahRs3/eQP7T8QeSM/fyeScXxqwXOv/T9HjqSQaGZBA/83me6PG1RKj3zerH/748lJwLdIwt6DzTaZbOcMPNw4tZwduleucnLOSnZVEYi46xYOEy1kXHsXDuDNalFpK1ZxUT406iy9zOhClzWLNxKwEeM3H33splEHi0oEE3VhK7RYdSrSZk2Ec81GMqdeUAVlYO78Ifek+XpJLbx/ei4wu/obLr8R3cjad7DcLLYyyff/4bmedUhC0Yw1dfDmDwmFksC1xIYNXHweVAtEGSVVGBoaDIIQVytgSNIBlC+iHIS201YTX5kFRi96MdM6MuyRJL8Bw57piNKAzAq+M3Zy/yvrmdwy7Lbq3jMLSGrAjpkNUqOf1stnF9c+rS0rh/aof6tY8cqtdqX1ytTKxqsDAaG1Q1V0uFaveDkGaVvtUHu/H8h21zx17F1j3oPhskOW4VPrjUD72O9ez5D9vm5lcd37IhvmrdyA6Osff3R6mQXTlcxzZZNi0r505jeWIJ5/aEMNbVD40djq73Y4qrD1sS06UXWtnRNYwf/TV9hk4iLruubUX14JD3DgSyIkby1ANdSZCWyrKzemxvbn3pV4lkHQvqzaMvvMIRcW+XZ+Iz8St6d3mBXgPcyVJfaGmkObaWbk8+w9jVh6XMD6xxpdvb7zN46GC6PHw3T/y0oo6qbbfP57i43MYwv7pqNvXRGPp/0I3Pv/uZge8+ye2dh7AvbRMfPebC+AghOcrly6c78t2KA0RMfJRnevST1EGH5n7PnZ0GcaKuMVmLuzpv23J6fzKC/VVSvtyd8/llVTTJoQv4eeQMNu9JYumMsQyZv4cjB0KZviWVBB83gnY6jD/ztkaxYNbmC1RVLa6QnLDZCIT+2ov2PafXk2SVs2Dwi7h8PE0iz7tnf0TH54ZQYLdwcOUo3nnjLd577Sle+vB3TqoroVzHqZPZnNqzEW+vRURuXseypf5sO3H+w6DZFWsgQUMkS9yCZVGb66iSar+Im3Is1Dma3gMchu+2SslQXeSr9VqK8s/tLm2mnljM+eXeGNUahwF8fYIipENlesl5qCBkTanvFY0jFopu95Lk/sJot18VSZZdraH0hfcuXMdRkOe/PET52g0NjJqLB9vyi1A/8gYlLnc5/IoJ6dhtD7SKdEy4bVCIfKuIvZgRaZjqdfEK3QBXr1tJVnnBXn4dMoz5QZGEBc3n6wGj2ZYtVIE2so4ksNR9HJMiUihJC2PYmCFMdZvD4ojDkn3QDdCvLWriifDfeOqBt0moIhLJ8wZyT7svyQa2Tu3OEy8NJ89iPU+ONPG88c8/MnrtKSorTJgtDrJ1LjmCj19+gZF+CXXqYdYqUBQcZtDbj/HBnG21rpmIcP2Yf978f3w3M/bCPrKVce7cOULHvc8DH09HVZrDty/dyg/+GaDbz7MPd2DS1iIOL+1Fu1f7SC/R8DFv869eE1G3khqnvPAgXqPCqBZ+5+5ayLDVkSQGzeHXcfPYlrifPYmpZJ8t5XDCaqbFJ7Fx5hRCk1VSOwu2x7DQUyZZtTr9Ch/aWPNLL9r3mI5k1We3YjaZsFjtxEz/lFtfG0EZEDzgDTr1mo/i3DY6PfY0wZIG+AS9H76dQUuSHXWuPEfwUm/CVwcy8dsJhIQs5Ns+0zjbSoS+GhinJEvYTVksaMfOlNwYtJh8CCL0Qi9pJqG0oHOZXnJZUDpwNMImqcX5CumR8Jd134voE1Ocu0EQ9mRHM1D+twWzClsqnWpOOkESbutA2bY9jkkE9UliK587UxdWpB5D/cDLKP78wAV9IWbvad/7Bruh+VqZssHjHK45qoiQ6GdBuPQ/jQWbc41E9XiU9hUVEiGzqesq3cUyOrovhjhU1VVYC7Wh9p2+2Ft54fQ69bkOTq5TkmUlYcVMXEMPoNeXUaY3sDdgBhP9Y8lIO8jWHXuIWDaDESGJ5CUF4BGyAVtZAV6TJxNxpPW/OK+Dfm6kihbifcfxzrP/wcXlFl7uO4VDCiumnHg+eu5+3un3Ha8+3YmRqw9jL9rNsJ9/5Pcpk/npoxe5v31vdmQpWT2mB++MC6NcsYced/8Bl3+/wMjprkzw8uOkysTByHmMn+7K8H5v8+Qb35BQY5Ru5WjIJF7vNpS4WF9eb/8IrtGZNfUtSlnP+ImTmDZmAM881Rn3uBPStYhJX9H+yXf49tNX6PTOj6Tr7ZSf2EDXx56gR/9veemZJ5gcklaTz6UeGM7sZcZPK6kePTlbZ/G1TxilOQfwmOdD2NYEtibsJ6OojLStyxgZdZy85FUMdZ1H9MZ4AjzcmTl3o2yTdakd0ZL05hwWjfqejv+6DZdb76W/ezAlqmx+6dmZiVFnKD0RSY9HH+KT/t/S8enncN10GltpGgO6PMfHv3qwdPbPdHzyeXx35YOtjPgl3syNz6AsZy+jPhmGh/skBg+YT2ET3lHNqb5TkiWWkFEoUYklb1qq0hMvQfGS/ecTqB5/C/Xrn6Dp1R9BsNTP97y0fEXeQk15W3vK/ELqqiOryYlYDHrpKsesQLHMT3MI0JWIK7C5WazDuKZqoejzayTWVvO11rEzklUeFuuQVDrDRxj73/4wltitzRlOWHbsQ/nPxyV3ELUxV/z5QdQPv96k9REtYiWA//cE5nozB23FCjRPdkXkVZO3cDtx57NUph5rVj3bWuTrlGRVcurAIfLV5z8dKzQ57Dt+ipyjiQT5BbBiXTx5ZVCpyeJolsMguST7AAdOVb8m21pXXkp7rBzbHsj8hYtY6ruEBX5hnNI4pgwWpsXj5eHJ0vV7HQTBWMSGoPl4zHRlpudCdqQ7xF4Z2yMJ230aszqdtQGLWLpkMfPneuO1IpwcvZUzKRtwnzmTmV5LOXRWyAyqf1bSt0Wy9aDDJuBgbCiRux1ESsQoyzvEgtnuzHCfTeTe8+GYFWwKmoP77MUk5+qqMyPvUCyzPN1ZHpvSam4cRObCFcjRpGzppSHO9UXp7D5+WipXkbmfAP8VzPdbS8IJBVrFaVLOii89Cwfjw1m2MoS4XSlknT13oYuAmprLB5cNgQol8QG+LFy8BN8li/CP3InWVEZCVAh7TjgstM4ciMHT3ZOguCM140aXm4SflwdubrNYn5jlmH9l03Jk5xG0kq2flaM71zHby5fk3Lpf9q3RFqcky26jLH6XgyRdqsG4IBPipXjLAw5Dd7HIs5gd+I/Hzr8oW0hqJH9ZPwt/WZa6y9MIe6zKSjRfDa0j9ah5MbewvFZNX0WytJNmS3Vt1TUMpfbX9STvjGSZvJdT4vLvBvtBGOdrPx0EVdqDRsebpYLSrn0dkyTq969YquhP7bBsuDhps2t1aF75UFpLsfTVj+rMcqzYl4Lyb8LVRC3S/FeHob7JJ6DR6rXlCNcpyWrLXSK3TUZARkBGQGhvbBfaAwm7qZHTWu7H6kqRGKGO7PKZtHaiIFU1Uh+bVfLppX6me531FFuVJLVGG29uh+abYRjFjMvWWsNQOInVlTkwEX7MqvJ1RrIMo1wvrg6WCPZjVOw5P0v7YveMyWelNOuvDgmqxkkiWfdT9sOoi2WB0cvXsb7kXx6SVI6m+X418U3z/SXP9NX2WNX9KWz/dJ//BNZWFvPWlHztH8gk69rvI7mGMgIyAjcgAheQLCEVUqqkmW+K/7mvQSlH9Qvuqu5v64Dyzo4Y0o477JoMBoloSUb7YbEobn3g0ozrqwnC5drf3M6x2LVe71gsulrVeSl7YYu2Jxl11y8oWx8neeQ32q0XzC4UMwe1H3yL4qb7G+7jvz0qSQLLvhnW6J1hy81H3eG1i+YnHJ1qnnib+rZW1ZlXpqaj+s8zDnXgPx6VbMXUD76CrWpWYln/EQ53E/X6Q9hlaZ5+B2tufnVWN9xeJlk3XJfLDZYRkBG4HhC4gGQJNXX8LlR3PHVZnHC2KimrVrlNnl01g9HqkNxUWNCOnnFxKU29F3Wr1qupeYulhzq8hiH7jMOz/qWQq6q00uxNaQbefySVrJi8YHDiOkGaAfjgKyiEr7OL1Feypbr3BcrXRGGJ245pnh/64VMo6z8M4WPLMH0eZv+1koTqooRNlCHUxH9/lPL1Gy+8NWw2dL2/d8wcrFE1PoJQWRpGz0A4NNV06umUZAl/bGKzbNp5Yb43SIhMsm6QjpabKSMgI3B9IVCHZIllaK5l31LOyIB4wd7a3uEzS13qMIIXkrjnWsG43ll5rRkmCM7dz1G2K9H5DMnmki7Rf3a7tDC3sFcTuChvuk9aQ7Ji/6E6A9N6PFMiJhJBuVib/uHwh6a45QHHItLCCWj9TVyrbYx+kfzErFL9iKl16iJOjO4+KG6+v669lfBAf+uDkk814+ylqB95s8FyhMrQMHH2BfneKAHNIVninq//s1qtdRzyV1ovlH6KNELtLMWtOnaWV/28Gzp3aeiCHC4jICMgI9BWEKhDsoQDUrVGUjUphYH6RV6W19Q1YTv0P/eh6fal5HdKfyDV4eW9SnJyTdW1NqZVEwDKgtc7nyHZXJJlrcQg1HbCm351/wlbKJf/onrwFSxb99QMW2GALkmWahuR165b/WMhNay9ieu1z8Vx/TROziXVXqeeNQbt1rxCdANGOmythPrXSRpBFoUqUiXccTibCSnImHDl0P0ruEFdOTSFZOUXFOIXuJoFS5Zz+KhjNmbGyUx8fP1ZvjIYlfA5ZzIRGh7JvEW+7ElMqhkv4uDQ4TQp7ao1YRSXKFgbHoWn90JmzJrLmrDmryEpk6w68MonMgIyAm0RgToky25Dn3wY5b+fqVHtOH3pOXsRXu2w2x9B+Yf/onqyK5ovhkiexusbSF9zbfnbw5IjUK2HT6uQLKEq1G/eifIfj9d4Q69us/Dirrr3RcqjtkjD2Oi20EFsBG5Xsu9Eebe1x7JtD2JxavXjXSSVYKMzTgW5ugiRE2pP1d2dsJ5yzMZui/fqxdrUFJK1LGAVUbGbSM84wYIlfmSfPsPM2fNIST1MWVkZVpsNQaD8A0NQazSU6c8vD3j6TC7T3b3IOJGJXm/AbC4nv7CInNyzeM71YV1E9MWq5/SaTLKcwiIHygjICLQlBATJMhgMGIxGDHYb2nl+DpcLTZVwXMkXdFPKEmqrVnIRcSXIh/BeXjrodwxCCmUyOfpC9EftTYSbzXXDal+v6j+j6L8FKxyOQJ1gJQzPhU+p8uAIdJ8OQnHLVfKEf/vDaN/5UlrkW5C/VsFZkLC/dMC8Yq3kBkWotW6krby8AoVSJ80Wbuj5tDNhH2OnzMB9znw2bdlOYlIyE6d7EBSyjvXRsajUalw9vVm8PIDlAas4eUq4CHf8NsVvZ/IMTwJDQomK3UhFpWMtuaJzJcz1WSaRsuq4Td3LJKupSMnxZARkBK5bBCorK1Gr1ahLNaj1ZSg///Had93ghEDUeVFfROJRJ15j+VyJ63+8F2Wv/qiLS1CX6Rx9IfqjeistRVNSgjovH7W29Hx49fXqvU6HWqVC9eXPKC82Y1B4yr+zI8p/PX1RydBlx0nYowmHp8LmqzVwFjMhhZf6H0YhFrYzl5djNptviK28vBytroziEg22BlaRFx9Tm+K3sWptOCv+P3vnAVbFlT1wNpv8N7tJNts3u+ma3nvd9N4TkxhTjGmaxKixNxAQrIjSBRUs2AuCig2QIqCAoiAoHURR4D0er/fy+393HiCWGKOooPO+b743b+bOvXfOlPt755x7TuwSZs1dyLoNSUyZHoqqWc3MOfNZtHwV/lMCycvfTd6u3ZLmymR2Z8JdvXY9M8KiJJOiOCYja5v0zluweDnxiRtP6/0nQZbOYEKh0tDUrJUXWQYnvAfE/aHTC0X96X/EPy6VRodSJd9n8rP2y/eAuNcspxoY8hRvR+HEKkwFeqsFXUUVyntePOLP0xGDn1zHySFCaN7uegFtUQl6EX5Brz96sVpQz1+OJi4RvdOJXlyrY8uI3+L61R2iSVy/P7aLiH4i+QtN3/nWVJ4FEBZaseYn3sGuaJI0OgIsLpbFZLbQqND8oibLbncQFB7F5pQ0yioqJW1W1vY8pgWHU7S3hLCoaDYlp0oAtiZxE+mZ2ZIZsL6xkfLKKskfKyAonL0lpZIfVk5ePkKLJTRh9Q0tOfJO8Z3TWkyCLEGFDodTXmQZnPQe+KV/D60306l8C3u4fK/JMvi1e0AAeUd+xCBkMholnyDduiSUf7/XndT3RIOzvO3kwHQ68hGwcdlNaIOjMeFqCx4qBVa1WjAaDKgeewvNEF9MzpYQFSdyiBf+dGkipc09nT/0xunI6VSOEZqxf96PLbMl/2dHPiidvC6b1fGr5sKq6v1ERs+XNFI5ue7ZppnZOUwODGXZqnjJBNioUDJz9jymh0ZSVVOLQtnEhs0pCG1Z0pZ0JgWGSH5dwiZbXVMr7Ttd0cjmwtOVnHycLAFZAl1GAgKyxIwi4c+jHjcNMRW+Q8w3pzIoymXcshZBSV/6BKNWi1GAVStE4UKXslVyYm+66wUMBw9hdLSLbN9aTnyLXI1TI9xarPOtpTqP11WErrgYU+yciuN7Z3spyZDV2a7IhdyfjlVOHJGU00pDYwN6sztH5JEdgM2IskmN3elAVa9AbXE7Mh5VpiN/uGwoDinQ2Y+P0dKRzch1/TYJSJBls2JUNUsJnIVfiwxZHeQndKqwITQwf70b3ZrN7sj1ApqkmGVOmvuPdTuy//EWdCsTMQptV3u4Eutmd3yz5s8HuFPSnAVTXFe5J8T9q/1sAIi4TxfRR4asi+hiy6d6GhIw1pGwcAGFCvexjUXprMrYwY7EpYwYOIKBw0YzYNAwpi/ZhFJdT8zIMQwYNprhPlNZllHuTip8wmbrCZ4XQ0at7fi9yr0siU9BZVGyctJ8sqqOTNc9vrB7i91yckByOm384qvNVkuMzwIKlMItVf50FglIkCVMTXv20fTfhy9eU9OpAtFZKicim6u/HurOY2gxY3S5MOwrp+mO51D+XzdEiqPmT/q7g5YKzWN70BIzE2tqaXr4jZM7vZ+lvncqABMxtW75X1scrs7ynJ3tfsiQdbYlLNfftSXgNJISM5UJi3Nw2tXMm+THqtyD6JoaqSxIZYCvL3PTSznQqKK5Ygsje/3EptJKygu34j90BKFJR6baSoKwa9iespktWzYyKmIW6YddGBXVJCWuYU36LrSChCwqCvZWYbDXs2D0HNJ2VlF9uA5ri1ZN3VhFo65Vu2UiNy6S7/v5kVhQg9jq0tWxZeNakvLKEehlUe5j0rjvGDE7kVqVCW19JZvWJpCYtQeDKOCoIuzn2RQ0ypDVmW7WVsjSzl/etUM3dHWAELP+bnwcQ0GxpK0Skdu14fOk3IESxPzfzTTd8jSGPfvc+QjbQxag25JJ0zUPyv50IjDtn+/AujmjMz1mZ70vMmSddRHLDXR1CTi1JYT6TyUsYiZT5iZibDUh2uqYEj2HjHr3GeorU/Af6EdVi1JJsWMV/YfH0Nha3t7EusgpjA+eT9zCaL7xCya30U5TZR6Lly4nYrofU1dvx3C4gLFTY6jSHWbp+EXk7tjO9InTydxvBcdhIn2ns73e2iJWI5tn+fP2W/1ZkFWKWbGXmaEBzIiaT2jIDCLWF2I4vIshfd/ki/FzqWjUUF2cw+Klywid5kvgmh3YHXVEDY+hUCFDVme6V53C/OSwo/52OMr/O09xk7o6IHVU/y+5QfKrEv5VRp0O1fMfHbkmInL7pTegnT7r6MClQqsFUnwzxSXXo7z6HAcX7ahz76h6hJz+cDOGMZM702N21vsiQ9ZZF7HcwIUggar1Ebz1wQAyDrYSkwjhXM3EWVGk1Lq1SrrKLfj95EuJO3wJlposvH4Mo7xF6aQr20T/SYvRCIHYa/ANjyD1kPjh4FBVGRlLp9NzbCT7y3MYPjGKCu1hloyLYWedkZ1LA5ixsRR10Vq8otz+Ia1ybdq1Hn/PVZI5cN+yGAIitrh3GfYybZwXRU12VkQPY+ZOdcshFg5UlJC8YBIfe0ajMh5gzggZslrl2Vm+Basb6htRPfi6HLqhowb6063nD92klDjCH0ufvNUdtV74a7XW9/sbaH79c4zN6iMJpe1296SFb4cd0Xq1lr9Iv8XkDc2bvUWivc7ymJ31fsiQddZFLDdwIUjAUreDgKHLaXHNcp/SsZBVkcKEQROobTnhypS5/DB2Ec0t75PGvOV8H9ESHM55kEnR0WTVKElPjCEkdh2LIybSyzOamvIcRk6eTaUEWdFkV1txqPKZOjGIwMkzScyrO0qkh7evxnvMSsn/a+ecKKLmF7j3u+qYNWE42/cbWDRzEDMLRMwwFXHLZhG2MJFFwT586jWfJmOtDFlHSbRz/BC3jW5jqjuVzi/ljrtIB+s2uDlX5y9MXVffiS5hE5qfvd3Q1N6JXez/293o07a5HeSFxstmQ7diHU3dn5JNhS3XSYqX9djbF5VfVpeFLKdZRe62rSSuSyJ12x7UrS4qp/B+tOqUlBxUncQp+RQq6SJF9hdtZ2tRLba2Pw5m9m5ZycxZseTtl3QqWFTVpKxeRnjETFYnF6I9Rpaq2r2sWTaXsJnRJOeXux2oHXr2JCUwKzyUmJUbqVO3mq9+RTCmBvKyM6hRCkW6+2NV7Wflgijmx6WhPsYP3HCwgMycnajaW7KsKnamxRMfH0/C2kRS0rZR0WzDoqxg9aK5hITPYtO2Cim6cGsbZ/ptqMnC/4f5tFgG3dXpKvAMDmJDtVtg+qoUBr/7FTGbM0iKX8iI4V6s2NnQ1rS9qYipQ8cTm7yNHamr6DMhhKzSCsKnDCB0UxHVGYv4dOwsyvZu5adxoZRp6pg3NJzUEq1Ux+bJ3/JC3xDqzG0XU9reVJTEsO98WJ9TjmLvJiZOmsjajK1sXhXDxJAE9A4HK6IGMyhqI+X7d+DrM4jotL2UJkXTc0w0Dfoqwn6MIL+hRQXX1uMuumJsICcrp+0es2trSVu7gsiImaxYn4fqBKfZWJJJTNQsErdXud8LTgP7sjcyb1Y4c5eso7zlfjUfqmDt4hVkFx92C8elpax6P8YjD1iHCU1cZc2EEHfohvYD+rkCC7mdI5oqIYvLu6N6+n1Uj7yB8g/djt4nrs+lN6IeNUkyGeqzd9D88ffuqOl/vOXoshexXBWXd5Oc3+2F+zrsOensFXVZyNIUxPPGe98zPjCYAD9vhk+JpUzlHqEddhvWk2T8Vu7bhFdEkuQUjMshRWo+ccR7p5SY0eVyYrVa3eXbXVGXw4bNcfSAZ7fZcNfVut110r60q65jV62NLJnQl25/9uDSXhNpbqk9f/lo7rjvQXp/9goPPdaDbbVGajLm88PX3zNi8Hc8cP31fD1hjfSikA5x2di6YAq9fhjCiB96cn23OxkcVwa2akKHDWbkmNF89vzd3PGRF2W6k5+Ccm8i37x6P7/38GDi2lJ3YeN+/D56gMdf+4y3HnqQ90auwI0UwhxXw49P/RmPax8jtWVMkw7SlRHm+QmffPYlX7z3DJf/5d/4ZjTSnLeEfgOHMWbodzx4682MWpjdYSBt09SxPbkYQ/tTtKrJzM+nWuN2wnIa6lkXNYspM0KJWJBA4YHjZwU2FKUREjyT+YvWkrBjHw1mF4rircwMm82y5XGsyipDqzpIStYumi16itN3c6DJDbAZS0PxjNl23H2IQ09a/AJC5myRZLe/IInwoOmEzk+gTOW+D9XV+USGRbKlpJ4Du9OJCJ3N8hXxxGWXY7ap2ZWym0bjL84/bH/WnXq9sXAz379wLx6/uw6fjTVSXw9lL+CHfl8zavhPPNn973wwahYtl0zar94Xx/sP3Mn7n3/Bvfc+wYTNVWAqZsKAvgweMZxPnr2TW18eSdmBGkJ9v+PnEeP4csAwMhVG9ifH4he9gVP9j/FbhOcwW2j+sK9sauosUCJA6mRxrgSEPfAq6hH+KIWj++9vlDVYx167lpAY1o1pv+VR6NJluyxkKXLj+X7k6pZB1MLqGSMYtyQPu/YAi8InMXDIWMJW5GHSHWBx9HLKpZHbSFpSHOt2FLOntBF9bS6RAd787DWZtFK3Vke6mpZDxC9cQcy8GOIyiihIW8XYUaMY7j+bXXUmMNWyNG4Rc2aFM3ykD4vyDuNwWtibGs+EiVPx95/ApMVbUDY3kzA3hCGjvIhcuw3TuRzD1KXMjQzl6w+e4rKe491+QCjxevO/vDoqEain12P/pmdIJlbLES1U3NBbufWZLzncxogOLC05ksCC1+t3061PFM52Q33F0pH8/Y53SW5o8fj+hUdif/YygqcM5qk7PPBZXSaV0mRHcvffH2H1YWjYMJJbrnuGNCkTgI3kgKE8e+ed/OOx10mTfJdaKm7tG5A/byAPv/Y9ezR2WugWUDPy3et4ecT8dr38hU51ic1OqnITGT0mgG31x6gZu0T/z1UnnZRnriZ8/EgeuP4BxiW6Z3ZaTeY22M4IfJW/P/J+m9+c6NkGvx5c8b+fEf8R5n32P+57aTJapxVTi6itO2dzq8ejLEjbzkjPbwheuJL+wwYQsW4N0YExVB9RynboidoralDe/ARKWRPSeTRBArROplUUEHbZTShF/r9jAUP+LclO+GWZY5Z16LPSmSvrspClzEug79AlqFqkq8pfxjeTl9Is8kTp9OiU5UwfPpTEvQ1sCvckJOMQaPYy3TuA4hZVSdqc4UxYuAWDzYLN3m7kNuzF96uRLNlWg8nqwKjTYDQZyI6dglfYeixNJQyZMp2sA2aUu9Yy2DOOurocRk9YjMLqZHt8BJ4r8siLm86EhdvQK0qYNH4sC3a09vbc3RKxY9/D4/1xbu2QvZhvr/0PX0zMFJ7XDPjwIW4evvRIZykz/koAACAASURBVAyV/PDCzXzsuZoTWFSwHkrhnXvvYODCXe5jmvcS/PNH3H/zf/nQL0EKHyDtcBjYmTSfsOgFpJcpj9Qv1jRb+eBhDzxXuSGrbIUnV93wOluawV4cxKN3XMmyUmjYNZc+A3xJXOTL7U+9RHp7TVZrjcbdfPnMw4yNa9GKAaUb5/PJG09w3e3Ps7y4HTi3HtMlvy0Ubs8gr/QYWXbJc+ngTusPsTEuhvD58ZQ0tOSpVGbwfLcH8VxXcXRjjka83nuQVwbNkoDKvdNCRP8n8Ojhh9CDZwa8z4MP96Wy3f+FlMmf0f3h79hrtLM/cxVjBo8katZyZkbMYM2uChoPN0rHHt3Ymf+y7yxEIWYVnkx7Ig/cnQtmfg3C5OuFwuO/GH2mn/kD0kVq6PKQ1WoGa9w+j74BK9GaFKQnzMd/yiS+7NObxbv1GMo24R+4guzUhQQt3932r1ZXm0fQpLH87DudLaVNR7Qeun2ED13EfvHWddmoLdxCRHgwQ37qQ//pcRjrSxgbvZhKQSKqQkKGr+SguoLwyRFsLSpj/bI5LMorYtmofgz0CSJ0ZijDRwSyIvdEpHB275TYse/i8ZE/kq7KUcX3d/6TzydlS5DV/53beMxzhbsD1gNM+eoFnvzMj+r2/k8t3XMocvnprcfoMXpBO5OZnoLMZBJnj+WFJz8mrqhl9ppVyXzvd3n01Q8I2OiGqbaz1G7l/Yc8GL/O7R5eHe/LP655jVQ92Aqn8fBtd7IuvwzPt+/hoQ+HMH7AW1z1r2sZvXhHWxWtK1nhvbnz5e+pPqKIw3CwhOQtyXh/+TqvDY1C3Y6dW4+Tvy8gCTTuZkzf13n83f6sL265/5oyeO7mh/BNOnjkRJ1K5g57hyffHsoeTfubwsnsQS/g8b6/9Pyner/PfY8MpnUSad4iTx556AVic4741olKK5NiCQmdQ+QUT0aNHY3vrI2Y24HZkYZPf82evweFSFIsQ1bnAikZlM7oeiguuQHd10MvmsjvXRayFDlxfP3zEklDYzxUzPSRPzNrWwW5C6YwedZmDCYNUb4/ErNdBQ4Ni4IH8n7vceQdbvm3iwObGJydNorWhfGp/7Ij/251e5kxIJoKCzgObWPCoDHsbDZRsTmY4YFL0B3ax4jI+ZQKB52GHUwbsoQGm5q4GYGELF/PrhL3C3lj2GimrinCYrHiEClLzuW0Vbue/SW7GNnzUTye7E1WSS0OTER+dxd3fTyFooL1vHLHdXivqwZNBZ69HuWmZ74ktbwRtc6AzXCItUtWsqvejOnQdr5/+iYe6enN7kNNaLRmjIpK8otKUBstVCVP5rrLbyBwyxG3cOHHJoIptj9lU9MhCjYF8dhNHvQev5o6lQVT5Vqe+ddNeK/bxfqpn3P7I/0pPbSfuPnBTJsxgzG9n+Gyq/+F78qdNOxNZtHaVCRPJ0Mxnz3cnd7BWS2jmJ2aPbsoO6DArG8g6LN7+MtzQzh0Lk20pz+eykeegQTc95pL+vOkVx1kV0Iwd//tRj4PjKdWzKQw1BHyzavccO+7JBQeoEmjx2ZuImnVUrKr9eyOHcx/bn2L1D17GPbiPbw0YCk27GyfN4A7brgd70U5NDWpMFjcN1PT3s1MjIplZ/JKhn0cQG52HN++MozSdrB/BqfTdqgMWec4hY4MT2cET6dqHhXaWfVLn+DSHe+z2nbzX0ArXRayDKVJfPZFP34a4cWY8ZOZvWaHBEmNeevxHuuNf9BcvMePJL7IresqiZtGn2FzjjhV42TPhmX4+/gwdtxEYtIqj5i79OXM9V1OjRmcxgYWB/gzenIY0yZ6MWnpBkwNFUxZHEeV8MVQ7mH2hEQaDPuJ9vHCPyhCqnP64mQO1ZcTGuDH6HF+jJgUTV7dWXLeONENaahgWJ83uevW7lzb/Tbe6euJQD9deRKfvvQYTz35EJ8Mm4vKDg3p07jrmmu47/k36PH+2/QZN5Pagzv48qnniMqqI3f5aP77j//y9Gvv8/47bzHQO4XG6iS+6fE8r73xBk89cDcfey5AYWmvITi+U9WpU3jl8XvpftO13H7X8wQsFlouK8mRP/LYA4/z8JNvEZJSftSByvRAHnv7M0osUDp3IPe/MwShnzAXLeL5555j5d5WmTrYHDqQV154hTdefZYHH3md6Mxjoq0fVXNH/rBj0hzlEt+Rlct1/QYJlK6P4JUH76PbjTdx232PEJzWgGFvNI/ecA13P/UKPT54lzeHTmfvoRKGvvMUnqsqcVkOMf27N3j0iad49qOfyVaawVTBgMdv5Po7H+b9Hj14681vWLNLvEvUrAqIJLlalKklZMj3fNSzNxNnpZ3QxP4bun5cURmyZMg6VXDpUuX+dAtN3Z/Geeho7fBxD8AFsqHLQhY4MRq0KBRKmvVH27f06ibqG9SYxIxAFzh1dcyd6M/C5OqjLpvNrKexoZ6GpmOJ2oXd5mjTwjjtJuoPKVHrzNidbo2U3eFwmx1dTqnswezZTF28Br3JRMOudYzx8WGfEVxmHXUHD1PXqMbc3u/rqJ6chR8uBzqtBp3egNmgR6vTt+Wuc5k01Ncr26DSbjVhMhrRqVUoFApUGj0OlwubxYzDIWZWWjCYjGiam6T9zRrhSOzEoFFyqHY/dYq2+YAnPRGHzYBarcVgNKPXajG0ehaLLPWNDTSqj/cEEzM4zRb3zE6XzYbJZJPk7rJbMVuOvu4Om5GmhnoO1B5EY+og243LjqKxlpLiQrZmFUgxcHQ1u1gYu4iUAmH+dbJ7ZRi9P+zH/C2lKJoPU1RZJZlnHQYV5WX1mBwm6ktrKCzIJrOkEbOmjrLS3WyKW8mqlIIjEeRPKj1556lIwGExoVFrMBiN6DXiHeDEaTdjNInfzSgVChRqHTanC7vFjM3Wep/YaDhcj671lnLZMRlMGPU6mpQKFAoVJqmsA4vxyOQDp1lNXZ3i7PhkyebCc6JZ6VKAciFo21pijtl3FJ7KI93ly3RhyDpV2TspTFxA4IJEmo6JwXSqNZxKOaNiDwvnRTI9fCbB4VGs3VqEsfX9fSoVyGU6pwRcZlZFePH9+Dmk5u2joXo7QSFziFuzhsDpU9hQqqQsPoxP3v6K2IwqGgqW0W9aiJRKx1SZyTTPNSisVQT2HsSUBavJq2ziYGYEI6dNZ+O69Xh6jSU8c3/nPHe5V+dVArImS9ZkXZAAKHwMr7wNS9yG8/p8navGLwLIcmE2Gtu0OGdTsE6Lgfr6BhRq2XR0NuV8Tut26VkQM52wbU1Ss9tnj6P/mCDSsrKYNnYYw2P3YG7MZOrQQETkCUfxYr6dFtoCWVuZMSaBRlMl4f1D2NNyW+xPnU7AimSpvr2pCxkam3NOT0lurGtIQIYsGbIuWMj6Y3eMgVFd40E8w15eBJB1hhKSD7+4JeDSEbsogphdbpNoeuhofh4/m9TsbLZm76L6sA5V6Xr8fp4mhRNxFC3i68CZ7hmYB3OY4ZlAvbGKOUOjKWsxRe1PCyZ4tTu/YGHaUkYvOX7m5MUtdPnshQRkyJIh64KELJEo+rKb0P045qJ40GXIuigus3ySpy0Bl5Y50YGE5bg1WU17N+EXFMXatAySM3IoV5gwHNiGT98fmLM5D9WBbYzwGkN0wmY2Lo5i9M9xNBgrCe0XSnGLj3510mQmLXXnMNy5eR6D5m0/7e7JB164EpAhS4asCxKyrr4TEcZB8+pnIHycL/CPDFkX+AWWT+9MJWCjvGIvJcpWj2g4UJjOnDlzCY1ZyfYqEfDURVH2OuYu3YLC5uBAfirzYxYRvymV/Lw6LA4dJdtL2vJr6g8XUVTjDmHfdKiSvMqj0k6faYfl4y8QCciQJUPWBQtZl91E80Ov42x0/3m9QB7ZE56GDFknFIu8UZaALAFZAudXAjJkyZB1wULWH0Si6Ke5GBJFy5B1ft+jcuuyBGQJyBI4oQRkyJIh60KFLOWfbkX5j3uxbko/4b1/IW3sspBltdkxmi2YzFZ5kWVwwntA3B/iBj/Tj4jTZZLvtRPKWH7+3O8fca+JmHId+ZEhS4asCxayrroDxaU3YJ69uCMfmU5Z16lAVlWzg6WFFubsNBFzjpfZO0ysLjJzsNkKLvc7zENI0miy0KzRo9Ya5EWWwQnvAXF/iMCnZ/JxuVxo9UaatfK9Jj9rv/yuEfea+OPXkR8ZsmTIumAh6+o7afT4D4YREzrykemUdf0aZCWUWLl+ug6PsTo8xp2nZYyO/81WoWoWWS2cSJDVKaUpd0qWgCwBWQIdJAEZsmTIupAhS3HJ9Wg/Hwgd/Oekgx6/DqvmZJC1otjKlRN1eHhq8fDVnb/FW8+fJyjZU1Ip5XOWIavDLr9ckSwBWQKdVQIyZMmQdUFD1mU3o3mhJy71qaVl66zP6a/1y2Zz0KTSI6wi7T8ri638ZZIODy8dHt7iW+vWZI1vgS2h1RLbxbdPu6V1uyjXVlbrLttarrVM63dr2V/69tFz9UQlOwr2IlLWyZDV/krJ62ddAkZ1A7t27CR7Wx5F+5vcOSvPtFWXli0rVpJVpsJuUFNSUEj+7j0UFlWit9lRHT6A2tzq42OlvqERg/Xoh/RMuyAf37klIEOWDFkXMmQp/3gLqlufwVlb17kfxA7onVZ/tNvKimILV07UugHLV8c10/VM3GolepeNv07Vc9kEHVOyrWytdTAly8pt4XoidtrYVOkgvtTOKwtNbVD1ex8d/debSa62s3KfnZdjjdLvLTUO6fejc4zudn4JsMR2Hz1/magkr6BYhqwOuN5yFb9JAk6SYibzyidD8PWbxM8jxrJq58ET12DXkbszk0oROutXPvW7NuE7aR4Ku5PC2Eh+7u9P5Lz5RC/ayCGzjfwV05iwwB2kVL17I36BCzkoZ2v6FaleWLtlyJIh64KGLJEo+qrbsWXmXlgPbruzUSqVRM2axfBRY1i+bBkmg54V++xHNFg+Oi4Zr2PCViv1ehdlTU7+OU3Pu8tM1Olc+G+1UK124pdhoddyEy8vMJFUbWdzpcMNWZ5aPlph4pDOxeBNZl6MMfJVgplajYsRyRYSy+0SlF0uQEqYI38JtGTIanfV5NVzLAEbCcHBTFhaIbVbkjCJKcu3SuuK3SlMHT8Or6BFlOrs1OfO5/U3nqa3zxzK1Vaqt23Af8xoRk+JZme9qV2/7ayf50tYshvWsiNmM2tuLq16K1HQriplqq8f2aWHWRkxnuXbG9odL69eDBKQIUuGrAsassQMwz92xxy7qtM8zi67HadKjbNRicvQkqLjDHoXFBzCX//+T/75979x8/1P83xYJVcGWI4yC/7OT8f1gXrGZ1jJr3dyfZCBgGwreYcc/CtQz7aDDkJybVwXqCdqp40atZOg7Va3H5ePjogdNhoMLpYU2fDdYuGTVWbqDS6+XmMmKMcqgdtNIYYjbZ4ItGTIOoOrLB96hhJwkjRnIq9/6UlkdCj9vh1BfLEBl2YP431DyalsYFvcbLymbcKoKWPsuH5EZ9VhdTrRKJtQNanZuSaS7yYm0PbIOuqZO+5nNlXapL4VrFzIuBEziJobw7zEXLQtk9QqkpbyfZ9vGBWZ4s6FeIZnIh/etSQgQ5YMWRc0ZIkchn/ohmFCyGk/mC6tHvuuIuw7CnHWn17mDGddPdaNaZgCo9D2HoTq/ldQdXsK9Wufoe8/FtOM2VjiNmDbthPH/jqwH5lF7NLpcR5qwF5SgS0rD0v8JkyRsRg8p0JyFv1HjOBv//g3t3e7kf888jYeQw/j4WM+XqM0QsOgTRZ21zslsJqabWXHIQfXTDeQfcBBcK6Na6bp8Eu1kHXQQXKVnSskh3kdi/bYKGhw0jveTKXaKQFa3zVmYgtt7DjsYE+Dg2uDZMg67ZtMPvBsS8DBhqgAvh4bw5b0dJJXL2ZqTC77tsXQc9BgZkTNI8Dfi/EBy9DplQTMGEZ8ldBJOVFV72He7Eh8h/7Ex9/NpS2BhL2a0B8Hk1LtkDpv1utQKtTUVebjP7w/sTnulDvY9zPh2+Es36U+2ycp198JJSBDlgxZFzxkiUTR3486/umzO3CZLbj0BpzNGpwHDmHfvRfbliwsq9ZjDJiJ7svBqJ/9ENXNT9J0w+OoH38bzXvfoB/kjTFoNublayXwET5frmYNLo0Ol86Ay2iStFXWdSnofxxN84OvSWZLhce1KH5/I4rLu6P44y0o/u9mFL+/AYXHf1FceiNN/32Y5gdfR/NGb7Sf/Ijmna9Qv/AxzY+9herO52m65kEp8bUo3+hxNfa3v2beosV0f/Ahrr3+Bp54+lm+jMzlyqlmPLz1R0DLR8dd4QbJf0phdPH+chMfrjBRp3UyKsVCVbOTwO1Weq0wcU2AnrA8GzUaFz9tsPDhcpP0Xa5y0nOlidImJ6F5Nq6brufh2QZJGzYn38alwiG+Q82FNjOWI7B5/AU87S1OtIpGmk1uDcRpV9NFD7RbrSfouQNbB/hjW83tzWntmnFZO6T+djX+xlUb8UFB+C1xmwupSmbAgGjyd69hkHcEZY06DGYzdly4dJWMmzSQtYKRzMUMGTuVzeXN1KYv5PMfomn7n+VsInbyz6wtF+fsPMpMmBgylIgtVS19VBA7Oobs8gt79s1vvCBnpbjdYvrtExocVixuTj47fcrfI73whd/KBT3YXi3D1MV6fQXMiByGxoBIDD7TMQz3R/fjWLSfDkD9+uc0P/oWTd2fpunah2n69wMo/34vyr/c5QYhj+vcEPTHFii69CYUYtslN6D40y3uZ+af90lwpLr5KVR3v0jzI2+ifv5jVPe9jPLPd7qPv/RGlMI/7GT34Z/vQPmnFvD63fVIQPa7lvYvu0nSyElR7K+6w13PFbeh+uf96IOjWbtgEQFTA8nK3IrLoiM0vZ7Lx2uOgJaPjk/izCwrtrN8rx2/DKvklzUx00rGfgdCq/VglIHInVaSqhxsqLDzRZyJvuvMjEt3l52x3e0kL0yHz801EpprI6nKTlS+jRuD9Sc3Ff6i47vpMEsnTcN/RjgB0yJIzN0PLhObFkcw1nciY8ZNIHLNjg4eoA0kTpvN5j3Ks/JSPZeVpswZQY+fAnCP3w6Ue5MZ3fdj+kZvOWrQl/rkaGTllP689ebb9Pw5gD1qt/fQoW2L+ebdt3nrnV7MTCr61e47bUZyV0fQp2dPVucflspryrcw5uvP6PHe27z3cT8W5exvqUfNisBh9PjgfXp8PIC4jBbtjrTXRvrsCfT69HP69OlDv8FjKNdBRdIEPu3Vi88++4LPPu3JF0Gr0P9qr36tgIvU2ABe6vEDoz3HM2S4D/PSKnE49KTGzmbs+ADG+weyYEMh2PUkzPHi6zEzyCovJzZiMl6TQogInMjg4atQtTXlYsvSQCYm7JMgK31VFENHezFitCdjpy6jVt36D6GRxd5z2SZDVpvkOnrFWp/PlJ9689EH7/Lue58TumHPUbClKlrCgK968elnn/PF55/SY2QQ5c1aEsMH0uvjHrz9zruMmrYCxVmALVmTJcPXSQf+k0FBV9n3l7tQXnErImaWBEdCc3TpjW6NkNAk/aGb5LclQZNIxXPFrW4gOtkfDwFEYr8AJ1G3gCMBYkJDdXk3d52Xd3fvF2XPhqz+cieKK25F9Ze7sD70GrYNGW2vLqfNwJQtSi7xbgdaIlTDWC0eY8SMQ607ZIOXlisn690O7iIUg6eWvwfoucSvpey4o8v+ZWpLWS+dNDvxbwF6d12i7hP5YbXfdiKfLEtjIQHfBZJ9WElDQyNqvQWn3czBqjKqDxziYFU2vn1HkVp1ZOqk3djMgRo3IOmaVTRqhUbKQs2hekQpi7KS9Qlrya08AlH1ZTuIT9hMWZMoa2bFmBA2FmrAoaGkvBZTq7eyy0JznYKayj3kVR7GoDrE1o1rid+cg1Lqggt1XT1V+3aTuD6JPQdbhn+rmu1bkkjJziGvoAytQ1Rdy6Y1a8gqqW+7MB25ot01n2ev9sDjP2+SKSxR6l0M/PAF/nmlB1f2DefY8aJ0tRe33PQUc9dt4ItH7uCVketw2Gvo/9RtvDFsDvGBffn3ze+RfqgVDk7c28qk6bzy2K38wcMDn9UlUiFVdQ6r16RStCcH37cf5Lq7hyHwa2f0T3R/8DWWbyulungvVQfah04wEdHrSd76MYyyykpKysowOkBZvpW41XFsXhfLO/f9lbt/miVd1xP35tS32iw6Dh7YT3l5JbUN7acOmqmtKKe4uIw6hc5doVlPTeV+ms0uMGmoKCmn9nATep31qMFbvz+XKX5h7FaY0anq2Vu0l6LiKtSW9v1yYtKbsNk7QFXYvlp5vU0CxvpC4uM3UVC0i8jvX+Jv/+7J9qYj8jY2FLMhYQVrN6xjZI+7uPq576lUGslLWkFWQTFp84Zy47//xJTkjp+GLkOWDFlnBQDOBlTIdZ4Y1q64lUZhPpy74ijlhdNqxHNDIx4ClHzbmQ7bg4+kYTrGzCeASZj+ji0nfot9rSZB8X0qcNVaT0ucrKNCONhUxUzpM465m7LYU91miGl7eUItU38Yw5aaI5Blq88nfGoQdVZImDoEzyWFWFUFRC2YS3FFBYvDwoiJjWWyXyTbKpuoK0ondMZM5s2NZtKU5VTrNKzzjyar5DBZS2OYGb8DfSuROOuY2X8EfjNjSdqzn8PlRcQtWsaskAC8YpLRuiys9Z3CjKgVzI2cykjvYCoVarIXzSIqdjmzAycwZOxiquorWR4RxuwFC5nqH86m/A5+eWsr8RnamyF9e3L7fZ+RLZjBpKCqtgLPr5/nz9+GHQNZLpaNfI1LXveUgCVt7Ls88PgYDpQlcsPt9+Kz0wTaZF7+c3embDzSV6fDjt1ux+E8MmBpDtdwoGgV7z/qgdeKsnbXyr2a6fsp13f7mXrU+Lz9CE9/N5nERZEs2VjI0YZKE5FfPseLPUexdmM6NcqjzbfGglheevpNEivaXM2Pa+v8b7BTsiOf4gNnrms7/+dyYfSgeuFwrr36Hba2g6y2M9MX8fVLTzJhbWXbJmmlPpmnbv83fu3u/aMLnP4vGbJkyJIhq2vfA02Xd6f+tufYn7HjmHEVLGY9A1Y3tmib9Hj4GM7TIsyJRv7k30Te7nZxspwWBenxSSSnbGaa70imLt6KUB64PybSF03CO2YLJpeDvSmJzJ6VQEVNFYuWhLA8t4JV3kMZuXgdW9cns2JJGhkb5tBnzGwK9u0j2rs/QbEJzAmezLDQNRQVbcev/zcsLaokeUoow34cyNiglbToLtxN2g4Q0X8KW+tatTkuGmsrydkQQ8/PplBsVhPvGcyGIjHwW1gaPpy1u8uYN3oq5UKZtD2RsOkp7MhcSO9hoezYW8JC//6MDl97DGC0nuNpfLsMrPb6kh6DokieN44bur1OQnmrZsbO+K+f5qpvw48ibrATOeBJPN71kma4bQv5iIef+Jnd2Yu5+q478c7VgymT97tdz7jlLb5EViVzvd7ioZfeZcqGY2CqOY13H/Bg3Cpx1kc+mqIlvHz3XYxcsReo5pNHunPLmz8xc4Yvz915D0Pn5bTTBFlIXxTCTz/8yHcfvMwtD3zAqrIWoHKqmPD5w7w1emW78kfakddkCZxIApb6dHo9dju9Azaf8HnbFPgxD7w9ivZGaxxKwr59gcc+8Ga/qe3lc6LqT2ubDFlde4CVAamDr99Vt7tNisIX6pLr3aZDYW7sxFo0CbJueYbatNzjIAtcaDUaPl3SyJ/9mrjKX3leliv9lfzVX8lbkeXs21eC0247PuK7o3wdo8dPoloytdjJWxPOlLmJuPHBTmlmEgsXbqCiUUvBxjV4jvRjQXYxWxbMZ4SfP/FFTeSuCuRTzygSN21mfXIqeyr2MWOCJ4ODl7N+42Y2pGZRrW4mzsuLAQNGMXbyHPaqW9VYgPUAMcOiEJZEMJC+ZhnTouNYEjuDT3oFUGRuZq1PJEnFwolZR1zMGFIqNGxfFcy0BRvYtHkLJfs17FwXyscjQ1m3cTOJm5PILa/vMFhwqnfS76UH+d8Hvej50r1c9of/8PX0TS0X347ft89wVb/I4waEteM/5P+eGSJBZcJPr3Lfi5NRHM7grlvvZkyWBg7H89gV9xCa3WJmdRjZvWUxsxYsIauibU6du97mNN570AOf+Jq2dhr3rObjpx9j4MzUlm11DP7fA7w5LVv6HfXtrTz67XTa9FXtxzNFMv+88Rp6LSuVyqpyorj/zidYUX6U3a2tra664nC02qW76hl03n4bD2Tx42tP0Mtn6QnNy05VDj0evJ0Rq9r9YbA0MnvQ+zz74TBKz9K8BBmyOniQ7sSDcWcGhU7Rtytvp+n6R9H1G4l+sC/6H8eguusFFMJPqxNf15NDlngnOqlv0rA6p4Yl6SUsSd93zpfFaSWs2lrMrsJilIpGnK6WBNGGujJS0tJISctgYWgAU6I3YbIbSI4eyms9f2Thpq1kbs+jTjg5tftYyjfz2du9iDsIiuQw3ug1mL02UBYmEzBxDlsLC9ldUMghtZGchMVMj4gjv6CQwqJStFYNS4dPJ7XMyN6NsxkTlIC61Y5l2U94v+nkCe9mp4KgSWPxX5ZH5Z519Ok5md0GJSuHT2fdbuEEpWFx+CA2lOnImu/PmKCFJKxLori2AUVJFjMmRJK6S/SjgNpWX59253C6qy6bicZDh9hfU8mGKV/w+yseZVmZFpepimDvAdz+78vx+M99TJi7HrWyiO9eeZuI3GY0BQt5vvttfD1kOE/dfx+DF+3GhYYZnz7OQy9+wcBeL3DP20MpN5wcBA7vXMGIPi/xl997cNuTXxGXXY9Fkc5r//bgj7e8wpTQSCKi4lHanGRG/sADD79FYNhEXrzrLnwW5rNn5Vhe+saP/YcPsjJkNFNDIhj9zctcd+9LxO0VM/VsRH17P9e97tUC2KcrqbN/nHZ/MUnrco/ShpoO5pGYth3jcWJ0snP1V9DA8wAAIABJREFUfOZvaZnhePa7d9G04Gjezdf3/g6Pv9/PuMBIQsNXUN90mJABb/JVSIokh/yoL/lzt1fJaZ254NKzYNDjeHj8mU9GTiYiPIyEwo73n5QhS4aszgwQ56Rvf74TpXBO/2N3Caqsm9IRz4UtbRvql3pJDvLnpB+nCXK/DlniFeMEuwm7SYvdqDn3i0mDzajFYjZKLj6iR1LuQnP9XqJnhjLebxohCzZxWIyxjiY2LQ9lStAsQkLDmBa5gN2Hj9FoWBWkbN1FgwVc2lpSM0ppLVGVu57QoGACp4eztUS8Ua1sX7+IGYFBhETGUq42UJm5i2qlHRwKMhPTqGt1+3Fo2Z20k/oWs0FTRR7R4VHMW7qSNQkFqB0mytJ3UtUoWrOwb3cqZVUVxMyKYm7COpYvCKLPiADyG2w07EkhPDiEwMAQkncfOCsDnr5sKyERqzgsGNR8gPBpfnj7+OLnM46IpRvQGxtYGhRMapn7b/q+lFhGDBtOYGxqGxjYG4uIGD+SYaNmkFP7675FjXvj8B/nhe94P7y9JpK4rQFj4y5CvMbh5y+2eTJ+8iIOSNEcdKQsmCq1OW1RmnSN6nPimRa9AY1JS/L8qYwYOpwRo31ZJ2aWSh8TyUtnSP8EOl5oTmz2FvpxOWhdbWvHacd2NM9LD4/N3rrRRUNpOqu27cXhdHI4J4lgr5Uohd9aSyXNO+cxOWYBzcdBFpgO5uLjO4O9Z0lr0nYeF9mKTbGPWT7jGO/nh+84L8b6zKGysZn0JVHMTXZPztiXMo+Zyzch3ZZCPg41GxeOw2e8H+N9vRk71ofFu34h1dIZyFOGLBmyOjNAnPW+iWClIl6VmBV46Y2obn9WipElAMu6Nhn1cx9JsazOej9OE7BEv04Nss7gJXGWDr1gEkTbDmQzfPJCCqtqqClKY3zwbLbVtRnFzpL45Gp/kwRcFnLS44haEIv/WG8iV25iQ9xcBo/0ZtUuMQ/SRUN+KpP9fRg5Loik3WKwtZOZsoKo+fPxHzuKgNX56I0qYjzf4Z63vmT51kIO7M4hcMAUQmbN4Ocx08g5YEZfvJyIZYvJTtrMii2FUjeNB/OITcjBiYPVs32ZnnZ2oPs3yUQufE4kIEOWDFmdGSDOat+uuh3VjY+j/bAv2p4/oPngOynwqGVpgqTFOiFkCY2XCPHQupwszMMZgNNvOW8Zss7Jq/LkjRwo2MqCmHnMXrSGwjpZTXFyaZ2HvS4982dNImBLHeb6bPoNHEJihZnDO5bxbcgamusL8PYOJLOmGW3tTiZPmsH2ykYWzJlEcOohzKq9eA0JYtthJyUbJ/FNyFLMdgeN+UlMHjKHWouFPasmMmXxVur3xBO2MoGDRWkMmzCLwy7YvSSIoMQC6cS3L1uAT6Q7afR5kITc5DmWgAxZMmT9lgG9y5UVmiopdpUIJtrdbRZshR8RpPSel7CuT8W2NRdLwma0H/aT8hyeUJMlAOvfD9B0w2M0XfuI5L/VdM1DR9fZWvc5/JYh6xy/NOXmuqAEXDoWLIpgbrEV7JV4TZxOhsjV3JTLsFkpFGZE47k0sWVygo1FoTOJWL2dhatjWFoitJIaFo6exfYaFzUZQfSPWS8JoSEvhQi/NVI+Q93u+QTHJXEgfzVBC5djddlZOSOYhKxMQsPnsKve7fhXuGo500OyuqAQ5S6fjgRkyJIhq8uB06kCzJW30XTdo1KKGvUbX6B+7XMpMrvyypbsBgKy7n5RMgsKqBK5A7U9+v4yZP3pVikyvHFaFOaFcZijl6J+uZcEcedThjJknc6bTz7m4pKAS8e8+cHM2m0CSykjfSaTKubx12cyIGw9NaXJDPWPolaEY7MdJCxwGuvza4hdHEFskdioJGbETLbVuKhIDeC7WQmS/BpykgjyWonQXapzZzNjZRIHdq5k2vxYKUp9c3E8vT78jPEL1mOQZlO62LwkDK+lbjPixXURLs6zlSFLhqzzCQhns22RF1CkzLGlZmEV+QjXbJbS3ogI71K7rZC1Jglbarbki3UcZD37IY0ijU6Lz1bTTU9gXpyAPWcXti3ZaN7q406bI1LsiFmI58F8KEPWxfnuls/6t0jApWflqnks2WcGaxWTgyLZJjRZih2Mi9mI3mlm56oYRnr5MGKMD5EJ2ZjtJpaumEdcqZjk0MyKyQvZUWvFVJ/NsIE/MnVlBmU7cokN2igBlbZgKdEbMjlctIHZq1a7JxY4D+L5XW9mbW9299bRyMwJY1m976jobL/lTOSyXUwCMmTJkHU2Qed81n0EsrKxbsk+AlmX3ew28V3e3a3J+gXIEuZDzfvf0PzwG6if+QD1k+/S/Pg7kgbLlr4d6/otaN7+Ssp1KJkQr38M5T/vO+fmQxmyuthLV+7u+ZCAS5rW6p5N6MJmsyMFsXeJ2YatgWcdNDfUc6heResWd7R70V8XdtuRyPdmrRqF2ojd4cQhMs2LEk47docDl9OBXZqN6KI6dw3efrOoa5n6uj9tKeNDEttmdp4PSchtnlsJyJAlQ9b5BKGz2XYbZKVkYk3OxBK/CdW9L0maJ5GIWXnZzTTf/QLWX4Ks1Rskh3jznCVuTdfqjWh79ccUGYuALKEZ034+EOOkcKzxm7AsW+vWbImchadq0uyAcjJkndt3ptyaLIFTkoBZUUx0+DTWFbVosXBRV1xErbItiMAp1SMX6toSkCFLhqxzCQTnsq3jIGvFOinulWH8DIRflWFcIOpXPsWyMvGE5kKLgKyPv8c8dzm2zFwsa5LQfvrTcZBliojFlrUDa0oWmve+7XgfLeFDdoVIRH3bCc2RMmR17Xew3PsLVQIOC2arHMrjQr28p3peMmTJkHUuwedctnUcZAlN09t9sCZnYNu+C2viFjTvf4dl2ZqTQ1b0UrfmKn7TCTVZptB50n4RxFTzztduH67LbnIHMRWhHs5QW9X0r/tRtixN/7j3uPq6NGTpjWaUzVqa1Dp5kWVwwntA3B86w5lpf1wuF81aPU3n8F5TafSodUZU7a6rWG//W77vO9dzL+41SweDsQxZMmSdKQR01uNPCFlvfoklYZOkdbKsSETz7jdYlq/tGMhavwXtZwMkk6G29yC0XwySHO+l2YwiqvxvhS0RMuLK29B9PxpT+DxMUYvQ9R7k1pSJfS31dWnIErnchH+M8IuRF1kGJ7wHbG5fp1PVHPxSORG1Xb7X5HvshPdY6/tH+OpJznq/dBf99u0yZJ3G4PdbB0u5fBsQtILBufg+55C1LgVtn8ESENky87CmZaP55EcporzydCHrilsxTArDnpOPfVcxhjFTpMj0UhqgCwGyfvsrSz5CloAsAVkCXUcCMmTJkHUugOd8tHFeIKv3IEzB0VJwUxE2QtOjL42/vxHF5be4YevK204dOFuiyxt8Z0iaNuH3ZRju7zZDXiiarK7zqpR7KkvgfEnAhdmgw2hpzY54vvoht3s6EpAhS4as8wFA56LN8wZZQXPcPlpJGZIPV9P1j9J0w+OIGFsiUryk1WqFJBGR/v9udsfauuQGd1T6Vkd3MQPy8u7IkHU6bzb5GFkCx0igPDeR0WPHM87TG+8FyYj84F3jY2HbplVsLlJ2je7KvTxKAjJkyZB1LoDnfLRx3iFrQyq6r4dh8A7EHLNMmqUoNFuKy252g9VlN0laLeEXpvtqCLpvhqF+4l2arnlQilQvpe655gGMfsFSMNU2TdYl1yOFoBBO9VfeLieIPuqNJv+QJXBCCdiJn+FPb8/F5Ofnk19Rh16v4mBDkzuVjkVNo0qL1WxAo25k3648thXW0DY30KwgNzOTgmo36NhMBhT1h9i9czs7Kxpa0vE4qS3ZSUpaDvubRJR4MDRWkpGeTY3anVKntWsOix6NXs3+0nIONetR1BaTmpZJ0QF3uAejspBpQ8cRmZiPUmfiUE0p5Q1G6XBL8wEy0zMpPigHNG2VZ2f+liGri0GW0IC0LsInp3W95Vvx+xtQ/O56FL+7zh2B/C93nbp56kS+Y8fUfz5g6XTb7AyQpf1yMMagOdi35WPLykP8Vj3yJuqXP0X94ic0P/ImppAYbNk7pCjy+h9Gox/ii3npGikCve7LwRjGTj0CWcP83aEcxGzDfz+A8h/30vSHbtTf8gy1abl0JXuCR2d+Mcp9u9AkYGNtWBBe0TvbTszWXMrMScHkVBwkLX4ei3MPod63Bi+/cUTNno/3WG9CE/ZiMilYMzOMGaFheE8KJ7lEwYGc9Yz3iiR2USSDB/qRXqrgQO5mJntNZsbMhWyvUdNUuYfooCCCg0OYMHUppY1HZkhqixMZ4jWeiOjV7Ko4wI5NSwkJC8bTM5StJU2oKlPo/dK7fDdpGRUNzaxfMpM52XUYDu4lYvJUJs8IZdKkILYUHWw7H3mlc0pAhqxOBFlXtSQz/kM39wyyY1O0COD5k/DtEcmOb3HHTBI+PkKjIQJg/uNetJ/8iPabYej6jUR178tu89OJ4OlUt11xm9SW1J7U1m0oRdtiEe2K2E3tfx9b77GQ1lJequ+Xwhu0P+bY+n7D704DWdOikBJOC/PhV0MwBs7CtjUP69ZcdN+OwDghBGtqNraMHHTfDscgNFdb87Dn7Ubf3xPDqMktkJWHfpA32k/6S35fprB56PoMRvm7a2XI6pyvV7lXnUcCTpLmTOS1z4cxOTCCNdsqpa6pijYx4Ief8AnfSLMdNPkxeIfHIOmhGrYx2XsyaxJj6ecVRtH+WlZO98Y7MJ6dmxMJDtwq1bFv2STmbNzOzlUL8ZsYy746FeBg7ZxJDJwWT82BcoKHfE3YprI2cah2reKrgKU0S/kMRb5EI/W15cz1HMC4CFGvieiR00iuEBowO4tnTiYseR9bV08nYF2pVI+xYDU/+C+jscuYPdtO/6Ja6dKQ1X4wFuu/YQDudGWvukNKyaK64zkpv57qzhekdC2Sv46Art/fIPnziGCY2i8GSr4+Is2LwSsA49SZGKdGSJoR8+LV2HJ2YS/Yi+aD72j0+JfbNPV/N7uhSMhIkpv4vrMF1G6XzE5tM9bE/qtup+mvd6N55yt0P45B98NoKQaUZMq68XGaxHLDYzRd9whN3Z5yLyKtjIBA0V+x/LG7FIJAWm9pXyRsbur2JKqbn5SOl66DgDcBlGL5063S7DmFcBZvzTHY/jq39b/d9W7dL/YJKPzdddLS6PFPKSWOrTXiu4iTdTZDOIjZhcLxvdUna0OqpLkSgU+PgqypM7GlbpPASpgTJcjakiX5cUmQ5R0ohZgQAVD134/GMLodZA3wQj9ygqT1su/cg2F8EEqPf8uQdVG9teWTPQ0JCE1WMD7zdx99rG4XP37WE5/5+dJ2Vd5cgpevaTEhVjA7wJeIyIn08ZzMkpVxLFq6lK0FZexau5ZZ4dukY0oSA5m1Lhuwsn3jIvw8PZm5egMzg/z41j+aZStXsXjVavKq1W1tN+2OZ9CidOm3qbGSuJmziFk4F88fv2RclNiuZeaQySRVCchysDQqgPCNhSQs9ia2yOCuR5FL3+FzqGxJ2dNWubzSqSTQpSHrilvdiXuFFkdoSMRgLZL0ikWstx+QT3cKfevgf6xWSdR9povQXAmt1OXdafzddTQ/8JqUmkVAgSVuoxSdXPXQ61KsJdV9r9D82NuYl63FmpEjpYnRftQPS+wqyQwlmaI+7IdpZizWlExpdpvm3a8RsNb8vw9QP/shqu5Pu4FLJDu+vJsEW01/vxfl3++RgE75t3vckCP2Cyj60y0YJ4Riy92FNX07+hETpEFfgJx5wQp0P3uj6z8W8/K1mJcmSPtV979C80Nv0PzwmzQ/8Cqa175A/5MX+oHj3MDWdwTmRauxLF+HwWsaTf95yC3Hv94tfTc/+S66viPR/TAG7cc/IPokgaa4xsIR/Mrb2665Qvy+qt3vS29Edcv/pDAKwiynee8b1M99iHVzhjutTmeBrCkRUnJpMfvwtCBriK8EbSJMhIBspcc1XRWyXDTV1aE1HrFy2owK6ptO5GtiZPfmdEqV8ohy/kcQG1W5KcQlJFJ8WH9Md+wcLt9DZb32mO1gaChlw6pVJGcXo2/Vvlia2Z6ylvgNmTQYWtU6LYc6DZQUlaM4xp/puIpPaYPbJ+vLccsoLNzDnpoGDIYG1syexcq16wkJCCCuWIN+zxLGTZvOzpJ9ZKyOZmLgakpKs5g4aS47KvZTs78Old5CQdwSpk91Q9KeVROJWLWZQ4fqKKs+QOG6cPqFzWX96lUEzVxDWc1+9h+oRWs+cp8rdizn66iNUs8bctcw6LupFB9qYOP0IXgGi+1G5gz3JGjFTpRqDQvCxhOYXMG+jGV4Tl1KQVExyYsCmbh0K+ZjxHZK4ujCheqrSympOwKsradiVBwge2M8i5bHk18tsn8DThPVeRnELVvCuvQdaCxuYdmbD5O5MZni/a31mKirb8Bs73hh2ncW0tjiSCsNZm2RqluB5ZaWwU38dk9DbzP1SEDTsl8yHbUAjtguNApi1tSlN7oXaWB3D96tWg4xSIq6pPrEgCnqaIUkAVAt+9raa90vmae6S47CpuAYTOHzpSCQTf+4j6b/PixpfJqEv4o4vuV82uoSGhLRJ6ElEX1s07qI82jRolx6kxsyBESJmV4twKYQ+yUtyfXuOkT/xTmKNlqgRACTVOflQpNziwQzR/0WZUX7l1wvaXTUr32B5rXPUT/3sVvLIgJjbs2RIEvb8wdMc5ZIufUsi+PR9uiLef4KKdmxiC6u/eA7RF49AVViEb/bICt9O9oe30mmKWtiKlL5Hn0l6NH1G4W+32ian3oP/ZDxkkO2afZitB99j/bDvhjHTcMwdgqa97+VBnEp5lNKpmSqEqYr2/Z8rFtz3NA1zB9b9k73b8+p6Ad4YU3YLC1CA6Mf5ufWrOUXYZwUJmnFJNPYtnwp/pMAKdPM+ZJjuAAxAViSf9LuYsyzFkmBPYVPkoAJyTH82R7oB3ii/8lTMo2KxM0G72kYPKei+34Umjd7S/2z5e3GujYJzVtfYl2feoFD1r+ov/npruiT5SJlthdT1ha2vCcdpM8KIHxtQcvv9l9KFgwJIrWi5V98+13y+jmUgJnU8GHc99CL9PvqPe575FMSSltz88GBrGBuvcKDN/1WH9Undck6er7+CL1//Jmezz5Gn4kJ6I1NzBz0Oo+//AVfvvMML3wxlhpN62FO0qf14rJLbmLSiprWjWf0LWYXjvGegK+vHxOWp3OgtoKtGbkIbG/au4WVmSUoCpbh6TuSGTPCmBwSS0G9G4yqtq1n8qSp+I6fQeKOag6XFpOZXiX1p35PKnmlldTszmD6xClMDJpLVrUeXGayE+bi7zeJiVNDyN1/BEgNBwtYkVOKUySWtqpJXjabSSGRzF4wj7TdbrNi7Y71jPedyfbiOnbvSCO1TACBhcy4GMaPn8L0ues4fMTN64xk0yUONtQR6/sVN179O7qNXHhMl50UrY3i2y/78kOfHtx1/xP4b64BcxkB33/H9z/04+0n7uSpH8Opb24kZsIPfP/DEL4c5MkOtZX6rOX4zV6H6uj5Cce0cXo/7UUlNHV/WoIT9dMfoH6mh/TvX3XTk9KUc6H9UN36P8Q0dPEtmbPufB6VMBHd/KSkHRHaA7FI09RvfEwyJam6PYn6fz3QvP6FlB9O9eDrkmZDaGOaH30L1f2vuuu69RlUtz2L6o7npfokE5QwQ4l2RTu3PYPq9mfd7XR7CtVNT6ASpqprH8YwMVQaUO35RdKALwZoc8xSzPNXovtuhDRTS5hfxHaRo0519wtSfwTUND/+tnR+oi/C+Vh1z4tSP9Qv90L9Qk/UT72H+rmPMIyciH74BEnjIM5B5LITfk/ivET/1EJLJGT2vw8kM1+z0OQ8+BrND72OpH2S1t+QtolzFnWqX+pF8+PvoH71U8m52Zae404u/El/ScsjTEuWlesRmirz4ngpb551wxa0H/bDPG+5ZEqybkw7JcgSAGrLyEWAkui7FMMpe4fkE6Tr/TPGaZHY8woksBHwZZgQgj13t6QJE9AjQMm2NRdr8lY3ZA2fIPkOCagTACUgTSRLFloZ/aiJ6H/2lup2a1mmofvJUwIcUUbMshNmR6FZEv5HwtQlftsytkt9MAXOQtdnCOLcxH7TtCi0fYZIWhv79nxMUQvR9vqpzQlc5BTUfNDXrdXJypM0alLanI1pEnQKMNW80Rvrhgscsi65loa7XqQ2Y0fXc3xX7FnL0LExKMT7y1jOlEnBZB2w8v/tvQd0XMeZps1zxrv7z6xn9/eMZ8bjbHnG0siW7F3LlmyNZMtykGXZdBAlUaICFUmJQYGkSDGDJIhERILIOeecc845ZzRyDp2ABhp49tRtJNIcmVE0qepzgL517630VHXft7/6qmqsPR+b08f5yNKVgi4hrGYIPHCBonYVOVFJ1I8YYFlLYU40bWMG2qvT8Q8LweL4KXwT88lJDOTAkdMk1I8q34yzLYU4nDnOIUsvqoZvwjfptX3/3n6xFnt47uFvscWtUSm7+W+/zlP7IkzDa5M1HP3dL/niFz/PE8fDLqpbje+bfPX+3yHkUqfXDh78w2E62+P52ZfuxV/RFE088Z17+ShBpcQbqwlhyxN386+b/gOzsO6L0rqZgdESdywDo1g1tN3MvGTaV0fAOFCKxYlD/OLH9/Avuz0uibyEwbBq5R5h96P38IMPIxV/toUV41R7wHv87/94msK2Ot7b9xJucWns2b8T55Q0fC1daZi8Oa2+NDWjPLxmHn9O2ShXPMznI5MUq4re0Zu5gCj0bkHMPPkyOntPZZ83vXeo8oDXnT2PeJAJa8vsMzuVh+acfyRz4mH47E6EY67ygBa+KW8cQGd+HkNippKPCIuH7nxwLHP+UYqVQvvhGcVSI4SEeLiK1a1F+vMhcWi2v4/m3eOKgJoPjFYexsLaIjblFQ904RAsHvqGgjIWymrRHDBHu/c4wlK3WNOE7pQD6tf3KeURD3XtKXvFr0l5AMemoT1+jtkXdrOQW6yIAJ2dJ7Mv7mWxrFoRckqdtu01ibqKWqWcs1t3YRBbtKTmoHcLZPaFPYj6G2JS0Dv7KvGF4DPEpSsWJjGEJYbJFrKLmPOLVDYbFnUTIkjsnzezZcefiywxHJhdhCEuzWTJulqRJWauZRUpQkSINv05d0XACJ8g9Qu70QmhKoYfMwtMbXD8nMLTkJmPZsehqxdZu4+a8ssuUmbF/UWR9fp+hZ8og2Lp2iiybNyUNlkTXY7eyhCisMoJ0SaseGL5A3FdWMcEe8Vy9SkSWZoPTqF++k1mL/jTV1J3Wz0bTLML5wc5b3aEhL55NDVx2LlGMzLUiuXJs6Q3DjLQmMFxM2daZseIOOxBWXsTzu+eJqlFB8sTBFzYT36XlqQAC07ENTPek8eO3XsIrxunI9+f1+yimZpsx/qUHVn1A9SkBXDgaOi6w/ElX9Uy+BcILI3z0dPf5ft/PEhMfAzbH/n/ePjlkyyzRPi5tzBzDOLIS9/j8SMRFyW0NNnI2z/7Nv/24GM88vBj2GUNgLqEP919F1uPBhEbZcsDX/4629yrQK/C/O23cQn347n/9iBmkSbhdVGCNymg7qsip6oBKcNvEuDrSHZ5Wdj95jnx6qN87i2Xy6bUkenBG1t+yte/+0vCG01LXixPt+B66BUevPsb/MksTonXkOjBrtffwdo+ABcXW2IqOlHPrlsaL5v4NZ5c1ugwRCcz8/izzMensZBTxHxMKjO/fAFDdIrJiiIcen/zsiJ4FgvLFaE0u/lV5r3DEBYGIVQUq4troBJeSMs1zYCydWexoAxDUqYiKHRWLoj4C2l5iiDRWTizKKwq4oH/8nvoxfYhIlxQjnr7PmURRhFfnNO8sX9t6EoIH83Oj9C+f8JkJckvQ/P2R4rvjxALQthp9h5H89p+00rZwmryoTnql/aymF/GYn6p4g+kfmEPiyXVLOaVKb5HYtbWYqGpPKKswnK0kFWo5KG3dVdEjiEtF+EzpXf0YvaPb7KQksNiXgl6F3/T9YRMpY7Cojb7hzcwxKQqac77hCthIbJEGRSRJTYnDoxW6i/eZza/pggFIarEfbO/266IOaUMsanMPvUKc54hSnkU5r95WRG0wsok/mafelkRtuJYWMNmf/syotwLQohmFzG7eTt64XSdU6ycUz+zA52ZnckSlZGv7IunPWxlEl3peQo/scK4IsJEWDB/98Ta/cJqJaxdilO3Ytk6qQgzJb+sQsUKKKxjhnRTecSwn7Asrook7VEbZXacISVbSVN3yh7187uU/iRElCirGDIVdRV5CIfy2c2vKcN/ilB1DWDmiRdNw4GZBQqrmV9sXbFc5TMfEIX48WBIylLKIAT9zM+3Mh+dojCcFz5aT7zIfEis0s7z4Qkmxr7hCq/5yEREP59zD1Lyn49KVtpYsQ4Ka2NMilI+vZ2niUFcBrPP7URvs+LoLvYy3PoOop8rQll8Ll7YZfJzyyw0Cdtte9GdsFWORR1NSzZYrPTrUjSv7lNWeVf6tXCEF0s87D5i6tein+86im73EXTp+ahKam9DkcUyhaFunA/IITnGA/+iIQZyo3GwyFn5SjMSZ/c+oVUtxBz3oqytCbf91qS162F5kjCPwxR1a0iMusCFGvGl2s+JM1ak9wnf4Wr2uaTSXBrCC3ve5ux5b2zOnuCjYy6o5FP0Gh8ZMNNdiM3+vZywPcfWh77K5vcD6C7y5b67v8cRWyf+9KN/4d+e2kP14LoPUk9+CK8/txMnT292bX6Up3Y5MbIEXSXh7Nu7HweL/fzff/sWe2KbKXd4hXvu24yd03Ee2PQFNu8KYvzGu8pcc/1lxFtJYIHj2/+Tf9zlfdlCTLTlERTiy9tPP8H2Y1EozgWL4+TEBOF5ageP/+J10hXLuCl6b04IdvbueDmacejwYaxD8lm1fF02g2s4uTSrQRsw4HpTAAAgAElEQVSVzKSYxRSbii4lB21CJpO7jqINT0SXkosuMZOp983QBMWgS81Vrk/tP4PGNwJ9ej7a+AymDlmg9gpVwrr4TKYPW6H2CEKfUYAuIYPpozbMugaaridmMi0sRy4B6NLy0CVnm8IX/JX0RR7Tx22ZPe+nhPVpeUyfsGXW0dsUzihg5oQds3YepnBmITNm9sxYuyrp6TOLmDntxMwpByV/vbhu5aqUSRyLMs/aezL1oTn6rCJ04uHnGsDU/tPoMwqVNNXeYUztO61cEwxEXUWdRVlF+TT+kUwdMEcXn2EKB0Qx9eFZE8O0PDSB0QoTbVSKkp9gN33IAm1kkikcHMvUwbNoIxLRpeWjDUtQyqMRzNPylPtEeTThCUr62phUpsTwXFjCepu8dxJNaJzSZrrUHKaEsAyIVsL6jHwm9xxT2kSUV9RbtKHaJQBxTWFy2FJhqheiUTAxs2fW1kO5Jsowa36eWStXU1j4gAnhaXkBcb9Ic1ZYmiyclfSU+209lDiivfTpeaiFNdDcSSmvyFPt4MXsGUd0yTlKu6iFZcrMQWEq0lSf92XmuK3pugi7BDBzxHqtPmphuTpogT4tV0lftMn0uyeVsGhDrWC668gKj1y0EUlMvv0RuqQs07nYNOW60s9Tc9HFZTD9/kmln4s0dXHpTAvmwbFK+iI88+FZNP5RpjqK8EdWaHzCTWHh83XECo3o9xn5Sl+YOWqNxjNE4Sk+N0rYI9iUXnIOM0dt0LgFIRgJZkrYVXwOchUm4n61sy+61Dz0YlueY+dQO3ib+nV2kanfW7mY+rUIn3Zi9pQ9M8k59Ne23Y4iC/TduRz64HV27D9Pt5hGXxHH6eNemJZ9HMfd7Ag5Yvr8IXdKOltwe8+MlA7x1J0l8MKHFHZpSIg4j1PFLBi7OXLyLKk9SzBZyt7zCXQ2p7PnsA2Vqmk0Oj0G4yI3eA/Ya/jqvV2jLKLVzTGn0zPancEfvvfvfOjfRE9NFB8dOsipk/v40V1/xxd+8goFXRPUFGbQNKgh/qPHufuhY0ql+/x3849f+jXFYwYW57Xo5zS0JVpzz32PENExQpm/AwcPHuHo/m18ddNn+enW8wysrQp6fdxGOzrpHTNZOK42peGOWrrGry3u1eYl778MgQUto6p63vjN/fztlmP0jakxLmooz82kvmecscFOhpXJE1ocnr+frzy4H9XsEJ39JpeB8RJ7vvKZL2KTbXKK1/QUYOnsQVFyKPuetaS0MJLtv/yA1tVRx8sU4VpOLS0tMafWoZ/VKO/ieE6jRz+rZU4t/lbC4p61sDj+mLCIs/G6koYpjpLeZcKm9EzxTHFFvhvD2o8Pz2rRi/tX4ojyizQvDq+noeSn1HGlrBrBYKW+SrxVBitlENdX679W/o33f3z91uot4ipsdKbyroRXz62WV7C/qPyrPDX6tXZSyrMxLMq/kdlF9Vmt32qbrpZjQ1iJe4XhFQYX1WtD3mvnLz33seGV8q/d81+FVxmIsop7VsMrdVyN/xfbdD2eUt4N6ZjCK22/2kYi3dW0V+u/Mbx6bvX+1fePvefiNrt8ffSmfFfrs1qO1fBKX1lYuDkuBdfyvXIlcTYsRqrlwqE3ec0ywxRvfpLkYEsOHD3BcTMzbEOr0S2rCT/iTvmQluoQO3Z9YIbNeVeOW56hql9Haqw7btVqMPZy2tKWTNUSTFVwwDmGyUUdZZG+HD5uwUkzK9wjiky/cK+klPKeSwgskm57kKd+/Vt+9qPv8/sP7Bm8SHfoOP3S/TxpngYM8vrD32SzdR6TXUlsf+In/GHby/zqxz9hh1Mas/oxHA4+z282P8UPf/ggBz3yFSf0tQzVhTz7Px/ibOyNWXDTOFyHjbktJb1XMXliaYklMUoF9OQFctwiiom1AsqDT5TASDkvPfUwX/7C5/nsv36dF4+6odYO8ObP/w9HAkpJdd/Lj3/2a377q4e5+3v/iUPuAPq2eJ777SM8+dRveOjbd/HLXecZ0C3B4ijhFg7ENqtB3YHFW6/z7NYXOWKdJL8bPtFGlZlJApLAzSKwQWTBok6DbmF9eAmjnt62Jpo7+lemqC8rv3IWlOlYelSdrXT0DDI5q2VxaZn5OR06xc5vRKPRouylu7TArFavzOASaxj1d3fQ0NCCanj6tpohcLMa4FrT1U0M0lBTS1NbLysz4jcktYR6eoxJjVjOU0u0zUFsU02LZ85PD1JXXUlj5/AK/yXGBjqpqa2jre8y+/ItGZgaHkezYemDDRld5eESxSHunPUuVvqDenSM3rZG0lLTqOhanx3ZW1tAdGoBg8I9Z3GSkLPH2Hvcm+ruCVhS42t/HP/a9fuvshDy9ushYJxD1dtDX/8AQ/0qBkYmWFpeZnZiDI1+gTn1OB2NdVTXNKAaW1kGxjjHYE8bDdVVNLSp1vvrsoGZ8XUfLP1UH/X17ag3fAVdT1FlXElAEpAEbjWBi0TWrS6MzP9mENDTXtnExIZ10G5GLleU5uIU7uePEFRnsmJl2dpheS6QAL/z7DtwivqxRXrKorBy8sbb/Ty27pEMqkdxefdN/vjaGdKbTENMJSFenHQrliL9iqDLm1YJLC4uUlvXQHll9eop5X1ubp7UjGyGhk1DmqNj40pYq71ya6vRaKSxuYXi0oqVPTRBpBMaEaP8TU2trgV2UdYycIMJCMEvfgBk5xWg16+vraLV6ohPSqVvYFDJsbO7h+qa+qvKXaSRW1BMT69wNgbRP+KS0ggIiaC/f+Cq0pI3f3oISJH16WnrW19TbQ+Opz4gU1lyy0jyGUdCM01fTske+wmvaMb3/Q+wDM6jqSiR19/dR2KflpYwLxy81/c77EqJwNEyhYtGSG997WQJ/soJlJZX8dbufdifd7uopGPjEzz/6k4Cw8RyEygP46e3vcbQ8Aj9A4PkF5bQ29ePEGninPDvWlhcVETU8rJpNkh1bT273z/E2XOOShozs7Occ3AhPSuH9s5u1OrLLe58UTFk4AYQ6B8Y4thpS/buP8zU9LqwHZ+Y5MXX3uaI2VmEIM7KzcfTJ0jJsau7h+KyCnR6PdPTM2vxpqZnEO0oXouLRoLDo3npjV3k5IudJSAkIkY5l1dQxDlHF/RzN9iRUMlF/rvdCUiRdbu34O1Ufl0fztYfkNYtHkxGUi3ciM4x/SrMCD5OVFk5F954DwufGBKSU0jIrmBEO0eRlxN2G0RWa3wodtYZpr0Nb6f6y7LeUgKzajWZOfm4evpdVA4hoHbv+wiLc47MqjWcd/NWxFhHZzf1jc24+wRwysKWuoZmzrt50d7ZRVVNHYGhkYrgEomp1RqKSspxdPFU0i4tr1Qe6LEJyYhj1uxbF2UtAzeYgBBKbR1dWNs7I4TV6mt4ZAxzawcOHj1FakYWhSVlhITHKO1r7+yGs5s3AcERpGXm4BsUhnCu9vILoqGpRUlCCDMh2jx8A8nIzlPOxSenYWPvTGhkLEFhUUqc1fzkuySwSkCKrFUS8v3mE1jS4HvhFG75Jt+vhGN2BKeZFjlN8NhDcPUwFZH22IVmUFNfR3VLL5olqAlzZe8+Fyqbh5UypvrYcDLk6kz9N79yMofbgYCwZl0qsoSQOu/ujbt3gGKdEA9Me2d3KqtrmZicora+kYPHTpOdV0hWboEirnwDQigpN+21uVrvusbmNZGVlpGtLGNTW9+giLeC4tLV2+T7TSYwMTmNlZ0zkxuGaAeHhnF296auoQkLG0ccL3gQFhXHBXcfKqpMu5sIgZyelYubtz/5RSWKuNbPKdvUr5XYJzBU6QPihBgaPmvjqIhpIcSFpVO+JIFLCUiRdSkRGb6pBDozQjnlEMX0AnQVVtK8sodPZ10mTaMLsDxFSpgPljY2WPjH0yu+49QqAl1dCUxsYH6mA9ujZuQOSdP8TW2oOzBxMcwnfK9sHC4wP7/ef8Rwj39wuCKitr32tuKr4+0fQnh0HBa2TmRk5WHj4EJqZjYarZb3Dx7ntKWdMry0ikn4AuUVlijWkoWFBWrqGrCyO49eP4eLhy9RcYmrt8r3m0hADN92dvVw7LQVqr51P6mBwSEsbc8r7VdRVcPmZ17CyzcI38AwxXol2tXa4QJt7Z0kpWby6o53yS0wDQuuFndufh4HF0/ik9IQ+Yh+JIT4+PgER09ZIqxl8iUJXEpAiqxLicjwzSVgHCbczYfCzj/fvPpKMm4vCMQ7tlIOvlwJLHnPRQSExeqjE+bK0GBSWubatYLiMuVBK6xWrp6+TM/MkpKeTXpWHiER0Yrly9bRlbIKk8O8GIoS1q6Nr9b2Do6aWfD2ex+SkJKuDB0JS8nhE2cV69bE5PrQ1cZ48vjGEhgfn0S01c69B3D18kenMzm/i0kIfkFhaz5WXv7BRMclMzIyhq2jC8dPW5GQYhJPPT0qzljZKT53G0sXk5Cs9J3DJ8/S1dNLdW0dFuecMLe2V0S0tGRtpCWPVwlIkbVKQr5/cgSMSxiUdUCuPkvD/LwUWFePTcYQXoBGozKkY1xauqqhHZ1Ot+Z7VVldx6mz5xgYMg1dr4IVaQpn+FWn+NXzwkIizsnXJ0NAWJiEJVFph4VFxeL0l3IW4kir+8vTaET7mvqQca1N5w2GK4r7l8ogr9+5BBSRJWZOzBsW5J9k8LF9YGHx+hcwMiwsYlg0Kr/0r6XPiTIIp9RriSvj3D6f8b9WYSIcoYXVSr4kAUlAErgSAorI0ujmmJiaZXJaLf8kg8v2AdE/NNr1dWeupHNdeo/4lTk9q7ls+rLvyc/eah8Qfc1guEF7OF3aCWVYEpAEJIFPkIAcLvwEYcusJAFJQBKQBCQBSeDTQ0CKrE9PW8uaSgKSgCQgCVwvAdP6s9ebioy/kcDSApoZ7cr2exsv3P7HUmTd/m0oayAJSAKSgCRwFQQ0vbVEhgbj4x+Ej28YRY1DVxDbQF1pAR3j1+KbukhrbSUtyoasV5DVHXyLYaCFyrIm1hZR0Y+RExtFcaNp27QbVvXZXtJKmxnpqKeisvH6Fq82DJOWX8HYle+0tVYNKbLWUMgDSUASkAQkgU8DAaNew3hvFd7n/Siq7WVmZpphlYqW+lYGhgepKy+hrL4TnTIxdJnh9npK8nIICgykTiyHpR+nurSc9oH1pWiWF3UMq3ppqCqntsMkGOYmBulua6Gje4Cenl6GxOrKi2oayosoqW1jbhkWp/ooK61ENWnyQxztbCI/v5zB6dWFUJeZ6m+noKCYZtWE0jyaURWtTc30jM2BYZqGslKaVBuWCVmYZ2qwm4bqaqpb+zGlPE93XQXFVe3oF2GoPB5nVx+KWzeIm7kpGsoLKW3oVuIsq4cpLyqmodeU9tT4CBMCyvwsE+Pjyg4JfW1tNDWrFCvUeFcj+QXl9M8uwNykwqh1wLS90bJugtqKMjIjw4lLLF4RPYu0ZoVx5rQj+e0DzExO0t3QRLtSlwU6a8opqukw3Ts3TXdnO9UVNfSOjNNVX0VN+/D6bPPleXqbasgvrqBfLMQ40YBLbD6d5dkkJuWyuhW9Tj1BT1Mj5dXNjIyO0FRVsdKORvqbK8kvqmJw0qDsSjIz3EtLcxv97VW4h6cwrDUypupj1rCEflxFSUkNI7MLzLTm4e7iQkbtIMvGeXoaysktb0Y9D1JkfRq+UWQdJQFJQBKQBC4hMEpCaAoqsa3kTBMedp6kZFUxMKCisbKYqAA/koq6Ge4qwS8wjoLsdLx9gmnoHaUiJoyIiBi8vUKoGzCJocXJRnyd/cnJzycsMIyitjEaEzxxCUyitb2dlJRkilqHacqMITw2nYKqZqZGu0kKDiUyOhL/wFTam6vx8wokLbuC4dkVW8/yEpN9HRTmZuDjF0lt+zC5gU74xBbS2ddHflI0EVFR+LoGUd07pdRxeaKXeD9PMvOKCfQMorJjkLaKDCJiMshKiie1oJmmnCjO2TqT37xqxZujKikSn4Boypr70E/1kx8RTmpWHtHhCbR29JGXFUdG+zwMVpKRmk55YS5uTqFUNPSgaigmOjSOrOxievpUFMaGExkRh4dvJHWdA5QnhhOTVkBasA+RieUIGQOL1CX7csbci7quQQoig/DyTKSlZ5CWvCTi47NITYgjraCNsY48zvsnUJwVjZtLMPl5BQR4+1M7bEoJo47u5jpyUyLwDs5ncrgRv+QSuqvySU0rxGSEWqK5MJng4DTSk8Lw8YmhNDMNz6BEVFMGhtqqyUqKJigsldHJGVK97PBPqkDVUU9QQjrVpcVkpJfQ39NGSnAo0WHh+IZnUluUgfM5WzIa++kvz8TfM5jMilZ0BimyLvnQyaAkIAlIApLAp4KAcYi44CS6p5ZZHKsnMCDHNISlm6S/u5PihDBCQwooSw+koEs4YunJS44lr6gATztvSkpLiAoMo7DVZOVZGK0nOCBXsazMthUSH1pIaUYwRZ3CjqQnLSWepLwCUvzS1qwqE5UxWDsHU15cSERoLDX19SRFRZNdWMvQ1Ops7iVmxoboa68nwjuQtLwGCuODaRWqYbweD3tH0gqrSQn2I7feZJVaGu8gOSKaGaAnO4Xs5HzSYkLpVPTgMBGhKTRVlZGflb9hGG2J1uIMosKSaeocorsml/Ao09ZR6oZsUhNSSExLIbtrAYZryExNoyQvn6TsHsXqkxEcTlmHScoYhirwMHeloKKM+KAY0nKziA/MUqxjc82FJCeUsFq7iZYcYkJKlC6XFxVNabu4MkSoVxzjAvviOCmhIRQX5eOf3Q70Ee4UzMgiNGWEkNG0svn60hzDqj66mgrwcYigr7ca/+TSPxNZDbkppFeMsTxeQbBfKstLC8TFxVDVq2ZyuJ/uylz8fINo7BwmPzKQdrGEmrEf7wsWHDvhROOogZHqZBwdwqgpyyMoJJX2tjaKUlMQds2ZllJiQmMUi+H03KK0ZH0qvkxkJSUBSUASkAQuJmAcINIvjs5JIbJqCQzIx8gyzZnBeETkUpmdSGxoIRV54SRXDKJV95MQGUp+RQWxfvH0TmvQaucwGk2e8IaxBoL9M5jSaWnOTyQmqZbqtACKhShhlsSEaFKKqskMjKF9XItWP894fSaeIVlMzarR6edZNhoxTA+SE3Qej/hKFO8v/SjJvhdIKqghJTySzOw6CuODaBXaYqKR4IAQGgc06LW6tbIYx9pJCg1jFGhLS6Iwo4T0hBAKu2bRjDcQFJFNa00pCVFxDGgMK0NuyywbFxhuKcbF2ZeUtAxiwnOY1GrpyE8kJ7OI9LQ4Eusm0LYXkZiQTGFuAcnZYv/ZRUpjIsgo6Uar1THdW0ekVxSdUxr0unn0o03EeUbTr9OhKk4lJrZwTdwN16QQ6JXFEkayI2Moa9XA8hgJPqHU9quZHWggISyJ2socPNOaYK6dUPtABnRGapIDyWg2DdnO95Xi4hJCeUM5ES5x9HVX4BlfdMlw4RJ12UkkFw2g7ysk0CeJeb2G6IQ48otLiXL1p6yqjPCQcOrbBymICqRd6EZ9Bx7eAcTFJxKdlE9DWQ6R4fkKG/28EeNIG4khQbROzmNcNjLb30qQ4wUy6odvnchaXtAzNaNhUS6GfPEHX4aum8DinAaN3uSFcD2JzWnUzGjX3DOvJykZVxKQBP7aCCxNUJhZwpB6GeNMN1mZ9YqoGW0pIMAvhCD/KApK29DMdBLl64t/YAjhiXkMzMzTXZyMj7cvnhGptI+aviOWpprwOHcBH78g/EJT6JtdpLc0jcYh8V2ko7S4gKYhLaP1ufi6e+MXm8vwpIaa9Gg8vf0IT8pH1dlOYlQwvv7hlLaOmsSPUUdNZjQ+wREEhKbS2NhLU2k2KqEtlhfpLM/A19sPn4BYmodMnkdLMwOU5+UjvKH6K0ppahthsq+WIG9vLniHU9IxyaJhnMRgH0KTa1YEzwJtZdnKEFxoYgETsxoasuNwd/MiMDqTibkFxtuK8PEIICggkIySOlobGiivGVRadmG8jcTgALx8AqloG6KjJFNh5BGSjmp0ho7iJDy8gwj2jyC/upXV7bSnuirITq1liSXqCopoUcZvlxlrKsLP0xdvvxCquzRoB2pIrFCBYYDcmGzG55borMimWmVard8420tSeAiBwVFERRQwNd5BamkTQ211lJXXr9Rxie66ciqaxpkfayI7vZyFeT2FpSW0dvaSHxVCUEgY4cn59A1N0liYhTIaPNdPcmEtGoOWmuws5d6y1Gh8vH3wSypFPTNDUXwQAfEldLRUEOXjj294Mr0ThotFVmNaJF4JNZ/IR0HbnoZbcDgTq6Q/kVxvv0wMI7XYH3iLF57bwrbt7xJe3muqxFwffmY7efqZZ/jQMVH5MIkL7Vm+vLp1C1u3HyK7TRiLN7wMQ4Ta7eP557fx+gEHxewpri4vzpIbaMPuw040TV7cIJqWNN595xgplSaHyw2pXcOhkfrcHJKK+64h7pVH6SxNIDRfmJWv71UVFkVYUsv1JfIJx14crcH28Fts2/oMz7/8LpEFnaYSzI0QdHYPW7Y8w4cOMcyuTJBanOrC3/IQH55PQKP8IF+kKMqB7dueY8tzL3LGNZmJy0ym+rh+VhVhzvvHrGm9pPuJgmhVZdgc3s3RyPI1Movjrdjve5ktz2zFKrjA9Ot97ao8kARuAYFlk3VqPedlli81CBiNLC+t3ycsWSFBuWufrfW4lzlaXmLjbkvCgsVqnn+WkSn+svHSAmxIV0lvvSwbrlxyuMSGIl9ybSW4sWDi1KX5rpbz8rEVa9xaSZYuruefpfVfpLF2WuS1ltja2Y89WL7M99XHRrjk4n+B/5K7VoJGsXXTZS5tYLju+D7Xzcn9z/Hk82foEcJ7fpqxscm1dSu008OoxYSBMRWlZRU0tHbS0zf5Z1+IuplRRtUr+0AtLzA+OWYa59aPUVpQQE2X6WGtrQ/BysuTEe0coxMTKFvZGeeYGFezwCLaiSl62xooqm5DYzDQ01BBaXPfmvpd1o5SVlxAvSLnL1PJO+SUWlWi/HLIzE7l2B8e4F++tYMO4xLlF7Zzzz2/wNPHnh995V6OxHRiVFfw7Le/zIsnvTj9/KPc+/MjqDZ0uCL317n3O78lPCWXD566j8f3emHESK7Lfr731c+x6R8eJaF3xYlQ8FtUYf7sN9m06X9zJLDrBhBdINLagv3u5RgX5pgeGaahppzy5sG1dmVhhtqyQgqrWlEr3ynztNeUUlTbaZohs2Rgemqa7pZqCqpaTb9O5obwPXUKC690VBN6poc7aehdEYWGSSqKCqloXdlrbmmeqZlxelrrKCxvYHpDdVcrONHdQFFFJeFW7gRGtLCgn6SmtJC8iibUgufyHCXRFuy08qCp1+QDsTijojC/iI4Rk0/Calqf9Lu6q5IAX3cyczI4ufVe/vWBJ2nRQoPPLr727V/h6u/Mf977RfaGtMDyKBfe2czX/v5v+O8/OYBCaNlATV488dlFZAWZ8R9f/CxmCRdvI7MwkMeWe7+k9LNTzz1i6mcr2lzXnMFP/3kTm/7lATJNP3DXECwPlfHO5of5+89s4nO7PFfOGwg99BTffORVfD0Oc8+/fwungg2zndZiywNJ4K+bwNKCnslx9dVqgr/uSsnSXTeBNZGlyovG1SMIfx87PArGQV2HuY0ztcqzaoJAWzfSCrMJ8T6Pm7cnh94+wPnoupWpoevlGKmK4oh9gjJzQN9djqO9H219vQTancPc3oGzZ2xIrlWhbU3AITic/tZiDjjY0S183cZrcToRx5BxiOBDlrgGhGJ+9CBHzvkQG+nLe7sOEl08ilHbT4jneaydLmB+1pa8tvH1AtzBR12+7/GFv99C47wah98/zA9eC1Bq67DlSzyx14fePA/+/QuPk66GuQpz7v/q3cR0rv/6CXvvEb73E3MlTof3Hr5w/zYa1Av0tzdR6HuCu+76NfGq1eExI7meR3npnRd45DM/5FTEigXtuvguEO/kwJnwBsZbsrHZb4dPiDf79+4jqnwYtAP4uThw/IwN532SGTboqI4O5JytE2ctrHFJaUc/VY/5B+ac9/Xj1PGjWAfnMDXRxqFntvCn3XaUdk7RmOXP6YgqljQDhNjbctrOCYsz1kQWtrCs6cXKwQIn71Csjh3ikE/RmhOqqFpvTQKHT5zF2deHU3vOEJjQzvR4A17u7lian8AyNJOZhRkiLLbx4LM7iStuYnawgyA7O+ycHDli6U1J7/q07uvCdZ2RVTEf8MXvPErl5DLur36eh14/p6Ro9+KP+MYr7swbZ2htasLvvS1887H9DGzIz6CeoCrelocf+iFepcKzY/01lGTB1/7pZ6RrYK7sNPd/9VvEie6x1I/Tntd4fcvvuevR35B78R7KGKdV1DZUsHfrf/JPb7ubElzsZ+dPP8PT1lnCzsX2R+/lZ6dS1zOTR5KAJCAJ3MYEVkSWjnBXG3xKJhktCeeEdRh6lki5YIN3fj+69lQsfbOpSnbGKjhdqW6izVFiGi4zhKTvx9nsJHlDCzSlueMQXU9V+gWOBpWaMPVmsdc8gsqSSFzCoxhoyuZty7MoEwpGKzn3fiiD8/2477alXsyE6Ejg/ddPIJYmGU5zxDk8jZrkMD7Y50h1zwCRjgfYfiHjNm6CKyv60lQZ2398D1vOprHING/+8rt8Z1egEtnrnc/zs7fOUBJ5jv951y/JmoCFRlseuPfv8Kte901SZTnz2A9+xItvv8cbv/oOf/vtrZSsLK0ylmbF1772K+JVJtPOULEvz/5uB8kFCWz5m/s44NXwZ1bLKyv5xrtWRFZEI4MVKdiaxSsXhzKtsY3NpzHJlcOO0WsOkQwWsPODj4gq7qI63Zd33rCmrq0Sq13uJkGw2MmHh6zIHZwiy9ER3xSTECyPduLDwDLai7w54JFpKsBEGR+c9KKhqZojzm5UC6dRTT1Hd3maLLfirqVxvA+aEdtkssRmOrjiHWEaLtRMjtGaG8Tze49Ro9MlFrMAAAnrSURBVIbR4vO845OopF0UbsFrp0PoHujiwv73OOtVeut/zc7U8NZP7ufpY9EsLM9z8slNPLbTRilvyFu/5t9+Z67MPBInkj7awtd/slFkaYgy281Pvv8t/s8Tu2nQGqgJtuXpx3/Kaf8UykLP8Ler/azBhge+/VkimuYp8NzL795zoiDyKN944FEyuuepjjTniac2c8A1e8VaOc+hbT/iH1dFlraRF7+7iZfsRDsZOPrzH/LoB2FKOeU/SUASkARudwKKyDKO17D/7R1Y+icQ62vNc68epGwcDD0ZWLgEE+TlS2z5GHMT1VhYOxOXkU1UeBZ9M+sP8I0gKhP8sXaPI8jFlcYpIzkhR7AvWvmdPN/K+4cDyMgKwjUimv7GbN62tkIlDC5TddjvD2dwfgDffa406kHXksSpd60QIw9D+R74JieQ4+fF7rfOEBARiX9oFKmVvbf+obYRwA0+NozWsm/zj9n8vtvKg1GDxa8f5P9u81Zysv7d1/nNe+GoSjz59394lOQZ0BSf5r4vfZ9EMbt2w0s91EJpRT2hh3/PFx/ftSYwJjJs+PrXnyRdMVos4L/rN9x93+Ns376ZL2/6O3745Bm6L3bX2pDqlR6uiqwGBiszcLFOVyyhw4UXcM3MIc/jNE7Bpqm8IkVDawwv7t2FY0A0gSEhxGYUoWqtwPFQlDJVFqawOOJATLOKFDtbvFNNIqsixpnDQRWUJZ/lbPqqT1UfHx12I7e0EDPfQOqEv5C6Eft3/VkbITV0YPvOeepXDFHFXoGERtRRX5eEnWsgLvan+eM7p6iZhf48W3Z4m0RWiudeth5zJiQ8UilncfMl42RXiucG3WccbeLQ04/w+3cvYPoZZMT+5X/iB69aKzlYvvAD7n7ddc0KnXr0Wb7x2Ecr924oxEIf7zz2H/zCLJLe4mRsTh4nIq+GnnQn7vrcIyTPgrroJPff9SjpVTXseeI+fvDr59n25Pf5H3///7PDKZWG4ljMLSwJTG9cEekGjrz8MJ/f42vKyDjA7sf/B3+0ED+UZtj2yN382vLO/9G0gbI8lAQkgTuYwCZYojLiHPvdU1D1qejtVxFj8xEng8qUaZkB+7by8z3W9AkDx0gWZ04exy00hbzqVmYWlpnpa6Csqf8iRMaxFg5t/QVbbfOV853FURw46UVlYxOF0c6cDspDVR2Jlbcfo30N7Dt+mKiyVtqLYjj4ZgADhn7cdthRowVNQzQfvnYCkUNfhj0O4Sn01eRiZedGZYeKnr4BRmYu41hzUYlu34Bxqo4dP/xbPvOvD2HtHUFoaAoj80uUe+3iW3c/yEmLIzx4zw84lzXMkq6Olx/4Kk/uOsW7f3yYh7Y5oZkf5Ozbz2MZ14qmt4SA4BAifK157HvfYad7HkssU5MSwO7fPcimTf/A5v12VA7oGO1qp6GuhvJUO+7b9Dm2ncxCu8G/69qILhBpZcHhwBr6S5OxPRmv+Ov1Z1lhGZXNaH0qhywcyaxqprm9k+mJdhwtHYkraqVX1c/whAZNfxmnd9qR19FKTXYwB63c6ZpfINPOgqO2ifSNqCmOsmOPdxFjbVkcPOpCSVMT5UlenPCIY7S/gX2OrlSKNfumqznzpgddqyOk6Il1PIJVaB5N7S24fmiFb0Aenu7vYZHYzlhHNq+8d5LiCRguc+GFEza0qEZpKojG7FwEzb19qFSDTGkXbpnoX5qpY/fDX2LTP/wAc+9QgqKSUOmXqQ/6kLu++SgnbI7wo+/cg1mc8LGbJsHThj/c9yU2/a9vc8AznoGJMeIvWOASEIaf0yG+++V/5lW34ouae2mkhBe//xWe3H2KvaKfvWDLuE5NT2cTNbXVRJ5+mr/552/gXnzxMCNT7XjZHub+r3yWTd/6CRcichSfwCSzZ/nG9/7E2TNv8p1vP0SA0jgXZSkDkoAkIAnclgQ2wQIVCUnU9a077Or6SgnMqFAqJKaqBiTXi7EU+stSsLR2xcffn1NHDnLcsZDuplSCs+sueajoyYkKI61BDPKJ1yJVyQGcPGWOhXMYXdpllsfqyCwpUXy3GjLDOHPqHK7+QcSE16JdmqEkMp9BA8wPN5AUnqZYcKbb88mtaBKex7QUxWFufobD5jYEl6tW8rnz3uYGKjj1+nZ27t7Lnl1vs3PPORqUFdqmiHY6yPZXXuVsYO7awm79VVHsfeUVtu89S8WomPYwyumXHuMF5yJmu3PY+9ZrbN++HXOf1BVfJCMlgfa88cab7NjxFm+8e4jCNb8s0XTduO00J0Ux/VwvXyP1OdmkVA0yo2ohL71JGUKa6cghq7pVSby5IIZTZyyxOO+lzE6b76/F+ZwNx05Y4B5RzNhQHWdePY6NlyOnLd3IbzPZamY6y7AyO0d0Tic9bcXElJoc9Zuzwzl92pwz9gE0iqmshmHi8ovpFz6A+gEyI0rZOKFyYbwJN3sbLJwuEBSUSWvzOKMdBdhb2ePh7oNrTB7io7I8P0iAoyW24fnojFCXGozZKQtOmDmR3XzrfAQXRgo5/cGra/1lx6GzFI0JM7GWRJfDvLT9Zc74Z5tWW14eI8jsAG+8+RY73nqTD6y8GdLqSHc7zOuvvcb2V17muEMM4+tufWsdYGC1n71rQcXQ6vYfpsualkQOWzrStf6VYrow1cLxA7t4860d7HjzDU67RZj6ra4fn9Pv8PL2V3FNql3LQx5IApKAJHC7E1hzfP/LFVkg00NsEVDK2Pg4FYl+nDiXvj4r7C8nIO+4JQS05Ab4ktN+Gf+5W1Ke68tU31WA+btha/5E15eajC0JSAKSgCQgCdw8AlchsmBxZpCkcD9sHZ3xiclmaO4yP3FvXlllytdEYAnD3HU7U11TzjcjkmFKRXZKnRRZNwOuTFMSkAQkAUnghhK4KpF1Q3OWiUkCkoAkIAlIApKAJHAHE5Ai6w5uXFk1SUASkAQkAUlAErh1BKTIunXsZc6SgCQgCUgCkoAkcAcTkCLrDm5cWTVJQBKQBCQBSUASuHUEpMi6dexlzpKAJCAJSAKSgCRwBxOQIusOblxZNUlAEpAEJAFJQBK4dQSkyLp17GXOkoAkIAlIApKAJHAHE5Ai6w5uXFk1SUASkAQkAUlAErh1BKTIunXsZc6SgCQgCUgCkoAkcAcTkCLrDm5cWTVJQBKQBCQBSUASuHUEpMi6dexlzpKAJCAJSAKSgCRwBxOQIusOblxZNUlAEpAEJAFJQBK4dQSkyLp17GXOkoAkIAlIApKAJHAHE1BE1oxGx/DYFCPj0/JPMpB9QPYB2QdkH5B9QPYB2QduQB9QRNbIxDTt3QN09g7JP8lA9gHZB2QfkH1A9gHZB2QfuAF9QBFZC4uLzM0b5J9kIPuA7AOyD8g+IPuA7AOyD9ygPvD/ACbbYUA/fFdWAAAAAElFTkSuQmCC)
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)
Term structure
Term structure of Futures: A near persistent positive cost of carry dampens ETFs based on Futures in the long run. Similarly, a near persistent negative cost of carry boosts ETFs based on Futures in the long run. This occurs since the cost of carry (whether positive or negative) eventually decays to zero by the time a Futures contract expires.
Using machine learning to spot trends early
Now, let us turn our attention to the machine learning (ML) aspect. How can machine learning sharpen these ideas? In the absence of further knowledge, we can
represent the above phenomenon as random processes (time series concept) with unknown parameters and allow the ML algorithm to arrive at the actual parameters. For instance, you can represent a trending time series process as a self-exciting Hawke’s process without knowing its parameters and allow the ML algorithm to choose the right parameters for prediction.
Finally, what are the nuances to be kept in mind while using ML to solve problems like these and other market problems in general?
1. Try to model market problems as classification problems rather than regression problems.
2. Pay attention to the confusion matrix. There are bound to be false positives and false negatives. Take a call on what is more tolerable and do your problem framing, feature selection, and algorithm selection based on the same.
3. Keep a healthy amount of data as test data. Make sure this is not randomised. Shuffling of data can work in other domains but not in the financial markets.
It is a good idea to opt for strong fundamentals, drag and negative/zero cost of carry, and bet against weak fundamentals, positive cost of carry. How should you decide what fundamentals are strong/weak? Easy: let the machine figure out that for you as well.
What might our passive portfolio look like? Here’s a tentative one but please do not take it to the bank.
· Long global tech
· Long US equities
· Short emerging market-levered equity ETFs
· Long online retail
· Short brick and mortar retail
· Long precious metals
· Short-levered industrial commodities
· Long developed market currencies
· Short emerging market currencies
· Short-levered agricultural
· Long electric vehicles
· Short crude producers/refiners
To conclude, we can say that machine learning is powerful! What is more important is to use a nuanced approach while incorporating machine learning to help drive returns in the capital markets. Machine learning is not a magic button, which you can press to instantly put money in the bank; instead, it can be used as an optimising technique to help improve an already existing, sound idea. If you do it right, you will find yourself cultivating an edge that others are not privy to.
(Penned down by Raghu Kumar (Co-Founder) and Bharath Rao (Chief Investment Officer), RAIN Technologies)