什么是 NUMA?

Non-Uniform Memory Access (NUMA)非一致性内存访问

NUMA 是一种替代方法,它使用高性能连接将多个具有成本效益的小型节点连接起来。每个节点均包含处理器和内存,很像一个小型 SMP 系统。但是,高级内存控制器允许节点使用所有其他节点上的内存,从而创建了单个系统映像。当处理器访问不在自己节点内的内存(远程内存)时,数据必须通过 NUMA 连接来传输,这种传输的速度比访问本地内存的速度慢。顾名思义,这种技术的内存访问时间是不一致的,而且取决于内存的位置和通过其访问内存的节点。

AMD Hyper-Transport (HT)

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)

Intel Quick-Path Interconnect (QPI)

![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAowAAAG/CAYAAADSNYZIAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAPBLSURBVHhe7J0HYFxXlf6PykhTpFHvtuXeux07jhOnhzRCIKGm0MPCsuxSF/5L77AshABLSyAsJISQ3ntx771X2eq9jEZTJf3Pd948eTQeSTOybBWfX3It6c17d+657717v3tuS+hmSFEURVEURVH6IDH0U1EURVEURVGiktDe3h6zhxHOyISEhJ6gxIbpxEWeJSYm9so78/fwPDXPD3f+hl9zLsB3dXV19frOaITbcj7A94V/VyzfG5lG/DSPRdoXfo750wwjDaTdvEfxpi8yTy4Uwu0eqff1Qify2dR7dG4JLz80r+PjQs879TCOEEbaw2cW4pE/LwRGsq14TuIJJrDpQrqHiqIoytDS42F0OBxyQFEUJZyDZbX00z+9QnuOVVFSYm8hqowsurq6KTkpka5ePoM+f+fVlOW0hz5RFEWJTqzOBBWMiqL0y8/+8hr95dmN5LClUHdXZ+ioMvJAd1kil+pJ5PUH6I/fvIMumlMa+kxRFCU6MQtGl8slZ6alpckBRVGUcL73xxfo4ec3U3amk2wZeVxqJKCECX2qjBQgFoMBL3W0NpLH56c/futOWj53YuhTRVGU6KiHUVGUIeEH979If3tuE+Xk5FD+5PlcaiSqYByBJCQmkbe9mRpO7iWvv1M8jMtUMCqKMgCxCkaZ9KJjkhRFGZhu6uoMahjBQYcMKIpyrkiMnE2pKIqiKIqiKOHosjqKoiiKoihKv6hgVBRFURRFUfpFBaOiKIqiKIrSLyoYFUVRFEVRlH5RwagoiqIoiqL0iwpGRVEURVEUpV9UMCqKoiiKoij9ooJRURRFURRF6RcVjIqiKIqiKEq/JMa6h6CiKIqiKIpyYSJbAyqKoiiKoihKX2iXtKIoiqIoitIv6mFUFEVRFEVR+kU9jIqiKIqiKEq/qGBUFEVRFEVR+kUFo6IoiqIoitIvKhgVRVEURVGUflHBqCjKBQPm+PkCndTuCVCHLxg6qiiKogyECkZFUcYMwc5uDl3U2RV9Q4J2T5DeuXw8feeuRfSF98zBMhHUFbZ5gXl9eNC9DRRFUVQwKooyhki3JVOGI4XsqckUqfMg/JJYIC6ekk0rZ+fTkqk5RFhVjI8Hgl3k9XdSWuj68ADRCK+koijKhYwKRkVRRj3wEsKr+PUPLqDf/dsKuufG6Wd0Obd7A3Trygm0ZFquCMTvPbyL/AEWg/x7ZloKzZqQQT/9+FL625cv47CKHvrKKvrjv19CK2blUUGmjTy+TtGXiqIoFyIqGBVFGTNkOCyUbrNQmjW5V1eyMXaxi38mkCU5UYLbGxTPYX6mlb74njn0i3uW0YQ8B+060UzbjjbS5kMNZE1JEhH6448toVnjM8jP4lJRFOVCRAWjoihjBoxBBJFjGCEWp5c4aem0HPn7jZ3V4nHE5JeVs/JpMbqnmSfXn6Iv3b+F/vOBrfLz3if3E6IqzLLR7ZeVUovbL+JTURRlLNHNLeyBggpGRVHGPN5ApwhGGbfIPL2pnCobO2jB5Gy6amGRHHty3Un63fOHyGpJonS7hbLTUun5zRV071P7xbM4rdhJ1y0ppg6fjmdUFGVsgd6XgYIKRkVRxjzJiYmUmGi4BgOdXSIKucFMJTl2EZJgw8F6+cySFCoW+XR0SW84UEfBrm4qyLLRvNIs8VYqiqJcaKhgVBRlTIPZz8XZVvrMzTPl77++fpx2Hm8iW0qyCEQTzKxOYlHZuzPbOG72QsNTyQ1tRVGUMUU0j2JkUMGoKMqYBeNukpMSZWY0JsIATHSBiOTyT1EURYkRFYyKooxZMPkFayt+4vrp8vfxGhcdqmgjW0qS/B1OpGfRpK/jiqIoFxIqGBVFGdNgwoq58Pau40205XA92VINwYguaBOszWjOsjbpYsEZCBuzCG+lCkhFUS5EVDAqijImMZaCIPqXm2ZId/TB8lZ6ZmM5ZaWlynFMaNlxrIle3FIp53/y+mk0sSCN3N6ACEws1J1iSaLPvHOmTJLZd7KFnt5witJSja5tRVGUCwkVjIqijEngO4Twm1HiFM+gx98pXdKWZMOrmJyYIOsq7jrRJF3XkwrT6Tt3LaQpxU4qzrZTQZaVvnTbHLpsTr6MdzxU2UrlDe6e6xVFUS4kVDAqijJmcIQmtqDLOdDZTVNZ/KHbGcLxWLVLZkbDuwjwI9ORQm/urqEHXz0qHkTs9PK7z66gBz6/kv7vS5fRZXMLRGS+uLWC/sLnZDkM76SiKMqFhgpGRVFGPfD5wQv46vYqenlbJW04UE+dXV109zVTaFyug+pafPTnV45QSvKZRR66m/+5toy+9MBWenRNGb22oyoUqukVju/rf9lO//P4fhGYOrNaUZQLFRWMiqKMemSNMA5/fvUo/eSfe+mZDeWyUDeWzwEYr4j9o6MBEQjRmJKUSH944RD98B97QmE3/fjRPeTyBGWmNeJXFEW5UFHBqCjKmAFd0k67RcYk3rJ8PC2bnit9z3988RAFO7tEWPYFPkqzWeT68BA+k1pRFOVCRQWjoihjDnMrP3QjVzd7ZGcXjD1UJ6GiKEpvsKJELKhgVBRlzAHPIJbA+cS96+k/fr9Z1ljsq0taURTlQqa/npdwtARVFGXMgeIPC3a7vUEJsbWfFUVRlL5QwagoypgEk1SSk4ygKIqinB0qGBVFURRFUS5QtEtaURRFURRFGRJUMCqKoiiKoij9ooJRURQlTtCBg7UeW91+CZiFjTGTXWHHMOlGl/FRFGWsoIJRUZRzAmYmY3kvj7+T2j2BXgEC61xrKXw31heLdY2xeAh0dlFOeirdc8MMCdizut0boMy0lJ5jM8dl9Ow0oyiKMtpRwagoyjkBQg1L2rzvson03bsW0ffuXizh23cuojmlWeT2BUNnnhvw/fACIgw1/mA35ThT6YNXTJIwrcRJLhbCEIzmsZnjIRi7QlcoiqKMblQwKooy5EA8LZiUTb/514vp4++YRpfMzqcVs/IkXDonn0XjAppe7DxnHrh2FqrXLSmmez+1nH768aWUbrPI1oBDBbqaw4VoeJe0iXZJK4oyllDBqCjKkAIhBe8ePGwzxjmpud1PX7p/C73/x2/TbT94kx589Si5OgJksSTx2YbAgrDyBXp3XeNvU3DhB+I1Pwt2dpPHF+z52xRnOA+iDd+Z4UihqcXpNHtCpsTVxt+J8/yBLrmmg68PjxO/93wf//SFzjMDxK35+WAw4uzbRvScwyOL4xCg5rlIp6IoynCjglFRlCGji1UP9M+dV02hO66cLMf+9MoR2nKogdpZsHl9nfT4upN0z30b6ESNi2ypyeL5q2/10eTCdLpqYVFPmFiQJschDiHmMlkAXrWAP+NgT02iBVOyjXP578Ism3gVO/n702wWun5pCU3Ic8j3QySunJ1P1ywqptJ8B00u4u/haxZPzaFUFq1mnNlpKT3fhe+dkGfvlR50O+M4xi/GIxxxLuLFtbApPE7Y7OowBGFKciKtmlcgaUF396QCI53LpueKmDztu1QURTn/JLjdbimH7Ha7HFAURQnnB/e/SH97bhPl5GRTbukcLjW4nQkFEwV4xvIzbfTnL6yUv/efaqF7nzpA5fXtIs6AIX66pQsXYm48C7vFLP5uuGhcj8gDEJQvb6+irUca6GiVi1bNLZCxkODt3bUsrvJZjBnKbW9ZM/3gkT1U0eimi2fm0X9/fKkcj+TJDacoia+55eLx4rnbeLBeRBn43sO76LWd1TSFBeWyGbl0DQs6TGYxqWzsoOc2ldOu4810oKKVFkzKons/tUw++8WT++mxtWW0iO349WculmO/fvYgPcHi2JaSREU5Nlo6LZeuW1wsItHkVF07fe/vu+lwZZscN/Nt29FGmVQDgVnX4qWP37tOhCfyrC8SEpPI526hxvID4g394zfvoGVzJ4Y+VRRFOTvUw6goypCC7mhzbOIGFmT7WDRaWTSZhAsfnAeR+KkbZ8jPJ9efYuG3m55lYTaJBdS/8PGiLDv5+Dx4/kwun19Af3vjOP39rRPy99yJWTIuEnGcqnPTTx/bK2IQQMQ+8PIRFq776eWtlT1bBdpTk3vEIoCQ9Qc6RfDieyEWX9xSKel5bO1JKsmxSzoh4tAdHiuwETYgTojCp9jG77I4fXRNGU3IT6Nv3rFAvJeIEzPKwZKpOfI9YCjHXiqKogwWLrcTelrpiqIoQ4nVkiRdrdEckhhLOKkwjT58zRT5G13Vv3nuIL24tYJ+9cxBenpjuRz/xDum0TgWghB+Jn957SjdzyLwDy8don+8XSbHZozLoKJsOzW6fPTI2yfEuwnQHfzilgp6nEUfPJGpFqOdjDQdLG+lz/9hC/3nn7bRXj4fgu6T10+Tz5/na3759H5Jz++eP9jzPXdcNZmms8BD+gcCaR6Xa5eJPwBxQry+tK2SNh1qkGPjcx0iDuFtNYE4/uvrx+jff7eJ/vvxvZSYmNCvd1FRFOVcox5GRVGGBYx3dFiTWVAZ3dAn69wisPIyrOKVK693y/FSFlPwBuJ8k2PVLkqCp5APldW2h44a3rgkFleY8GJ2gUNnYVyj026RY2Y0DW1e+sE/dtOu402041ijLLbtsCVLlzSoaOigDl+npCfIAs78HngaMes6PD19AW8r0m56C6+cX0h//9rl9MaP3kE//dgSOQbCZ1cDeFj/zKJ438kWOnCq9ZyvWakoijIQ6mFUFGVIgSfM7ILGTF9zBnM0woUSPJEQe9Bh6DbG3wDnRIozCD98DzxvKSGPYbzA8ygikUUrRB2+G99lejLx/UgHvhqfhX9PePf4QCDt5vmYqY2xmSdq2sW7uZPFKgJmdZtd5QDLEnVy+iB0w7vzFUVRhgv1MCqKMmRAwEHsvL27Rv6ePymLSrJt1OE9PebPXOIGgi1cJGH8HsQaxCV+muMgEacISflrcED0RWhO+Z7kpN5FIL7LEhKq+H5T7GJmtDm+ECQjPTEmCGlHAA+/dZw+8j9r6T/+sJm+8Mct9Pnfb6ZP/3oD7TnRxMLVIucAnI+0KIqijBRUMCqKMmRA6DS1+2Q8IsDM4G/dsVC6iCESm1x+WjY9j776vnmyxA08bRjPB25cWiLdz7XNXukWvnZxsRxH92xts4csEeJuIMLH/EGkejnIkjihY5FABKKbGhNvAJa9wTqSSM+4HAe9c9k4Of7qjio6We+OybMJQVrb4hUbwA1Lx9G8iVkyiQeTXLC0z7c5fzD+0uPX9RYVRRm5qGBUFGVIQfdueYNbZhbDizinNJN+fs9F9KtPL6ff/Oty+s/3zpXlZXIzrFTDYmz1ntqe87Aczm8/ezH95ONLaNb4DDn+1u4a6bINF4zhYjDcExd2mK81upbRpfv9Dy+i33xmOb1rxQTyhCarmJ5EE8TT5g7Qm/x9+N4ZJU768UeXSHp+9omlNG9Slhxft69OlrrplR6+Fh7H8O/HMQSkHTbgWtgE27D0DnbB+foHF9A7lpRQfpZNvKpmN/zZelQVRVGGGhWMiqIMKfDUoSv3oTeP0cd+sZZW762lrLRU8RpOK3bKBJL/fe6QzFjOz7TKBJaP/nwtvbytUiamYIcYdM8+t7mcPsLHMfkFx33BTmpo80mAtxDiDOOv4akzjweCxm4t6bZkemL9SXptZxU18vHiHLss04MFsZtcxrkQfZFgPGN1U4d871MbTskaikgPPKSIC+k8UN4qf8NG83uRBkzCgSg0j6EbHsIWaYENiBOeRtiGHWiQF+iS/+sbx2j9/jpZxLy62SPXolsf60UqiqKMFBI8Ho80ZK1WqxxQFEUJJ56Fu8ORCSSdXeLhixwriC5ZAJGFCSEQXzYLnxfm9ZNxjCwM4XWD8IJ+MuPBhBBzIgw+kxnTDLyK4unj3/Hd8CKGfze+C5+ZHsFoaxwiXqQHSwKFeyFxLsYxpnB8uD4yPdhlhg9HTWNfcQKs/cjJ4usSWGzzZxwH0hk5c3ogdOFuRVHOJb1LLkVRlCECogqzmSGcIGDCAzyDpmiD4IOQguAKPwciC8fN7ucu1nbmZ+GzlPH76WuMY/gB4Rb53RB9EJL4HeMao2GmB98ffi3ikvRAFTL4rp7P+A8c7X3stBjtK04EIF3QuJbThGPRhKyiKMpwooJRUZRzCgQWBFF4CGnAXoinMOwcUyia4M9o1/c6HjpmEvndiDP8e/rjjPREnI+/zM/M9PQ+dmb8kXFGnmcei7RdURRluFHBqCiKoiiKovSLCkZFURRFURSlX1QwKoqiKIqiKP2iglFRFEVRFEXpFxWMiqIoiqIoSr+oYFQURVEURVH6RQWjoiiKoiiK0i8qGBVFURRFUZR+UcGoKIqiKIqi9IsKRkVRFEVRFKVfVDAqiqIoiqIo/aKCUVEURVEURekXFYyKoiiKoihKv6hgVBRFURRFUfpFBaOiKIqiKIrSLyoYFUVRFEVRlH5RwagoiqIoiqL0iwpGRVEURVEUpV9UMCqKoiiKoij9ooJRURRFURRF6RcVjIqixEEC/88BPzWMrNBzXxRFUYYeFYyKosRBN//PAT81jKzQc18URVGGngSPxyMljNVqlQOKoijhfPf3z9PDL26l7AwHJSanhI4qI48E1oyd1BkIULvHS/d/6066eN6k0GeKoihnhwpGRVH65dePvEW/fOhNSkpK6LPDMzk5mRITY++w6Ozqos5gMPSXYpKUlCQhVro4H4OdnI9hjsWu7gRKTU2mv3z3blo0c3zoqKIoytmhglFRlH45Wd1ET76xk1pdHhaGZ4rCzs4uamxsJC5LKEHG0fUPRI7T6aSsrCxj2J0ioEe5pbmZ2lyumPPRbrdRTk4ui8zT9yUQ7KLS4my67aqF5EyzhY4qiqKcHSoYFUU5a/bs3EaVlZUxeceCwSBNmz6Npk6fHTqimJw4epAOHz4Sk7cW+VhcXEQLFi8LHVEURTl36KQXRVHOCr/fT25vgDz+zpiD2xMQD5lymu7ubmrnfImWX30FtzdIPp8vFIOiKMq5QwQjCipFURRFURRFiYZ6GBVFURRFUZR+EcEYywBrRVEURVEU5cJEPYyKoiiKoihKv6iHUVEURVEURekX9TAqiqIoiqIo/aKCUVEURVEURekXFYyKoiiKoihKv6hgVBRFURRFUfpFBaOiKIqiKIrSLyoYFUVRFEVRlH5RwagoiqIoiqL0iwpGRVEURVEUpV9UMCqKoiiKoij9ktjd3R36VVEURVEURVHOJFG3BVQURVEURVH6Q7ukFUVRFEVRlH5RD6OiKIqiKIrSL+phVBRFURRFUfpFBaOiKIqiKIrSLyoYFUVRFEVRlH5RwagoiqIoiqL0iwpGRVEURVEUpV9UMCqKoiiKoij9ooJRURRFURRF6RcVjIqiKIqiKEq/qGBUFEVRFEVR+kUFo6IoiqIoitIvKhgVRVEURVGUflHBqCiKoiiKovSLCkZFURRFURSlX1QwKopyVqRYksmSnEjJSQkxB5yfmKjFTzgJCUa+RMuvvoIlKVHyX1EU5VyT4PV6u/FLamqqHFAUZeTS1d1NHR4/+fxB6uzuogT+b7jx+/20d+9eqq2tpaSkpNDRvgkGgzRx4kSaOXNmL9HYzbbZrBayW1MoaYyLyQ6vn7w+voddnfyXcQ9h/6GDB6ns5MmYxDTyMT8/n+bPn0cpKSOj/IYNKSnJZE+1qJBVlDGGCkZFGQVU1bfSsYoG2nnoFJXXtFBdUzv5AkFKHGa9CMHa2dVFXI5QMBCAmyz0ST9AVKSmkNVqDR0w4GioJN/JIZPmTRtHU8fn0sTinNCno5/mtg46UdnI97CcjvO9rG10kZuFY3iWIR/9Pn/M+ZjMosxqtYnA7ub/hpvOrm7KzXTQOL6HsyYX0cyJBTRlfB4lJ6k3WVFGOyoYFWUEU1HbTK9sOECrtx+jfceqyOcPsDhgmcZ6ApICHp3hRtKSEKcg4HTDW2qC7ljAeoM6O7tECM0oLaCVC6fQdStm0fTSfPl8NNLa7qE3txymNzYfoh0HK6jF5RYBBYvFbM4HMycSjcwM/RUb3d1diGLYMe8h0oJ7i3tZyoL/4rkT6Vq+h8v4p6IooxcVjIoyQnlryxG6/8m1LBSrufLtImtKMiWnWMliTaOk5BRKTEriYOEz4xMYI5GuzgCHTuoM+qnT5ya/z0P+QJCCwS6aMamQ7rxpGd165YLQ2aOHAydq6Hf/XEPrdx8nrzdAtpQksqSkUrLVIfcyMTGZEpI5jIHh5N1duH8B/sn3zddBfq+bAsEgef2dVJybQe+5ZiF9+J0Xy5ADRVFGHyoYFWUE8tALW+jPT6+n2sY2qWBT7elkz8gToZHEIjEhMUk8Ovg5FujugpeMA4sOCI6At4M62urJ524jj9dP6Q4r3c1i457bLg1dMfJ5a+th+s0/3hbRCLFvtdrlHqbYnZQogp+FongUE3u8c6MZeLuN+9hpiP+AlzxtDXwPW8jj8Uq3+TtWzqEv330tZTptoasURRktqGBULnhaO4LU4ccEkuHFYU0mR2oCPfrKdvr139+i9g4PORxp5MguJFt6juFNRCJRMctbK/+MIYyudvmHTeti4ehrbyZXYxV53O1ksSTTJ1kwfuxdl1DicA/eHIANu0/Q9//4IpXXNJLDZiN7Zh6HAkpKTmV9CPtC3dDGjRxDsG3yv/ETDQC/p53aGyupw9UqYxxvvGwOff2TN5AtVT2NijKaUMGoXNAcrOqgB16vphP1PkriCg6V3HmH30C8hLPHp9MEWws9+dJqKq9tobS0NErPLyWrI1NOGgnjFc8nhtctgXwdbeSqP0luVxs57Fb62sfeQTdcOmfEeuUwoeUb//sc7T1SQXa7jdJzS8iekc/pTQzdwwvoPvI9gt3oonbVn6L21kY+lkh337ycPv2+VWRJTqKyeq802kRkDhO4I9DxBZkWyneqkFWUaKhgVC5o/vRGDf1jQz05UhPF+zEscEVlSbZQ0Oui2qNbKOBuolSbnZz5E8mani1emguZhMRE8rNobK09QS6Xi6aXFtAvvnQ7jSvICp0xcggEO+k7v3+enn5zN6XZUygtZxylZRdD7rMquYCEYgQiGgM+asM9bG0iZ5qV/vvfbyVb9jj6+TPHqaYlIF7j4ZKMuDVof8wssdHnbxpHxVlaHypKJCIY0eqNXOJCUS4E/vhaNf1zUz3lpllofG6qVBrn0wGE7wt2EZU3+qml+gg1l++VcYnO/AnkyCzkiow/VEQ0elrrOI9OkNcfpM+8fxV97NZLKDmGdR/PJ5v3ltEX/+dx8vr8lJ5dwPexVMTSheYdjgbuYaDDRU1VR8jV7qb3XjOfUgrm05rDHWS3JPSaNX8+wbfitYfHut0bpB99aDItmpgmnymKcpoR62HErNBDR3bRqYrjMS1iq4wdpLXPt7yksJSKCidQVkZu6JOh5/7Xq+nRjfVU6EyhpVPTCcvFnc96C91gvs5EWr+/hmqObCa/q5FS0zIpq3iajFlUwRgCoqszYHgZWxqoMCeDHvjOXfzTGTph+IHg+e7vX6Bn3tpFNpudMounUoo9ndN9YXuIe8OirLGC2uoryemwUM6ki6jTXkS25CBNKbCJcDvfshFLGblYKJ6o85Iv0E3f/8BEWlCqglFRIhmxgrGWC5Rf/Pb/0cGjeynIBe5wjm9RzjcYr9dF06bMpXddfwddsfKm0PGhxxSMBSwYF01K48bJ0AlGxBPs6iaLDI6MDiorf1cCrd95jKoPbuBrOimzaLJMkMCMU+U0iYlJ1NHWQM1Vx6iL8+bH//5uunr5jNCnw09Di5s+9q2/UkVNA2Xml1BGwSS9hxHAyxj0eaip/CD5fR2UVTKbnEUzKM2WREv4/RsOwYh1TRvbA7SzrJ38QRWMitIX4robiYPHm5rradf+rdTubqVA0EOBTg0XTvCShyuTfQe3U1XNydATMbqAWEy1JFBRZkr/ApRfva7OIHnbG1kEdZIl1cbBYXyg9ALjAC2pdkqx2jlPu2jb/pOcZ+dbXvTN9gOnqKXNTcmWFE5jOh/Re3gG/DIkJlvE84oxi/6OJll+B3mFxlV4wJhif7CLXN7OntDu6zzjvKEIwzZ+WVFGEeJhhGBMSRlZM8MOHN5Jn//GHZSU1EVZeXauKMbGenPKwHRyK7+l0UMed4A+/P7P0Z3v/dfQJ0PPufIwBjq7aUJOKq2Y4aQH36wlS/Jp8YBu6FSLtNVkuAXGu7325hpqrS+XdfqcBRNlrUXtjo4ADVu+Oa01J6itqYaWzJlIv/7qByjFMjLKht89tob+/NR6SkqxUXbxVBG3eg8j4XvI/3c018rwAjSOcqYsp6zsbFowoXeXNN4he0oizSyxh45gUlE37SlnUY4JMjh5CICHsak9QHtOuc+bh7GTG4n7Dm+l6rqTbDOXBUNkizLC4YcbDd+87EKaNW0J2axwDoweRrRg/MI37qQkSxfll6RRSio2su8Wb2hiUnyFBcpseCJODzxHHPwvRxJrPLhU4pCWqFGsYT01mdkXR1rQQyVeETMtfLFs9Wboh5iQtHBhakRhpAdCB+kZnD0Gg8nbaPYgT5CeWDmdFvlLBGNDXQe5W/0iGO+4/TNy3rngXArGwswUevdFuXS4ukO6nk1a3EHadsIl+YQt4twdXnrl1VepvbWBnDkllJ43gc8ynjGlN9jdprWmjJpqT9Gk8QX08A8/StZU7HYz/GD84lNv7iBHeiZll0zn99Eos5Te9AwtqDzMvydT7vSVlJObz4LR2vPUw+PHrwfdyu/P5ILei3y/tb+FNhxqIyuLyaFgOATj2s0v0K8e/DrV1ldwkWlsE6mMfYzSoJsy0rPpEx/8f3TzNXfJkdHCqBCMecVplGo1vAg+byfVVnRw5eqL7SXjkzKyrZRbbGcbjQKmkyvzlgYfNdZ2UDAw8ILNLGVEsBaOT6O0DHQxGsLV1eyn+qp28vk6B6wX8DHESGYOp6XIQcniYeomP1/bUOWl1iaPnBcLSENesYOsdiNPYE8bp6WRhYnfj/Ge/SP2pCSxPemUlsX2cOEMezrag2JPBxeesdgDkZvF9uSxPUkhj1lnsItqyzvisKebbHYL3x8HOZzGwtSdgW5qhGBsGxmCUQQt/wPRF6b7+gWCMZft+dgVhaEjp6lvC9Cf36phsWgKRg+9/NLL5HY1U0ZBKTnzxstOGcqZYHeUtvpyaqouo4LcDHrifz7FrfSRIRi/cu+T9Mr6fVze5FJWyYwzHyRFwCoAWJC9iQUjdXdS3oxVLBgLegQj2p8Qi+9elku56RZ6cWcTJfG7gkZlmjWZrluQRashGo+4KDXMcz9YhkMw/uGh79FDT/6SsjLyQkeUC4mm1np6z/Ufp//4xE9CR0YHo0owwiNTVeamja+Vi/cpVrJybLT4yiIqnMCCgMsXtytIO9bUUNnhZurmAmIghYVyPxldI4vyaNFlmIxgCKz9Wxpo/7Z68nawwBoAxGFhUZVTaKeFlxVSwTgHH+umBhZ561+upJZ6T8xiJJMF8Jzl+VQ6I0MKUm8H27O2ho7tY3tYqMRiD66bMjeHll5ZyPmKrcmIju9roZ3rqg3BGAPwaGbl2mjJFcVUNNHBERM113tp7QunqK3RK0I2FpxZVpo2P5umLcimpORECvq7RoxglPvGlVIKp8vNjRWMqcJz2N9EFoAo0G2WbkuiYCgfIBDFk8q/t3kMYZ8UIRgzCydReu44GdeonAkEo6uhghtHZVTEgvGxn90zwgTjXhaM+ZQ9biaXEyr6o2EIxhZqrjoseZQ347JeghGvi43L2w9ckkfPbGuiykafvJcA789KLvcm5KbSI+vr5bxI8L71tUQPyu3Id3c4BOMfH/4BC8b7KIcbF+OnOqVMQZJhJ5wJSGesoD7Cnuvo7cFV6CVCORpHFNJjhTiQBrmM/0EcqCfiAQ4YxAXwb7z24PslDtSxoWPDZQ96uuAAAbAF3w9bcK9ipZc9fBl60cqPt1FjQz3ddtMn6bMf+X7ozNHBmW/biAXrdJGMbWtmMYEbiQdiwMA3q77aTW3NhkcygR8Yj9tPdVXt5HUHWNREuSYi4BwI1OqytlBSjAemuaGDXK0++Y5o14UHxOHxBKm+xs3fGww9dAnUzvHWV7risqehFh48n6QBos0PgVXrEaEXqz0YH1hb4ZL4xBwOyFtXi48CsdjDIeDrlHzENbAHhYKPbawtN7yu0a47I/B3NfH9bG3CwPeRh5fTN73IRp+6poiWTUunoqxUKshIIQ/nOQK6zoynoTd4sXy4V20BGa+I4GKRiMoJHsZo1yiKYoAyCV56vD/oerby+4OA4/L+8E8ptyJAHQHP/oRca9RQnDUyHCOmgMIPqy2ZbHYOjmRKSU2ilgYv1ZxqjzmgLrCkJMn1Vg4QWI01HVHP7St0cH0g6UAcSAsHvzcY9dy+Qn2VWwQS0iBxDMKe5joPC7uEnnQM2h6uC818NdPi5wZ/tHOjhdoKN9dNnadtCcWD+jra+X2FcHvMOKI9t6OFUeRhTObUEh3c3kAbXymX1kJMQOFzwXPJ9eNp5sIcuXl1lW5a89wpaqr3UHKM8QRYHMArePOHp/e0Wta9eIqO7GmSlz+WhwCtDHQFX3bzBJo0K4uFWzeVHWymNx4/YdgT44MU5JbP4ssKaf6KAmnxoMBY89xJqj7ZzgVHbPZAqOUW2OkdH5xCqfxi4bu3v11NezfXGfbFkBacB4/mpTdNoFlLcqWFW33SRc/932GxJ9YXA63BmYtyaelVxXLdSPIwwuMwKd9K8yY4RDhC8OF5enlXk3RRY1szVGoOa1Ive1FxoU1w+exMWszxgic3N7DgTKFaLnSO1njlc/Uwxod6GEc/A3kY8e7AG3/ZrAyqafbTPq68DQ8cl59cfi+fmkHtXPlvOe6ilAiPERpxd60qoPE50ZeJg2f/T29UixcT7x8YDg/j/X//If3tiV9Sbk4uTZ6dJZ4vlOW7N9TRG08eF2ESKxhyddV7JtG85fkyxGkt10sbX6mQMj5Wiiak0Q13TKfiiemSz00sdF742xE6ebgldMbAJHJZtuCSfLr2vVOkXEvke7V3Yx29/kTs9tgcFqmrL75unOHd4/u07sVy2sB1frz2XH/HNCqZ5BQPLITb8w+xPYdit2fa/By68c6p5EhLEVtOHGihl/9+lBpYvMZKjz3XGvagjjx+oJka6tXDOKSkpp7eecacXGK6gpHx8YSuTuNBM+NAxQ7xFu3c/gIePDMOhMHEAe9eeFoAjkU9t48AeyBqzDggWCG6op3bX0D6zTgQEGe08/oN0fK2T3u65TtHExgjdYpbyP/cUE9PbWmgV3c30y4W5jctzqEbFmXTzUty6Io5mVKRhXeDwfOY57TQDBaZb+xtEa8Ilu/YUdZOF00xCuXRlROKcn5AGYKhH2sPtLKww9I63eKt9wa6Zcwv9p3ecuxMsQgwfATrKa471EprD7bSm/ta6JVdzdxIM4bZQIiOTLj8ZNsObK+PSywC9M5ACGElEZSxuzfUxiWuQPUpeAjbWbQawrWORXo8YhGg3D+wvUEa/LiHcMbEaw96vo7u4ca41CUJ4lQZtD2VWOLKsKeWf49HLIIjuxvJzeU27ovFkkTH97PQi0MsAtiDeOAlxT0e7SR9/etf/zZuTNJ52GLrWNkBWrfpFdq8YzXtObCFdu+PHvYc2Ea79m6mI8f3yXVQ5ZjsgkkZHS4/JVuTKbvARln5MYQ8G2XyT2cWtxISE6Vb2MPxdHKk6dwyizkeDtkc7OkWfgiCMm4QL0aKndMScV6fgdOCMYyZuVZ5sTs4Hj+3eLv55Yg5Dg6ZsIlb0Mn8ECMdyBPsYZueGYc9eUhHqngXA1wQ48GGy95iTZJ0Rr0mMiAdeVaOxybvAro1EA+mEUXag7/TM1P5HiRJK9icOASgs3KL7FQ8yVibDeIX8aDLe+Hc5TR/9kVy3rlg+4l22lfRQWlc2ML7F0pSL7jokuNT+N7lZ6SQ05ZE2WkW2s+Fahrn15zxDhGC2CXCnA0NXZzpSKYsPu+RdXU0me1v42fPy8/MFP4dXhPYD3sDgSAdO3qMAn4vWdOyKNXOrWJdjiUqCfwOY19pT3sLpdut9L7rlrBIGBnL6ry68SAdK68jq81BNmdub1e10gNmBXfys+51NUoeOXJLyW5Po8KM5J4qFVmHxhq26FvI5cLccQ6ay+/ZsVoPHanxRh27CJL4napq9tPhaq+8b7gGS/PkcONt23GXBHgZ8UXmd+GdhWeyjkUl2r9Xzc2UFQ7OJdv3rqHdBzax3XYpR1EOoHdlz8Y68e7FS8lkJ81cmCv15La3quRnvMxcnEtFpenyOwQjxF68oD5ZekWxiLQee/iexQPqCvSewbmAsPXtahnqFC8zFuVSsWkPC8YD2+K3Z8nlxZTmTBEPMHoTK46FhqXFAeq/BZcUSr2G57q5wUsdHR00e/oSWrbwqtBZo4Pz2iX9yz98k95c+zy1u9t7xEI08BFXpaG/Ijwx/Ac8jvEC76BZQsiP0//ESCgV/AO/4UqkI946AbbhGhFM5oFBYF5vfv1g4hIvFxeQKKwkpkGlxXgJzLT0lQ6xm1+Y+moPHd/XRD6fOY4TLdOR2yUNzwbWgbt0ZgZlcuMAHoombnA8u62B2jpYYHOlBtHY6OLKJpQPQGZJc+Pi/ZfkiZDMtCeRjxsJgWAXNfC5j21qkLgiZ0lrl3T/aJf06CeWSS+YMPae5blndC1XNvnk3cH4Z7P8CMfHx6+dl8XXWcVLiQbe0RoPbT7aJru5+PldjFyOZ2R0SSdSCpcjf79vj3ik4mXJqiJ6zz2zqY3z5zdf30TtbbFNXAznlo/OELGH8m/3+lp6/A/7Q5/EDsboffYHy2T8IJwPf/2fXeIxjIfS6Zn0ka8ulHoAnsXffH1z3F5X8M6PzKCLrgzZs4Ht+X389tzzzaUyWRZDvZ7/22Hp6o+XCdMy6KNfW0QBr9Grd5Trv/q6Onr/uz5Dn77r26GzRgeJEA3ni5q6CmptaxI3sSWFQ2r0IG5k1q8pVuMlwsBZM6Ta+Kccjy/IdaE44LqX36Oc13fofS1+4iGKfm7fAdfIdWcRBwJmjffYgYD0RTmvv4A4sDSPJZXTJPFEP6+/gDjC0yI/o5wnY3TYVqsjiZ+60AMxCkA7A4IQ3sLndzTRvS9U0MNra6mmxS+VE8ZSVTb55bzw6gszMSEMX9ndzBUStyo7gjKBpt3XRS/vwjH4LRVFiYaxMkEC/frlKvrZcxUSfvVSpTSy+ltKB71R8A7mZ1joYHUHPbm5nlYfaKHjdV4RDn15Jkc6aHA7uFGL8YrO7NQzQorVmJDh4XImg8VytHMGCgBdsAjIq2jnDBTw3dLrxQIc8WAMX7Tz+gvoxevgshNxoDevL5sHCkNhT8DfKWmB8wITi6KdM1DAcnFiT6gHDporOTmZtVAjlZUf6jecKD8oP1v43JHAefUw/r8ffII2bX+T8oudMpB0UA4tZVTiagnIbOqmei8dxFJEntHhYURXFQbfQwA+vaWR7CyqAQQfKi+Mowo7XUQgPIkYw4h4MK6x13POx2A3uslwnU56iQ/1MI5+YvEwYkb0HZfm0/rDbeIpBHgH4el/eF0ddXBDLZqHEZ795dOcVMiC0cYVPJbfQRc1xjyeqPPI0lh2btSGMxo8jBNnZtLspXnS5RtttIr0FoUKomj5EgvhcaDM6q8XsD/Cx6mjPDVKxXhAV3ToV2ZwcQyNPUOTJ73tMaNA3NgTvz/4DLY8gWZOXUT/9pHv04Rx00OfDA/D0txCBmCMQyKLAwgELIpt5ZZIzMFuEbWPazEgFfEk89+pfDzq+X0EtMqSkpPkesSTZEmiFH4ho53bV0i1WWQsoZkOpMkCe+JJC+zhQqzHHg6IE4VD1PP7CGIP0hJuDx+Ldm6fgdOCvOxtDzyRUc7tK/C5uKemPfiJhb0HWwANN9iODBXP9Quz6Op5RsBEF8yeRgUVDv6eWWyTz6+cm0lXz82iK/G7GfgYZk1jMH/vKxVFASglMBQEXck3LsqW3V4QMNEMYxjRiOurKIFXcu2BFvrrmlr6x4Y6WnOglY5Ud9AVszPoGn5vMeEMmCJgtDBxRibZ01OkcR11QiEfx6STviccxhLC4xjEhM5QMOMYfDyn0zH4OBCG1h7kcbTPBw5R7EFcuGcsrvsL1G3Um5t3vkHHTh0IPQ3DR4LP55NX53x6GAuKM2QCBF56vLi1pzqosqxNMlNKi/7g8+1pKVQ8yUmZufBS4gLsdBKgyuNthB1gYokDs5aw00nBBLuxtA7H420PyuwqLLfTxTd6oHjw1ZhoMn5qBqfJ2AYM9tSVd1BNeTv5/TF4ifh8CMPiUidlF1glXQDu+PIjLrYrNGC4v7TAHm5VYreUYm4Zo4sZF2ASC9aTaqjGmlIx5i0XSqVcOKVxCx3GwJ7Gai/b4yJPDAuUI45k/v4iztu8Eod0RaMl1d4aoNZGLzVyK3+0eRgh8K5fmB06chpMmHlxR1OP1xF0+LpkweEphb23MwsH4x3vf7NGPCY6hjE+1MM4+hnIw4jXTypM/mVWiV3KWZP9lR1yDryC0RAP41SnTGCDdx/CE8tgTSmwybASeBD/9+VK8WKaUYwGD+OVt06UyY4Y9pPDtuicuLEPdlLDBFFM2Gl3t9I3P/8Huvzid4Y+HR6GVTBCMGBxzNceK5M1BLmY6FVZ9wXWMpwyN5sWXVZItjSLFC5Yn3Hrm1Uy5iAWUFZkF9hp5Q3jZdtACJuTh9po61tV1MyCESInFuBNQzrmXJQnwgeDsVc/fUoEMGyLJRp4WydMzaSlVxZRehbGXnTT8X3NtOGVyph2kQEoVDHWY9k146hkcrrYgy0UN79eSfUV7VJ4DgifAu8iZqgtubyQbTFaVJteq6KyA82ykGssuQJ78sel0cXXlMisbYjV0SoYUWk5WBBiHGNktwLGJGLGZXjdhfMxizoVjZA+CHDDqLWjU+LQLun4UME4+olFMAJMfME44XDwXslwj9DfkeCdfO/F+TS18PSybADlH3bbbOkI0kNrakedYLziXYZgTHNaaOLMLC4fjHxBGYoyM1Yw+ROerdOTQLGcD1ZJCSvEYkA8nchE3AlExYUZ1jiOeUIqX4Ml2cSLFsKII74dXYbcHhT+IVvM+ikmzoE96J3raPfT0b1NI0Ywxv6knQs4I1EJG7t8dMtLgwweKGC/5NZmr4gz3AxkrodfeB8LmmjnRwt4sPG9br7OIIHVPAbrGrOxol0TGXBDIehaWAiZLwpafu0un6QtVnsgzFqbPbLDCuzBg4bBvm6XP+r50QK+v50FFkSWwPEE/BxHm09ETLRrzggs9JCHEMxIg2ERcd76paUT9ZooAS9fG+ctronnZRmJ8C2kFr4XWEcRlZcZmkPH8Hk4MBdejvBzI4N0Y4/yfFGUc4WUV1ye3b2qgD5/07he4UOX5osgCK+Yw8GOSq/sbpIJMve9eDr87tVq2b/98U31qNt7NfJGE9Azp7s5uZzhBiucLZUnXDEFLNmDBjxEidlV2sF1RlWUc/sKVWUuqWd6d69yI7/WE/X8aAE9cF5uNJvpQMDmGPCmRTu/rxDVHq4347UHdafYw/HgZ2ujL+q5fYUee0K2DI096MKO/pwPF8PrYeQXH92mTz1wkMURV74xtgqQoViz79IbJ5AzK1X+3rm2hnasrZaxjbEADyJaEKtumUil07EncyId3dNIG1+tkJfQ7BruD/PlnbUkT3Y76eR04CF5KbQafKz24OFCd/Sqd06kHHRlcrzYcWX9S+XSBRELsAcib/k142h6aEcbrBm17oVT4t3D37GA+zFlbpas1o98hfB9++kyKj/aFlOeADzkjnQLXXHrRCqckC5e3/48jLB/5qIcuujqEhGcI8nDCG8GBuBj/BTGLJpALD6xub5nuz8TdEm/b0UuTSuyh46cCa5F5aXL6sSPehhHP7Hs9IJ3CmOGMXHFBK9Zhj2Z/m91jaxnGs0DhCNuLm9Kc629ls+pavLLigaYYR153WjyMKJcxTItKO/hnNjwSgVterU85nUXC8an0TW3T6bJ2GmMbcXMXew0tndzbZ8iPBKU0bO5zrvmvZMJy+ignjtxqJVe/ccxFkjoKRwYzJ5eemUxXXrDBKMu5jh2ra+l1c+clO12YyXSHmz7+/oTZbR3U3z2YKcy1HnpGSlUzeIPtpTFsdC32HNFMa1ke1CB4xnbvbFO6s647BnH9nC+wh7Uv5hVjZ1hLkgPYzIX9shMeMPwgOBBw09kDIRWzCEAJW8UGGYc8DJi8eqo5/cTAOIwxd1g0oIH04wDaUHaop7bTxBvacgeBIiWYOcg7OHrzLyFdy9ee4JcgEPw9bKH/452LgJsjbX7HuDcXmnyGQVdrEL/fIMZz1iYG93Mm4+6ZNzi5mMurli6aNlUp3weDpYDwcLCO/g8BJwfGfZyxcS3WlGUKKDcQhfyP9bX05/erJZw/xvV9Je3a6RLGV3VfQHv/ewSB915WQHdvjyvJ9y8JJuc9iTxLo4F4BxAObpjTXVci3Rjn//yI60ybAhOhNYGLwubmpjFFUCZv4cFGcbZo45A2X1kV0PMYhFACO2TbWgNRwfCrvU1cYkrAHtOHW7psael0Ue7N8Rvz95NdWIP5hNUHG2LSywC2APRbdqDenNQ9lSctmckclYextr6Ctqw5Q06UX6UlQDEV/+14NZda6i+oZps9hSZeYuCAWIEW/YEAxHLj/QDxCHWakLrAg8rbhI2J4dLPFqrsy/wfViUM41bFbjJWPS0rsrND1B8acHOLUgLfseDWnG8TdzTMcfBdwDrRCIteGBRqjU3eGS1/XjsAflcWGLtJ4hPdDXgAQz4Y7cHYjE9K6VnD04U3DUn22Uh2F5x8O/4vMMVlLzHhBgzrX15GFvYJqwT1sTno7Az4jA238dEm7wSwyuH/D9fHsYH3qiR2ZT9TXpZNTuT4KB9ckuDTHDBsctnZVIJ5/Nz2xt7re2GHDCX1QH42Xv8KBewXJjosjqDQz2Mo59YPYyXzczo8RLKu8IflmSn0P+tru3Tw4gxjHdcWkB1XHYYk12stO5QG63iuFYfbKWDVR1njC8eSR7Gh3+5R3q6Ion0MALsEva772w9PQwpRi6/ZSJd9e5JUgaXH22lB3+6M/RJ7GB3nHu+tUR26EId/OxfDsn4/3jILbDTJ76x2HAgcfjzT3ZS1Yn4d1JZdXMpXX3bZMOeY2304E92hD6JHdMeTGBd/dxJevkR1jRxkpNvY3uW9DhsYA8m4saLaQ/WsxxpHsazEoyvvPkE/er+71BdY41kuFFd9g22f7IkGZNUjDqU/+Hr0O3aS4zEAOJA16Xh3cIyPXyToMol3tiBlwtjFnAZXlospB0vEDjwNBomwB5jTGE8wAwIK4gwADc5FrqO1x68NGgxAbyEmMQSV97yuV1sD8aJmvYgT/AS9AJ/ctpQaB3a2SizqM1WUV+CsYlFIBoKmOWHvDbunZFOxI904lB/ghHXDLR2VazAhAferKV/bmroVzAu4eMrucJB9zM+x9c72I79lW7ZJ7qvxYCxHM/EfCtdPtso4AG6rJ9nkQlRiUdEBWN8qGAc/cSyDiMaVfdcXXTGrixPb22gI9UeEXnRwBjhD1ySL3tIo7F2BTf2MPzjI6sKRCxilnXKCBaM//j1Xi5PG0JnnQYiD1vMRQrG3393K5et8QlGDH269nZDYJ060iLCZjB8+jtLKa/YIYLx6T8fYMFYHfokNrJZAP8Lx2EKxvt/uJ2qy1yhT2PnsptK6br3GUOoTrEA/vOP4xeMAPZMmJZJbz9bJsPK4iUr18r2XNQjGGEPxlLGi2mPLIDOgvHYviZyuVvoe19+kFYuvT501vBwVoLxqRf+Sr998Af8WzfZ01I5tugvsTL2gCjsxNAALpQxQx0vRkyCkQvFgnFcyCQniecNTwwEGoSgKdRwfTTB2NbWRrt27aKGhgYuYKKLtHiwJAZpXV0x7WrKoiwrRRWM+B3pxLqK88Y7RL8jzSfqvbKkDj6P9tjDu5Gdlkzv58pLutDEUA78s7zBJ97K8z2G0ePrjPB2EtlY+KKxBxv8XOCaiySHg4kEFq5kzUtxro+FNGZ743d7KoaanAbnefxB+YnKOYWvj/jaQRMpGJ/+5b9yHoY+HGa+et/T9NLa3edMMCKvvfwu4dkKx7w/eL6C/D7inEjwrFmlN8b4G3GhQePjdxhgrCCEU3jMHo4HDXMcx+dDdAsHFIz4HvzEsxnkZwwYx4xPMRYRPUKRi+YDPL83Lsqhkw1eEYF3ryo0ltZhO57czOVUk8/IqzAiBeOP75xKc0p6z7Ieas4UjCwyOF37t9XT2udPyYTBcDA+Li0zVWZJDyQYcW8xtrAvpwXGuV9y3XgZBgWB9tggtgBEmfHBz80VEWuxJNHrTxyn3RtrQ5/GBgTj+z87R+4l0oqt+zB5JF6WXVVCK6+fYNhzsp0e+/2+0CexY9pTVOqkLW9WimiMFwjG9392rohfiEbYg2X64sW0B/tnY6w/RHCHx0X/9rEf0vJFV4fOigK/DMjL9LRMbkQ7QgeHlrMSjM+89BD99s8/pOTUbhYB6bKeYXiBFC/RKpV44zlXcYCRkpaRYI/f10UtXCjDZY4WcayCEeNMsI4mXqo+ksXfYwxexgz0u1kw3vXez8rx3bt30/bt27lwhdc0zsRHIYUF49a2yXSgvYAy+RmOJhgB/sbYKNMjCrj+EQ8hPCCR5wOcj31wL5nhpL++XSsVNir64qxUum5BFj2yvk7y4FwLRmRTB1c+2MN6ybScXpMIwI5jhuhFXVySbaOCrDPXjzxS2UaVjR2UifvGEcKO0nwH5ThTJd6DFW0iLPBdyCM0BmaOz5D8qWn2UFWjR+wfCkzB2FRzkvKz0uh3X30PWSME63DxwwffpNXbj5IzK29IBSPyFUKojd+HORMyKT+zt5g5WuWiJpdPxLnTYaHJhemhT05T2+Kl/SdbKIM/h2DCPcT9m5BnVCy4x27v6YlouI/TSjJkVxQXf+/RapcIq6EgFsGI9wvP1sQ8PsYH8Te8jqtmZdCmoy5ZyxTBTK8JnmW8wxdPc9KJOi+tnGHs0rTpaBsdqvLIwt6RhAtG6OcvXOek2UUWTsfQ2Iu8xFZwTqezp56NJhiRdtiKYVrh4NjJw63kavFTFudHv4KRz0V80xfmGhMmkXERQJwhToDvNHu14qVXPKzrw8vHmOBrw++fdBzFGwcz1PYMOo5zYA8wo4CTJAGLM/YBet5QNy6eeyndc8c3KTe7MPTJ0HFOBKMYyyHmSp2vEc9HKGMALpXrY4wC4CYbFVfoIv4RWaDEBJLC6Tl9o/gGIh4cMw71j3l96HfQY4/8YfwYCNhjpkHg66TrP8brwwmPC7aIgw7pNA7FhMQhvwxOMGK5nmAwSD6/Vx5uyZQo4CgEU2ZGHn3sQ1+g99z8YTm+bds2EY1W69C0/iEYN7dMpP2u/D4FI9LiCXTRuOxUFnth7wh/UMc2VTT6ooohCEaMcbxlSQ5tONIm469QD2Ryy780N1XGYaGSONeCEUJj3sQsmlKUTh++Zqp4o8J55O0TEprb/fSv75xJ77tsYuiT06zdV0ubDzXQm7tr5G8Ii6+9fx5du6iY2rkF/NFfrBWvFipeVPIQNH/+wqVy7j9Wl9FvXzjEdg9Nt7EpGFtqy8nJeXnHpXliE9774QJ3H2XEc9ub6XBVOzkyclgwzuD3ZWgEI/J0XK6DZpdm0K0XT6DSgt7dpesP1NGvnjlI1U0ddMX8Qvr2HQtDn5zmRE07PbPxFG090kj1rV7xDt+yfDz9+62z5fMv/nEL7WVBKZ5Ezkp49v73syukYbDnRDN98f4tZ3iSB8uAYxg5IA3LpqTLtpzROF7rob+vq++1aD7A9RjHiPcPRTZ+AjybODeJy5zIJ+W0YOygLq6QL8s4RMXWJgp0DY29pmCcOnUqXXTRRVIPhAvGafNzeglGo1iUfwT8fWRPE7U1+wYUjCjbr75tkuzpjCFbKIvDohLCxZ18HzJqEMg7F8rMSJETE3xt+HsrdfUgkjLU9gw6jnNgDzDyFUtJdfJXnD7eC6SbXwWk2+t108++8U9aOGdl6MOhY8gFI6xzNfnpxKEWcjV7xZD+QAbguny+fhwXEBj/h0s6A91UcQxrE7UaL5Jxep8gHixcjTEIGdlsC6cDmd5Y45HWGdYS7BFsfSBp4cpn4vQsTo/deAk4YGLHqSOt1FTLBQo/EP3FgrSjAMKuK3ixU20o0Phm84uLAbnVJ9vEtoFAWtKcKRxHFmXlY1ccFHTdLNJ8VHawhQsJnyEe+wHfkswt6nFTMli4pYl3D/FgQg4m5tRhQe8B7AEQ81m5Nlks3ZbOFQrXg3ELxpYANda1kzM9h5YtWkVp9nTq7KdCxcuRl1tMFy+5giZOMPbPhHcRgjE11dhY/myJRTCiwinISKFbL8qRJT3C2VHWTi9s773TiwnKDbwOV83NonkTencPPM/XYCwVPj/XYxghDv7rA/PpxovGyd9/ee1oT7fm7SwOC1jc3fXfa0RQfOadM+hDV0wWMfGPt8uovs1Ll88roMVTcuTapzecogdeOUptHX76yu1zJc7GNh/9y6839BKMeRlW+v2/raBUFh8PvXmc7n/5COfduRGMH76iaMQIxqe3NNChSteQC8Zml4/esbSE/t/758vfz20up5N1brF55ex8Wjw1h7778E56aWslXcMi/rt3LZLzXuS/D5a30oxxGXyvSuTYzuNN9N//3EvlDW66dcUE+sJ75sjxz/9hM+0/1dpLMN77qWU0rcRJ21hkfu3BbedNMELjYCkrrMO482R7j+jD0I6FE1nAnnJTdTPXMXXeMxprOHfRxDTKx05VYcCmbVxGNbcH5TkNJ1IwXpF9lEpsLSwYh26sAxrKaWlp9K53vYuflUT648M/oIefvI+yMnOMSYoDlOUQi5gNnZmT2q9gxHOIZVkwKdRqs/D5Vn5OIMFRJcYv6pBvRnlo3AM87YgjnnhwpcRhRMSgXsW/sXNmHMNoj8RxOh3DZY9cLrfWWMbHy89DY62bvL4O+unX/0ELZ1+CD4eUIReMGIexe30tbY95uj8Llu4Eyi6008XXldC4ycbs3AYWeq8/dtxY1DumXOxmG5JpwcpCmrc8TwbiQsxsfr2KDu5sNHJ2wHiQFQlUxCLnyneXkoMFG27EYb4eO6a0uwYWnQBnYMcWjBWZMidL7Glr8dGLD3Fly/bEVrd1y9iQmYvzaPGqQplJDOG1bXWNLBuAOGPKF34g84rT6LKbJ8gaj0g/BPTGV8plSQVphg8Ex5GcnCTrJC68tEDWahyMYKytaqF5s5bR179wL+Vk53O0RkEWFbkVeIFOp284BCMmqWD8IryLaw+29vLQtXmCsmNLX1kIUYbz4Wk0T4EYK6tH96Fx5FwKRnRFXzIrTzyHEHG/eHIfPcmiDw0NiI0Fk7OlWxIepEYWJffcMF0EI667879XU2VDB43Pc4jgXDQlm1yeAH3kf9ZSA4vE/3yvIRjx+6ejCMbfsWDEmDkVjGcHPMQlOXa5BxML0kS0//rZgzL2EM/ppMI06YI+WtVGVU0eunROfo9g/MoDW+m1ndWU67TSZ26eIQIR/MfvN9Pmww10+8rSfgXjL1gwTh8mwYiJZNhH+pH19fxsGeVEqiVBtt18akujHMM5kXcdvQEfXJlPk/LO7IV4dEOdiMy+J72cO8HY2dkpXdI333wzPyuJ9KdHfkJ/+edPyW53Snk5ECjz0LTP4HplIMF49e0sGNMsMr5w/JQMmQSJfIWoiezuHgjEB8wy0SyO43nf5P1gYR/SrVLG4vfeoqt/UA+Y18nfCMNgT6QtYLjsCbcFHupWblQc399E/oCHfvJfj4wewbj59QpZ1yiBc8S8If2BWbkptiS65B3jxYuFWcs15W566eEj8nms7mGs6TdraR5ddFUJpVqTqMMVoDUvnJJle2JdABu7rtgdyXTjXdNkUXDclL0ba2nr29XyUJk3qT9wHuxezgJr7vICKRCaWVxhgXKoxYSIVnFfYOeXSTMz6ZLrx0sBgIHQ61+uoEPb643ld2JA8pbz4qrbJrN4c8iDenRvIwvGCs6vLnn4YwHL4Sy8pFAWKMdg3MEKxoVzV9A3v3gfF55Zcm48DIdgRPfW4knplG5LpHUH26SSMsG73VdBA7FYlJlC80od9PjGBnmhAf7FuEeMqwLnSjBiwsKc0kz6/t2LpKKH2PvX32ykulYvWbkhgm/HOZi0hM/b+PNPXj9NBCOO/8uvNlBjm5da+f5+/YPz6R1LSmQ84mc4DngVVTCeBnmJcuHpIRaM2D3DYbPQzz6xVLqkMWnpp4/tobd211CmA70oLBr4+YSoRF77+B5czA0EUzB++287af3+Opn08c6Lx9GXbpsrx//tt5to+9FGum2ECkbUoShm87nB3sE29VTuHDCmsr7Nz88t/40DEeBULJvDr1UPmDl98+JcFoTtdKiqv1nS508w7jm4iR545EfU1FJPluSB343WNhbJPr94DGMVjFjuDcujoTyGmNm9AfVYFQU5T2MBdQW6y1dcN07iA/B0rkWdejj2dQod6SmySDc2uECc1SddtOb5k7IcW6zkFNhFH4xn27GKhmnPNrYH9UssRLfHT2tfhEZolr8HAjpiPteDiy4tkrzmR1km2qx5/hTb4w6dNTCwZwXbg3tp2NNFezbWydJEsdqDJYCwtXF2nl3yo63FT2Vsx7kUjL3fnDjpNQCTX168wEYw3mS86DAklnD62rDA0Rtj72ILQL47dH3P33Gkg/+R70WBdTodhqcrnrTg63FNTxwcDDES/fxogf+ROMLz1hSs0c7vK8AeCT3xGOnqy55o9ORH6O+BMOIO/REG4u+vK3qkgZmYh6s7KI8rry/fMp4+e31JT1gx3cniKqypGQZMx3ODSS4zS+w0KxTwO4RkH9k8ZCCfHdbknkoeXqlqFnwQiwBfD5GBc3Bf+8J4JozfEVes9185e5Dt6HKFAAcvbq2gNfvqKIPFIj7DfcEEFtxDiJ7QbeoN3zC+g72etz7PHSEgrfCC37I0hz5xVRF98mojfILDDQuzpfzqq5zCYTTq0m1JPcHJjWusexoqOkcE82Yul3Fm9//0dfrtj14eMIwvmSZdjYMBTgEsSo31Besr3dRc740pYJu6Ta9VyPrGWLIOjoeje5tp57qaqOf3FTD8afNrlZIWDDnDjmxH9zRFPbevgP2UsfsZeg7D7cHWe9HOjxZMe9B7CecG7MGSNTs5PdHOjxZqK9y0jgWmHxPEOB1Ij2FPY9Tz+wpizybYYyxZh62A47UHgvnU4TZZqu58wTIijNA7iNYQJib4/b4+gwzAZFXcs7wJ15to5cPFirFyeMCS2A54HAcMfC6EEF52Iw4u4DiYn51xfl8B8XDmww7TzS9piXZuX0HiSBTXsGkP0iW2xJoWvh7rHyItpj1IFI7HbQ9KOcnbkLuaExN3HEgHt2LMfJV86SMtsD1esP6VP8DPjJcDt3rhCYX9iL+Pcn3UgPUSZ7PIy+UW6d5yNx2o7OgJtdyiQ+XbF+h+znNaZP/b963I6wk3Lc6mAO5F6LxzhfHcGeD+mN0fA4F7Bo8kZtZOLkqn0vw0Gce6Zl+tLE/Sn8BUhhbcC3htAZ4nhFjB5CSMYXXaU2ScI9gdGn7Q324pww1SBrux3qL5rmHML7yDqG76K6LgTb12fpYs3m2Gj15RKJ70yub+39fzTXKShVJSrJRiSR0w9NSzgwDvK8p9X8fgei26ud5BrkGoRy73EyvBoHEd4vCxOBoM6P0DQ2EPGKw92AI4vF4bvD34bsN5g7J5MPbE2yV/tiR94xvf+Lb8worIF/DSpm1v0mPPPkBvrHme1m99jdZtfjVq2LjlDdq1f7O41HHz0EUJlYxuYBiPNaNyiriiLYwh8Hlw0Vodxjg9d1tAJmbg75wiB59jO/OaKCGPz8XsMNTEaIF42rkVwAVERq6VP4t+zRkhlBa0HHycBtiDxb0dGZa44sCkF0xawQOJfbLRpZtihT0R5/YTYA+6IGADbEG+wDZ0NcRlD/9M5e9Gl71hT6fsfYnjktaw8zNzbSy2kX9BeZBNMA6mcHyauNCx3hUeVHRHQyyi+zm/2E7FpelUVJom+3xPnJEptpqz//zeLs4HLxXmj6NVK64nm7XvvZb7orq6mmprawkzDoeCpIQuqvRmUr3fQZw9VJSFHX9CH4ZA1/KUAhs18vOE8VTwNu5j4YjQxHkUubCwiekFcbHdWPvtZIOPTnE4We+jQxxHi9sY+4h7GwgE6djRY3xfvGRNy6JUu5OvjV0YRAPCAmPfrl5YJH9D7GGiRGR3nAkq2iUsKjCjGmnPSk+hRVNy6I4rJ9P0cU45hi5OiBAI0Utm58uECIx3fH5zheSTOTYSHq+bl4+XGeB7yppp+7GmHs/m2YJhLv6ONvK626QreuHEdPHChRfg5xs8MsgfCJpGl5/fczvZnLn8rp5doiDS4QV+J+dlCuffgVOtMsu5r7yEsMSY0ysXGPc83WahOXw/37ViPK2aWyDHMGN99/Em8Uzi/q2YlS/HX95WyeLSR5aQGsN3X7+0RMa4Vjd56PWd1XLNUICeqU5+1r0ujC3n5yW3VDZ1KMwIebD5H+ScLLRdERKM/PNYrUe26TzMQhLrJSLPI8EhfIYVDPDOIeC6dn5OG9uC0j0dOVkQf6OnANd08+8TbU3ktGCs+dDYC1AWYCjN9OnTo6Z7IF5++x9UW19Jaek2o45j0JUpXZhhogdxY1kd1F9YixHDqvB1GEa0bXV1jyMlHuavKKDsfJs4HjD+/cSB2Lpvw8F8gMWXF5GF39l9m+upnsvAeMHETexhDfEPcWUOE4sX2IPNI2APJrMe3x+fPcn8/mFdTHgoMal0/5ZB2jOO7VkassfTSdtgT5z3B13s46c4uT7uEodNS6OX4wvSdZe/jwrzjImOQ0mvN6K9vZWef+URevzZB+mVt56gl994vM/wLJ+3e/8WTmgnB27NsphBHzoGXsLdi020C8enU0EMAePc8vl81trU2uSXeCBIMC4SIiXaNdFCIQsWqy1JxnS0cmsSQs2RkSJCJtr50QLSAjGGzO9tT/TzowWxp8QhBR/SgQABHE+eICAepB92IB0Qe4OxJ78kTV4swx4/F14JlMfH8FmvczmvMaMa4g/jSGMBumbSrCy6+LrxMnZUwpUlNGVONheQGA/FL0D85WNUjO7R+AuIswXjGOdzYfXpa4vFW2EGzMb09jHjHQLKEGfd9OruZtl54jX+ueOES5bWwfFzbUl4xYj0xJp1EGDXLymhD14+SZbjgSD8fw9ul3Ft2CtbOX8gt82ZwKhY4qkgV8zKk3t48Yw88Sx+4y87qKy2ndJYSJ7/tyh+MM4X3csIjlRj3C92VsI715fosnAD7EClm9YcaOkJb/C7h6Eh2FYQHvIxA2dBZDbI83EOTETZcTZFr6TTjCP6rYsJuT6UjrOI5qzs6fleM47BJoSvGwp7wuM4zRkHhoRek15q6iroR7/8Iu3cu4lycjO5lcItdzlNGfPwU+fnVjbc7djQfdf62p5JLAAt1AWY9HLjBFl9Hh5lrKsIz2ceC0zsPx3ZOgp/IbEOY11VCy2Yc7HMks7KzA19Ejs7d+6UiS9D5WFMxcLdril00F3Y96QXzhMsi4PFtuF9CZd5m464RAiGT4QxgedwQk6qjHN8fGO9VPoQbYWcT1h8+MG3a6V77Fytw4idVhZMyqbv3LlIdsz4+ZP76JmNFTJRBEIShRO8ihAhVv4ci0Kbk168gU76zkO7qAVdlyx6sb4fJro47RapqFv53P96/zxZwgVeqY/fu1byDPbAy4XzsA4jvGOPrimj/33uEGU6dNJLvECgp3Ne3nvPMllQ/ZmN5XTv0/vJnpLcM2lKuqmDxmx8TDwKn/Tym2cP0o5jjXz/k6nF7aeKejc5rFi427iHt148nj73LmMdxs/8ZgMdrWqXSSV4xN2+IP3qM8tp5rgM8RJjncbzNekFdxLPJZazwjhG5C2Oo+fq8c311NAW6BHRkcCDeOPCHJpUcHqWNBqZ6IJ/amsjlTeMjFnS8fKF795Gu/dvpsLibOnlQUMddmHc2671xvqoAO/2JVxG22zJlJlnTHqBWGtt9NLvv7PtjAkVyNuJszKpdFomv1u9yz4TLFcnk0Y5HvTcxbt3NUA5gvSg/GhrwhJB8ZdvWCkEq48gjXBoYBzfYBwIZ2sPxqZjmTl4KJG3w2lPGr8j6C3Edah/US9zbJTPdYg19cxNGMLBcktpDidddcm76R1XvD90tH96CUa4vH/8yy/Trv0bafzEHOkSNjEmTUR/SfsCXdXh9uPyWGc8myAjInvn8JBLCRIjSIM5ds9kUGkZAntQGkZWbvHaI3GIUaG/mbO1Bw8bPJAdLj/VnGqXAbUxCUZ3kB9YrsAgmnqb1YtAoJtcre00f9Yy+saX7qPsrLzQJ7HT1NQks6Q9Hs+gCt1ILImd9FZlLm2vd/a5NSBAhYL8huDDO4DKGhUajuNnOPgL3vG7VhVQYWb0lQewjtxLO5uku/5cCUakw8336e6rJ9Pd10yV2bQ/+eceem1XtSxejGcQXZKYQHG8BjuF+OmeG07Pkv7oz9dSfYtXuiERUOGalqJbGl3V7181iSvoTvr6X7aLqEjizEPXCLqrv3f3Yj6zWybbPLe5gtLQ5z8EXGjL6uBeYKjADz+yWATk3986IWtpwlOG57Q42yZDD7ATD2bAY11GUzDCK7xmb23PpBgIJTOXOlgQXjwzjz5/6xwZfvDfj+2V+yTPND+/pQUO+v6HF8tOMM9tqqBfPXtAZlAPBbEsq4N3DGN/kR7zfUQZh/rgobV18jxLuRkBBON187NlhxgTnLXhSKsIwv53ehn5grGohG2bmSXlNUAZbopA5A9ENWYwY0gRGvIDCUZ0WV9+SymlckMC7y7eI5wfDlbrMOtPGfs+iF4G3EMM7UKZAPEIsRUveC4xNAp3FGlM5jon/ljO3h7YgqFYxnM5eHtwDzG8q8ceLsci834gMK7T6A004hCNxv/7/aHNMfoBmi45KYkc9gz65+9j2098QMGI74dgk+4QNk7SMJBRHCOuM2Y0GRmMvzHmAjdLSq0Y45CJGXwz8LsJ4kBcsYJxE5jQgUjNr8b1PTc9lrTw5YgHD4ZpD25WEHtJDRiBAQo72IJ8kStCl8VrjwgNTguuRxTGg2u8kFKQDJSckD0pSAf/xOWYFBO3YMSyOlzQYmV5f8AXOjM6sN1isdDlK26kL3/2x5ThzA59Mrw88EYN/WNDHRU4U6IKRtxnD9uazy25gkyLeHNQuUAAHa3tIAe3VMPPl7zkd2XlzAzZGhCi8VgNC9zQA4yxUq/vbZZr5Pk+R4IRQBTAy/jV982TsWgQGb997qB4ouCZuvPKKTQh3yELd6Or8tM3Gwt3m8vqNLAAiTZuDWlvZ9GIxbmnFqfLcjsQMah4Yecnr58uIuV3LxyiJ9efkt+HigtxHcYcFnTf/NBCEfgAorGszsUVKNEV8wvo0jkF9J2HdtLL26romkVFvZbVWbe/rs/8b2r3s2CcTe++ZILc098+f4jva0C8xO+9dKKMXX1pWyXd9/QBEXDxOgz6IhbBiFnN71qaQ39dUydrKwIrV+xoiD23rVH2k44mGAEeBTzj4Y8EhGJf43fPl2DEwt233HLLoATj57/7Htp7YIv0/GHsuSl4cE96ouPsQF1dc8olizhjfPpAghHjIa9+z2QRi/BUpVi5UWFktzKGgXPJ6w7K9rus7OiZPx8OfdI/AwpGPIwedye3WtqottxlPHADlRt44dNSaMrsbCoYb5MXF/FUHG2nE1gniF92Q7r1A38M5V7MD/zEGRnyIIP2tiAd3tVETbXumNKBc/KK0mg6tzptaVy58yGIncpj7VRxrIV/H9geFKZwH0+dm0NFpXYRzbCn8oRb1m+Cly0WeyD0sIg2BiXb05PlGty0w7ubqb4ytEl5f2kJ2ZOTb+dWZiZl5KZKYRBke6pOttNJbkVD2A1UrsMeuOSnzMqi4snpEudgBGNTfYecf9nF76DJE2eGzowOKga7PZ2mT5lDs6Yt5Hs7NF2UZ8v9r1fToxvr+xSM2DkiN91C77ooh3LSuBXOD/PDa+ukm/ooC8HjdSyq+L5GAmHotCXRhFwrbTnm6inUcSYmymCtOHAuBSOeA3Q1L5+RJ5NZPnD5pDOejec2ldMDrxyhxjY/fe5dM+l2FgrgIz8/7WGMBkTFVQuLZJ0+TMqI5H9ZfDy2pozzgO/zmdkzaMIFI5ZM+dDK3BEjGJ/f0UJHqt1DKhgRN4T/uDwHXcbCEBNRCiP2+951vIn+54l9MqnpqgWF9K3Q1oDfe3gXvb2nltK47IoGhh7Ae4n9qd972cQz7jUmwtz71H4RVPCEDxWxCEbc07svy6dD1R7x7AN4uWeW2AwRyeV2X4JRJnBxuYbnw8Rc1QDxRhIpGC91HqSiVGwNODSCUXrJOEyYMIGuuuoqfgfjfyH+/Vvvov1HtpEt1SGetmgxIJdwPCk5SbxOEJaxCMar3j1JnCfo6s4usBo7kckX9HbUxIKUneEFKEcwHHEgM6RODosm3njOTIfkiPyMh3NizyDiCE9HkiVJ1sNE4wLOtKceOCDHB2JAwQjRAAGx/qVyaqj1xJxXEHvTF+TSiutLJI24bvUzp+jY/iYuJAaUVwZ8Uv54hyxwmV9iFy/csb3NtIHT4o948PsC342JMCtvmECTZmXKotlNXNFveKVCMsy4AwNZhRc0gSbPyaYrbi3tsWfz65V0YHuDvGyxgBuMWc+wZ9wUp1RyFcda6c2nThpT6mPIXNOexauKaebiHLnZrhYf50kFlR1u5UI0NnsQT+n0DLr8XRPF0wgb4hWMjVxBuV0++t5//pYuWXZN6MzRxUCCETu9rJqdIeMRtx530SoW6g+urqG5/FyWshh8cnMDRdsaEKDiynVa6Mo5maEjBo2uAK0+gHt17veSxjPX4eX7xQLv8nmFZ3ib1u6rYxHcJW8BdgxBFyRE8bajjZx+rpT7KJVwFIt9Q/hePr+w13noFly7t5Yr56T4C8YBMAVjU81Jyst00H1fvFnG6IXfs+EAdv70b2tp7c7j5MzKY8E4c0gEI0DcuH+tbj8tnZYrXdDh7C1rpppmL6Xw+5qdnkpzS43nbd/JFllYva/xfogXwgvCEWIUY0/D2XCgXj7ryzM3WGJZuBtervmlDlkiJxx453eUuWW2ZrRnCzOkl09Nl92Zwmngd+6pLQ2yNWBkfpwWjG4WiUSfu8JOMwu5EdIdPd8GS2ZmpnRLD4a//PNn9M/nf8fPOVYj6P9+YMUT1JXxCkbUSdirGtfiGpRPg3mtzO5yIKI+3mzky8MbgIPp7sUViMMsFwZjD+KQIUdmHHx9tGduQPj6IbUnZEu84ArTHugGzFWorWgfWsGIsWnlR1tlJXO3i1+2GPv7pcUyNYOufd9k8TDiqpf/cYwqj7eyEImt5YYH18EV7qqbJ1DJlAyJ88DWehZ75dKtGxP83RgnAJE2a3EuZ06CLL6JwcIYZIpu5liAQCoYZ6d3fmSG3DTYg9XqsQAnuhhieZDQMkR+rrq5VLyM+PvEgSZ6/fETnA62J7aslXxYdGmhbIMIUdfa5KO3nyljoeeWhVFjAd3XWFrghg9NlV1jzkYwfu1zP6NrLn9X6MzRxUCCEZ7CVbMzyW5JoJd2Ncv+ti/sbKIZxTbKdljo2W2NUSe9oPsXs6Hfe3EeZfJ7FE4l3y+Mw0LFda4FYziyJE64cYyDxRYqTDx7ELgQiXgMMTkilmcaFRjiDY8VHhQI0xgf57gwBWNjdRkV52XS07/8DKc/9OEw89X7nqaX1u6mjOz8IRWMJrgfEHiRazFimR2IRQBvHDySAJNU8IxF3PKo4BqpTMKQ6+OsZGMhlkkvSDOeRxkHbD5IfKyayyg8rqgw8VOe3TC8XNbfsTKfDlZ5qAzefy7vEc/NS3Jp+/E28TT2PenFLYLzJ3dNo9nFQ7Ob1FDh8bqplp97rH8sXq4+CPLnP7rvM1RZU05F4zMHJRiR91jVY9ublXRoV0PozIHBsnELLimgORflSxmAsrSG69oNL52SRbNjwZllpaVXFdOkGVlsK57zBFn2ZvNrFeTpCBgnxUDp9Exadk2JxIcyCsvWbH2zig7trA+d0T8QUTNZLyxehaWAjKFbLQ0+2vByOVWVtYXOGpho9mBZIiwgjmXpYsW0BxN2UPfu2VhLu9fXyFCCWBB7FoXskaForIMGIRhjKmqNmx+fusa5kZMwjDjiieTMaxBnvOpaWgZh1yC6wdgT+b3x2hPte828jYdIe8BQ2BMOCo3IMOQ1xygAWVTf6qdZ4xz0tVsn0LicVLrn6iK6eJqT6vh4X1mI/EqzJsn6bz97ppzufb6iJzy6od4YExY693wBEYe1+cIDngG5tfwPKlIcw7IrsT5LeH5xfnicGN95PmxDReD3x17onmsGGmR+tuAeYeZ5eF4joCsZnyFA/JjH8TuOxQLEYXicPdeHPj/f4L3CuqjIUehYCfw73r+S7FTZLQnvV4TG7QF291yHc2LNCCYQGDnPlInN6qCJ42bQ5AmzadKEWX2GaRPnssDBTlKDfxYhKGT7vhdOinMl1mA6ljAmH2IRmzdg6z70wkU7P1o4sqeRhWoVJXEDHXUcutbXPHeSyg63RD2/r7D5jUqqOO4SB4rYU4btCMuinhstVPH5q589Sa5mnziZMITrwPZ62dUl2vl9Bdiz9Q22h+MQe/hhhLOq7FD89pQfa5Nxpq5mL7359Amq4nsU7dxowbCnTLZ2hEAcLIO/UhmzSGHLLyq6FsyZXBhiYE+3cOEbe8E7FsCYJyzIvPpAC51s8MoiwPBcbDnqoi1cIEUbE2UCjw2E4cR8K5Vyy90M8JpcYNmoKDEDgYeGzF2XFdDHryzsFeDhx8QXBFkH1d9bGGHe7Il6H71jQRb9y7VFcs1nriuWYSN1bQEWoue7mXZ+CXYGuWw5u8IFWSTzDAYRjcwJCF2IeAazBE/47iuIqd0VfxwAXlOAdPg4znjtwfVGJwGcMdg8Y3ANCT88/qHHTnpkBmuP3xgqEAwMbpcbY0Z16I9BooJR6QUeKuwkYyzEXSxh2VUltOJ6Y+P3YEQBPZZBAYNFu1HObGKB+OBbNfTX1bX04Ns1soAwlqcJlQNRQbc01pK7/eI8evey3J6A/XDPx9aAijIawTuFd2/DkTaZMNZXONXoky7ncDAbesOhVnk/w899Zltjv+s3jnVQ1oSPLTTpS0RBmAyGyF6r/nqx+iJa79lgCLdhsPaEF/CR6YqVIbdncJcbnM21jApGpRdoVWXkpNJFVxTTosuKJGDcw/yL8ymTj8OlPuiXbxTRySWp1ZJI71ySQ7delEvvY9H3wZX5PeH9l+TRrHF2wl7T0UB3nptb6S/ubKIXdvQOqMwwNuwCyEZFiRuUL+jJwKL4L/L70lc4XusRgRgJvPrrWTSGn1vTHH2G9IUAJplia9gJMzJCR05jrOGnKLGhglHpBQprTDZytwdkFfye4A4aO8FIF7XRVS3DZLhg76OROqpByxveC8yGnlVip5kcphXZaXqxnWaEQr7TWGYnGnBkoLts23FXz97TCHs5HKjq6HPso6Jc6OCVghcG3c/oTu4rLJqUfkaXNGboXz4H3dFh576jmD5yRSHlpFvOmDB0IWBOtrzxjml01xcW9IS7v7SAbvnIDHECnG03tnJhoIJR6QUKasyIrjzVQtXlrX2G+po28nRgK6OxWQBDz6FuqW0NSLf04WoPPbKujh5dX0e/fqmS7nuxkjYcbos6QxqIluZw0RQnfeHmcT3hU9cUy4D9PnSmoigM3j/sLIOxh30FeBLPeI34QCo39MLPs1kSZdww3tULSRdh3B3W/sUyLviZnW+jKXOze8LUeTk0bkrGBZUnytmhglHpDZceiQlJZE1yUkpiWt8hyUHOtCyaMW0e5ecUhC4eO6BLGTueYNzi89sbpQJ7z/Jcev+KfJpaaKOCDMwmTpbWeTSwvEkeloSalUGVTX6qavbLT+xAce08LLGgYxgVJRrwvsNz/7e1tXTvC5W9wu9eraY/vM7htWraWdYuw0bCQbfza3ua5XMJfO7Pn6+Q5XRS4fa/IMCwoQSZPIIl1zDTF7Njm+s81FDt7gn1lW5qaYhtuRtFASoYlV54/V6aMmkWfeHT3+fwvX4CPv8B/fsnv0szps4PXT32gBfjRJ2XHt1QJxXR2kOtMtP5/Zfk04IJDvL2MYYRYJmaKi6of/9aFT3wRrX8fGJzAxfnF8Y4UEUZLGY36YppTrpkuhFWcABYKxHttEjPmPknjmPCmdvfRS3uoCzPg92aMNHsQiDY2UlYNxAbOhzf3yRL0kQLJw42y/I5UhZpgaTEgApGpReBgJ/yc0to5bJr6bKLr+8zrFpxA126/DqaOW0BWa29d54YS5hVDJbjwEQVzLKEBwTgs/6KWXgZi7JSRVxipjR+YueKWBdTVpQLEbwbGBpz7bxsunJupuzagoAdk65bkCWNOLx94RpHRCK/b/BMYpwieghuXJgtE9aweD68/djmc6yTlJhIc2cso87OIPn8HWyzlwLBPgJ/Fuwc3BIvyoXJORWMY65SvADsQVcGChvFAJ6OKQU2mRWNHV8umpIu4xkfWlMrXWJ9zbxEhYVdKbYfd9H8CQ6ZPIOfWHj4rX2tks/apleUM0GxhPdqfG4q/WN9nUwUwy4sf+N3riT7zLGIEIKY0IJJMnP4PcOi+micYeemhRPTqKYlIDsrYUvOsb6sTkJCIn3sA1+lX3z7SfrZNx+jn33jn/2Gz3/yp1Led5/jReeVsUHMghHdA6g8zcWcYwmRXm685NHO6y9EE51YJiDauX2FaDPA4raHz42s4QdlD+KJIF57JC0RSFrO0h7lNOjSsqck0UevLKSbFmfL309tbqDHNjZQRZOPWjs6ZYZm5DNugucry5Esa8ChOxrhT2/W0NNbGmQB8JGynZ2ijETwXmFLP4w9xD7QeNea2oMUjLLwMMo+eP8z7MnihbycG3bFWSmy9iIE5xv7mmXxfWzzibVTxzqZzhyaO+MimjdjmXgb+wtz+Lxo9aOiRGPAakteRq440zOtZLUlyxY5Kdb+g4XPsaenUE6B3XBihZ7HjJwUsqZZ5PNo10UGqy1J1gRM5YJAhJakJZHSs1I5jsSo10QGnJeRZSU7px22IKC7I83JLVWON2Z7uPLPyrcZhoTsSc9MJQfbGe2aqIHjycqzkcNprGeIxEjeZlvjsCeJnJkplM7ph5cKacGPND5mjzVv+RzYnplvNQxRooLtrTD2CWMRpxfZ6UOXGusvfhpLdryjmC6e7pRKKBLc29JcKy2fmi73psEVlNDiDsjSPJM533H7FUWJDrqXsb/ztCKblNkX8bv0uRtKZG1TrFoQDtZirGvzy+oF6w61UkWjT/Zrv2VJjngar56bRTOL7eKZxPqqymm83o7Qb4oyMAk+n0/eoJSUFKqtr6Qf//LLtGv/Rho/MYesLJKwSrnfyxVetYc87iBXgAO/cHgnsZUcBJaTxZ2hsBKoud5DLY1e8XAN1NBDHBBEjgwLZbPIghCCaMRA3uZ6rywwPVAcAPHgWsThcBp753o9QdkM3cMtVuOLQif3gZkWbMwOwWfag7Q01SEtnTHbk8ZpQL4gTVh7pYNFRENNBwV8A8cBxB4WmTkFLIJZrCLOIDe7m2o95GoNUEIc9uDeZLF4SUrigjTYRW0tfqo8VUfXXv5u+taXfxU6e2xz/+vV9OjGeipgAY4uLIhE5A8WDrZZkmjFDKd0LyNLI+/P8VqveEDCFw/mS+X6D3JF9fLuRhGK8H4AVIL5/DxfwxXY39fXybOYzHnv7vDQyy+9TG5XM2UWTqL03HH8juiwgGgkJiWTq6GCGqvLqCg3gx772T1ks1pCnw4vX7n3SXpl/V7KyM6n7HEzubw6y324xigJiUnka2+h5qrDkkd5My6jnNwCWjDBKu8Z3iGMRcRe0WioQQzOGeeQa98+0CKNNPOdCgeNMLy3WHcwxZJIV87OlHd2IpfbmVyX/ZPf82M1njOGkeD9hjhFtzcm1Hz/AxNpQWla6NOxzfGT++lz37yFMz2RJkzLlDoO9cvuDbX05P0HQmfFjtWeTJ/53kXiXEId99AvdtPRvU2hT2MD6fjwVxZIHY/w229toXaum+LlprunywYUKI/3bKylJ/4Yvz2f+PoSKhyfJutYvvDwEdr0akXok9gZPzWDPvKfC3vs+d23t8rM9Xi58c7ptPKG8XR8fzM98IPtoaPx8fH/WkJFE9LEqVFb3k61Fe2yt/RTD8SWNwlerxfvJ6WmpvYWjJNyyMYvmZzEbx3Wcopraxy+Sz1dnyESuXJEJTmQoAkHIhEFgNx1BtcjLWfU3v0RKkQQF2LBBIa47WGM7tzTrdvBpCXSHuQtNiYfrD0GRhzx2tPNcXSG7IFtrVj6RQWjeWvkJ7rFzFyOBIPvI9eCw++47n0r8ujlXU3UyI0SS+i+YKwVBt9fMy+THt1Qr4JxEKhgHP3EIhgBPIloZOE9CXCDFmAZnVh2bJF3l68JsACcmJ8qHv9DVR5q8wRFIIajgrG3YIQDofxYKz32u/3U3hqfUBs3xUkf+Ld5lMICK5GFyOpnyzicDH0aG9hZDOII4gp13DMPHqID2+pDn8YGBN5tn5pN0+fn8rPQTRXH2+ix3+4nV2vsQg29m3d+fgFl5tq4fiXaubaWnv/bYXGuxMOiywrpprtmnLbnL2zP1vjtec89s2nORflUV+mmR/93L9VVuEOfxkZGdirdwfbA6YU8GRLB+KNffol2799ERSVZlGLDixmfCFFGJ6jbsLtLTWUdXcOC8dtf/nXok7FNf4JxMOBSiPm7VhVIhSXL6ITiw9t028V5sgvM39bWyQB8FYzxoYJx9DOQYOTXRzyI2HMdC2+b4DXq8HbSy7ubWUiih2nguglnoKGGkGrBCgdnXqOC0RCMpdNZMObbxHmAUFflJndbIHRmbGSxMEccksv8j7cjSDWn2g0nSQzg9uQXO2SIFcpNxONq8Uta4iHVmkQF4x3iLQWwp57jaI/DnnROQ26h3XAKMQFfF9WwyML6lrECe/KK7TJ8rcceFq11lfENBRB7xjkoxZostjSht7bBG/o0NtIz2J4iwx4472pPucSeuARjeJd0TV0FC8Yv0vZd68jusEsNZ2SVMtbBQ9CFbum2Nrrpug/QN794n/HBGGeoBSOAVz073UK3L2dxiPhCx/EuBbiseXxTPTW7g7I8D1rzKhhjRwXj6CcWwQjPPRpd6VxR9sAforLEYtzw/Etv1RCggtEQjCWTMygzJ1W2hoXQgdgyxVKswPsWCBvXjesRTwza3oDvfYDvbbgXL9mSKCEeUAYjHWYv3GDsgcgN+PkdDhXgeN7g6YuvpzWKPSzQMBcjHkx78PwbtiSK0IuHcHtwLQQ0QlyC0e/3S3ZYLBZqaKqhhx/7LW3bvZ78AT9XaPElSBnddHVzIcz3/D033kW33fKx0NGxzbkQjAAVWgG3UG9enNPT6EKR8dy2Rqpv9csYK3CmYJwYEowqNqIhgrG+XARjYW4mPf4/I1UwzuDKKr6uqwsFQzA2U3MlC0Yuc/rqkpZxiqGXB/U+tvzDeqaP8fuKyS8qGM+eo2V76bNfv4lSUqycDyyGWI0MQfGnjHDkPeOKDnVdIOin5/9yzPhgABICgYA8H8nJybJoc31jDbna21iNBvnToXkhldEBHqDkpCQqLhxP6WmZoaNjm3MlGAFahaEGbg+IP7xbrEcwvvIauVsbyJk3jgXj+NCnSiQQjK21J6ip5hRNKM6jR37ycbKljgzB+K3/fZaefXsXOZzZLBinc/EJ79gQPUxjiMTEZPK01VMTC8ZEfiFyp0MwYuek3oIRE1jMPyC9MRYYs6Wx/ikaZLF0ScfChSwYq+tO0ld+8AEqKz/EZf/IeI+U8wW/XPwOjS+aQv/3y/WhY/3TSzAqyoXGuRSMIDKuyDoOFabH66PX3lhNbY2V5MgqIGd+KR9PEgGv9CaB86u15gS11FfS/Onj6fffuINSU0ZG2XXfw2/R357fQBZrGmWXTKNkC8Yt6T2MBB5GT0sdNVcfpeQUK+VOWUFZOblnCMZo+INdZElONB2PQ8KFLBg7u4K0a98GOlK2hwWjaoALCbNomlI6mxbNvdT4YwBUMCoXNOGCccnkoReMAyGC0Reg197eQC21x8lqz6CMoslckdq0SzMC7GLRGfRRS/Vxcrc10/WXzqXvfvpm8dKOBB55eSuLxjepi5Iou3gypTqydBxjBNLlyc+1q7Gc2hurJY+yJy2lzMwMFozGZInzLbEvZMGoKPEwMkpaRRlmUEmhsjjvAQOiu5PImp4jgijgc1PQ5+HUDKUPZYzAYiPo83IedcjA8zlTikaMWASLZ00gh91KAT+n0dOudzAqxtaj/g4XdbFwTLZlUKIlVVppEG7DFfh/RVEGQD2MygXN71+tosc3N8g2ftGW3DjXyDcmJpG3vYVqj2ygTn8H2Zx55CyYKF1359XdOaJJkO78tvpycjVUUlJyEn3ro5fRtauWsWgMm0k7jGC86j3f+SvtOFhO9jQnZRZNoeQUO99C9TKaoFHkaWuglprjlMj5kjNpMVlzJpE1uYtmFA+PhxHvPdZnPFLtkUacehgVJToqGJULmic217NorDZ02TB5GWQfGa48Wyv3UmfLSbKkpLLYmEqpadqlaYIJJH5vG7VUHZUxn/NKM+idFxXSzOlTaMbMWbLKw3DT0txM9/31RXpm4ynZs9iZP57Scor5HuLhOt8yaOQhQwo6A9RadYSamxppxbxSShu/iI42JVNqkjFjczhew57v5H/avZ30ww9OpEUT03FEUZQwVDAqFzQYu7ThcBu1eTqla2q4QGXa3FhLz7z4BlU1tFGaM4syCieHJk5c2GMZMe6tMxigtroycrc1kS0lmW67pISmFTkIkyAmTZpEs2fPHlbR2NjYSDt2bKPq+lZ6YkM1nWroIKvVShkFkyjVkRkaj3oBi0a+h9i2FGtotjVUSU587WPXkCN/Gv36xXK5j8P5/gEslZeTlkzfe/9EmlqILWAVRQlHBaOijCB+98819IfH18puMI6sXHLmTaCk5AtYNLKQ7u70k6u+gtwtdRTsTqCVs3LomgX5IjACQcMDO5yisaGhgbZt20buDjdZUyy0p6yNntlSRf5AkFJt6SwaSymFf16wnka+h2w8uZtrRDB6vH5atXQ6/ejfbiFLipX2nHKR1481YIdXMHayoM12JNP0IpvMxFYUpTcqGBVlBNHu8dGPH3iZnn17jyzu7UjPorTccbJUC5Dd0Mf6uEZ4o6STsJuCfq8hMtqaKMCCa854J910URE5bckUDC1yickTYDhEIzyLEIvt7e1ShpqiZ82+Bnpzb72kzWqzy9qa8DQaawei+3WsC0eMOWVb+X94hzuaqqm9uVaGE8yaVEjf+cw7acbEgtC5iqKMBlQwKsoIo6GlnX724Gv06qYDIizsdrtMhLGmZ1NicoosXi3Lk4wZ0QE7TInIArAzSN1dAZkI1NFSSz6vl4UX0YySNLp+cQHlZaTK3sDhIC8QJk+eTHPnzpXlis41plh0u929Jt5ghxJ/Zxe9vaeBNh5uEk8jtl61p+eQNSNX1h7E4tVYU3IsCkfcx66uTrmPfq+LPM115HG3kc8foJksFr/84Wtp6ZxS42RFUUYNKhgVZQTS4fHT7x5bQ0+/tYsaWUDabSksOmyUYk/n4GTBmCSCA2MfRz8sMbq7RGSg6z3gcZHf08ZiA7NWu8iakkzzSp105fx8ctqTZU/UaJjia/r06TRjxoxzKhqbmppoy5Yt1NHREXWWtvHVCbSZBeP6g43U2OaX/ZGTLRbppsY9TEy2yP2T2fBjBNxD3Mugt0Puoc/TLl3QiUmJdMmCKfRvH7hcRKOiKKMPFYyKMoJ5bdNBenb1Xlq34yh1eH1ktSSzQEkg7HWRkJQs3sYhBe6heBgSBxkWc4ZHKiD7mXd2dVMw2E0WtnVSYRotmJRBcyewyLIk9SkWTdAFDO8rBCOE47kQjQOJRRP0yKKLuqyug3aeaKED5S5yeQKUlNDNx43PEvl64x7Gm/F9EEc08OkaQxxCB84SxNUVDPC9NO6hP4gGAEkX9I2XzaVbrphPORmO0NmKoow2VDAqygjH1eGjzXtO0PaD5XTgeA2VVTVSU5tbhNFQVfZABE6cAgv7ZZ99tyquh3ghSndYaVJxLk0pyaRUctO4rBTKz0glPwtFfFcsmGMaZ86cOeSiEd3QW7dulW7oWMtMjEX1+TvpBAvHspp2auzopkZXgGoa2oa0SxrPQ2JcM40xrAGe3aFLA8yxplqoJD+DZk0upAXTx8mC5lPG5YbOUBRltKKCUVFGCajY65td1NruIa8viPp+SMHEjYMHDornDF2I/QJlwAJl6pSpVFg0dF2MKZZkykizUVZ6KlVXnKR9+w9SsLNrEEJ26EXjYMSiCcR4EnVRTl4BlZROZQGcIBOchpLqqmo6dvxYz70ZiGAwSCXFxTRt2rSYzo8J/upkfnbS7KmUm5VGdmtK6ANFUUY7KhgVRRH83g7atGkTuVxtA+6eAs8YPFoLFy6igqKS0NGhBV2b+w8coKNHj8r3DUY0Io1DMaYR3dCmWIx3ZxmkvbOzk4qKimjhggVks9tDnwwtNVUVtGvXzp57MxABf4CmTJ1Ks+bMCx1RFEXpm7NvdiuKMibo8PrJF+jk0BVz8PgCoauHHkzqwTI5U1nUQADF230LgYhrDh8+LMH0OsaLOWbxbMRiYWEhzZ8//5yJRYB7Ee0e9RmCXeT1B+POV0VRLkxUMCqKMmKBUJw1a5aIRgibwYrGQ4cODUo01tTU0ObNmwec4NIXplhcsGABORw64UNRlNGLCkZFUUY0EH0QjTLWjjkb0YgQq2iEWNy5cyd5PJ5BicVAICBiceHChSoWFUUZ9ahgVBRlxGOKRtPTGK+nMN7uaVMsDsaziO/BhBKMWYRnEQuvK4qijHZUMCqKMioI9zSiq3qwonGg7unq6mratWuXeBbjnQxoisUJEybQkiVL1LOoKMqYQQWjoiijBog+cyIMgECLh3DReOTIkdDR00As7t69e1Dd0KZYLC0tlQkuqampoU8URVFGPyoYFUUZVZgTYbBcDkTa2YjG48ePh44a3dAQi7IOJZ8TL6ZYRDc09o5WFEUZS6hgVBRl1AFBh0W50T09WNGIGcx79+6lsrIyEYvohh7sbGizGxqeRYvFEjqqKIoydlDBqCjKqASizxzTOBjRCGEI0bh///5Bz4bGd0Isjh8/XmZDq2dRUZSxigpGRVFGLRCN2MVl4sSJ8ne8E2EgEP1+P3m93ri7oU2xCM8ixKJ6FhVFGcuoYFQUZVSDmcyYCAPRONgdYc5GLGLMoopFRVHGOioYFUUZ9aArGN3TmHQC4hWN8aBiUVGUCxEVjIqijAkgGuFpPJeiMVIs6phFRVEuFFQwKooyZoCAmzNnzjkRjSoWFUW5kFHBqCjKmAJdxOGiMd6JMNEwxSLi1NnQiqJciKhgVBRlzAHRaE6EGcy6iuFALCJMmTKFFi9erGMWFUW5IFHBqCjKmAReQEyEycrKOisvI9ZqzMnJEc9ivLOpFUVRxgpa+imKMmapq6sjt9sd+mtwQCT6fD6JS1EU5UJFBaOiKGOS8vJy2rNnz6D3hjbBtS6Xi3bs2EG1tbWho4qiKBcWKhgVRRlznDp1ivbt2yc7uJztGEaAOCA8IRqx77SiKMqFhgpGRVHGFBCL2B96qMSiCeLCftO7du1ST6OiKBccKhgVRRkzoBva9Cyeiwkqpqdx586dKhoVRbmgUMGoKMqoB7OgT548KWIRE1TO5WxmFY2KolyIqGBUFGVUA7F4/PhxEYvoMj6XYtEkfEyjikZFUS4EVDAqijJqgVg8ceIEHTlyhPx+f9xjFs1Fuc0QD+GiUSfCKIoy1lHBqCjKqMT0LB4+fHhQ3dAQiFiUG3tDjxs3Tn6PVzQmJyeLVxPd0yoaFUUZy6hgVBRl1BHuWRysWMTe0JMnT5YdXObNm0fjx4+XY4PxNOrsaUVRxjoqGBVFGVXAE3g2nkUAYYi9oefPn08JCQmyjeCCBQvE24jP4sXsnoZobGhoCB1VFEUZO6hgVBRl1HC2nkUQCARELMKrGH59uGjEOfFiikbsLqOiUVGUsYYKRkVRRgXmmMWz6YaGEEQ3NMRitAkyEI3oojZFY7zd00hTc3Mz7d69W0WjoihjChWMiqKMeIZKLMKzCC9iNLFoYrFY5JyzGdPY2tqqnkZFUcYUKhgVRRnRmGLx6NGjZzXBZerUqSIEY7kensY5c+ZQUVFR3LOnMSYSorGlpUVFo6IoYwYVjIqijFjCPYuD3e4PYhHd0OYEl1hxOBwiMAsLC0U0xouKRkVRxhIqGBVFERJZTEFPxRf4n3MEhN7Bgwfp0KFDZ90NDbE4GLEJ0YgxjRCNg5k9je+EaMSYxsbGxtDRcwPuRe97E0vANfyLoijKAKhgVBTFAAIC/8TBuZIa3V2ddPjQQVk6Bzu4DEYsmp7Fvia4xIrdbu/xNCLOwXRPt4qncTc1N5070TiYe6FSUVGUWEngFriUftixQFGUkUkg2Emt7R7aeaiCyqqaqLaxjXyBYNwCry/gZIIwa2xsEq9cQuIA8aLU4FOyMjPJ4Ugzjp0lEGLjC7OoJD+DHIleaqytoJTkBBGLwc7YRRriQRfypEmTxLN4NmIxHLfbLessYkcXxBmrZy6R8xJy18v3y+5wUqIjl+pafVRV10rtHt+Q3cP29nZqaW3puTcD0d3VRY60NMrOyg4dOXs6Oc68rDQqLcqiOVNKaFx+JtmsltCniqKMZlQwKsoIxusP0i4Wia9uPEgb95ygptZ26ursYgEV/zZ2sYBu6Xj0C9IwdMlI4HIoUcRYanISlebbaO4EJ00scJAjNZlt7hIt1B9mnqAbGpNWhrq7NV7RmJyUwCKKqLrJS/vLW+lIFYs6d1DGZuIe4udQIbcuLnsTQvdvaJ8j5EtyUiKlplhoztRiumb5TFq5cIoISUVRRi8qGBVlhHKyqokefGYDvb75ELncXhZz3ZSUbCFLipUS+X1NSEiixCHynp0mXoE1NGKjG+Kpu4u6gkEKBrzUGQyIfUksPKYXO2jlrFwWkHYKBPsWjabwwWzoWbNmDWrMYiyEi8b+ys0UFr9tHUHadKSJdh5voVY329TdSQmcrmS+h0nJKfJ7QmLs3sqBGZ77B+Cx7OrihgyHoN8ngeUoJymR5k0toY/eejFdvmR66GxFUUYbKhgVZQSyZd9J+tXf36LtB0+RzZJEllQrWdOzyGJN599tLBQtlMBiMSkJ7+1QiY3ho6szyIFFY2eAOv0e8nvayetupoDPS6wRKS/DStcuyKO5pRkUgKcxQuecL7FoMpBotCQnUG2zj97Y00D7T7XykS4+lkypjkxKtTspOdVOSZZUEYyJfA8TWFSNdiAUOzHGsytInSz6A143edubyY+f/iBlpTvoE+9ZSXfceNEQCmRFUc4XKhgVZYSxYfcJ+tEDL9OJqnpKs0EoZpM9I0/EIkQiSTem2RUcoZxGLcYMX/mZmCDeKggOT1sDdbQ2kC8QIKc9hW5aWkjzSp3kD562+3yLRZO+RCM8izUtXnpuSzUdq3bLOMxUh5McmQWUYnOyUEwR++Qe4oJI9TuKMYQgh5AgDPo6RPh3NNeSx9Mhi6J/6vZL6WPvukQ+VxRl9KCCUbmgqWv102Mb6+lYHbp8h2r6QXwYcqGb5ox30pQsH93/z9do+4EKSrNbKS2nWIRGQlJyj8i4UEBXLWzuaK2l9sZK8vr8lOO00ruXF9PkQgeLRnSBdolIOd9i0SRyTKOFxWK7J0jPb6ulPWUtIh7tGbl8H0tYKFpZG/I9HEMCcSDgQcUj62PR6Kovp/Z2lzzXX/rwNfSuKxbIObiPgc7uYfWT447g+1MtiZQ00IQvRblAUcGoXNA8sq6O/rqmFn4t6hqGitysqPD+pSQEyF25ixpryikx2ULpeSXkyCqSz4d6YsJoAWIQlnta61hwVJDXH6BpxWn0nhXFlIaJMF3dwyYWTUzRWFdbIx7g1Xsa6e199Sw8iOyZeeTMmyDdzobgvxCB9ziBfB1t1FZ7QkTjxJJc+u//uJUcGXn0u1dO0akG37A12ADuDHTioklpdOdlBZRp1/pQUSJRwahc0PzhtSp6bFMDZTsslOkY6gkkscGah9q8HOpPUsOJ7ZTA4tCRXShCQ7r2LlCx2APygGWju6GS2jh0JSTSO5cW0OIpWTR5ylSaOXPmsIlFE4jGfXt2085Dp+jvqyvI5fGTIz2TMgomy1hF8Sxe4MDb6G1roObqE+T2eOlf37uSkvNm0xObGyhFZpMbXfTnWzTiOyEWIVgxPvZHH5xE80t1RreiRDKiBWNDUw01NtUPe2WgnGf4icQcgExnDqWlZZA11Rb6YOi5//VqenRjPRU4U+iiKen8rJ1ffYaKyteZQBsPNVDdse3kaa4iizWNssZNp2SzC1MRsRH0e6ml6gh5OtxUlGWjb33iKlq6cI7xsIwAIBp/+Idn6KXNZTJWL6t4CtnSs2Uyj8K3iQUZvKyttSfI1VxH4wuclFm6lNoom1KTOqkgIyV05vkF7RGvv4vq2gLy8/sfnEgLVTAqyhmMWMHY2tZEf37457TnwDZZboOTanygXBjwPZ81YyFdfdkttGTBpaGDQ0+4YER31FALRngP+xsSBa+Gv4sF4+6TVHVwPYsLPznzJ1BadjGn4zwq11EARKO7uZZaak5wJZ9Iv/l/H6ClsyeEPh1+PL4gfexb/0eHTlSRM6eAMgsnI9HntwUywsE99He4qLniEAWDPsoeP5/SC6eRIzWBlk5OM4ZfGKeeNzBmscEVoJ1l7TKZ6vsfmEgLVDAqyhmMWMF46Oge+sq376a29lbVihcg8MqkpaXT3e/7HL3/1ntCR4eecykY4bmAIERXW19gFxAvv4JrNu2iuhO7KTklhbKKp1GKPYM1s3qmwsEkmICnnZqrj5Lf20Eff/el9KnbLzN6rEcAG3efoK/e9xS5O3yUVTSJHNlF1N0Z//7TYxl4GbGEUkv1MfK0N3EejaMsFo3ONDuLNPsZghHvIsapmuBzLIY+lEAwNrUHaM8ptwpGRemHESsY9x/aQZ//xh38MndRepaNLCkjo9tJOfegB8/V4iWvJ0Af+cC/053v/dfQJ0PPuRKMmPVZnJVKiyen0RMcf3glh0oTS60ADLfA7N/X315HLbUnpQszo3ASJSXruLcz4HyTLs2a49KlecnCqfTzL91OluThGXsayZ+f3kB/eGwNK5AUyi6eSim2NL2HZ2A89+6mahmzm2JLp+zJyygrK4sWTLD1EoxdLBTxrmSnna6b0PhqbA+SZQhF43AJxlZXI7W7XaEGz9DZo4xkjKfbZnVQpjNXnu/RRILf7xcLMOZmJHHg8E76wjfupCRLF+UVp1GK1agUkMFJXFjEk9HdXMh0hm0rhitlf1cpdGKNh+PgwgQzaXEF4jLjiGduHwpBbO12Oi0heziuWEFXZScLErPLUqzg6xHPWdnDeSr2xJG3Z9qDrcGwe0XsccCOrjB7gpyuxtoOcrf56cPv/xzdcftn5Pi54FwKxhIWjNctyKK397dIpWTiDXRRdbNfKgoIRo/XS6+8+ga1t9RRWk4ROfNKOSP5w6FIyBgDXsbWmhPUUldO0yYV01+++2Gypo6Mxu6P/vQyPf7qNrKlZVBWyTR+Dyw9z7RyGtxDT1s9NVcekd1ucqddQtk5eSwYrT1lERcr5OP35PJZGbRyZoZcJ/DxRzbU0fFaD9lShqahMByC8eDRHfT7h75Lx8r2Sxkw2oSDMjhQHiAUF5TSR973ZVq+6JrQJ6ODEethjBSMqSwYUfZC+LW3BsjrCcYsjWwOCzmcFhFUiAPB2xEkt8svommgdxXnJ1sSyckCwCKFFB/giwKeTnK1+ljgDOxFQBz4HnuahdJYnBAcpnwMQqnDFaSOdj+fYJzbL3xNqi2Z0jJSOE2n7fF7O6mdBVaQC9lY7cnIspIlNZH/5gN8UdDPedvmk7gGQi5hG8Se9JA9gLPCxfcH9gyUDoHjgfc4LRN5y5HwNZ38SDbWjSzBiEOxmGMCwZifYaGPXF4YOnKa5vYg/eGNavGSYM9dd4eHXn7pZXK3N1NG3gQWjONFiBvfqoSD5Wna6k5RY00ZFeVl0eM/u4db6yOjsfvVXz5JL63bx+9VDgvGGXwET4zew0gSE5PJ295ETRWH+K9uyptxGeXkFvQIRilNOdtWznDSsqlO2n7CxdegrOsmK5e/04ts9NTmBjpe5x0ST+NwCMY/PfJj+uvjP6c0RwbXATBXn5MLATiI4JRp4+f/thvvoc997IehT0YHo0owohXWWOOhbWuqqbXBG3MNnlfooHkr8im7wOjy8LLQO7CtgU4cbGZxwsXTAPGgoEq1JtOsxXk0fUG2/I20HN/XQge315PbHQid2TcQIRYWaQUlDpq9LI+y8mwST2ujl7avrqWGanfM9uTk2Wnm4hwq5EINBanf18npaKRj+5tZ9HHpE4M9KVzwTpufS7OW5vDp8CoSVR5z0Z7NdSIakd6BwHeH5y1wtfho21s1fJ/c/Y7dO003ZWXbaPLcbCqd7qTEZMyG7RpRghFmwBY2V+47wO/9gWtsfL+nF+M+G8dMAe3m+3W0BguFG97YHsHoaqbMwkmUnjuOKxEd+xYNCEZXQwU1VrNgzM2gx0aQYPzKvU/SK+v3UkY2vw/jZuoY1D6Ah9HX3kLNVYcljyIFI7e1yMrvzkeuKKA397XS9uOuUGO/m5L5pbmZyz471wdYQ9UWZagS3rfQKxeVyHd3OATjHx/+AT305H2UzY2LvCK70SODRPMPlDFmWRELYm+40XwteoskM2NELo8or5GmeNIBEAfi6gHJiMcevlbWw42IY2jsMdISK2dtC+Dre+zh6/BrQ3UHNTU30Htu/AT920d+YJw3SkgIov+PwS4FI4kzBSP2WyU6vKuJ1r10knMedy90cj/gBmH82CXXj6ep87JF3TfWdNCa509RXZWbCwvDq9UvHAe6XcdPzaTrPjBZ4sQlG14up0O7Ggnr8Q74EEkuE9nTLZKWSTMzpVv51JEWev3xE/xw8odx2LPosiKaw8ITnsK2Zh+tee4UVRxvY+Efmz2dwS4qmphG1753MqWgS4+v2bmmhnZtqJV0xfRScGKSLEl06Q0TaPpCFtJsQ80pF73w0BH5PWRy/8Ce5ASasSiXFl9eREkjTDCiW2xGiZ1WTHPS2kOtdCLk1QgYr41UNtHyCocgMj18vTl+EfHi/CDnr1nRqWCMDxWMo59YBKM9NZHetSSHHl5XL+8X9BTwcoN4SqGdFvO7+k9+byEsI5Fz+yrA+CWM0BHDIhjv//sP6W9P/JJyc3K54Z7T0/uF8keGG0Umsh8g7EwPLEoexCHVenhBNgCJGEbEWWZcYjhEpJ7gei92Erj8Nuww4EY2pysee/C9qKPDkz5k9jCo92IFdRHywPhWIw7YYfT+xEa4PUgCtMKRvY3UUFdPt930SfrsR74fOnN0MKoEI0qTA9vqaeMrFSKUYoKtC/JDf8k7JtDMRfxi8gNdW+FmwXiSmuu9hsCKgYCviwrGO+jmD083bj4fW/vCSTqyp1leitDz2C940NClveqmCTRpdpa8SCcONNMbTxzndHD+xxAHQBf4okuLaMElBZIPrU0+Wv3sSRZr7TFPDkLXdU6Bja7/4FTp4sZ3b3urmvZurpPPY7EH+YAu9ctunECzlubKy1B90kXP/eWQCMlY4gB4iWcuyqOLri4ecYIR67LNL3XQ1XOzxB58hC7l57Y3yu1yeTtlTCK2FAs3F+fh/s7hZ+aaeZkiMF/c2USleVapmJrdQanYVDDGhwrG0U8sghHv042LsmjdwTZZHxHvCt4piKKFpemUk55ML+1qotSI8hvv4i1cFk0tsIaOMHwtqjnE29oRpMf5fcfviBMMt2CczHUBBCOERcXRNlqNuqnOEzpzYPKKHbSSG+3jpjhliBV6vTa+WkGeGHq+TEpnZHI5XkoZuVj7lRu6XMatf+kUHdrZEDpjYFK4jl54aSEtvqyIy0rYQ1RxrI3WPHeSmmK0x5llpeXXltD0BVyfiFhNYHsa2J7yuO25lOulzFyjJ8/D5e36F8vZnvrQGf2DemjWkjy6mNMChwq8k+jdXM22VJ1oC501MJH2oI48znV+Q/3oFIyxqYthIHyxZrMFZQgzbrGwwIDgiTXgJUKhIXHgxWSrceOindtnkJtttJjMAGERf1r4i5EWSYchNJG+aOf2FcQexkwH8gctHwjJaOf3FeAFNONAgEFnZQ8HsYdL477OjdY6wz3FdSMRKwvwI9Ue+s3LlbTthIsqG31c2XTTx64spE9cXUSXzcyg8dmpXOlI9vUAL2Ke00JXzMmkutaAeFHBPm6sXMXHUIidmROKoqAo8vk76e39rVSam0oe/r2DG24YyuG0JVGGPYne3Gfs0x0JrnVzIw4NskYWgZXNfipv8EkZg2sLM4dncfCBSZDGP4ZblR1sESdArOHo3iZxpKDhD4/gupfKqaa8Peq5fYXdG2qpsqxNHA5walRxw3/zG5VRz+0r1Fe5aeMr5RTge4U6NtmSRNvZnhNx2FN+rJV2rKkRxw7qNYgsCNdB2cPldUqqYU91GeypiHputACBu/7lcnK1+CUtKalJIsSRz9HO7yvAnu2rq6VBIBXlKOe8Csbm1gbaf2g7bdm5hrbuWttn2LZ7He3ev0Wugajx8svvbvfLpA6QP85BeSWxB5yP9ik8Vpgwgwc6kwuieOLBuRk5qTJRxgwOZ0rcackrsctzgwfR7QqIUBqMPZjwguvbufXt6whQelZ8acG56dkpnB9GOmAPCpxo5w4UYE8724O4IFr7Skd2vp1sjpRR9drg/mACSztXQqfqfXSgsoMqWDTCK4HFfuFBvHNVgXSNRe5FDS9JTbOPfv5cBR2s8IhIdHk6pTBVFKV/Gvn9wpAODAe5eGq6/HR5u+j1vS3SOItWjuCde3VPM/3vK1X0tzV1dLiqQxp8GFqC4SSbjxreoZFZBmG/7cH1LKCRLjZxvqA+GAwSB0eCgF6ewYA4JBEM4hmMPUYcBvgNE1wHgxmPlOF8/+Pl9BhGODT43nCDZTBIt77cnNHPee2S/r9H76M3Vj9LzW1N3BLsu9bEzRE3stcd+jv0D6c0GOgMPY7xgct7un3hjeObGFG/DwiSjDXfcBmiQRrjfRDhyUOLBTEMNg6AlnRSyB482PDeDSZfMJjY7N6H9y+WGd/hIA/hPUPXKr4f9sCbGAnyv9Pfza3QDhm36fdDOCEHjG7tmYtyaelVI69LGmJxXHaqzMxcMDFNxi/i8zf3NdNJFpB2bnkWZlpo9ym3dDvLsxq6rohF/G3L8mhvuZum8fUt3PBBl1mmPZkrs1ppdfaaJa1d0gOiXdKjn4G6pM1OiCvnZMo7Gc7uk+30GgtGvISoJyLBe4fuZHRZZzmSaUqBTTyNu8rc4t1Hl7SD39lwRkaXdKIsHff3+/bQkd2NobNiZ+kVxXTrx2bKePbffXur/IyXWz46g5asKpLybc/GOnr8D/tDn8SOPT2F/uU7S8hmSyYL5/ND98Zvz8SZWXT3l+ZLPYK68fff3kZtTd7Qp7Hzzo/MoKWXh+zZxPb8Pn57PvmNJVQ4nsv9lER68e9HZd5CvKB7/MNfXiDD2lDHYnIquqRvv/ke+tcPfy901ujgvPo6Dh7ZTScrjlK7u41c7a19hjauONvdraGrjO5jiApkdhKLG7iYLZY4Ap8PIYLrZb0/jhPiMa54+FxU7mi1IA78xIMY9dy+AtIBYRWypyeOQdiD2cSmPQDu/3jtwU90IyMdZmvsjPMGCHDVo+A28wWZGy0dyG9bWjKlsYhKEPf86AAiMC/DQkunpMvWYf/YUEePrK+jDYfbxMN4st5L6w619RKLALM561u5ojrVTsumpkvlNSnfSjOK7bT6QKvk2ejJBUU5f6AkwlCQify+PLWlkR7dUC/hyc0NNCHXKhPGUG5GA0NB5o6309LJ6VTe6KMnNtXT45sa6K39LeJlTIsQi6OOfgoN5AlCFB0dM2Ycg0W+OxTHYNOCa3rSMcg4THriOQvONo5we8LjgXMl1jBSOK8exq99/+O0afublFvgJJvdwt8e+kAZ87jbsDZjgJobvHRwa710M4wGD6OH04KFg7PsSfQkV154eeGRwE4t+IkQCSotdE+jJwIfZ6Wd9oBh5jTGV9m50gM66SU+1MM4+oll0gtE4e3Lc+Wdg1cepPI7955lufQEC0eMUzTLj3AgCm9anCONM3gW061JdLTWS9uOuajD1ynbDEaOfRwNHsY8bmhOX5grawpHExBWrM3LZRicCFiqLbYlzXqD62UCJOP3BsnVagwBiwfck4zsVBl/iEYxllnDsm/xAIeDMzNFGg74Zzjtyci2GuPP2ZYOl588g+hih3fSmYmdu4y/A/5O6sTWt44MynTmGAf7APUIegHnz7qY3nfzZyg7Kz/0yfBwXgXj//vBJ0QwFpZkUDpnoAlEgtFNGwtGd7VMoEDJEsLo6sUOI6EDMYDJI+JZC91JPOBIB7xusXF6sgl+miAdxgQQxHP6eHSi24MXDjO447EH18Mms0DB9yMdMuA2JpOMtKArINweiQNpiTEO5Kd4LcO6t10tAXnxG+s8dHDb6BKMl8xwUr7TQpuOunqt+9bu6aRWjEkMyxdkW7YjmWypxnmIK3IvXHjM4Z1EfqpgjA8VjKOfWAQjvxZ060W5NDEvbLYzU84Nzie2NHCZa0xAjAbEhbFwfgpdNz9LRGQ2N9q2HXdRZZNPGmzhjAbBuPKG8VQ80Sl1TXg9YQKhaJS3CSJQBgPqji4UToxZnw4GzBEw6A7VYdHvU18YddBpG4fTHqkLJSndco9i1wanibQHdQzq5iCX8cFg3+NNuSbnu4k6HE6IAH378w/QpctuCH06PAyLYCwo7i0Y3a3wPHmkIh1IlCATU1OTZbp8qg05Lwe5BdElgsTDQmSgWwqD8Qxn5FgpjVsyOB/fG/R3Uxu3iDAJBC/gQPFQQjfZ7CmUxYWauesKcLcFZcxFMIgKo/9YYA+6bDM5LTZ4ojhOXIGXrqXBRx1uFhbGqX1i2pOeaSVnlkVeUNiDFwaTfLAbDQTcgPGwAWiR5RTY+SU9bQ+WWMCML7SMBgL24MXM5JYZdtfBdyIapGM0CsYOX5d0KV/LFU8kO0600ws7mmTNOBOc/4FL8mhK4elZ/pGgcvrjGzVn7vSignFAVDCOfgYSjHj9IPrQOMM4Rlm0OXQcs6MxWxpDPqKB69BtnW7j+owvwMhuVHHYMQZjitu4gfenN6pH4LI6/QvGK2+dSFn5WOCbZGct0ymgjF1EVHIjAJNJW7lu+Nbn/0BXrLgl9OnwMKyCEYIBGbLhpUoqO9TS0xroH0OkzViYI2v/Ye0nvDzYdWX729UssGJzO6OwKCp10kVXF4nbGS2H6hNu2rGuhuqr26O24s6km5ws0rCI9qTZmeKVgz1bXqumk5jY4Qtw2qIXbKcxdpGZPCtbdkzBwt5QLOXH2mgzixlXS2yDfVGm5pek0ZLLiyi32C5521TjZXuqqeqEiwVjDHnL6bempchaWrMW54jIxLIGu9bV0bF9TSwc2Z7QqX3DAjg1icZPyaBFHE96Vqq0fEerYET3cgE3Kibn9/Z0gKpmv4xhNBfmBjgfE1xycR/7ADOl91d2yDOoHsb4UME4+olFMAJ0RcM7aP6NzzALOtpi3SboEbj78kIalx19+Rw06P7wWtWoE4xXvGsiZebZKI0b4ZgUYqxRCAznQDwY5dvpQg5eLMnceODL4Rw4zdmnYzBxgKG3Z2jScbbxYI9xbLGLZZMwp+ObLBgvv/idcs5w0febdz7gzIRYqC5vI8x+TpDMHigkiJCoqWiXsRFGBd9NbU0eam3G4qDRrjkzQAxVn3LxdcYezlDzHW4fNde7RbBEuyYyQAw2N3qotrK9x1WNCS0NNW7yeEyxGP3a0yFBxkXUVLhEROEBg4cQs9yaOC3RrzkzwCNaX9XO6TcWSEVL1OPxyxZ9ARlDEv26XoG/FwK15qSxd6ukng83hcSb8UINFBJkL2osIg7vKO7PaMaSnEA1LX56ixskb+8/HTCI/gSLX3weDv4+VNXR69zIsPMkPy+9L1MUJQTKHHgV37U0lz5yRSF9NBSwL/stS3JE4PXlYcM4xzUHWuipLQ0yScYMT29toGe3NdKLOxuNUmqUvn8wGw1wGU7FQVbI4LrM/HuggPoWodffHGn4ObGEyGvMCZjhx/oNfK6kPexYvLYgSPrD4hkKeySOONNxbuyJPvxgOBleDyOLLIiLJ+8/yEo6wGmI7S3GuIKiiel02U0TyJmVKn9jWzt40zBgNhZQ4KBQuuyWiTRxRoa08I7uaZRdZHwYUB1DWjgKuakzF+fRZTdPkH2p0ZX80sNHqaG2I2Z78HBk51tpFaclB12ZHC92XFn3YrnsoR0LsAeid9nV42hGaEcbrLK/7vlTslZjrGNEcT8mz8mi6943RfIVHtO3ny6j8iNtlBhjHHjI7WkWuvLdE6lwQrp0ZffrYWT7sTXgSNzpBb/ipb90VgbNHecISWKisgYvvbKrSfI8PFfgFbluXhZNK7aHjpwJ1mZ8emujPB/aJR0f6mEc/cQyhhHDNSAWpWsZ8DGIvACXR79/rVo8j2b5EQ6OdHD5AU9kePELzyNEAXoDRuOkF9PD6Ei30IRpGSJGYO3hXQ20+fVKKU9joag0nVa8YxzlFTmknMayNag792yspc6YeviwIkcizVmaLz1rGF8I50RjrZfWvYAFtl2hs/rHnpYiW8HO4nJf6mK+B6eOtNL6lyuorTn2JXTEnuvYnmLDHtRZO9ayPdjiNg57Zi/No8WriqW+xeQY6IDj+5tCZwyM2LOqSHrK8LDC6VN+tI3Wv1Qenz1cX8r9CdmD3W2wM8wF6WFM5sLezEwIMgn8O0QXhJYIlBgCHnJkJq5FpYt48NChMIl2ftSA7+PzUQjhelPc4VjMaeHzkBZ8t5kOsaczTnv4XFwD8YF4ECBa8MBHOz9qwPdxgBU99vD/cdmDwN+JwqjHHg5mwdLrvFCcuHewPxLkazRwbmQ8aFGNVE+kj9OHxbkXTHCQn++RMaC+iyblWeniaU75PBJpraKV2Fc4M7sURQnBRai8J2jM/eK5Cgn/w+FXL1bKNoHhQ0AiQU8tdlj6GIvN/7hpHH32+hL5iR2XrFjii4XZWAB1aCDQSaufO0UVx9uoobojpgBheHRPkyyHhiXqsAXh28+WSS9ZtPOjBfQerX6ujBu4fqkfENe+LbW0d3Nt1POjBazFu/HlcqkPpNHN9mx8zRBp0c7vK8CeI7vD7KkfnD3YvhAOCpsjmcoONrMIr4h6bl8B9mx4+VSPPdABg7Jn02l7RiJn9fa4O1yy5/OajS/T6g0vcnip31DfVMuFAbcuuTWEnUFczcYuI/klDiqemE6FE9JiCiV8bmauVfaHbG32SVyYrFHCrY1o50cL8FDiJ7QO0oFJHaBgXFrMaSmaaKQF3jRcb+ze4qfsfFtc9hRPSqfsArtM/ZcthdgmtHqK47WHW8XwAiIdiAeeO+ywgvijXRMtFHMLB95f0x4MuMU4xDPsYduxoGlmrl3WgEQ+DgTOSUlJkj2s84rslMsBHlWkD/mOQiOmiM4jSI3Tnizeh589U0G/fqmSfsaV19qDbZTOz1xkajG+ajV/9sAb1fSnN2voj69VyzVmwBaDL+xolEqv72pPUS5c8E6hwYl1GKdy+YCAccFTCqyUZjU2TugLNOqumptJHf5O2ZEJs6UPVnXQglIHlealSmNvzMCmYIxbvJgzdlH+oNEeiGEyYyRo6MOxgPsEgeRtj393GWOoFBMqCKEFBgNsAIgmwLb1xBsHp+1JYH0yuJ6BcHuQL1iGZzCY9oxEzqpLei0Lxd/++Yd0ovwo/2Vkdn/YrA7xMsIDI7pASgYWEamJ/MMYwRgL+BrT/SzeLT6ALldM4Y9VbyClOBVxIC78lcitTwg187OBEGv5H3jZjJvMf/D/cNOjuzvGpBj28MMq9vBPgK5ZpCVee5AWdHEb9nCewB6kJdZ4YA/yVgqRkD0cB1pM4VHgPKS1w9VJR/Y0UH21W/IfID/RdXLFrb27pDEWEq3ANP6sJz7+B/fOarfwZ4gUNnSfty7pP79ZS39fV0MFGanRZ0lzQbJyhpNml9i54vFIVxmWycFMzBYuJJ/DLOmIZR/My+HxzmCxGd69hS7rLcdcPYJRJ73Eh3ZJj35i7ZL+3A0lxgVhbOV3Z/XBVnlJo9U3Pn7n3rcijxt0rYRFKvDu/vaVarrn6kI6VuuRyWYjuUv6oXt307G9Z3aFRnZJAz8Lm99/d6s06uPh8lsm0lXvniT1TfnRVnrwpztDn8QO8v5T31oijX4MA3vu/w7RljerQp/GBlbj+OQ3FoujAPXBgz/ZSZUnjK0b42HVzaV09W2TDXuOtXE8O0KfxI5pz3jOW3gbX/o7NE18wFGEnWHMHj7YA+9vvJj2eDuCvbqkv/WFP9Kq5TeHzhoezsrD2NBUJ15Dh91B2VnZlJWV1W+w2lIomStXuFsxViDVZvyUFx//xxiAuMIljmSJwxQr0c6PFszvg7iTdHA8Mh4j7LOBgpRuDMSdpCNkDx7+uO3hayRfJJ5kEXog2vnRgvl9uO60PaG8jSceBg97L3v470h7IKoQrI5EsmBZmTCR1R8QhxkstuBRxQuWXWAjZ7bVyHv+PDwdkfj9ftq/fz+tXbuW1q1bd9Zh04Y1VFlVxd8dfUYlwCD6/RUdXBF106pZGbRiupMum5khCwJvOe6SzyPBETQA4IHEwH1cYwYsE4J40OUWY5YNGZjBjS0xw0O4OEZDLvJzBByPRBo48nl0K/q7Vhk8eG7MvI2Wx/g18nMEXBeJDA8JfR7tNpnfFe3acwnef9j09BZjokp4wLI6eOZYLobOPhN8AlGIYhgNu09dWyTeSrzDsSA9HecdY8JD6fQMo/6IINr9GTQcF2yMJrhjxeh6xb0yupMHlb7wODiI82cwhNszSJPC7RksvfKEw1DYE54czJoebs7Kw/jMSw+JhzHJ0sUtjTQRTjBWGfv4/V3kavZJK+jQzgZZuscUuf15GHEOJiqhRd3X+9TVzXG3+qR19eH3fY7ufO+/yvFDh7gVu2ULBQJY9HrwL7ZJalKQtrmm0qGOIspM7Y7qYcS3+GEPi2J0h5m4fV2yNzTWYIxmB7rCxuek0jXzsuiZreiCRkVOsgA4thn829pa8Wyc60kvRvq50uf0ZDhS5DvDaevwG8c4P1M4LZYI7wtwe4Pk5XtolQaIkT+YVIC0o1D0RHRp4Rw5l/+Dl9XPYQhul3AhehiRdfBq+wOdlGazcN73LqtxfyCwcB8RIj8HPr623ROQz3AONCC83Oa5uL+dHEf4bcKYP4gXCEavrGIxNMSyrA6eMTxXsoQOH8Tf8Dpeze/TxiNtstMLP9JnpAnzHLLTkmnhxDQ6UtNB716WJ9fhGmzhifMjn0XkR7iH8du3j6P5ExyhT4cGlFfJycauI+BMD6ORKD+XKxiHZ/R6GSC9bS1+mYyZyWXKQB5GDEOaOi+bG/vJ0gsUSXpmigw7Qp5ipZFGzqe44TRhWBHKc9iGCY3xdinjWngoAWxsqPEMqjt5KO2B00bWPQwNUYuHSHsa2Z54d7kBpj1olOP+4b538ntSnF9K6WnGvY8GzoeOWzr/crr5mrvJYU8PfTJ0DIlgTObKtnC8UzLMHAcArxQyLVZgrExqwl3nu4drobLjEdVGHHy9uZwN0sHXR2ux9cfptOAvtoevN1/oWMH1yIueVsYg0oJLUXAYUYTsCeVLPHkre1dLWuSvUL7GGUdPWhBJQk/BBlEXs2CUgrCThZNfKrg+v54/6AwGKTXFQR/70BfoA+++Rw5v27aNdu/eTVbrmWsiDoaUxCBtbplI+135/QpGiD8IpPCuZ+QfxFA75wPuSSSmYMR4KizrgYWGUelj94kV09LpobV1Ese5Foy471lpKeRksfiFd8+hCfkOue9IMrZK+5/H99Hmw/Xy+11XT6bbVk6U6xxc2WBYhY9V7iNvnaC399RSbYtHRAYEyr/ePJOuWVRMjS4ffeWBrSI4UPEiT3KdqfSzT1zE9y+JHltbRn978zg5WegMBeGCsTgvk57+5Wf4e0MfDjNfve9pemnt7iEXjLiHDlsyN06S6cNXT6UVs/NCC1cb9+fRt0/Qo2tPkpfv4bIZufTV982T62yc/+h5wcS3tfvr6G+vH6Mmvl8Q8AjXLCyiT/N9BF//v+10uKJNhD6ef3gWv//hxTSlKJ12HW+i7z+yi+M7LXjOhlgX7i7NtcpWgOFlJp5dpG9fuZue2dbYa+clIM81N2bRkMP+7uayV5gljTyDeAx7vYXTgrGDuhIS6dqCkzTe0UaBrvjrxGigzExNTaVp06bRjBkz5Fi4YJzG4g71C+ySYURotJ02WWw+uKORRZmPsvKt/QpGlO3o0oRoRDkswjMsLiDDljCEio/j/FhXFokE4k7qA/4fZX9ilMZmf6B+xITM0F9Gj1jYvY6VobQH7xryH0On4gV5EeD6IPTXENhzWgchFp/fyw3/vusF8Uhysi3JFvrpfz1Cc2YsC30ydAyZYCwYly4Zjcj8ni4Z0+ZlMYHnqX+MsYNYPBs7ppjdnxA5LfVe8UoNHAfolp1ScrhCtDlCA6M5Ho8ryGnpIL8XrR9ke38Yu5TkFafJAqlyOodOf7eIHayNGK3FFgluMLxo6G6V5WxCl2Dnlma2B96egTF3XXGQ3ckFNS7hqHwdnVRXxXnbgR1gBrIH9zWBcgodlJ6VYjx8fAzfjz2dWzngBRkIlomcH6kyOcnc0QaCsYWvj0swsu0Wi5VKikpZgKEFZb5cZ9LFFUkRn3fT1e+jhfMulmPbt28XwYjCdyiIRTCi4oKX4+YlOWdsU4atxl7a2dxrpxcTXOewJnGFl0cFGb3FEsYwYl1H3JtzKRhxv+tavPR5Foq3X1oqx/aUNYuoQ/qWTs+V5+HO/15NZTVu+uy7ZtIHVk2S8/aWtVA7vzMzxmWI4ITYvfeJffTW3lpye4IsSubSO5aUUAvf/0/+cl0vwZiXYaUH/mOl2Pd3FjN/ePEwZWDv+CHAFIxNNScpPyuNfv2lW8jKQmq4QT7++P9W05qdx/jdzxsywYh4m9v9tGpeAX33rkVy7ERNOzW0eeU5nVqcTtnpqfTNv+6g13ZU0bWLi+k7dxrnHa92UV2rlwqzbTQx3xiTJwL+jeN83/x068UT6D/ePVuOf+GPm2nfyVYRmYgXgvFXn1lOkwsNwfhlbhRAsA4FsYxhxF7td11WIDuzmF3uqHsLuMGFmdLHaz204ciZQ0JQnhVx2QshifPNoha/Vzf7ZTKMuXOMSaRgXJV5mEqszeQfIsEIUNZlZmbSzTffzGVMYo9gzMnKoYIJKHc4TaG0ngF/VFfhJiw9h8me/QlGxHPNe6fILlt4/zA2vMdpoYxZ8EhjMhMm3Xq8Lvrp1x+lRXNWhj4dOoZcMEL8Hd7ZSNvXVIce5P4fVjzLSfwCFZam00VXFrEosUsB0drop7XPn5Ip7xAsEe94bzgOfEt6RiotXFlE0+ZnSQvBzxXbrvV1tG9rPYsWY1Hs/kBaIFgnz8ymi68r5pctmQu3RDp5sJW2vlUl2xfi5esvHomDX1qsc7X0ymIqmZwu4hcv+1tPnaTaith2XUE8DhbAsy8q4JArrnIM6t23pYF2rquWGdUx2cNpGT8lk5ZdU8yiHKIxkapOttOWNyqpvtI9cN4yRlpSaPm142jagixpRcUtGFsCVFfdSjOmLqAvfvoHlJtdIG72vsB3ogvHZjMmSoHhEIwy6WW6k+ZOcNDRGsPDZnKKGwA4Bq9FJDiCCS4Yx3jxtHTjIOPl+DZgTUu+LzjnXE16wT1t5+d/XK6dvvLeeTRrfAY9s7Gcfv3sAWkwYBzYrZdMoEmFafTwm8eploXlp26cTh+6YrJUqh/+2Ro6Veemi2fm0Rdvm0MT8hwiMj72i3XU2Oaj/3zvXLrxonEsXHz06V9vOEMw/u7fVoi36iGO+/6Xjwy5YGypLZfZ6x9amSve31gaPucK3Efcz+e2N9MRbig7MnJYMM4YEsEITyCeOXiHr5hfSNuONtJPHt0j9ws24/5cMjufXt5WSQfLW3sJy6/+aRu9trOKphQ76T9vn0uLp+bI8X///WbaeriBbltZSl94zxw59vk/bKb9p3oLxl98ahlNL3HStiON9LUHt51XwYhG2O3Lc+mva+rEOwisLA7vXFVA/1hveMTRkIu86/3t9PKPDXVUVuftZ9KLIRivyD5KJbaWIfMwgs7OTkpPT6d3vvOd/Kwk0h/+9j16+Kn7KMOZI+Ul/usPlBNoX2dk998ljefw6tsny8odcMBgxy14mAHKZ4wVN57Y2IC3C15AU3TCi4VJqqjnYwXXYhaymQ6kEfVZPN43wxvZ2cvZMmT2oHER8Uz0CWzhch3LzJkMlz3Y7Qd1MfQSyohWbhAdP9BE/oCHfvJfj9DC2ZeEzhw6hlwwwkO3+bUK2rMZXW6hSSQDgFmxmMByyfXjaercbMmImvJ2evGhI3JDY70RGC+ABTgvuqpEJmt0cEt09Qun6NShFok/FpAdWIvpprumiZcQDwPWetr2VrUU0OIBHQAUAHANL7u6hOYtL5C/4dF76v4DUhjHEgfAAzVpZhat4HyBAIN9616qoEM76snKQiQWzLy9+rZJLN7SJD+P7GmkTa9UiOiLdUFv7EazYEUBXXZzqSyLNBjBWFvVQgvnXkLf+vKv+h2L0RfDIRhRAa2alckvJEnXsp0LBhN4N6z8goefbwIPXjYX2hPzUmnNgVZ5jgDeB8P7Yfx9rgSjP9hJxTkO+q/3z2NRmC7HPvrztVTZ1EH2UNdihy8oXefoLm7zBOiT108TwYixY//yqw3U2OoV79bXP7SAblhaQjXNHvrMbzaOKMH44SuKRoxgfJobc4cqXUMmGGETxpRC1K1kUQh++s+99Nymcsp2psr3YmwhGiYOFnO45xCQpmD89t920rr9dXJv3nnxePoKi0bwb7/dRNtZeI5UwYiqGN3HxVkpdJIbZXiXAF4hePmxJScaPNHqFpyLiS5O2+n3FM/4RVPSaf2hVjrCDbzhEoxOp7PHw/jWhmfovj99jdrdbVwGDJyvKZYUfh4S4hKM8EaWTHJKecylGlUcd9G+LXUieGJB8pvrn2kLcmSlDIA6aP+WeqqIYzYz0oJ6uWA81z/8N9K7a0MNNdfHvqB1Ftsyd3k+ZeRY+ZnBEcOe/WxPuHjrjz7t2cr2xDibGWJ5+sJcmjA1w9AmHGd7G9uzvrZnl7VYgD1z2J7MMHsquQ7dx7opVnuw7B62R7Zx2Yp0YJxr2aHmcyoYe785cYIMiwYEET5DwRNLAHhpcUNNcD1aMdHO7yvINeFp4l8RL3Iz2vnRAsBLFx6N/M0BH0e75ozA5+F6UyQA+TvUKot6TZSAiyLTgm6GePPWiON0JKY9oK9rIsHpcl3o74GQeKLE1c1vRzA4uPW2hgOIwl0n20WUfOHmcfSZ64p7wkVT08VjGA3UcRjzOGucgyuvZMpkcYOQwb+fj8WDMX6rJMfeIxYffPWoiDtMZDCBAICQC3++IkGXubxDTLQJMcq5A54D3KMVLALBG7uqadPhBspIM7xneL0waQX3EB6Gvt5d3L9wL3hkl+yIg+2ALfO4gXvXqgIytwa8e1UhzR1v7LYUtXBhYOspbsjuPuXuCTtOtJPL2xm1J2C4WLn0HfQ/33iM7v3OU/SLbz0xYCgpmixj2AYDym1MTnz10WO0Y021OEBiCbs21NKLfz8ik0jgDIBYOr6vmV7957Go5/cVNr1WQaufPSnlDJwX6H3E39HO7Susfu4k7VxbI568Hns4HYgr2vnRgmkPFsjusWd/fPZse7ta8hHjHZEOrBCyfTXsKYt6fl/hDHs8xv2Jx57XHjtGJ7kRFKszbCg4qxrA8CAaLyH+xa9mMMBLHVswXfJnXm/+jDGYaeC/JB6JK8p5AwX+30yLURCHfRZDgLQyr5d09BD9/OiBiYjDcKXHH3DZwGkx6Kvi6Qu4+TGDE55EvEjmQGZ4WUc7mCGN7q2pBTZZSgfjEs0AT0V/eYU14YoyU2S3iX9hgWmGW5bmiNcjzmyOC9xneIlMjlZjZmkwJrGAdMH72NIRkMkvaSxyYWdNE4ZkGOco5weIRtwLAA9vXWjiUSzAs9iGsc58z3OcxvhbeIxlxnNsUQwLeMSQvmwHP3th7xu2CYSHEe2tvp5DeFtvWpxDn79pXE/42rsnUF66hZrcAw/jOV9YLKk0acIsmj1tCc2cumjAYLelUWfX4HodUA6jTIZQihdsFYuAfIPDo7XJ29O1HA+4DkAcDWoWM4ONJPAs99hTdfb2tMGeGD16Jph8JF3JHAfSM2h7mn099mD8Ybz3B2nAUDdTg50PelXp8PwcO3mQnn/1EXr06fvpsWf/3GdAd/Tu/VtENKLnxdxdBN2UNm4Bw20+fqqTA34OEPhc7AmJ7gSME8TkEB9XbuOmGJ9FvSZKmDA9gxwZKbLzC9KBPZQxjgNrW0U7P1pAujGeEksEtHI6EA92TymZ7AzZFGPgc7EDCibLIA5MUsF4xrjs4XOd2amECSOIo43zF129E2dkRj0/auA4sAuM7CLD9mCiC56vkknR0pIuO7o40lPiEgZZeTYaP8kp3R/FHHDfsR+1jePB8ILRDPIhx5lCB6vc9KOnyumXL1T0hI2H26R7ORpcLpKHC6LD1VzJt/mprtUINfxs1krBFzrxPAFPFArrWICXZvmMPJlxi0kRl8zKl/T+8qn9sjyL6XFUzi/wTBtLGYUODMCc0kzpyr7r6il0Nwdw/8uH6WhVmzwPIxU8XqgLHlpXS394rUrC716toj+9WU3t3CC19PP84aPWjiDV8rtmBrxze8vdfHz0PruYNBN7/86Z4P2NdShUJOFlVTzj9MJBz5hJrOVQJOHpH057IodxDYU9YDD2DPa7B0uv2g7jKR596o/0s998jX51/3fpV3/8Tp/hZ//7X/TqW0/LmnhBP3bm8FI9V461FR2UYk1mwZBNU+bmyM+BwrR5OTK2AE3L2vIOqmOljTFy+GzK3OjXRAvT5+dSGouUhlpOR2WHiCyImekLcqOeHy0gLaXTMsnNYhPpEHtSB2HPLLaHn0zYg7S4WgLyWaxxIEyfnyPphx1IB8Z8DMaeiTOyZFyE2MNpwZiJUj6Gz8LPnYLz+Tux5V/4YNy+EG8nxzV3WQHdcMdUuub2yXTteyfLz4UrC2XSUCzxjHT8nHeYnXnpTCctZzFshnE52Gosun1SKPFH6M7+v7dr6a9rauXnE5vqqYKFfxKfcD5f9XjuQmpyIn3ptjn0809eRNctLpbJFI+uKSOXJ3DeCyhl8EAo/vyei+hj102V5XSeWHdSJjJhvc3RAMYpYr3Fdg74iRnTu0+6ZcZ+eKUfDoaOvL6nWfahNgO25MzlRt/kfKvEOZYwxieGcQ7MQ15jfgK6ceNxJISDSS/m7mXokRoMqEtwPeKBuAr4BzdG+GztwbhHCOChtgfxxg2nPzwOOcRGwSN9Lug16aWmvoJ+dO8XaeeeTZSRmc4JkHP6RtLXx5urjDrkweenATPTd2+olQfRBBNdFlxSSJfeOEHGW0DQyzqM7UHKxzi9bHgTw94+/tV4GY1jmPRSU9lCC+ZcTF//wr2UlZkrx+PBXIdxqCe9HGgv6HfSy5LJafSOBdmhI6fZUdZOL2z//+2dB2Bcxbm2P2mbeu+yLMlFtty7selgigEDhlAdEpIAySUJhCSkx+Qm4f65hCQkkEYLoaQQuAnd9GbADRv3Kjf1tiorbZNW+ued3ZVX8mq1K8tYlt4Hxto9Z87smTnnzLznm5lvrHpGZ18wu3qszw/jY+/UaMsQuojz0yxy4aw0eVIJSIiv4+VWB92YgRMgfvzEJnl/W52kxB+ZfILuTuQVVpcW+5FJL5i4Anc4cPSMfet2N8iuihZJT7LoLm10c2ICxYXz8vW4yC/f/6EW1YiLY9MTLfLg7Yv1pJe/v3NAHlw19G51RsOkF9wvKQlmefSOU8VsRFnulwde3C2Z6jr4wfXDdcR1wTVfVHrkmr+0rkLKqm26fPbXtMnq7bXaRRLGouIaXrJgjHa5BG7/01p1jWEx9056wQSa+76yUCblJ8mmfVb57l8+Pbc6uJKwMOK8zyz1TS5Q23CJ31BiEPv665bHC9wc9RzjBc8P4mMt6lWfWLVXg+Ew6SVSvvnTK2XLjnWSk5eme570dVf3x38e3S17PmnwxfKi3eokHpn0AoEEx9p//u+Pg4osOJtGD19/L4MTZ6T1TACFh43KQSx3h4mkk+dkKqEWJfu2WSOa8OInPSdWiktTdTuDbmVMVhnMc3+s+YGFccq8LD2jGWmUbR9cfuB2D07bdX6UWNT5CWxDwwD3AtrfLiXj3Ora2poxSUzVA3POk/TUHF+s4GA+AYTlwtlL9LCHcOglGGvrK+UXv71TPtm+RsaMTRNL/JEHZjD95LipvY+/H/XgR56MSqd3IQ7uXIYiDf2v/uzlROZH/6s/e4n8XALT6Mawgla3EoBK2EUiGNs7JVFVzjFxBvXw+iIHAQ94U2ObEowL5Mff+t2gBGNFRYWsW7dOnE7noCrdvpijPUowFsr21sx+BSMqJLjGSVUVHhpmgEoCH2H5aFLlFVjRIgaOOU9VSvmpZj3uqsHmHWeC647GCrOQ//FhvW70jpdgRCOJhvDmC0vkYiUMDtS2yc/+tlkO17f3DP73r/qBuIGCES5L4JuxvtmpxQVEhFndC/5ygdj45hVT5OL5Bdpx960PfKRd7hhV4XWoRgyufP709cW6wX/irTJ59LV9FIyDAPcLRnRcOC9PvrasVPvUvP+FnfLB9jqdZ4Bualwj3JtwoxQoGOFQ/Z0tNXp1GMTBDH//NYS1+KJ5Y/R1xL35rYfWy8Yyq9dVjYqD++K+ryyQiXlJsn5Pg/zwrxs/NcGIS4lHatm8dBmvGtVADtQ55bkNDfp6B6s3MQzkusVZUpzV22fqxgM2eWdHiy7TvuN4T0bBCGGBbGAoWM8YOvUd1w51dUdHt2QogTWQYISwXHzhWL1ONQ7u2zYBlwPuX7zGBDijxkSPSEHbgIkq+A34Fw7XO0cgGOeHoVXIEPIUo+rkyFPpnR8j6rYI84MiQl68RaXyEzNE+VH1Gf5GAtrhTlxTXxq66199aLfDfV//k0tx6pjGazZbpLigVP70i9e8OwbAsHLlyp/gA25i/Mjqta9LraqQU9Pj9OwbVITY5/2Lc8GJhRfgMsR7nD943ewEixss9P5tb0CaGHeAcg12TLCAY3qdiyrUaFUxRJIf77F98xM87kCh97mozxGUCYI+D+TBn4YKulwiLFvveXjPRW0SlxM+quBk2y21Fe36N/zA+oiualRWGPQMc7pTPXjoamhvt0tzU5vYWuz9Bnu7QzrVDTw2d7ycvugCiY3xLqEUCfBjVlxcLCUlJXrFhGMNE0omyaEWs2yvsEu8akxzfc7NA0HZYIalTeW1Qz2XGEOFJQEd6kG1tnX2NNyBoHKcOy5RslJMWiCiixdLC+I3VLshL25sFCxBppLW6Xd0dErZvjJV9k6JSUgVS1ySqoxUIscAurwh4jBpBePY4NwZjrq3H2qSWHUeFpNRvnZpqdyiBOXrm6qkyeaW+Wr/9KJU3eX3+sYqLSQhEtCgBgKRu/1Qsx7jmKfqicKsBNlZ3qwEnFlbsO78zHTJSY3V6T7+ZpkWK7jnhgL4RXXbW8XZjnF40TKrKFEL7yDt3KcGcob87a6yKwHtVvVmnMQmqReiYzwppImJU5ishFV1ULanTc2WQ0r8YzsEv9ddznTZXdGirYmYFX/2zFx9PFzqwHF3IgSjumaB4JogflZKrF7NZUZxmk4DLwZI9+alJXoc697KVrn3/7Zry/FQza6GL1iPutedtkZdRvEZhRIXlyA5yV4BgDsf7qrmFCfKPz6ol4/2tGpn91sOtcmMwgTZW+3Qz0+wewrueMqVONqg4uMY/EXYV+PUorrvvQyQL/Qk1LV0SLf6XBRrlSQT4kcmJEIBIWYymXS9M5hn4dV3n9YGncSkWD0sCSAdjDfPHpMgmXnxkqUCFmmw1qryUXUWnHfDkoafg4jEDN++Fqz4JLOUzslU4gVC0tsO9AWGA69QVC+YgxBGAOnCIoc0UOcNBrRHOF6no8LgUjn2/PTkRYchzM8gksH5B6aBrmlsi42NUc9UXL8hPi5eLJZY9TyYpLmlQVYsv92XYmiCWhg371gjBUXpXgWvMuF2eWfwWGvb9Vi4gTKGejJGVVKYQJGc7p1AgWMa1UNbU27zLp8TFboyxTEYZ5CRqx6E/LieCwtFDX9FzQ2OgQsYP6HipGXG6XMxmqGpVYWksoxzqatsU/kZeMYgzsWiLkp+cbIkZxzJj1W97cIa5x17gJT7B8fgxoLfJZj/zTHeygiCq+KgTZrqVH6wIdS54CfUfqyKg0oiNtFbwcLXYnOjS/uuDNehN26u/KIkvdQUkkWZwI+TXTV4YVsY1TWw25QIzB8nKclep8D9gZVbkhKTZcGcM+Wc07E6R2/LwYnikbdqtEPfbFVxBrUwqi9obNGNXJIbq4Rjp7z8iVUmq8p57d4WLSaDNaSwkmDd6Mnq3n19S5N6ML3bkTbqbP8ygxDtx2ulFwBr5lWnFcqi0iw9CaIvEA3f/8vHUm11yDeWl/YsDXjjr1f3WBiDARFz6yWTZYYSmOPzEn1bj/DGJ9XyGyU0gJ5Nrj8dO6PJwugHs50h5j9zeqFML0w9qoGy2Tu0BXBjWaMec7ry+ll6+8//vlne2VKrZ7kHA5biS5XghBidFuTewEoxWEGmvtWlrcxDRTiOuzGZDJbCN7Y1iavDe23hPvS86anqea3XYxqDNdTY0q7KKy/Fou8LP7DyYwZ1MNc6fS2MpybulFyLdcgtjDk5ObJ06VJ13sGfqVDAwrh15zrJyExVdX980Psd1RDeM6sO2XTPT2Ze3IAWRvg1PGd5sRKMXXpiZ2qmRbcnRzi6vEIT7DkcLmmASNIZijTA8CsTCMva8natgfD5P4/s9O0JzYCCEWMOsCj4ujertCDxztYaGIsSjHhzmX16tmokvW+D696okj1bGvXbTDDTdyDYiwc5f1yyXjElTQkbvB0d3tcqa16rkDZViYVbXIkpMbL4gjGSp95YVX2gxJVbNqq3rcN7m7VpeqB0cC5oOCfNztQrpsBLO/Kz+YNa2fFxvRZQvVRGEHR+lDjACjDzz8mT7ALvQ48ln95/qVw90GEIYB+JqjLEijbjpqZoIY0JOnAsXrajKazr4z+X8VNTZeF5+eoaG7QFMVLB2FjXrkSOS1Z+83dy5qlLfTFPLjAo/uk19f0KRlgeTpmYJLOLEqRciXI44n7k7Rq98ktOslleCLKeLUAaWKUDDW3pmN7WVId6wdhX69QWxuMtGL3n4W0kbjxvol7nWd8f6h9YEB9/o0x3K+Pz6VOzZMGkTN2tjOXj/GMY+wNiFF3NXzx/Ys+4MBQdjnv0tb26OzVcFzDhEigY0d1/3eL0YSMYX/6kZchXevGD8YxtSqQvXzRWpimR7q8rYM1+bWOlbCqz6hebcbkJSgSO1fteWFsu+6q8YxiDgSTcKl00AZ9bMl5bhXWy6h+UJ5yuVzXaJXaIuqL9hNMljfwtUeJwunrOAsEa0q+pFzB/m9IXTGopzIyRKxdm9rykgT3Vdr2Mp7aU9rmnAwUjWsMVMxwyPrVDCdfg5TZYcnNzpaCgwPctMm5beans2rdJYmPitSjsF5U15A/1eXpOZIJxzIQkSVNl5xWMXh+DgW3AgKjDkL7fTQ3qHnSRoqcy3NnIegUU1bbgfvcfAUEDK1q47SNAHvxrQ3uPizw/MOZ4XcR5x3qjXLXfRJ/xKhyOV37QlQ6jTyQE5gfngHa+tqJtaAUjTqp8X4u8/+JhaW/r1AIyHHDTjJ2YIuddVeytANS2V/9RJpUHWtRFC+/NDYUUn2yS0y8eK3CxgzQxMHTNq+W6wMMBFxoPz6ILCpSAzdACC92tcBwKC5kpzHOBFRFvdstuVA2BLz/vv3RI9m21qhsJ3eTeeKFANy7GS5x+caEe7IrvB3ZY5c1nD6hyVucRRtH68zP7tFyZeWq2fgDgzujd5w/qGwA3dDjgwU7PjpOl10/QY0pQtoMVjD+4/Vdy7hmX+mKeXIQjGM+YkiKwkT23oVE77H5mbb1MUYI/P8UsL260BhWMEGAYD3bRnHQ9OzOQJvX2/6D6XVg7jtcYxr4gT+2uzqOEFbqs0Y2Hew+WLJe6D1AhJcSEdujtB+kh3cAyQ3JIN1iDfqz4BSPWks5IjpN7bl0iMeqeD/z9EwGy+tun18uabYclMTVDCcahWUu6LxDpED2BYHKRXxTCYbvfbyOGE5hUfTdQ2WA/jsE9G4g+Xt2jQ1204Ux60fep+jIXL/m+2wjbNx5o0/WmfpHx/t8LWBFXnJatXetgzWm8x2AizLzxiXr9dgwb6H/SS7vu6v7fGybKlLyhmVg3VPzx8bvk2Vce1p8xnCoUGO6DWy9iwTgeFkavYQYvIgd2NMnBPc2+mAODtmfC9DTJHZug7qkodZ3VvWjr0G022qhwSFD18KTZ6ZKSEavFFuoQa51DdvoNM2GCVVBwLlonqBtc52enys/u8PIDoYsJNnARp18w1P9uZ5fs3tQgdVXtvlgDEyw/6E3cMcj8QHzj2ajab5O9WxqPemb7Q+dnssrPRG9+MBSutvw4CcaKslZZ/fJh7ddQD6oMA4gaCMYlnzkiGF//136VVos+wXBAxYAJFRCMeeOS9E29a2ODrHmtPOw0UMugUCEYJ89K14KxrhJWvcP6RkS3dzhAmecokXDx50p0BYv8fPDKYdmrBCNuAn+lFgpcaDxUyA9uRuTv4K4meev/DqhyVecRXtHq42afliMzFh0RjO+/eEiqD7WF/daBssxQFcoF144PSzBikC8EI869r2D8/m33ypIzL/PFPLkIRzBiWTFYGRtVo4JZzvCjiAkE+2rs8sbW5qCCEY3UGBV36ew0eX1zk3pAfTsUEGW1zZgIg+fu0xGMIwW/YGysPih5mSny/O9u1QJ1OPC93z0nq1ZvkeS0rOMmGEcC4QhGgOcQAjAQvIThegc8or3A2M5rF2fJR3tsskuJQ6zUhIkwn1Uico9q6HdUDiwYf35tkcwsPD5uSQZLc2ujHDi8U7VlnaqM+r/hPUoZ/eGxH0lNfZXkjEkZlGBEnXRob4s884ftYm+PbFUu9OJdf9sM3Q4ZVUDbhnYyEuCS7ZLPTxKPOieI138/vFP3TEYC2tnlN5UqsZahhVq5ys/Tf1T5Udc5XOAD+bN3zNBjRqEbMAZ01d/3aW0TCWg3lyE/6jhogH8/vEv2bO49s30gkJ/Lb5qsXdhB6P3j99tUHRiZo2+MZ12h8pOWpcSreoAGIxjDUxdkVIGbSU9s8QVUJhDFuGmP7/okww80UGhI9quXC7jJgVjH5BhMfPlob6veH4pWJbThd7HK6u4JDerFK5wXDBIadEu6XMNnmUkMByHHDgwMEHErTs+W2y/K7xW+fF6u3LwkV25RYVZRwlGCEtUTJqhdNi9d7lw2Rh/z3UsLpEA9uxhvfLI+dilJ6TJ72mkyb8ZZMnfGmf2GBbPOFoslTt2Lg39ZwWSMtmZXxGIRYMKNHhalChqWLIiSSIEhR9ePKmAMefXhyNNAj2Cbza0NAMhPK/ITgVgEWCgDhhG0fRDRDTX2iMUi0PlBM4H8qJu7+rDNuyMCdH5avAY7TDaNVCyC1qYj+RksFIykF7ih4TNrXGmqFE5K0WFsSYpMmpUhuaqChiuA0QKEMywWdvVW/vImq/z6pQp54NVK+Y36+/SaOj1TGhVSf2AsIMZTYQ3q25bm94SrFmVpC+Tokt6EhA+eDVjiYeHvL2C8Yt+mD9bDN7c1SaVq7P3H4+/b25ukvNHd7ySukUKnB8NDIGp6lwzqMrzshstgRUXfnj+ItUgZijSA7kr2MdgVagKLITC9SPBP2PUTbi9tX/y/fwx675iOBRSMpBfoesfsuguunSDnXlmsA8ahnnnZWO8KMIN4wzoZQQWL8Vvompo3LlH/Lc2P6wkzxibolV76WzkCz7ZTietdlXa9PGBgOFTvnfBCCDkaPBt4cX383Rr5w6tV/Qb4VoT7nUDwAgeR+PcP6+T3vnj4i7GPEYz6GVGgLkP3cErG0eMytW9EQsKEgpEcBSoYjB3BG2lgQCXei+BaaUTgUYWAxuii2WnapQ7+XjwnvSfg+7SCePG7/OgLutTg+gMTZP62urZXeHdHs55oQs1IyNGg/oFoPHNKin72+gvjsmL1mMNAMOlnlnq5u3Bm77hYqSkl3qh9jI42sCJMTKxRGwHOuKSwJ5y5rEgWX1Cg6/WBvJYQAigYSS/QFYHxEnU1bdJYa+8d6o6EFqtDxeuU7q4upRtHZmWDOtQ/C21PlV2eWVOvV5n4z3pv+ORgm1hM/cs+uFJAl/Tnz8zpCVedkqXHPY7CdouQsMCjgXpo8aQkWTAhsd8wNsOiBWIgGOoBDwbB4ifFGkaXYFRVk79rGX8nTkvTywb6w3lXj5eFS/J1PUdIOFAwkl6gfoE7I1uTO2TAajAYKpOeniUJ8Um+o0cOsBCia+sv79TIeztbtJPoBROSZE5RotS2dEhZjUO7x0G8YKBhSk0wybI56XqZMn+AT8bzZqRqIcp6mpCjwSMFqxfWW3/07Zpe4Yn3avV2BLyw9e2SxsvYG1usPXEQ4MIKSwqaDYNfHeRkBLOD4fMYjlAwidGu6itMfOgJVpf24UtIuFAwkl50dLglL2esXHv5LXLVpV/qN1x96RflGhXnphXflskTpvuOHjmgYUG3dKOtQy8tButiU7t3ltrSWWny1QvzZcH4RHEqURkMvLUnxBj0etP3PFeuJ8zg71OqAUPXmO/FnxASBBgC4VHAa288ApznV6iAfd5Vlnw7fOC5woscJr3sr3XqZQThMmc0gSVYUU+1qjKCr779261Bw75tjVJxoNVbF7FCImFAwUh64XI7paigRL5w3R1y02e/3X+44Tvyxeu/KRecfaWkpmT6jh5ZoAqFQ2RYC7G0GNzrrN3bKvWtbm3JiLOE7lr2i8YJubEyPjtG/y3IsOjxiyEOI2RUg2cDzw6cbX/x7FwVcnrCwgmJ2ncuVhAKtO7D/Yp/5jQC0phZGK8nq119Sqa27mNVm5H+3GGZ0uyMAmmzt0hTS4M0NjWGDC0t4TvmJoSCkRwFB0B7QTG02j2SkWiS82ekytWLMmX5ggzdWH24p1XKarHWcvA3c7RlEJkIV6hjLpuXof+eNSVFtpaHv1IAIaMNPHcWc7QWh3hBgx9TWAw/Us8cxiJiHfbAOgrDOxJjjHL21BTJSTHLOPVydu60VLlsvnrmFmZISrxJVu9qkVaHx7uq0QgmOtogN17zHfmvG/5bbr7+h3LLitDhiqVfEvhNZJ1PwiFswYj7KfKg/gng6P3hhb4g3b5xQgf84zvYx9FxwgnqnwCO3h9O8J57IJHnxxsCCbZ/4KD+IUHRs6RN0XLp/HS5ZE6adqHzyidN8tz6Bnlpo1Ve32JVgtEh5n4FY5Turn7lE6usCgg4fn2ZjbOkCQmBeifTXc54ZvbVOHR4ZZNViz7sCwSevpLjjLKoJEmWzUuXZXMz9OpMr29pkuc3NMq/1TOHz3C2P9IFI5g0bqZcv/w2WbH8drn+8ttChqsu/rISjB5vg0DIAAwoGHEfYa1krGGon7Uw7it9jHqqE5It3ui+Y2LisAh5+Pcmfi5GVQRYZggDeJEO0jVbjGGLHcSLUW+fFos3qzgMM8awpnMk+YEPr/gknx8r3zEWVSawNoUL8hATa1J5MvnOv1uijapsI8yPyRwlsapc9Aw4/7nEGrWD0LCSUXHgrywuyezbQPqCcoT1EC46spLNkpZgktlFCbqb7MtLcuXrGMM4IUl3g/UFA/YTYqLl/JneyS0fH2jTAV3a2SlmSY3H9fZFJoQcBap7dDPjuUN9haU5b7soXy/D6fb0fnjMqg7GMJHH3qmRKqtLey6Aw/2pBfEyZ1yCXssdghJ1NR+73rTZW32fCBmYAQWjbvxSTFIyM0NK52VKqXp7CydMX5gtRZNTfA2j14JWrL5PU9uDxe8bJs/JkKnzM2Xy7HSJSzTp84BYSs2IUduzgh4TNMzLkCkLsvSamToNFSxKQI6fmiZT1fagxwQJiDthWmqv/GAFlKkR5GeaSmP6KVmSlGr2+jVUL3aJSlRPWxhBflSYviBbO9dGeSBPEL9Fk5NliiqvKUHi9w2TVdD5UWUAAe7NEwkErwEQe3WtHWJt69Sf0xOMuuHBuEasKIGXiL7oolRC/hx1r8AqgvGP6EJDgL6vtLrl3GkpujFksRNyNHiRd7o9snpXq8xVgg+WRiwBGKOeOVjs8bnXKh7qI/wx1jS7tSXxz69Xy99W16n4UZKkXqQXlyixuTRfv6y5R8nCA8eKNtAMAvjvDaTv93DoewzaysEQmIfB5iewbURbOxiGokyAPw/H0l4fa1sf1Yk59wqDwSC19ZXyi9/eKZt3rJGC4nS9RJwfvz+nSAm0nA1FGioVXUFEijeJoT2XE5of/c/QnQtu4pYmt1QerpPzzlwud915v94+0nn4zWp5ek29ZCeZZXZxgra89ro8EYJDcfw1izLlxY2N0qoaO5OvcYPPOMyQXjorVf75Ub1u9IxKdbbbHfLqqlel3dYkKTnFkpgxRl0PrsAQjGiDUWwNFdJYfVByM5LlmXtvkdgYk2/vieU79/1bXvtwmySnZUnamMmqgh/8er4jmahog7jamqWpao8uo8xJp0t6RrbMHBujX9T0M6SCw+XRE1vQTuI7QH0VZzHoeMFAXLyMYT+OdalnbsbYOJlWkKCXB6xr6TiqVwjxMJMaPQAQnj+/tkhPlhkN7D+0Q25beakq2GgZOzFFUjNjxGgyyL6tjfKP+7dFLJJSMmLkSz+Yo3vfDCqdl57YLRvfq/btDY9JszPk6lunSqe7S4vFp+7bIpX7I7eEXnFLqTZcoT4u22aVv/9ua0T5weSqm340RzJy41WZRMnqlw/LG8/s9+0Nn5JZ6XLNrdOkU73ooJ196rdbpKIs8vwsv6lU5p6ZKxX7bfLXezaJoz2yNgJLLt70wzmSmRevywHrfNdWtOnt/3lkpy9WaPoVjPlj08QSZ0AU7B6UqAGBje+JTAM1TuCtMlzyAwaVzhDnBzdyW6tbqsohGK+gYPTR91r1pW+5I3pXl8gXzsqRvTV2va6tiqX3IbHzZqRJcZZFHnunVru+oGCMDArGk5+BBCNsgErD6ZWUsDwnXob9L7aYAb2tvF08KtJAdZ7/2UXvAMYkm9SzhnT7QsHYWzCi3FwOj+zYUCfWWocvZniMGZ8kE2ek62uG4WcN1XbZvr5Oi79wwJrPJTPTdTr+JbHL97XI3s2N3ghhEq/qc/TcoQcPfTkuR6fs3NCgF6AIl0wsAzsnU0xm9YKizgMGlW1ra8URgZsmb37SVH6ShyQ/SakWvbDGXiXoq5RwjISMPG9+zHjhUuc1JILxf+77pmzetkaSUxMlCg+rjkZGOt3dUeqh7pRGq1W7yvnJnb/37RnZDLWFEeCtGKtNYPnAnZV2bfUAMGxMVpUQLI+7Kh2qocJzR8EYCRSMJz8DCUb1+GihiHHCfUUhLCO/f61K3H26pY8FCkavYCwsSZW0rBjt6BtFa44x6iFLkeBR1wWCxl+FGo2YL2BQFz38dDrU8R0qHf8RWAcboi0S0H3rcnp6LIre/BhUflSlGyZYUhFp+NsDvOAjDYjhSBjS/KhzgthDmULoRUJgfmA9rTlskxolGgctGOsaquSPj94taze+q97K1IlFWDDk5KZbvQLBxcJVy74ot3z+u76tI5vjIRiBXb1RzxgbL8vmpvu2eMGsTVhIMHgfUDBGRqBgzFGC8VkKxpOOsCyMKmDMIcQcwDOJSWhnlCbLvz6qF7tqhCkYj52yg9vl6ysvEaPBrCdjGk2oAH07ychFPToQsm4XXCp55Pm/7PHtCE0vwehwtsvufduktq5SPThuJRgjU7Dk5AaC0WQ0ydRJs6Ugf5xv68jmeAlGpIGxVJgk42/WkGyLvVO97R4Zt9ojGF99TdpbrZKUVSBJGQXqeNbawYBgbKk9KNaaQ5Kfky7/uufmYSMYf3j/c/Ly6q2SmJwuqWNK1HVH/cnr2JfoaKM4bA1irditjRLBxjACiDf/1DAYiiyGKLlEvYC9ta2ZgnGIOFS5V25feam0tjWpu9XAemcUAUslnj8s7fvvh3f4toZGC0bcJEbjkQkuhIwWjpdgBEim7ww/dGsENnNwWeVwOuX1N98Rm7VGEtJyJDGzUD3MQ3giIwhYp1prD0hTXYWUjsuXR/77BokxD4+6697H35B/rlovlrhEScsvEYN6+WIDfDS4ho6Wemmq2isGk1kyJiyWtPTMowRjMPCiNdRFOpoFo9PtkOdffUw2bV8tJqPPbRwZJXgfpOmTF8pVl3xFfx6IXhZGQkYbx1MwhoNXMLrlzXc/kJa6QxKbmCbJOcVKbJgpNo4Ckx880lK9X2zN9XLG3Enyyzuu0ONxhgN/ef4jefCZ91Vlapa03PFijk1U5xveYP/RRZS0Wyultb5czHFJklY8X1JT08ISjHgk/Nb5oWI0C0ZCImF41LSEDAPQcHzqQTV+JpNRLAkpuiXscLVLZ4dTfeaj2RdYXTtdDlVGdi20JxVl6y794cLU8bliMZvU+TnUebZ5rcSkFxjm1OXpEJfDpoRhtxhjEiVavRxh5CKE4EABRRps+zEH7+kRQkJACyMZ1Tz4RrU8s7Ze0uJNkhjrdZ/waRr20FB1RxmkoaFOand/qBpTtySk5UlCRoG3JaOV0QfcdERJW2O1tNQdVN+j5U8/uk7mlI717h4GOFxu+eJdT8ruA9WSlJKhLcUQQ7QyHgGC0dXeIs3Ve6XD7ZT0wlmSmD1R4szdMrMoYUAL4/EAL25NtDASMiBaMGLgI97YCRltPP5erTz+bq1eTgz+Ez9t0DhGw5rY5ZKmQ5vE01YjJkucpOaXiCkmgTNtfUQpUd3Z4ZDmqn1ia22WuVOK5NffulKSE2N9MYYHv/vb2/LY82vEbDLoGe9xyVnqvuI11Kh2pls9ZDaMQW2slYkF6ZIydq7UdyaJJdqjV086ISiVCvcrcPJtd3rk7uuKZZYSr4SQ3lAwklFNWa1Dnl3TIM32zqNWgPg0geWlpf6wfLJhjbQ7OyUhNUuSsgrVc4mZi6PbQoX6CeM52xoqpLWxSovsn3zlErn49GneCMOIsvJ6uf2ep6WqvlkSElMkOWecGNULAIW/1zOAo0U9a7UHxe5wyVevOVXicqbKE+qlTV1hX7xPH/yy37JpUaL1FyuKZeqYeOwihARAwUjIMMHldsvdD78q/35rs8THmCUhI093T/sF06hE5R1iot1aK7bGCmmzO2XpadPkRzcvlaT4GF+k4QOu05Mvr5PfPPGmGKOjJC4lU5Iyx4rBaFH7RqloxDVUwWVr0i6R2trbZXJxrvzqW8slJj5FXtxQp9eLRnmdSLCKTF6aWc6fkSqJsfQaQkhfKBgJGUYcrGqUH//+Bdm8p0LiIBpTsyVeiUY9Fm6UWakwaQSO5O3WaiUYq6XN4ZTJRTly99culYmFWb5Yw4+WNof88rHX5fl3t0qM2SBxSWmSmFGghxogP5/+KL0Th/bl67MswuG63d4uqUnx8oMvXShLTpnsi0UIORmgYCRkmLF1X5X89M8vy95DtXosXFxiqsQlZ4s5Pgkqytd95+1EGynSI9C25M9Th8Mm7U214rBZxeXukKK8DPm+EhoLpxf5YgxfGprb1DV8Rd7fuFcwkTtWXbu4lGyJUdcyKhrO3Ef2NQTIl6fDKfbmOrErwehyOiUxPla+du2ZctX5c72RCCEnDRSMhAxDMBbul399QzZsPygej0diYmO1Q2hLXLL2XQfnxwDP7smPTzh1q9DVJW4lFN32FnHaW8XpcOg8Tp84Rr51w7kyoyTfe8hJQEubU+576i1Z9cF2sTucEmOx+K5hkljikyXaiBVqvN21IwX/0IlOZ5u42lvFpa6jw2HX9/CY7HT56jVnyAWnTtGrHRFCTi4oGAkZplhb2uXJl9fLax/tlPLqRr2+e4zFrFdlQoMLwYHVRE5+oqRLCQqPx6UEY7eoOklcLre2UOVlpshZ80rkc8sWSn5Wijf6SYRb5eU/b23W41L3Hq5VwtEtsTHea2hQdS6WOsRqJyMBaEVPh0vPCodAhFUY1zI9JUHmTS2Sz6trOLNkjC82IeRkg4KRkGHOnkN18vw7W2T7/iqprm+ReqtN2hyuYWSZihITRKyqQ8LpXsVZe5SogJgIBIIj1mKSjNQEGaPE4YSxWXLRadNkTmmBL8bJS31Tm/zn7c2ycedhqahtkjp1DTHWEXkOvIxGCEiDIexyxJjIDl2O4Rxx/EF+TEaDpCXHSZ66hsV5GXLW/BI5b+FkdX/QqkjIyQwFIyEnCbA47j5YKxV1zdJic2hH1sMBWJOqq6rF1mbz+pQcAIictLRUycrO7iV60Z0ZH2uR/MxkmVScLdlpSb49Iwenu0N2lFVLeW2zHueodZ6/CFT+6+rqxGptCutlAOWYkJAgeXm5YlCCfTgAC7HFbJTs9CSZqAR/cX66bw8h5GQnqqOjoxtikYKREDJYtm3+WCorK8NaMQqWxZKSEhk3sdS3hfg5WLZb9uzZE1Z9jHLMy8uTGbPn+7YQQsjxgyqREHJMuN1uaXN0iN3lCTvY7G6fixniBxZWlEuw8uovoNxdLpcvBUIIOX5ED59xUIQQQgghZDhCCyMhhBBCCAkJLYyEEEIIISQktDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQgghhJCQUDASQo4Js9ks8TEmiTUbwg7xsSaJjmb1E0hUVJQkqHIJVl79hfgYo1gsFl8KhBBy/IjyeDzd+MDKmxASjJY2h7z47lYpq2yQaCVq1P+98Hi6pLGxURwOhxY9A9HV1SVJSUmSmpp6VFqjmW5VEzc3NUmrzRZ2OcbFxkp6RoYYDN76W20SQ3SUzJ0yVs6eXyJmk1FvJ4SQY4WCkRASkr8+v0bue+otcbjc+nswKWM0GiOqQzxK2Xg6O33fiB+DwaBDuEA0dnpUOepa3PsnOipa0lMS5I8/vE6mTcj17iCEkGOEgpEQEpKf/vkleeqV9ZKWnCAGo9m3lQw/oqS72yOeDrfY2p3yyE9ukFNmFPv2EULIsUHBSAgJyd0PvyJPvrhW0tPTJKNwqqo1VF2B/lMyrIiKNoirvVkay3eK0+2Rh1aukAXTinx7CSHk2KBKJIREQJT6H53SDMMu9FwXQggZeigYCSER0O2zLjIMu9BzXQghZOihYCSEEEIIISGhYCSEEEIIISGJ7u7uFgRCCCGEEEKCQQsjIYQQQggJSTRWFAhnVQFCCCGEEDI6oYWREEIIIYSEhBZGQgghhBASEloYCSGEEEJISCgYCSGEEEJISCgYCSGEEEJISCgYCSGEEEJISCgYCSGEEEJISCgYCSGEEEJISCgYCSGEEEJISCgYCSGEEEJISCgYCSGEEEJISCgYCSGEEEJISCgYCSGEEEJISCgYCSGjBiyb73B7pNXeITZHh28rIYSQgaBgJISMGLq7fcH3vS8ud5csmpwpN5w7Xq5YXKgFJOL76Tk+IBBCCKFgJISMIDo8XeLu9EhnZ5dvyxGUNpQ2R4ecMzNHvnDeBLl5aYkSjFHSpVQhgqerWx/bN3R61H61jxBCRjMUjISQkx4t+pSo+9YVU+Xem+bL55aM113PgbQ5O+XihWNkenGaEoFdcs+/tipB2KWPBXEWo/zouply/38tlPtvPUUeUOHXtyyQgsw4bWmEGCWEkNEKBSMhZEQA2Te1MEWHCXlJ0hlgFYR10akEZGZKrKQmmMVoiJY9la3SoQSjSX2+ZWmJ/OGrp8ipU7IkJy1OspJjJCPJIqUFyXLPl+bJTz83W1LizdoKSQghoxEKRkLIiAGiELg6PFok+oF4zE6Nlby0WP19d0WLdHd3S2u7W86akSOXLCiQdCUQP97XKJ//1ftywy/fl+v+9z15ZvVBSYw1yezxafL5JePFanPpcY+EEDLaoGAkhIx47C6PzJuYLhfOzdffH1y1V8ob7DIuN1EWlGTobWt31cv//GOL2J2dups6WgnDh17ZK/96/5C2LI7PTZLZE9KUGGXXNCFk9EHBSAgZ8XSr/wLHNMaYDdoKOXlMsiyekqW3PfvBIWlqc4vFZBCDUovotsbff753QIvE8UpcnjMzV4tPQggZbVAwEkJGNG4l9vLT4uTGJRP09+fWlMuOQ80Sazb2msiCSS8QiIGg+zk+xtjTDY0ub3ZJE0JGIxSMhJARDayLRdnxUpyToL8fqmuTxlanGPuIQ0IIIf1DwUgIGbHAfU5SvFluv3yK/t5oc0mTzdvtzPnOhBASPhSMhJARjcPZKSajt6pbt6te3vykShJijNq3on87sLs69eSWQLsj4rSr4/EXYOyj/zMhhIwmKBgJISMSuM2BuFt+aqHEmAxSXt8ub2+pkfgYk7YuWkxeX4zrdjfo+JeeUiBJcSZxdnh6Vn6BhRJLCJpV3AO1Nnlva63EKtFICCGjDQpGQsiIBcv6nT8nT3dBV1sd8tGueokxe6s9iMCDNW2yRm0Dp03Nlu9dPV3H7eoSvSzgjedPkOvPLtbjHcuqbbJ+T0PP8YQQMppgzUcIGTFA7AGzMVpbCWExhPscLBuILue4gC5l/MWqL+9sqZFXP66UFnuHnDI5Ux6941T5yzdPlSe+fYZcf9Y4cajjth1qkifeKJO0RAu7pAkhoxIKRkLIiABjD/dVtapgk8P17dqdzi0XlUhRdoJUNznkDy/u6hGUfuBGx9XpkT++tFv+64GPtAURfhbhdxHLBh6oaZPvPvqx/PCxTVLf6jrK7Q4hhIwWorrw6o0PdC5GCAnC3Q+/Ik++uFbS09Mko3CqqizUe+YwNbOhCxqOdKKVsGtUAu9nn5utnW1bbW658Vfv6zjY1xdUg7BI9gfqx+EuFqOiDeJqb5bG8p3aX+RDK1fIgmlFvr2EEHJs0MJICBkxQNRpq2FHl5w6JUsm5iXpySsvrDmsJ7r0914MEeld2cW7uktg8K/4QgghoxkKRkLIiAGCENZAzHReVJolBZnxWjC+uK7C6zJngJ4U//GBgRBCCAUjIWQEkhRrkufWHJY7Hlwn33lkg+5uNhlY3RFCyGBhDUoIGXHADU5Di1N2HG6RXeUtemwjjYWEEDJ4KBgJISMOjFfE2EM42cbqLBSLhBBybFAwEkIIIYSQkFAwEkIIIYSQkFAwEkIIIYSQkFAwEkJIhGBIJJx9tzk7dej0dOlxkpiN3XcbIYSMBCgYCSHHDQgmrOHcau/oFbDs3skspjqVWIyPNcoZ07J1yEqJ1c7C4yxHtmWnxqp8Ds8VcQghJFIoGAkhQw7EIERhfYtLr7jy2XPGyQ2+gM85Sky1OzuPm2hEuq4OjxanNkeHdA/xUoYulbfc1DhZef1MHWaNS5PmNrdkJcf0bJtfkqHzSAghIwEKRkLIkGN3eaS0IEW+d9U0+faV0+SL50+UL/gCPn/v6umSlx6nrXLHA/z+4tIs+a76/TuWT5X4GJNe6WWogM4NXHvau4pM7230/UgIGUlQMBJChhRoJoe7U8blJsolCwuUWDPK/c/vlDsf2SB3PLheXt9ULRPzkyQnJVaP8/MDgQUB6Q9acPn2AYgx/z58hgXT/10LNl88/D4si/iNC+bmyyULxmjh5nB16ngIOAbH903TD9I6+nyOTdwGT/PIb+KT25cnnKM/Ls6TEEJONBSMhJAhA5qrQwmrc2bk6q5n8NCqPfLs6kOyaV+jbDlglQdf2S23/PZDKau26TF/EEc2JfASY41SkBHXExLUdwg/7IeYspgMPfui1H/pSZae73DOjW5iYDJGSWF2gt4G0DWdmxqr15VOjDVJUpxJH5ORHKP396Sh0sf54/fwuxC6/n0ISXFm3b2thWygkh0ARPWniTwFpok84/yAQSWan+7dbjZG98TFWEhCCDnRRHVhqh8+sO+EEBKEux9+RZ58ca2kp6dJRuFUVVmo98wAa1wgsIZlJMXIn76+SGItBqltcsgv/rVNth1s0gJMW9lUleNRogvCDrVPaoJZj/275sxiPe7Pz0c76+QZJTSRRrUKCydlyk9vmK33/f2d/bJ0fr7+LQi4tzZXy2//s0PaXZ0yd0K6/Orm+TpeX/753gFd112xuFCqrXZ5Ux332bPH630/+9tmWb29VrLTYrXAvHzRWDl9WrbeBzaVNcpTb++X+maXVKpjpxWmyH1fXqD3/ebfO9S5HpTZ49PkgVtP0dseeGGX/N8Hh3S+k5VIhfC78tRCWTwlS+8H6/c0yC+e3ipNbW4ZqwTt/epYrE7zyoYKyVRlMm9ihhyqa5Nv/HmdFqnRIerpqGglmtubpbF8pzjdHnlo5QpZMK3It5cQQo4NWhgJIUMKNI3B4BU2qz6ulI/3NUqCEk0AMtMQHSVmU7QWPzZHp7YG3qsEHsTi5gNN8vyactl2qFkWlWZp4Yexju0qXrSqrYwqXYQbzh0veyttWnDh+/lz8uSby6dKSrxZGm0ueXl9pbZgAlj33ttWK69trJLtKt14i1EfA4vjjUsm9KSJc2pzdugZz/hdiMWd5S36fDaVWZUYTJd7b5ovE/ISxWZ3a/EbDpj4gjwgTYhFiGekuWFvo84zxnPC2un2dIlFnQPOZdnCAjllcqb+DEFNCCEnGgpGQsiQ4+u4UIInWgvEYPZICKT89Fi5VIkj8P72Wln5xCa5+x9b5C7196Od9Xr78sVjJSs1ptdYvtc3Vem4dz35ibyzpUZvO3d2rhJzSVLRYJcfPb5R3t3q3e7u6NLWR1gQ39xULTHmI9WeVYnLP760Wx5etVf2Vdl0l/CV6vfA2t0Nvc7H/zsXzR+jxGaCPv+B8Kg4WSkxcrkvTZzTtx/eoMdzoqseQDTOKE4Vp8ujxa2f97bWygMv7JTH3tinxTV7gQghJxIKRkLICaGzs1sykiw93dBrdjVoAQfRVtfs1NZDAEtjWqJFd2X7gXjDd/h4/HCHV1gCTEyBQE2ON+sxjwA6yz92EeMa/b3p6AaGGEQ3M0JlY7vuBvZ3Q2/c1yjVVoc+nxa7u+d35k5MlxwlYHH+AwEBmJZg1jO2AayaP/vcbPnXD87SlkU/6KIP1IPI3z3PbpN/vntQW0uxj3KREHIioWAkhAwpsIT5xRqsgnqSiP7WG4igQIsaxu6ZDNF6trLJGN0zaQXWSsQLTAOTZSAMETBWcjBgJje6nNHlmxxv0tZQ/I7fkonfx+QTnA/2Bf5OJBNfkKY/n2MzE7Q1cXJBsvZFCYGMgIkvgekdrGuT5na3ZCRberrzCSHkRELBSAgZMiB6IH72VbXq77lpcRIf453BDD3k349Z0RBRGKPnBxM1YCFE9ytmWuM7iPYJw4HteZGB3/GLUj/4LYhVgPOEeEQ8CESH73xAJOfjF7bgoVW75eK73pQbfvm+fOFXq+VL930gK+55T0+oga9IPxCqEM/9zC0ihJBPHQpGQsiQAUtcXYujZ3zeBXPz5PbLpmgrYYPNpbuai7IT5bJFY3V3NL5vOdCk484anyaJcWapstolNcGiLXEAXcOwthl9oitSILogUFtUGhChEK3BgDBEPH9X+NTCFG3hw/lgpjNmX4NtB5ulodUV1vlAgOLckQcweUyyWJQYPFzXJgdq2yRBicTz5uT5ZnvT3yIhZPhCwUgIGVLQHV3e0C5rdnnH/C2dly/fv2a6fP3SUvnaslK58zPT5LbLSmVcTqKeaPLsB4d0vCWzcuWH186Qry6bLD9Sf8+akaO3wxVOjdXRY/kDgVItmGyDSISVDljM0fKlCyfKN5ZPldOmZSnR6BVmEIiBwNpZ1+KUv797QH8/fWq2Oo+Z+nx+cM0MLX7Bcx8dloO1Nj2r2k+wc0DyENA1TU6dB3D2zFy5a8Us+cblU3T47tXT9ezuKUqcwrG4/5z6E7WEEHKioGAkhAwpEGpNNrf87rmdehbz3spWOXN6jlx9epFcd1axEooJ8sLactlV0aKdb8PP4MrHN2lL4+LSTLnhnPGyYFKGtsr9WG3HxBOMWQzsnh2opxbd4K9sqJQdh5u1CMPM5s+cVqgn2Dh9jrK97sB7g9+pb3bq312/u0FPcMH5nDY1S6eFWdNlNTZJiDUN3F3s2w83PsgD0oSLIeQNPidRFvDl+PaWGlmnfitWxSOEkOEKHXcTQkISieNuP6hOMP4PPgiLshP0LOVAKhvtekwgrJHeeB16BjH8KPqxtrmloqFdHwvRh/GG2Sne1VnqW5zaSTdEWWKcSdITLXo7HHxj7CHGDGI9acxmTo47kia6h5EWZkxjlnWVOg/kxF/74S+2Y0UXzI72pwswU/pwXbvunjYYorUwhoNvAN+PLe0deuJObpp3GyazYHUX+KTEGEikOSYjXs+aDqRWCVR0lyNdjPlETzd+y6pEt3/sYzjQcTch5HhCwUgICclgBGMgWB/Z75fRD7qXMQbQvxW1D+L5ZxMDCC0zJn74vmO2MnwqAog1v5iCwPPPbIbja39dFixNdBFDZfpnOftnc/cFx2LiDeL5we/hd/1butX5YK1noPOjzrdLfYVg7dnWN48qTbjQCQTnpFe9CThWb1Pp9Y4ZGgpGQsjxhF3ShJDjCkQWrIOBAeIrUAzhMwRWYBw9S9i7W+O3MiJgMgn2ISAt//bAF99gaULUQYzhc39iEeBYfzx/QFqB54Pf8u/T+VE78fO9tvniAn0+fdJEwDn1PVZv8x5GCCHDAgpGQgghhBASEgpGQgghhBASEgpGQgghhBASEgpGQgghhBASEgpGQgghhBASEgpGQgghhBASEgpGQgghhBASkmg4n0UghBBCCCEkGNFwPstVXgghhBBCSH+wS5oQQgghhISEFkZCCCGEEBISWhgJIYQQQkhIKBgJIYQQQkhIKBgJIYQQQkhIKBgJIYQQQkhIKBgJIYQQQkhIKBgJIYQQQkhIKBgJIYQQQkhIKBgJIYQQQkhIKBgJIYQQQkhIKBgJIWESJdEGI8MwDlHRBt+1IoSQoSWqW+H7TAghR/Hzh16Wp15eL6nJiRKXnKlqjSgRVhvDjqioaOnscIqjtVEcrg55aOUKWTCtyLeXEEKODQpGQkhI/t8jq+TJl9ZLUoJFujwe31Yy/OjWolGiDGJ3uuXhuygYCSFDBwUjISQk7328V37+8CqxtrSLycguz+GOu8Mjk4qy5X9vv1wKclJ9Wwkh5NigYCSEEEIIISHhpBdCCCGEEBISCkZCCCGEEBISCkZCCCGEEBISCkZCCCGEEBICkf8PM5PCAplHBcwAAAAASUVORK5CYII=)

NUMA中,虽然内存直接attach附着在CPU上,但是由于内存被平均分配在了各个die上。只有当CPU访问自身直接attach内存对应的物理地址时,才会有较短的响应时间(后称Local Access)。而如果需要访问其他CPU attach的内存的数据时,就需要通过inter-connect通道访问,响应时间就相比之前变慢了(后称Remote Access)。所以NUMA(Non-Uniform Memory Access)就此得名。

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)

<span style="color: rgb(255, 0, 0);"><span style="font-size: 20px;">对操作系统的挑战</span></span>

因为 NUMA 架构提供单个系统映像,所以通常可以运行没有经过专门优化的操作系统。

远程内存访问的延迟时间较长,会使处理器得不到充分利用,经常要等待数据传输到本地节点,而且 NUMA 连接会成为具有高内存带宽需求的应用程序的瓶颈。

而且,这种系统上的性能会有很大变化。例如,如果应用程序在一次基准运行时将内存放置在本地,但后来的一次运行碰巧将所有的这些内存放在远程节点上,此时性能就会发生变化。此现象会让容量规划变得困难。

&nbsp;Linux识别到NUMA架构后,默认的内存分配方案就是:优先尝试在请求线程当前所处的CPU的Local内存上分配空间。如果local内存不足,优先淘汰local内存中无用的Page(Inactive,Unmapped)再导致swap产生,而不是从远程节点分配内存。

这就是所谓的swap insanity 现象。

<span style="color: rgb(255, 0, 0);"><span style="font-size: 20px;">NUMA的现状</span></span>

--CPU规模因摩尔定律指数级发展,而总线发展缓慢,导致多核CPU通过一条总线共享内存成为瓶颈

--于是NUMA出现了,CPU平均划分为若干个Chip(不多于4个),每个Chip有自己的内存控制器及内存插槽

--CPU访问自己Chip上所插的内存时速度快,而访问其他CPU所关联的内存(下文称Remote Access)的速度相较慢三倍左右

--于是Linux内核默认使用CPU亲和的内存分配策略,使内存页尽可能的和调用线程处在同一个Core/Chip中

--由于内存页没有动态调整策略,使得大部分内存页都集中在CPU 0上

--又因为Reclaim默认策略优先淘汰/Swap本Chip上的内存,使得大量有用内存被换出

--当被换出页被访问时问题就以数据库响应时间飙高甚至阻塞的形式出现了

&nbsp;

<span style="color: rgb(255, 0, 0);"><span style="font-size: 20px;">NUMA的取舍与优化设置</span></span>

&nbsp; 在os层numa关闭时,打开bios层的numa会影响性能,QPS会下降15-30%;

&nbsp; 在bios层面numa关闭时,无论os层面的numa是否打开,都不会影响性能。

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)

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 安装numactl:&nbsp;

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; #yum install numactl -y

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; #numastat&nbsp;&nbsp;

&nbsp;&nbsp; 等同于 cat /sys/devices/system/node/node0/numastat ,在/sys/devices/system/node/文件夹中记录系统中的所有内存节点的相关详细信息。  

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; #numactl --hardware&nbsp; 列举系统上的NUMA节点

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; #numactl&nbsp; --show&nbsp;&nbsp; 查看绑定信息

numactl --hardware

&nbsp;Centos系统中可以通过命令判断bios层是否开启numa

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; # grep -i numa /var/log/dmesg

或者dmesg | grep -i numa

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 如果输出结果为: No NUMA configuration found&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 说明numa为disable,

如果 显示:NUMA: Using 31 for the hash shift.说明numa为enable,

如果 显示 NUMA: Initialized distance table, cnt=8

说明numa为enable,但是内存数量和cpu不匹配,可能是兼容模式。

~$ dmesg | grep -i numa

[&nbsp;&nbsp;&nbsp; 0.000000] NUMA: Initialized distance table, cnt=8

&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 可以通过lscpu命令查看机器的NUMA拓扑结构。

![](data:image/png;base64,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)

当发现numa_miss数值比较高时,说明需要对分配策略进行调整。例如将指定进程关联绑定到指定的CPU上,从而提高内存命中率。

<span style="color: rgb(255, 0, 0);"><span style="font-size: 20px;">优化内核</span>---------------------------------------------------------------------</span>

内核参数overcommit_memory :

它是 内存分配策略 The default value is 0.

可选值:0、1、2。

0:表示内核将检查是否有足够的可用内存供应用进程使用;如果有足够的可用内存,内存申请允许;否则,内存申请失败,并把错误返回给应用进程。

1:表示内核允许分配所有的物理内存,而不管当前的内存状态如何。

2:表示内核允许分配超过所有物理内存和交换空间总和的内存

内核参数zone_reclaim_mode:

可选值0、1

当某个节点可用内存不足时:

如果为0的话,那么系统会倾向于从其他节点分配内存

如果为1的话,那么系统会倾向于从本地节点回收Cache内存

所以0是一个更好的选择

&nbsp;echo 0 &gt; /proc/sys/vm/zone_reclaim_mode

sysctl -w vm.zone_reclaim_mode=0

在/etc/sysctl.conf文件里面加入

vm.overcommit_memory = 0

vm.zone_reclaim_mode=0

运行使之生效

#sysctl -p

#########

说明

当出现out of memory的时候,

zone reclaim 模式,

允许管理人员来设置激进方式来回收内存,如果设置成0那么不会回收内存。

&nbsp;This is value ORed together of

1&nbsp;= Zone reclaim on 1设置reclaim开启

2&nbsp;= Zone reclaim writes dirty pages out 设置回收写脏页

4&nbsp;= Zone reclaim swaps pages&nbsp;&nbsp; 设置回收swap页

zone_reclaim_mode is disabled by default.

默认reclaim是关闭的,文件服务器需要禁用该选项。

[http://blog.phpdba.com/post/473](http://blog.phpdba.com/post/473)

[http://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/commit/?id=4f9b16a64753d0bb607454347036dc997fd03b82](http://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/commit/?id=4f9b16a64753d0bb607454347036dc997fd03b82)

[https://www.kernel.org/doc/Documentation/sysctl/vm.txt](https://www.kernel.org/doc/Documentation/sysctl/vm.txt)

&nbsp;

<span style="color: rgb(255, 0, 0);"><span style="font-size: 20px;">最后根据具体业务决定NUMA的使用</span></span>

如果你的程序是会占用大规模内存的,应该选择关闭numa node的限制(或从硬件关闭numa)。

如果你的程序并不占用大内存,而是要求更快的程序运行时间。应该选择限制只访问本numa node的方法来进行处理。

&nbsp;假设 执行一个java param命令,此命令需要120G内存,一个python param命令,需要16G内存。

最好的优化方案时python在node0中执行,而java在node1中执行,那命令是:

#numactl --cpubind=0 --membind=0 python param

#numactl --cpubind=1 --membind=1 java param

<span style="font-size: 18px;">已知在NUMA架构上 出现了问题了有</span>

MySQL、PostgreSQL、Oracle、GraphDB、mongodb、Redis、Memcached

<span style="color: rgb(255, 0, 0);"><span style="font-size: 20px;">解决方案</span></span>

1) BIOS中关闭NUMA设置

2) 在操作系统kernel层面关闭numa,例如:

/etc/grub.conf的kernel行最后添加: numa=off

3)在原启动命令前面加numactl --interleave=all

修改numa内存分配策略为 interleave=all (在所有node节点进行交织分配的策略)

Node Interleaving(节点交错)

可以使用该选项启用或禁用 NUMA 节点交错。通常,您可以通过保持禁用该选项(默认)在 NUMA 节点上获得最佳性能。

启用该选项后,内存地址将交错分散在为每个处理器安装的内存之间,某些工作负载可能会提高性能。

MongoDB会在启动时自动设置zone_reclaim_mode

oracle-validated安装后,会把numa关闭

####

<span style="color: rgb(255, 0, 0);"><span style="font-size: 20px;">mysql解决方案</span></span>

MySQL的服务器上最好设置vm.swappiness=1

&nbsp;vm.swappiness=1 in /etc/sysctl.conf

vm.swappiness是操作系统控制物理内存交换出去的策略。它允许的值是一个百分比的值,最小为0,最大运行100,该值默认为60。

vm.swappiness设置为0表示尽量少swap,100表示尽量将inactive的内存页交换出去。

  具体的说:当内存基本用满的时候,系统会根据这个参数来判断是把内存中很少用到的inactive 内存交换出去,还是释放数据的cache。cache中缓存着从磁盘读出来的数据,根据程序的局部性原理,这些数据有可能在接下来又要被读 取;inactive 内存顾名思义,就是那些被应用程序映射着,但是 长时间 不用的内存。

[http://www.zhongweicheng.com/?p=2494](http://www.zhongweicheng.com/?p=2494)

Jeremy Cole大神推荐的三个方案如下,如果想详细了解可以阅读 原文

numactl --interleave=all

在MySQL进程启动前,使用sysctl -q -w vm.drop_caches=3清空文件缓存所占用的空间

Innodb在启动时,就完成整个Innodb_buffer_pool_size的内存分配

这上面三个方案也被业界普遍认可可行,同时在 Twitter 的5.5patch 和 Percona 5.5 Improved NUMA Support 中作为功能被支持。

不过这种三合一的解决方案只是减少了NUMA内存分配不均,导致的MySQL SWAP问题出现的可能性。如果当系统上其他进程,或者MySQL本身需要大量内存时,Innodb Buffer Pool的那些Page同样还是会被Swap到存储上。于是又在这基础上出现了另外几个进阶方案

配置vm.zone_reclaim_mode = 0使得内存不足时去remote memory分配优先于swap out local page

echo -15 &gt; /proc/&lt;pid_of_mysqld&gt;/oom_adj

调低MySQL进程被OOM_killer强制Kill的可能memlock

对MySQL使用Huge Page(黑魔法,巧用了Huge Page不会被swap的特性)

<span style="font-size: 20px;">为什么Interleave的策略就解决了问题?</span>

究其根本原因是Linux服务器的大多数workload分布都是随机的:即每个线程在处理各个外部请求对应的逻辑时,所需要访问的内存是在物理上随机分布的。而Interleave模式就恰恰是针对这种特性将内存page随机打散到各个CPU Core上,使得每个CPU的负载和Remote Access的出现频率都均匀分布。

相较NUMA默认的内存分配模式,死板的把内存都优先分配在线程所在Core上的做法,显然普遍适用性要强很多。

也就是说,像MySQL这种外部请求随机性强,各个线程访问内存在地址上平均分布的这种应用,Interleave的内存分配模式相较默认模式可以带来一定程度的性能提升。 此外 各种 论文 中也都通过实验证实,真正造成程序在NUMA系统上性能瓶颈的并不是Remote Acess带来的响应时间损耗,而是内存的不合理分布导致Remote Access将inter-connect这个小水管塞满所造成的结果。而Interleave恰好,把这种不合理分布情况下的Remote Access请求平均分布在了各个小水管中。所以这也是Interleave效果奇佳的一个原因。

那是不是简简单单的配置个Interleave就已经把NUMA的特性和性能发挥到了极致呢? 答案是否定的,目前Linux的内存分配机制在NUMA架构的CPU上还有一定的改进空间。例如:Dynamic Memory Loaction, Page Replication。

<span style="font-size: 16px;">Dynamic Memory Relocation </span>我们来想一下这个情况:MySQL的线程分为两种,用户线程(SQL执行线程)和内部线程(内部功能,如:flush,io,master等)。对于用户线程来说随机性相当的强,但对于内部线程来说他们的行为以及所要访问的内存区域其实是相对固定且可以预测的。如果能对于这把这部分内存集中到这些内存线程所在的core上的时候,就能减少大量Remote Access,潜在的提升例如Page Flush,Purge等功能的吞吐量,甚至可以提高MySQL Crash后Recovery的速度(由于recovery是单线程)。 那是否能在Interleave模式下,把那些明显应该聚集在一个CPU上的内存集中在一起呢? 很可惜,Dynamic Memory Relocation这种技术目前只停留在理论和实验阶段。我们来看下难点:要做到按照线程的行为动态的调整page在memory的分布,就势必需要做线程和内存的实时监控(profile)。对于Memory Access这种非常异常频繁的底层操作来说增加profile入口的性能损耗是极大的。在 关于CPU Cache程序应该知道的那些事的评论中我也提到过,这个道理和为什么Linux没有全局监控CPU L1/L2 Cache命中率工具的原因是一样的。当然优化不会就此停步。上文提到的Carrefour算法和Linux社区的Auto NUMA patch都是积极的尝试。什么时候内存profile出现硬件级别,类似于CPU中 PMU 的功能时,动态内存规划就会展现很大的价值,甚至会作为Linux Kernel的一个内部功能来实现。到那时我们再回过头来审视这个方案的实际价值。

<span style="font-size: 16px;">Page Replication</span> 再来看一下这些情况:一些动态加载的库,把他们放在任何一个线程所在的CPU都会导致其他CPU上线程的执行效率下降。而这些共享数据往往读写比非常高,如果能把这些数据的副本在每个Memory Zone内都放置一份,理论上会带来较大的性能提升,同时也减少在inter-connect上出现的瓶颈。实时上,仍然是上文提到的Carrefour也做了这样的尝试。由于缺乏硬件级别(如MESI协议的硬件支持)和操作系统原生级别的支持,Page Replication在数据一致性上维护的成本显得比他带来的提升更多。因此这种尝试也仅仅停留在理论阶段。当然,如果能得到底层的大力支持,相信这个方案还是有极大的实际价值的。

究竟是哪里出了问题

NUMA的问题?

NUMA本身没有错,是CPU发展的一种必然趋势。但是NUMA的出现使得操作系统不得不关注内存访问速度不平均的问题。

Linux Kernel内存分配策略的问题?

分配策略的初衷是好的,为了内存更接近需要他的线程,但是没有考虑到数据库这种大规模内存使用的应用场景。同时缺乏动态调整的功能,使得这种悲剧在内存分配的那一刻就被买下了伏笔。

数据库设计者不懂NUMA?

数据库设计者也许从一开始就不会意识到NUMA的流行,或者甚至说提供一个透明稳定的内存访问是操作系统最基本的职责。那么在现状改变非常困难的情况下(下文会提到为什么困难)是不是作为内存使用者有义务更好的去理解使用NUMA?

总结

其实无论是NUMA还是Linux Kernel,亦或是程序开发他们都没有错,只是还做得不够极致。如果NUMA在硬件级别可以提供更多低成本的profile接口;如果Linux Kernel可以使用更科学的动态调整策略;如果程序开发人员更懂NUMA,那么我们完全可以更好的发挥NUMA的性能,使得无限横向扩展CPU核数不再是一个梦想。