NVMe MR-IOV – 가상 환경 배포를 위한 고성능 스토리지 솔루션

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We have discussed some benefits of multi-host NVMe SR-IOV, or multi-root SR-IOV (MR-IOV) last time, the solution aims to improve SSD performance under virtual environments while ensuring high utilization and flexibility for the storage resources. In this blog, let’s take a closer look at the performance aspect, see how exactly our proposed NVMe MR-IOV delivers high-performance in virtual environments.

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The Most common interface for disks today is probably SATA, but NVMe SSDs that leverage PCIe interface are emerging and is also quite popular today. The most obvious difference between the two interface is the throughput. The latest PCIe generation PCIe 4.0 reaches 2 GB/s per lane, and a lot of enterprise SSDs out there has PCIe x8 interface, which has 16GB/s bandwidth, whereas SATA 3.0 only reaches 6 Gb/s max. Another key difference is the latency. NVMe drives that transfer data directly through PCIe have a latency of just a few microseconds, whereas SATA SSDs have a latency in the 30 to 100 microseconds range. Clearly, for those who are looking for high performance, PCIe NVMe SSDs would be a better choice.

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Protocol:

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NVM Express, often refer to as NVMe, is a protocol standard for host to communicate with a non-volatile memory device over PCIe directly, thus it is inherently parallel and high performing. As PCIe advances, the performance that NVMe drives can deliver would become even better. The other common protocol used is AHCI, which was originally designed for HDDs and was brought over to SATA SSDs. Table 1 shows the comparison between these two standards.

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[/fusion_imageframe][fusion_text animation_direction=”left” animation_speed=”0.3″ animation_delay=”0″ hide_on_mobile=”small-visibility,medium-visibility,large-visibility” sticky_display=”normal,sticky” margin_bottom=”32px”]

The MR-IOV solution that we proposed adopts PCIe switch technology, so even though the SSDs are disaggregated from the hosts, the data travels through PCIe all the way from host CPU to the SSDs. This approach reduces overheads due to extra data encoding/decoding process and it should fulfill the performance need at the bare metal level. Next, we will discuss how our solution secures performance on virtual machines.

[/fusion_text][fusion_title title_type=”text” rotation_effect=”bounceIn” display_time=”1200″ highlight_effect=”circle” loop_animation=”off” highlight_width=”9″ highlight_top_margin=”0″ title_link=”off” link_target=”_self” content_align=”left” size=”2″ text_shadow=”no” text_shadow_blur=”0″ gradient_font=”no” gradient_start_position=”0″ gradient_end_position=”100″ gradient_type=”linear” radial_direction=”center center” linear_angle=”180″ style_type=”default” animation_direction=”left” animation_speed=”0.3″ animation_delay=”0″ hide_on_mobile=”small-visibility,medium-visibility,large-visibility” sticky_display=”normal,sticky” margin_bottom=”16px”]SR-IOV:[/fusion_title][fusion_text animation_direction=”left” animation_speed=”0.3″ animation_delay=”0″ hide_on_mobile=”small-visibility,medium-visibility,large-visibility” sticky_display=”normal,sticky” margin_bottom=”32px”]There are different virtualization approaches for SSDs. There are software approaches that emulates storage disks for virtual machines to access SSDs, but they often create appreciable software overheads that limits the disk drives from their best performance. In contrast, SR-IOV is more of a hardware approach, it is achieved by the NVMe controller built into the disk drive, thus eliminates much of that software overheads. Following diagram illustrates how virtual machines could possibly interact with NVMe storage devices. 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In classical virtual environment, when virtual machines (guest OS) are to communicate with the disks, say retrieving data from it, it must go through the hypervisor. The hypervisor handles all the interruptions coming back and forth, it maps the guest OS and the physical device so that the data travels the right route and lands to the right place. As a result, it consumes much CPU resources and the performance drops.

When SR-IOV is enabled, users can create multiple virtual functions (VF) that are associated to one physical function (PF), you can think of it as creating multiple clones from one SSD, so that the physical SSD can be accessed by different machines at the same time, sharing the bandwidth of the SSD. The specification of SR-IOV is developed and maintained by PCI-SIG, you could visit their site for more details.

These SSD virtual functions are the key that drives improved performance in VMs. Unlike the physical function that contains full PCIe functions, a virtual function is a lightweight PCIe device, and its purpose is only to allow data movement, therefore users would not be able to do much configuration from a VF. A VF only contains the resources given to it by the PF.

When the VFs are attached to a virtual machine, the virtual machine would recognize it as an actual PCIe device that is directly attached. As the PF already mapped certain resources to VFs, the virtual machine can now access these resources through a direct I/O path that is introduced by the VF. In addition, the interruptions that are previously handled by the hypervisor is now passed to individual virtual machines. In other words, the data goes directly to the virtual machine without having to go through hypervisor or any other layers that would otherwise increase wait time.

[/fusion_text][fusion_title title_type=”text” rotation_effect=”bounceIn” display_time=”1200″ highlight_effect=”circle” loop_animation=”off” highlight_width=”9″ highlight_top_margin=”0″ title_link=”off” link_target=”_self” content_align=”left” size=”2″ text_shadow=”no” text_shadow_blur=”0″ gradient_font=”no” gradient_start_position=”0″ gradient_end_position=”100″ gradient_type=”linear” radial_direction=”center center” linear_angle=”180″ style_type=”default” animation_direction=”left” animation_speed=”0.3″ animation_delay=”0″ hide_on_mobile=”small-visibility,medium-visibility,large-visibility” sticky_display=”normal,sticky” margin_bottom=”16px”]Falcon NVMe MR-IOV:[/fusion_title][fusion_text animation_direction=”left” animation_speed=”0.3″ animation_delay=”0″ hide_on_mobile=”small-visibility,medium-visibility,large-visibility” sticky_display=”normal,sticky” margin_bottom=”32px”]

Our proposed MR-IOV solution extends the application of SR-IOV. It allows not only VMs, but VMs on different host machines to share a physical SSD by enabling SR-IOV independent to the host machines. Following diagram illustrates the architecture of our solution.

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MHWoMFOgmEdoZGSB2Xgg8jBlMatqQWKtHT1fxKfjsOrreiEEX+a0SC3zXptDb9fiI/6yzbCzI7mtamd6ifiYzLiOBfaH5haIhhsgtTxQs0AB0XAJK5fiI8lUf2oCXp7XTbu0Pj0A/GZe+6569hkrP3LX/4yW1021vQD8fngBz9YT2KQTqcNjLfNTQjxUTnNNImlIBWW0EQ4a8oRCQRJMWAT5AWZcIwC4oIohZgZsoUJI16kCblyFEPY4biPVBCslgbk97//fSUCBggibBobBAEhQhgGE0tdtDQ66dCmIFYO+qSKc4ApQkZc01EiPjQ+BMlAdKRTIUqDMDUGBpzEkgQ8EDpLaYGTfPlORYl0GdRowYL4OEOsfZnFOw5ERXxgSWjWHNlBM2HJi9ZMR26gtHTWU5lCxEfd7BeND+0ElfZgHVs/ER9aTJMA2iltyAARy3LqrMGiHzQ+tMGWwJE0bdMEJ4lPT3uLASPrJ+JjJSHqcj8TH5oUmh/KgoEIRb8QH23OGCmdnWhzE0J8LG8ZyAnNTSzhsI/5p3/6p8pA3aMqZCthCQcpUpl0gN5BGBAP2g5Ex2BPrRiCUHk3bH1oUWiT2MRYWrMchugAkpbGdRoQ520hApZ/gvgo/EhjhG8piJ0NRm9piiAN3jOjpsVC8Bg1U+NrBOKjmSFU+di2M76IvNCyeJfNEM0L2yaqSJ09LRSCxQ7IuiztD6KHGFEFipcWi8aH1iqMm2vgpVTS9z//5/9saY1cp02iyiRLLLFEy8IfPj3XAiTxiaLq2H8dBeJjkB6sY+sn4kMzSvNpCanfic/RRx9dJ2ad6IQ7VuDTPKB+Iz7qMhLf78RnqP6hn4iPNjepiQ/NSGhDLNX4EITDLpQ4URwJodGwDVwlagoAaFF0kAQ5aGqBhOG9EPdphtg5eC+0P/Gua7FtXDiejyUB35GmpkirtVvaIzYJxAw1wvBb+qMTR0RodrDqEKRJeoiwECcinciMJS7YeI8gP9Sn7IYCP/mQduHCwsxTGgaagWqESGKI+AI/4cVJ9M20xLNd/5/Ep+MQJ/HpOKS1XZp9JvHpPLbjDTGJz+gQpOmh8UniMzrcBn7agZYLLDDwvWGu0gKFDYxHkR3ai5RpgMA0Iz6xhDNQyQ51b6DnB7s23YjPULgNdW8w/Aa6bkKSxGcgZCb+2lQiPkPV16HujaYUkviMBq3hnh0H8aG1CK2DaKydNzUkw0Wd9ycxAtOM+DAwZ3NFSxhCw8juimbPkuaHP/zhqtqN+/57xrIuO7em9q75THzvFPGxHLv//vtHsPU/zaPlXtpIOxTZ0IWGNB6klZUHdmTDieXg8S51sXmDTTsulpAto1vClR42bE0xkLDDs/W/3Tau+ZzvSXzaEemf3yMhPuoClyJNUabsSo03bB2ZPrSTC5NwdYd5w3BiQwGzjPEsdVkp0D+EuYU4pYk5hpUCphnSww62Kdqg97TJWClo3m9+7xTx0Q+ELW2Er+3rN6RBX2Xlpr1/YCMnDwcccEC8NuD/Zpub1EtdA+YuL05vBKYQ8UFmhjNuZuPFDUKz42KjZveCpVaG6hxJNnf4qSCMlP/jP/6j2q/FMulgFadTxIdNnc6rKYzkGSPL65xzzln+7d/+rS7tNp9hcP+v//qvZbPNNmteHvB7J4iPTvb973//LF7hTZxoaAxq7P5e//rXl6WXXnqWgQ0p4kmX64xwDzFgIpP4DAZLX1wfCfFBSGw8aYodv+wjEWa+ojgf1c5CEA6bXl7zmtdU1ydxfbD/nSA+CDiPxWxDQ5hb2FGof5Be/QPbzqbY6MLR5zve8Y6WfWvzfvN7p4gPf3wcITbFTjDt3s5MbfL//t//WzhMbAo7W/2DTT1DSRKfodDJe5MbgalAfPiYecWubI73vrfcfc89Q5aJZd3m7jmdGUJB7MLTMXDsR5MRYlegToV2gvuEoaRTxAcZQNJsdyUM6D/96U9XGzQEzkDCaF96Q9iTMZg3+xyuY/NOJ4iPcMzoY+ek33y7GNgIMomMsSNs2v/ZbBGYRh7rCwP8aXbCSGsaNw8A0gRdGgnxYa+JUMSmF/WXexTlzt7RZhF1pGlygRiry7SJyP5w0gniIw6uWpqbTExAoo3Rjmpz6jINcYh6HHWZHepQ0iniIx79Q6zOmIBozyZyCJz+QbrhGiLNMKUpjl3cca/9f7PNTWqNj3OrmkbA7RkdzW9LBpbHVFoVdLTinThXZbTvduJ5O7MYJ/ebaBQ69Z4J4vOVr/Qsum5E9I/DDy/lX/+1PLvKKmXJN7+53PHQQ0NGY8nlYx/7WMu9ANcN4Z2b+piGgro4HE4qDy4HGM0jHr0iPjKhk+LridgeHzM8bc93M1M7yGJAsaPRTHDjjTeuS2JDAtFB4mOmzmAzlggc38JzO+E+AvnhgysIp04biURiYJrEZ7iS6t/7IyE+Uk97aTcjsfwZLlPUhUUXXbS2L+0yzC4QY3Wfw9eRaC87RXwsldn5G448pdPuX6Jd2flrB3DsDFZ31WXL0Mhcr4iP9CCM8CdOIYj+waYZ3/VZMA3fRdKMyGmLkf768gB/pgzxwUhjO/sA+RzVJbM7wCjsJqMcaSBmxdExKoTYWTXS98f7nDOzohEOFBbWPJJZxkDvjuYaNa9GFKKhN2fFcb1r/xEfjhvtOnvqqcn3kW7EZ8aM+nn2f/yP8twqq5TCOWbDA3ETP5gjC/w76aR0mJZkCOJDA8RPlAGZON7F7Ai50CH2kvhor8gP0eYsGRDLbdwr2LLL95W6bPlLmt1DgORlOOmUxkfc4Y1WmuAbu0QRHx+7MA0Mdj4iZ0iQZ2GaxGe4kurf+yMlPrwqhwsSWhMDMKHZpGG1q5V2x7ETdu2qyybWtC+9JD7iVn+5ddGWEIewQUN8tEHaYHXZchynidqafkFd7iXx4ZcvCCRtWYxZ0j3ffPNV/IzPHPFG/yCdSM+0IT4GWIWGcGC1BKu1Psmjc1zDFmljeD2OShjPes6WUiCbrZnphVqQKt6xFBwUhqGjCsIAC5FoGq6p7D4GGDNFFZsWxjqq57HXcPhXE1pKnd2KH9ki0hiEKVxqu85vD9UqDZf0Cc/3psij+KSJJ1hhyWtoW+BkQGTsKh06aHnjH4hoHBoGh4jetwVeuhjh6cTdIzAJzZZlCPmVnsgDYzlrsQYuMx3hOAqE+C6/Bx54YE1npFWepNV9okIzHOQN2truqER+PvrR8g8zsV12mXSff+y5Z/mHI1deIT6t///8z6W0GQY3cdFRITM6DoaLIa4bpAktD39LZk4MG9W1XhMfHb/zcpA0DjbDHYTOy9lVlgy0U/d0bmF7oH32kvjAyzIAwqV+N5e94BmdrDPw+AfzXzvVDpP4RO2bnP9HSnwMxsixuqz8wx2JcQCJt1SjPw0tRnjmt1zTS+KjFCwTIzmOYLLxIcS1WEJmyKx/oK1iFI3wGMt6SXyMFTA1/ukDjC8E1jA1+aCggLf+IXZrG7OjTUbe2v9PGY0P54PLLLNMJTqYtQFUB0qFbukJc7QGqGK+/e1vr0tBDs9U6Qy6Ctxv/gfe+9731sFdGGZuBlwDCcLCWpytBPKhI1YpDP5NIqOxYKfipwI1wBv4FYidLJ7XKYbQhFh6QCjsBEHSzMxjBozdWqIgyy+/fNWaMKYUHoKmwJvLfFSXTquXLwTHrN4SCFw0QGTDTJv2ReXSocurdLBfMCBZX/UdWXJfQ4AdIiQNhGEcz9fEzFw6rJfawcDoDBmyo8GSBZLkurwrB8/LrzPNDCrwMwj67l3Y0lT4Le+0WDqRUQnis9JKL2tHeMyebB9E78gjZyE+Ly24IBfdWOegUKiTDCrN2gzAIToDnRvRqf3Lv/xLq7NA3hk5qrNDSadsfCIOmlqGzOpriDRIOy2UeqEOv/a1r23tnGKzNFzHJqxOaXyEZSIhneqoOh7SXOLStmFqcCPsE2AadgrxTvv/ZiecNj7t6Ezs75ESH6mk6VFHmmTChCK0OyZxyIO6HJNDfWKQjaFyqg0YD4wN+lWT1ebxK8Ie6ZEVCIR0SldMYsVtMhHtiqNbdTn6d329TRKxrDRYWjtl4xPhm+RIq34iBPGRdmmhYUWOGIkbn4l38IGhpNnmJrWNj8E5DhFVWUPVKPMGXUZdSIvBPmaOBlIDsI7Wuj2NDNEJWz9EBlQGpEKHR+PB6yQS5RryQF2PYDSFhoOKkCAyMZNlJCns0OS4r2NXuULDgagpOAMR0oVhm2Fae/We92N7ofQRz4Udh98GJ2vH0iVfMfuQFloqFT8Ob0UyzK7lTRxIjXh4dI51YI2BpotodMIhyB/8iPBiC6Fn5VWlhHU4PlR52U8pm1iWhLmBAsEStwGG6EQQJN6qzY6C7debI/2D+ExyG58gPi8ssEBZ4z//s9z5imPOoSBQP3QGtnU2t3siPTG7VOft5IptuOqFzrXXxIdGZ8aMGVX7GHmSBssD0U5oc01Goh5pA0Hg4p2B/neS+Aif0ad0RLtwDTGPwcJg9J//+Z9Ve+qe9gHTXOoaqHQmx7XREB99sLpMsxNijFFvol3RwNoRGGMGEm8iPZx0kviIy8RCOqJNuYaAhVEwcqF/iD7deGRZrJcaH2liqwrTMB1xTdpgGu1KX2CiF8oHxHM4jfCUIT4YXhyVoLJSOZtpKUi/qfYN7ogPzQdBXqgadbAGX0s8BImipUAsaGIMwJ/73OcqafA9tDXWbQ341hnjXe8jPjQ2xKCNLIRYfqAFCVsXTJ2qLrQZNDOs0rF5jQJBUOgIgCMlrCUTO1vMDon0WqILaRIfmiGVlsirAY7mBrEgYYjnOoImTzrsOBHeMzCIZTDEJYgP3DxHkDXxEoOpdywJ0gLJYzzjfQ3MjIIwGGWhj/AolyA48h6zEXHDDCkclSA+q646qlf67mG7K449ttaHt885Z7nrFa/cw6WTJs9A3BRla/koxP0YxNU3HUp0HvFM+/9Oa3x0vOpRpEN80sC7eKRF/QmbGvflTV6Gk04TH2mIth9xw7OZFmmDJZGnkWDa7IRT4xPI9sf/0RCfqMtRb+WgvS7r79rrS7NNDpbrThMf9ZRmvyntdbnZP6jLyFszb81343unNT4mbsbGZv8AZ/1DXGvvH7TTJsaRtub/Zpub1Bof2gRLNYS2BfExYNIiACKWnKj+w2DKYGt5TGVEBDxv4A1fKLQ+tC2WXIQDIGF5j5qNbQTCYP2RVikEOYmZNeKDuCABBnLPGeCDJHiHxkaaqfYRuNCu2C0iLTpPanSqRssYhLYpnKYhCWGZ757viIhZBYt86SS0L+yBpBkG4jPoIEcIncpE84T4NIkgBm25juj43UOSpM/MgSBV8hqkiX2PimmNWJy+0w5ZsqKS5EtG/JbdaKeUAXuTsFcSFrwRRA2Sxg6hHJVMBeLzSoYNpsP58RkVNmN8uNPEZ4zJGNFrnSY+I4p0DA81O+EkPmMAsIuvjIb4dDEZVXPYqaWubqaz08SnW2lttrlJTXyoGRkyE50HbY3BFAlhq8J4F6lBWIJYYLwGXoLNMlSkrWD0S1tk+SUIBbWa+3ZsIBIs4RlUGfxDe1MDKqUO7uFYibaHvQ+yZMD3vjibKkbLPYiae03NDXIRdj60Nr7He4hQ2PXIOzIT4rtwEB/5ji2U8oU9C8OyIA0SgQt1K1saeZY3Ks5g1OyegpB4Xt7kG7nxEQ9yhLSxk5K/UOVqCEgdrKUzlt1cl18aLfmPtCJ5BAlVJsrRYa6WGENzVB8YyZ8pRHxglMRnJIX+6jNJfF7FIr+NDYEkPqPDLYnP6PAa+ulxHFkxdMB5t1MI0CYhQX0lSXw6Xhyp8ek4pHlkRech7ViISXxGB2USn9HhNfTTSXyGxqcP7tKMxZJaHyTn5SQk8el4USTx6TikSXw6D2nHQkziMzook/iMDq+hn07iMzQ+eXdgBJL4tHB59vkXykFHXVC23u2Ycuxprxrbtx4Y4ZckPiMEahSPNe0N0sZnFMD14NEkPqMDOYnP6PAa+ukkPkPjk3cHRmAKEp/2XTRW1jQAACAASURBVEUDZ3zWq48/+WxZdLUdyoz/b/ky4//5cpnx7yuWtTd92T3BrE8O/8v2c55f2X0xCmQLxzdU2J4JgRF603Hi8KF25wluGmw35/vEpgB2ZuzEwv7MDpWR+j7pTgpfDtUmCluL2eUl8ekm0qMPG/EJdwWjf7tzb3BPMRLj5rDn7FzMowsJieeraKj+gb2mzSoTKc0219/GzQstNJE4ZdyTEQH+NCb7dvZXcGfc/Ja3vKUasdvlNprP1nseW2b8v8uWGW9evcx429fKjP/6SiU/R5108ajCEacdivwDmdkNRnwY/XPzMJo0duNZgwWj/aGIz9ve9rZquN+N+EcaJq/kdm/SpiXx6a+OxgYMg/RIy7Jbz/EAzhEtNyuDOTBUl21U6VYaRhKuDTR2Hw/VP9jIw3HjSMLr1jPNNte/xOeMM0qZd95SHn44P4nByOsAX0ErrNBfPekYU4P40ArMMccc9fPWt761EqE3v/nNZagPsvQv/7VwmfG2tV4mPYiPz1u/UV7/358uwhnq/fZ7HPTRpPCpZMed3Y7tGh/HOrzxjW+sHtJ1xtLQHk4vfv+f//N/qmfwGCwG0vhwyiaNcB0ppp1O+xve8IbqcNIsmWdzWjQuNJpatDFWm3xtnAjQXr7pTW/qi7rMNxxNBVtKPna4uAjtJU2mCclo+4du1GW7KRGfqMvt/QPXKBPdP3Sjzc0YZ12b/fXzzivlDW8o5R3vyE9iMPI68Ja38Kw4e32ahFc48tLZ8bNkhmIHHYLBLcFQHxqapVbdtMx4x7plxtvWeIX8rFFmvGOdst76W5aDDjpoyPcHCps7CIM0n1jcI/BR1fQQzZknD69cICBI3BtwqzBQWN28xkkmtwg0Plw8hHPBGCz8dw2mOmkG+iPBtBtphimND19fMDVYNDGdhFV2SiRZXeYChePVia7LHPCqy9yc8CcX7kYAPdb+oVt1Wf8QdXmo/sHS+UT1D51uc50nPi+88PLZRJwE5icxGE0deOUYksneCxukfTjA5CSS923LIrQZOsPBPnVAP/K48o551y8z3vHNMmOONSsJ+syXNysnn3JaPTNosHcHui4+s07aHmSCTQF/WUEmAmezUfeo3jmt9M5A4XXzmjidiQSr8E/FrifS2sSUlsWZfiPBtNNpDkyVFbw4EqXhS+ITtWni/qsj6rIy6Ye6rI6qq3ytNb0oN+uyuj7RdVn/AK/oH9rrcrN/cP5jr/uH9jYnneNtc50nPhNX7zPmRKBvENDR0QRopDo3Bwea/Q33qUTp0qvL136wZ/kfc6xZttj5kHL1NddWZ5LDvTvQfc44hcnBJCJm5hlkAlg6Oap3buPNljmt5IBzoLC6eU2ctDm8k9OW6djal4/8himjcQPKSDHtdLphyiFpE9P2waJvKuI0Skg/1mVayoHq8lj7h17XZX1F9A80wxPVP3S6zSXxmUYdQ2a1dwjohJEM6neEY6SGfwiIjuav9z9Qfn3QqTUMNiSujzSM9ufMOKmwzdwGGqARCnEiFZ5tf79Xvx955JFqL2OgaGp7otR0wjB1fzSYdiP9w2Eaac7/vUVAvZkMdXms/cNE1OVm/6CNdiMNIwmzk20uiU9v22XGNo0QMFDr4HQcBuyRfhCU0MroyEf63mDPCUMaBiI9URzi80wn4hssHcNdF7ePdEb+I33xf6yYDhf3aO8HpoOlM9Kb/3uPQNblkfc16n3U5cnQP+ijOtHmkvj0vl1mjIlAIjAAAp3o0AYINi8lAj1HIOtyzyEfVYRJfEYFVz6cCPQGgXv+OrP8Yvdjy0sv/aM3EWYsiUAikAhMEwSS+EyTgs5sTi4ELr36L+WNn/heefHFlyZXwjO1iUAikAj0OQJJfPq8gDJ50xOBK6+/q8y1yI+T+EzP4s9cJwKJQBcRSOLTRXAz6ERgrAjQ+Lzpk+sn8RkrgPleIpAIJAKDIJDEZxBg8nIiMJEIzHzkyXL0qVd0ZAfDROYj404EEoFEoN8QSOLTbyWS6UkEEoFEIBFIBBKBriGQxKdr0GbAiUAikAgkAolAItBvCCTx6bcSyfQkAqWUO+55qGyw1SG5nT1rQyKQCCQCHUYgiU+HAc3gEoFOIJDGzZ1AMcNIBBKBRGB2BJL4zI5JXkkEJhwB29nnXHiT3NU14SWRCUgEEoGphkASn6lWopmfKYHAZdfcUd48zw+S+EyJ0sxMJAKJQD8hkMSnn0oj05IIvILAY088Xc668Mbczp41IhFIBBKBDiOQxKfDgGZwiUAikAgkAolAItC/CCTx6d+yyZQlAolAIpAIJAKJQIcRSOLTYUAzuESgEwjcdueD5Rsb75vb2TsBZoaRCCQCiUADgSQ+DTDyayLQLwikcXO/lESmIxFIBKYaAkl8plqJZn6mBAK5nX1KFGNmIhFIBPoQgSQ+fVgomaRE4PJr7yxv/+yGuZ09q0IikAgkAh1GIIlPhwHN4BKBTiDw5FPPliuuuzO3s3cCzAwjEUgEEoEGAkl8GmDk10QgEUgEEoFEIBGY2ggk8Zna5Zu5SwQSgUQgEUgEEoEGAkl8GmDk10RgKATOO++8csYZZ5QTTzyxfh5//PHW4+ecc045+eSTW/eefvrpeu+FF14op59+ejnppJPq59RTTy3PP/98vffcc8/Vd+LemWeeWV566aV67467/lYWX327csIJJ5RTTzm5nHvuua24Hn300RqWdJxyyinloosuat3729/+1kqHe5dffnnr3l//+tf6fLx37bXXtu7dcccdrXvSeNNNN7Xu3XLLLbPcu/3221v3rrvuutY98d1zzz2te1dcccUs9x588MHWvYsvvriVTvn/+9//3roH5yaWTzzxROve2Wef3brnvWeeeabea8f5tNNOK64Rz0R43jnrrLNaS4jCjvL0jLhDpMnz7rsnzSHyIr+BpbyGwCDuiQtGKWNH4Pzzzx+03bXXh8HanfoQ7W6o+vDkk08OWh8eeeSRQetDe7tr1od77723VR/Ui2Z9+Mtf/tK6p93dfPPNLaB8dy3qmDYaou1GHfP/vvvui1u1zcc99fahhx5q3dNXxD11W18Soo+JdiLOaHf/+Mc/apuJtuD9Z599tr4GU9i65+P7iy++WO8pi3hHuMoqRN8pDh/3Bmt34rrkkkvitfLAAw+00uheE+f2dnf99de33mv/ksSnHZH8nQgMgoCBUIPXoKODjUd1AE899VT9tN9DcOJedBjxnk447nku5PZ7HyvvXfgn5Yknnqz3YxCP+94Rj446Opq451rc02k1pXmved33Xt5D8CI+eWmKvMa9diybOAfpiXdhG1iOFGfviiPwGgrnIKURX6TR/3aJe8JtEuT25/L38AjMnDlzRO1uMtSHoepKp+5p81H/2sMcrt1Fv9Le7pp92FhxDuIZJd7NdicfQ7W7JD5RCvk/EegjBGxnf+9Cm/RRijIpiUAikAhMDQSS+EyNcsxcdBkBat+HH364y7G8Gnz147PQJrmd/VVI8ts0RMCsvZftbhpCPC2zPKPMNVfJT2Iw6jqwxBLTqsHcdttt5dJLL+1Znp959vni2Iq2laqexZ8RdQYBg3bTzqozoU6fUNi5XHbZZdMnw5nTjiDArunKK68cNKwZ5bWvLYXx0I035icxGFkdOPnkUt761kEr1VS8wQixl8RnKmI4HfN0//33F4bvKWNDwIQjic/YsJvOb9nI0dwQ0o7FjPL615fyyi6T9pv5OxEYEAE7COacc8BbU/Xirbfe2nPi89JLsxomjwVbuzbshJhoYTTcbsQ80WnqRfyw//Of/9yLqKZkHHYUTkbio901dzFOVOFM13ZnwtHcKdaO/4zyuteV0tjS1v5A/k4EZkPg1lunHfGxZHHnnXfOBkW3Ltxw631lsdV3GreNzw033DDLNtJupXe4cO++++66JbZ9Z9Rw7032+4jPUB3wZM9ft9Nvm/hdd93V7Wg6Hr6t1P1AeGHXdN/Q8Yz2aYCIDzcIg0kSn8GQyeuDIzANic/gYHTnjrO65ph3/Gd1sZG48MILayKbW7Xbt8B7AClpbn9vPh+59F5z233zefcGIjaueSf8gkRYrrU/L4xmvMKPONyL7xFGv/+X5vbtv/2e5kzf+BHgByv8PjXrs/rQLiNtd83t4M12IMz2diSO6dzuYN7u0qKJexKfJhr5fWQIJPEZGU7jeMo5Xe/+3I/GrfFhI8GpGPJz5JFHthx+cYB21VVXtVJ4zTXXFI4JfTgMo6U4+uij6/PRyZo9cuDIIaPlBx0ulf4FF1xQO3n3EK3m2jpNDydj1P7hiMxOHc9wzta0m5ImDs2OO+64ahCs49aBcbrGQJgzx35YPmiBll8SgUEQsETXbHdhaKudXX311a23fGc/qJ1qH9rFYO1OeNqBdsGZIo0GcsXxqXbX1CwO1u5oobS75vJhtLvjjz++Fb52p8+IdkfzNpUkic9UKs1e5WUaEp/HHnusp7YyV99wd/nIFzYfN/FBZA499NDqUVlneeyxxxYO4SzBIBk6UR9eUOVRJ3jEEUfU+54/5phjCrUxR2i8sHqX47HobGlx/vjHP5Ybb7yxanSQGsQlPDHrnNlHCQMxIsiOj3hDG6Ljlx5xIlNIjmU6ctRRR9VOWPqas956s8//II3ymTI2BPrFRm20qVfno91pC9qd/9pBtDsTB+1Om0GItDvEXhtAfrRR7Uu78260O6RKW/jDH/5QPax7Jtqdd4l2p00x8tVWCWKF8DTbnXRKD5yj3WnLpNnumlqrerPP/wzX7oYlPgqnqdoGwGg6n/b3O4mXzKlQXII3RaeqM55IUSmD5Xc6HWbc2Hm7wHo0ZRPvaxgayYhlGhKfXhs3P//8i+WBhx4bcZEM9qCZYHOt2/c4ckKHx3bJbC5IiTrb1ATRtuiUzSB1zN6n4UFuXNdZmkGGVkg6zDzZOETHjtzogNkaEGGpv54JUmDnE4xDfFcv3Q9SFvcm03/YxpLHZEp3v6R1sho3W+rSTkK0G5od7US7M4FAcoKU0Io2NUG0LSYhtKzNdme8cx3B0e6aQltksqDduWepx9gYR0UIS7v1TLRX95p9P7y106nQ7pra5CZOvg9LfAD4ne98p/Xe/vvvX37+85+3fg/3BYhbbLHFcI+N6b7CW2SRRWbp2AWkoznwwAPHFGanXjrggANmUSd2KlzhKBMzgnZx5snWW2/dfnnY31//+tfLYYcdNuxzrQemIfGZrNvZ24kPUhIdHYKD6CAwPqS9A0Z8dMhBRGh+zC7t0NLB8pfRPJ9HGIzAtXsdbWzldo6OayEIl3s6fh00FXwQMs9Io+d1wOq7Ge5kFDP8wGAypn+i06weNJdlJjo9I42/nfhod1G/Y3KhXUW7s6QU38WB+Pit3WkH7e0OodbuYuLgHX2UZ7W/MKw2yWi2O+0V2XFNu1M3vRcCb/ej3ZnYTEYZfjv7MLu6qLtWWWWVVt732muv8r3vfa/+Bsree+9dfvnLX7ZmiZjsnnvuWdV8viNN88wzTznooINaam0vU7spuN/85jd1EHfI2m677VY1OO5T61HxCas5yHtvjz32KH/6059qwa288spFmnbffffWGqcOV2NBjMwsfaRR5Qqhhmy+E9e9xxZCvsxUqf2kC+ELdV9c22+//eozBgD52GWXXVqDinRKR6gshS9+Fc7AIT277rpry2ZBvNKDtDUrs+djxkjdKW0ajDRIn9kDknfIIYeUb33rW+Wzn/1sS8UKP2J2gOnDwwAkb9tvv33rQEnlaUljxDINiY8OYagZxIixG+GDLzrL6qmXDwIc4SsDPqYD1umGmBWGZkV9sqSkDoWKHBlSF7RtKnT1V9v0rNmmuksQH/UPgaGR0QZCdKjqnnCis9cBx+zWTDc0xxEX7U/MUrV936VdnUXoJ2sHnMQnasXY/iPuk5H46J+bmlbtTh9CjIvR7qJeI0PRFrQ7467BO9qdawQB0u4QGO2uOVbEeCCcIDPGoGa7006t4GjX4nZgqnFYm9XuhAlz4WrDkb4a+ST6M27igzQsvfTShQrM52c/+1nZZJNNKvhf+9rXagFR6S233HJVhW0Q3WeffSpb1eh//etfV+Lk3WbnuNFGG5XFFlusEqZFF120fPvb364D/IorrljZqo4S81QInjPY+6ywwgr1HYWC9S655JJl8803r43jy1/+cq0syME3v/nN2mnOPffcZccdd6wMeplllmmtjW611Va1In7lK1+ZhRBJ14ILLlhnwirqeuutV0nGtttuW4kK1eHyyy9fDS51yADeZptt6tKaBvrVr361Dg7rrLNO7bCREeSNrL/++mWHHXaoGjOV0YCDGMLmS1/6Uh2QEKbm0iJSI88EeVlzzTUraZJ+s+A555yzki5pRaRWX331mi/hLLvssvU9GApfwzAIGlAQr2984xv1/ve///0kPhWJwf/ogNqXVAd/evx3rr353jLvcluN28YHyaG1CfE9OkXX1EFLpyFmmTo/9VPnqEMO0Zl7HhnXkSNLOka/m23b80iidhhLr8iTdwgypLNFbrRp5AYRMlCo4/ocbUnn67q0TFaND5Jn9p4yNgQQ6162u7Glcva39OkxYXVXu2uero74xPKy+9pBs901l5stTWl3xkNtSJvT9rS7JvERjn4faYp2B7tod8aIaHfa+UDtzuTcde9L32Rtd+yjmvi3l9CwS10K42Mf+1gdVA2sCI6lLp3gSiut1Arvhz/8Yfn9739ftS+IQTR2s8TQELUeLqUuf/32t7+tlzbbbLOy77771u/CoTkhChVjRU50wjQiO+20U70XfwzuCpsgGWG1LhzvI23R0SMNOnLkYMMNNyzi/+IXv1g76AjvJz/5SSVufluuQoJ+97vflR/96EflBz/4QdWseDfEDPiTn/xkxQfhW2ihhaomxTMqpoq07rrrVjaN+FAtfvrTn65x0FwtscQSVTUJy4033rg1o47wzazdw/ARLJWf9gmZM3NAFIMoWa6Sb6LhIGHEQLPqqqtWVu83sqYBLL744vX+BhtskMSnItE/f+zqeudnNxo38UFIQlMpd743SYo6ihiHqK86YR2futcuZoZmnxGGNhadbPPZ9uvtv5HwgcJ3zcwzJDph/yejRPonY9ozzWNHYLh2h8yH5lUsiD4y0u12p21luxuBjQ+1GcIQgqD89Kc/rQSChiXE4BmaDWx2gQUWqNoFmpmBiA/yFMQH2UAyCO0DomHg9t2yjLCEQ+tCY9IURCxU+bRGvptJNokPkkZoOBAfS3cHH3xwZeDIQ7NTlTcEjkgfwkD7hCyolJbVEJgQzHveeeetFRejD4ZMkyPNwpZ/mhvExfrr5z73uUpGkLpQYXpO3IhaLDtEHOx24I54GTBo0RAfsyGkMCqy5cQgPkHwhCFd8mzQsmxHWyTMz3/+8zWKJD6BdP/8r8Rn/vETn6FypO5rK+pUiM7XJyURSAS6g0DYxemPQ4x3jJZTeoPAsBqfww8/vA7GkRwaF4O6wRbpoFaz1EWLYuZIk2BAtwxm4Kfio1XBbpsEg3bDIEwQHDYyZO21167ExyBuUEc65p9//qppoT63tKVjpoZjr0JjYtZKxOk7VbmlLrNMpMk6JqGJMptFrL773e/WJSFqQGqxEMQBuSGWhCyPUZl5T8VEor7whS/Ua7Qv0ke7E/Y9iBcNDINh1vjEstI73/nOmjYzAZoYxIvqUZ4QE+lGVixJGZCaQqNlScsyI4nlsljqC/KEcC611FI1XEsziKnlA0uBtEzY/sILL1zJIRsp14hlOTZPI5ZpaOPT86Wum+4pn1l2/EtdQ5Up7U+7tkb9DG3OUO/mvZEhoA9qatxG9lY+FQjoCyfjUlekf6D/2e4GQqWz14Zrd8MSH4TFclUIVXisTSIMyIslsFhOQgYs4SBMiI4EWJqh8Wh2qAiCgZ5Y/gm2y97AdZWDtofWha0AEkKoCIVvoDZTpZFCgIhlOd+lRRrFLx00IwQxYHdEGAPTUHm/OeO1VIbkhCBZSI200PoQaklkRr6QCXkUlg+i4TcCGKpMxGbnnXduaWY0Zr89L99IpLCEGThE/P7DAs5B4MSPjIlb+mPwgi/NkK30BKmSdriY2RO7doQFv9BIwcqa9IhlGhKfIKkjxmicDzJufqIDxs3jTEa+Pk4E0sZnfACaTOvvUhKB0SCAmzRtG9vfHZb4tL+QvxOBMg2JDzKNSKYkAqNBQAec29lHg9isz5pwJPGZFZP8NTwCFBxh1D3Q00l8BkIlrw2NwDQkPjpgn6bQxPk0NZlxP+7R/jXF77jXXPr1jHDce+nFF8vTzzxbZj7yqnFxvBPavWaYQ93zvHAHeq/f7kU+mnnzPa634wy/uDcWnL3bLhHeQHi5N1osaZOT+LSjPPLfND7hEiHeijJqrw/ux71+rQ/SOFHtDjbtIi2BWfu9uN6Oc6/b3VjwshqSxKe9RPP3+BCYhsTHFtKmLZjBzNKp7dc+YWelUwjP2q57JowYdSRcILBB87EEGZ2KhhrhnXLyCWWPvQ8uc3/xp7WcnnrqyVY8ngnnZG6yPRJWxBW7Kd2T3gjTf8vUIWzT4p6tss0lVku0rgnT/+aur9haG/cs44Yw0Iz3hG0Lewg7tYhPehl4hlj2bt5rGvezfYt74uTHhBjYAmfhiTd2N/rvt+s+lnkDZ8vKwol7YR8oTBsT3PMRZ7PjlN5Ih//NrbKWwOOeeGMJX5hwjl2nNeH5Z1QItLc7phSBdbM+NNtde30wcFrWjzJv1gftzvWoE0wpQtSHuCfOZn1gPtG816wPtA2RRv+ZF4TY3BJtxP8wX3CfuUHzXtP8gJ+r5j3hhKhvcU98YZLhvnQ109Jsd/IT9+Q/NuZ4L2xlI4+xgUa7Y8bhuo94m+2uibP2GQS02e7E2Wx32nvE457+IER6m/eabam93el/QtgZD6WhT41PIJX/R47ANCQ+7eBo0AbTmBU177s23L2433yvOfu69Jq/lA8s8KPW7YjHezr5pkRY0cmM9J7nhTvQe928J71NkZ/IQ/s9v+OetDYlcI77g91rD7OJ5VD3RoPzcHg105bfx44AnKO8J3N9kPZ+anftWMJ4vDi3h+m3T4TdrAURl/+9aHcjIj5Yl3XWYH3NBI/1O1bcZJ9jDaf9PaDZ7RQstP3+ZPhtFtK+s2uwdGO2YQw+2DMdv57Ep+OQtgd49fV3lbd/dsNx+/FpDzd/JwKJQCIw3REYlvjYlcCXDd82TVXYWIBzxAPVPOGTJ5wWjiWs5jvCjLAwStvsR+KLhM3GRB9m2sxHfKciHMj3UdyP/9SfHBhyXNjcmRb3u/Y/iU/XoI2A77zv0fLlb77sViGu5f9EIBFIBBKB8SMwJPFBIvi84SvHNnFeioO4+E4rQV3nmvU264neCaHVsaXMeqi17k984hPVUSGNjGuxzdzz3m2uyQnbJ96PMBm6eS7UhDQ8ttt//OMfr2vp3uGvxxqiMGlPQvjgsUbI5sJ7to/z82MNtl1DZEs7LRfVG7HWjATGDgPPS1vTxiHi8Sz7hljbRRg9C48Q+ZC+JpkUvudsUefbyO84G0l6+bMIfGnfNt100+q7KMKN98PvBTIkLQjSQOmMtIz6/zQkPuo/2xfr7mxeuv3hvoE9TbfjyfC7X5bap/7KRztOGTkCvW532R663x56hTEbx8Ha3ZDEB0Hg5ZenYcZPv/rVr1qnf3PAx6GegRh58J1jPWddadwG9bXWWqtqYmh6GF062mHLLbesA4hnXReHs78cR+FYCJogwpHhaqutVh0bcvhnWYxBKULAt08YEMqY34gP7886GQ4GpYO/Gt6ckRQkBInjsZhzQ9ekeb755qsHnjaX8cRDg8QxIUeLBMngiJG/HQSDt2laMI4Qm8ZYnpVvmhhOAhE+aYGXtBjQEDBplmeHrMKA9kl++fYRDyw4cZRfghDx6hwEDdmUDw4PGetJM8eS0i0cBA/ZkT9HgjSNXmuA4/kzDYnPZz7zmfK2t72tOpLkTLLbn/e//33l4x/7cNfj6XY+pnv4b3zjG2t/oLlp5/pLfVbKyBDgZHWOOebIdtCDPmcqtVXtzlFRZKB2NyTx8RINhwGb8K68xRZb1O8cEhr8BYr4hLM+Z2cZ7J2bxfEgCa0JT8xsUojjGZAByzpxppTrBnLkAHlAjIjBn2U34oJQxM6OevOVnRPNE+SdQRUDvetIQ7OzocGSDnkLcCIs/2NWhgwJS3yOdYgzxKTbwaF2wvCK3Ey/95EZy09ku+22q3F4Vp5+/OMft8J3XzhIGUKGqBGkCIlh7e4AV1of99vPKeOcETElPGezsCdIKlKEWXs/yFK92Yk/05D4INbqUa/kmWefL7ff9bdZ6kqv4s54OoeA42X0B/oSkzf/Q2vbuVimbkjOiWyuBEzdnGbOOokAJ8cUAFZ8Bmp3wxIfW2dpX0hT42PQRV4spyArVJLEsRFU9EhOc3uZewZ594izungPpkGhkQjRSdhSyMbFwaTE/TjLi8YI0bKlLoQGJU4wtzPGMRNh4yPtjtSgpdl+++0rEbHkhvjIW5xQHmH5j3ghFL/4xS+qxsRWZRqfSA+tlDiQP16S2xumOGm8CALj+ArpZ09k+6KlPt6uab1owRAfxCrIEu/PYeMjLIRPOoNcRlqFiXgRx1PAgSB08PA/yq7e6NSfaUh8PvWpT81Wzp2Cc6Bwrrnp3vKBz/9koFt5bRIhwOO7thnLpJb3TURicjWJsjIhSdVXh8nAhCQgI52UCDh2iq3vYO1uWOLDViY0Go55WG+99SoQBnNLQTQ+zn8KGxIDLvsVA3doMNj/ICTO2YolKmQG6bFMZGlHR4AQWM7x/BprrFGXikQmHks4yAvB5pqEhWZjscUWq/fMpnyPxiLtvtPseI/tzUc/+tF6rAU/BkGY6suv/LFUxm4ISTHTp3FxhlccBYH00bCEhB1O/HaPvwnCjigODvUbw/gIngAAIABJREFUUZQf+cdEDaiWpSxxIVfE/8BcOO95z3sGJDBOg7ckRjwf550pdIQIEXKye8c72WlKfHqp8bniurvKexbcOHd11do9ef/Q+DgM2GTGRIT9nVloUwM9eXPX/ZQjPu0Ty+7HmjFMdgSM9cZx7Y7/MuN+s90NS3y8RDtDGMoiNLQuNBTIiNkLOxdkhRi0LXWJyBKZJRpLVp6joaABQVRci0M8DdiWzQzi4SSKNskyGGELQ8NDc2NAF19Tm4RMiJfNDoMmNjXiIJbmfKdFQtosVyFBHEDJj2u0LwhcCE0OckIjIy7qaSSOwzmCXDlrS5zyx3i4KeIM4mWZTF5ojyx7wUlDpomRFktStFOWtZy+DlvPCj8E8aFtaxdLWgqYOFJBmqXH+4y82Q0hWEl82pEb/W+auV4Sn8uvvaO8dZ4NkviMvqj66g3EZ6GFFqp2eDph/Y7+JInPyIopic/IcMqnZkXAuLjIIou02p0Vnma7G5b4zBrcy7/aNRwDPRPXkIumiJz2p12E2SQf7ffjt+cGWyN3L+yJ4vnmfwTJhzTJgPeav90fLJ3N8LznuZGI3VvN/CGCA70rzKYgMDRY7ctczWea39vxbt7r2PdpqPHpNfG56fb7y3Lr7pEDZMcq7cQEhPhYmufR1qQO8TEZGqqfmpiU9mesSXz6s1z6PVWIj5Wo9nYXE44xEZ9+z/RUSp/dWrRrfSVJfPqqODIx/YtAEB8bD5L4jL6ckviMHrN842VzmCQ+k7gmtGui+iIrSXz6ohgyEf2PQBKf8ZVREp/x4Tdd306Nz3Qt+W7mO4lPN9GtYT/59LPlquvvKsP5u2PHFQ4svWj5lM2YpdROCts5NipxGGszbJsZuI8YbAm6+WzzO7UzG7TmAalxn20hR56TXZL4jK8E+5X4MD3QJkK61e607cHanbbP7nC0y6aeZ5/aPCA18sEA38aeyS5JfCZ7CfZj+pP4dL1ULr/uzvKOEZzV5TiZpiE8j+Mf+MAHWv6yRpNQBvnbbLPNgK/YKThjxoyW+4R4iN3ahz70ofK///f/bu3sjHvD/dcBG9jOOOOM2R7lHDSch852cxJdSOIzvsLqV+LD7UrsWpZDbef9739/y63LaHKN5Ifj3vb3bOzR7mzcaYodStr5a17zmlG3dTa2/CM1T0iPsG06Qoomu3Sc+AB8/fXXn20nE6DsnmoewTAS8Gzv5F+H2EUVO71G8m48w+9Os/OP62P9bwcV/xv9InDtidHySDOcxGekSI35uSuvv6vMudAmw+7q4sag2QHTnnDXYGdlCN9ZZnHhSiKuc6NgZ6D6xeDWrkqdt2tNLZLnxaGz5Em3edQMrQyXDz6xu9FMWBixQzPi03eccMIJ1eAwtpZysKkDRn6azwuDITDhI0x6zLKF274BwHuux87SiK8f/ifxGV8p9Cvx4RzPZCDELuO55567uiuIa9qDdtfcgeweH2/qq+NvaFDtxkViXGtqkTzLHYp2N88887SOi3LdOOk6fMJ/mzYijPaTBLQ1DoAZ+trcY8LB/oX9qJ3TzefFH06G9SF+S6dw27W90e7a+4rI/0T+7zjxkRnqtTizy292KMDkVVkHFpbTg2XcsyEKbamllqo7nqjodXYRXjwT/5vvxTVxUc9h4APJYO8M9GxcM1AgU01p5mmgMJvPNr8332t+j2cGCqtp1+Md3qdPPvnkYXGNMLv+P4lP1yG+7Jo7yps/9YMREZ/w3yRRlp2QkCA+CDyNjI7u3e9+d2uCwCmmazRGSA0ywxHpm9/85uojq72zNinhyoLfq+akgJ8oWiI7l8StsxeOcD/ykY/U42ikS/i2l0qbHXI6dIL46NRt+Ra3DouITxiEuwmETLgf/OAHqzf12BHJ0ajrvKIvuOCCfefzJYlPLcIx/+ln4sOPWghygIjEOYkmz812pw4TbTXanbrOlxs/dm95y1tqHQ7HuxEuFyhOLtDuuI8J8TvaHR96JjzR7sQbWhu+8bQL7Q6W0b6kQbtzT7sLEie+8FHnpACETLj+84uDRBEubozb2p22S2vVTzIu4oMdOkcrZl6A54vHf8QHW6SOprHh+0ZHxz8NYuScKrM74vtRRx1VZ2qcAPI1w2cNBsn/jIEdAeAgEYlBPBQqzRJfN4iADoSPGx1dbD+n5aECVDHWXHPNWXD3jEL0jk6W/YGdFWa13uNUUGfMiaL0EfEKn4dmeeNbh38hdgjygv1Kl/TzJyT91lntuqKS5LfILJqo+CoOnz7w4QNIWJ5DZlQg98XnP5sMpJEPIo0EPnwhwdIMnsPIgVSTNbJe/0niMzbEhzPYaYR6250PljU33GdYsssPlDN2HMzr89nPfra84x3vqHVXJ+yeOkT8d94YUsSraWhaI1p13JEzA4m2pK1rKzpAQoOkA6UxQmZMYnTkMSmy7IZsads77rhjJT4RtrqtXXtPuyBmpc5EI9osL/DEu2bToWkywLB7EO973/ve6izUd3kabAJUA5qAP0l8xgd6vxIf49xcc83VanfORHznO99ZxyYaE77XYiygUdHutEce//X3TaFN0XYHEuON8YfXfwSJIBkmDCbn8FH3ERzjVdwXv/al3Xo2RLsz/mhDsXxmbI52Z7w11hDLb57jUoUYh/QhJjfaHY2RuDkdjklKfbAP/oyL+Eg/RqfxEuo9mgf/Fa7A+ZhBMnRumKLBGbDOpAp2iXzoZD0XR1s4ywvpQCbinC1kxNq+AhOGYy9CNc6RoPc9I1wkRgGZ+SEX7R028iBe7whfOGaqvKh6x4xSBVR4OkzijCxMVqfrfZ6iMV1kTHo4O8Ty5VWcCBQDsfe97321UlP9RQWQdhggOAYjnTeipOIbEOKsM9d4qXZchTPAHAjrmjwaaMTrvoNIfe8LSeIztmJAfJx1t/vuXHiPLYy2t3gw10aRdR/aG1oR9Z7TTlqWpugoOQL1QSbUfbNVQn1uFjeQ6EA5H0XQzR5pd0witAN1XFix1KVNqbvqurSot9pqc0lOHNoR4hTEjJbJ7JGo/+o90QHHeYF+SzO1vQHjv//7v2ub08alXcfdT5LEZ3yl0a/Ex0TbpCPanfFCXbdkbJJrnGkKAoEIGSO0FUTHpJno+x1rMpCEAoASQhgUBcZAk29xCSuWunj51+6E9eEPf7iOo9qQUwGaQglA0xPEDJGKdqeNxqkIxs84Osn7xliOhBElWiJjnXZHIyT//ST6D33LmP34YKs0KogOEICG4Jg10mo0M8zeQMESHSIiQXRGwXKF4/BSoLmOXATxwWydSE4QqJjx0TopTB0gTYgzvngnDkKGfERh1ZdLqeHrbL2DZKkU0hMsl22CCkTEI10qjYqlolD9IWmRBp23jjyWECJ9Ou0gOxg9wkOkk9aI6LQNBkR4SAxMEUjpM6BoLPIuDcQz0k3kwyDWN4L4vO99fZOcXiSEWvj8q68ef1RLL13KjBmlzD13KVTX4yRA2ly0M4mj9kZMaF3stKKFRTAI0mKWGufIacsmADpUHatOXB0fSBCfddZZp96i4dQekXR2N+LSAWsbjCPNftVX9ZlGRzzepc1sinTpcEOTyaN5dMBN4iPu5plz4jYBQ3ykoZ8lic/4SqdfiY++W10PQWK0I7aYQW5iompiQPMay0HaoTqtndocYDyMyXeEF/8RnzgmygqI9jn//PPXiQftqnZn3LF07bq2ZFWGLZ74TYqMn03RHi1Nx5hkDIt21yQ+ViOah3jT7BjTEB/EqZ9l3MRHoenoLO3EmqaBPohPU11uvZ92hCAYQUy87zuGiRggU1TSoVUJ9bR1SSo9BeY5mhHiyAefpmCjyBWh/Ykw4hlESAVoCqIVxMJ5W9JFFLawGJkR2hnkJ4iM9NBC0W5F5cXSEUHq/lBTWhIM4qOS0jIRM4MgQRqMQYE2CHFsit/eI/KEEBFhxmnz9cJE/0F83vpW7HTafL4555zlBjMnZ7CNJ98LLPAy8UF+fD74Qes6pbyiTo6ifeyJp8s5F91U611cG+i/uoe8hNCaWF5Sd5EZKmydl85VPTJro/HU9pBrWlcqbNcQj7e//e21E/V+U7SPqNvagJ0mcc6dZ6n5TR60U+1EuzCRedOb3lSJDyPPN77xjXWZ3ICBFGlXiFEcOKyOG+iIiVKE34zbPVosS260WjSy+hpLX7TFDh7uJ0niM77S6Ffiox01tYvaxLve9a5qhG/MdAajiat2Z2Kvnbqu3anvzEW0O9dMRLQ746ulqKZoTzH51j61uxjrtDftTvvT1iyFaXeIDk2oiQWS8oY3vKGSNO2OqYl2h3TFbkrjcbQ7fUmEbwnaxCqEBkV+kDurHFZH+rXdjZv4yLQlHQCHtoMRM9CRA4w0RCEZuKnOgamwAa0SKFRb/qijqZ/M2hAOS11BHJASs04FokOk2cFgrSPqdHWWwvFbHIgWcqNjD61RpCXIlTC8Y8eH+ILcuB4kg22PNdgw2pQntjg0PuKIIzYsRZm56nSxcMQM0cOEidm25wnSYkZKkDCDDFGpkBpaKs9G+mCLtQfZYe8QbBvJc92sQkUOw7Ua4ET8QXz++7/LPw47zPpI/e/7VPyUww8v5cgjy4bvele5ZeutS+FbRr5H+zniiFKOOqoUNixBeuL/iiuWcv/9s5TkZdfeUd7y6eGNmy3LRj0TAPJN22g2SNQrHScy4nrYAXhHG1QHQ+VtJqgzM3MMgh+JsgwWKnOTAPUxOk62NzSY2phO0YRCPVdPdchU8kT7MVM0u43lLZ1r+PGhPfI8MWmQN9KM229q/tAsW16TB5Mx+Yvlg/piH/xJ4jO+QuhX4oP06MdDrBRoA2GHZixAGrQ7KwvR7qw0GC+0j1ASGF+Mndod4tIUE/RQICAsVg/iAGxtXJzGUOH7Hu1OuzKZIcwqtDvjbLR1bdMYRIyn0e70C8Y+YmxqTs5pgCyRE2022p32bum7n6QjxIdxUxSSzOlcqOssUzW3kLpGsxHG0IgOdZrnGF8RVuvU1CqGSqLQdXgE0dBxKkjEBVmIgvK+5aCm5kMYrgm/fYYqPIUhrtihYttdkDd5Qt6IjhybFjeRJ2mQH3l1P0SBCzOYuVln2EhQW0bHC4Oo7NIZ2/zdD2Mx8QsrBhl5DOy86z1iQDLISLs8xEARaer5/2m41EV1fMFVV40f6hVWeJn4vOY11j1ZKg4Y5svb2X887K6uAV/Oi32DQBKf8RVFvxKf8eUq3+42Ah0hPt1OZIY/yRBAfOacc5IlenzJpYEMLcWYQ0KgV1+9FHY0gxCeCPvSa+4o//WJ9ZP4BCCT9H8Sn/EVXBKf8eE3Xd9O4jNdS76b+U7iMzZ0EZ9XNJ/DBXDHPQ+V7/+Cvdur2sbh3sn7/YdAEp/xlUkSn/HhN13fTuIzXUu+m/lO4tNNdDPsKYRAEp/xFWYSn/HhN13fTuIzXUu+m/lO4tNNdDPsKYRAEp/xFWYSn/HhN13f7gjxsS2WITKr8k4I417bwW3lmwhhUGyHGEeBoxHptsss/KKM5t1OPcuI27Zdxt92eIVBdqfCH1E4SXxGBNN4Hpr56JPlmNOumMWwfjzh5bsTg0ASn/HhnsRnfPhN17fHTXwMsHwWcLjEC2RsgRsPoAZvjvtip9N4whrtu3aayU/4CBrufT4XwkmjnW18GUyk2OJuC7+dZMrEjraeyzQlPu3nt3UT99vufqS85dMvO9jsZjwZdncRMMHiLM7WZ1vw7dq0vX8iJ0/dzXFnQ0d8YtdvZ0PO0KYyApQD4/LczI9AuK3mByfcyNMAOXDNIEwjRAzCrtl6bQcMPwK2ksd2b9+519boERBieztywd8PcZ/fnXD+55rvrsU28PpgKXU7Op8GfP9wxBb+dmz/5mvHO02iRsPD1wHfCgidbeHh7ps/EM/KC6dM4Yqc3wQdFwdstrzznMkPEZ8/cSYRTRgfJa7F9n4kiWaJL4RIV6QbDhxY6Qxtlfd+e3oNslwBuE47Rmzlt7uIczdb/5E3eSXOORM/L762ydtmL//SEM/UBzvxZxoSH2fTcDrJ11IvPj/d6pflTR9br+y99297Et9488TxKAdp6t94w5pK73NYyuu3dpjEZ/SdjzOn+JiZSnVivHnRxvTt2tx4w5qq7/PrNe+8887W7mLVakZ53etKecV/zUDV0oDP7TUfM7w0cx7GXw2nRTwQG2x5VrXkwmGTgVrB8OyICPH4TN1LfKc9QRg4MpQIGgweJ/nr4UjQmVyIAff2nD0hXq65335yrXu81IYnZOlDqjgmRMAsS3HaFGcISTdnjBwvITw8vvLSTLzLcSH/Odz6c54mPvnlFApJ8nEeC1IkT5y4iQ8RURGRMA4OESxO2nR6CF5zdscBlPD8hxUCyfFaM7389XAc5bgBnSVniYid2aIDIpEpxMcZKbDkTEs64c4jJ9ylw3PIU/hQqhntxJ9pSHw471KetIWIM4dgjkvoxof7+I985ONlxpuWrU7NEO9uxNOJMKXNrNxBiLxE62ykvxNhT5UwtF+TNxMqkxITwuiAO9Ecp3IYnLf2qt1Nhvqm33H2I79izgNzTMZkSPdEpJHnbMoFY60xtdnuhiU+Zio6N54gl1hiiaoRoc3Q2dEyIDK0IEhGuLSnxUA4OPlDJuJME8tbCANygZEhBAZ9BIYIi1dL2h9kxwxbuFRWHBW2C01InMqOYBjsedBsnjfEI2bzWA1AxBldloqsBRLeKsWPJCAtoaVBThzGSBCy8NKM3PAWrSNTqIgKBq5SclLomIqB3OfDMTzgCpMat3kwpPQKi6ou4uVNM7Ruzu0SJ+eKPGgjTvLN+6Y0c/NPwwM/BY8gdVymGfEJB5bqKzyRcI46af7Up05/aED3P+jwsvK629YTy7sVTyfSHWkzQVJPDfDC1V47Ef5UCAMmcNJv6hPZNibxGb5XarY7A1e3212/1zVtSj3i1V97oxiIutXvae91+uAU2HAQ3N7uhiU+DGhjAOb6HujOFjGrszTkYwmK1iXOFFGlV1999epN2WGiXGYTRMOg3iQ+jpDQYRLs3iBO02J5zHINMVNafPHFq7amXnjlD+ITh5NKEw0MrUyQE48JUxpCaGviqAqzeOkhCBDNCW2JtMfyHU1LHHPBnThSZQBEkOQX4UB8aFYQIwDr1Byq2PQyHfEjMDQzIdJL4xUivQiYeAN3aY5zxWjVLIPpPGmuYIksIXPOWQmshYfMmSG0u0GPuMb8fxoSH6SSVpM3beVsFkEbh9x246POa7DdjKNT6ZZW6UQGdc6Im/bQbYw6lf5uhwMfpMckR19p0hKD+pjb4DR4EUa9bnfdrgtjCV/bMpZoU04z8NHWhBVtbyzhTuV3YDZUuxuW+NB4BLnQodG+OM6BRkdhOEIBUUEYLL3orGlw3v/+99dlGMZ9NA8Iwoc//OF66rnlGc8iENTA4iCWioRLo6GT8B8xwPYN4qH1iDYv7DjIUEZpkWKZCVlAnmihdDohln8iPzRWNCiec54YzZC80cDEOSfOCaIBcp2ND8In3X7LAwNtdkCWupydgmQgTZaz4kyViNt/2AhP3gwM/sszghnphRV7KrgR6YxzuxAvS3fSRwNH4wMXJIiWR2VGvBS6gdrSjHQouzgvrJmeMX2fZsQHRspcuaq77LiUm6VHRKgbH5ol5dfNODqZbm1UWtVNbYD9mXosH7DqZFyTLSz5t6FDW9VuO25zN6ZGPDle6nW767e6pU1pQ8YGbcrKBpMQ17W5fktvP6VnqHY3LPFBPAzKxEzFMg1yYTnHsg0tg2cIgkG7YqA2mFt2wtjZwNCsWMJCjGgraCYM0FR28b4wzBgtj9HAGGRoN9ivICU6jqaYeYuLqAjx3cBkWc0HWWlKMz86IAQDqbJMxSCblgmhkm7CLkj6XVMBLUFJNwzkQRg6M2lmL4SJu4bMqQQDCfLlWYbhMEUe29OL3cOGIJbUmgSGSKb0eT8OqmNQDm8EiPbN88omSCVsxNsRmYbEx+xTJ6y81F9lbndONz7q3B13319+c/DptZ6JrxvxdDrMwIU2NDpA312fLHnoNCYRnvyrO/oG/UfKyBDoZbuLsuqX/+qMyZY+XnvSv5tw63ume3saaRkN1u6GJT4jq56zP0Vr0txRNfsTeaUTCGgUtHCW+swqnbjdMc3OYAmchsQnoNARG7iQoG59xHXxlbeVN35i/fLccy8T8G7F1elw4UN0TJZ91UkTmBjsOx3fZAlP/gObqEv5f+QI9KLd9VNdgow8M2XQhkzmTcqjDvVTWvs5LYO1u64QH0DQoJjtpXQfAVo0GieaKcbgXZdpTHy6ju0rETidfa5FJvfp7DRXtJM6bbYt0Wn3CsOMJxGYrAhoK5a6TR60obA5naz56bd0d4X49FsmMz0dRiCJT4cBnT24S6/+S3nDx7836U9nt7RjiVoH7r/fKYlAIjA4AhQHJgpBesLsYvA38s5oEUjiM1rE8nl78EuZc85EoosI/PXBR8puvz9tSpzObvaqI6eyN3ulCUpJBBKB2RFgB2alJCcKs2PTyStJfDqJ5nQJK4nPdCnpjuUT+bEDUofOQJPRYUoikAi8ioDlLBMDbYRtT9jFvfpEfusUAkl8OoXkdAonic90Ku2O5tVuSLsYw1izo4FnYInAJEXAZoBoFxNxhuUkhW3MyZ5RXv/6Mb+cL05TBGbOzKWuLhe9pa5d9z11Six1tUNF20PrY2ark0+j53aE8vd0QsBuLRMBxAcBSuk+AjPKv/xLKeuvX4pjGfKTGIykDqy9din/8R/dr53TOIapYtw8WBGyZaDWZ/fD/odBZ0oiMJ0QsJQVO7dMBHLnVu9Kf0bZfnsndOYnMRhdHfjd73pXS6dhTFNhO/twxWaHFz9UND/+5+6V4RDL+1MFAXU/dm4xZs6639uSndHb6DK2RCARGAkCND5v/MTk384+XF7Nejk4zB1fwyGV96cKAkhO7NxKbefElGoSn4nBPWNNBIZE4G8zHy8HHnXBtLB/ae74YufAJX9KIjAVEbCcFfZtlrly59bElHISn4nBPWNNBBKBNgTs+GLkmTu+2oDJn1MCAYbLSI/6nTu3JrZIk/hMLP4ZeyKQCDQQiBmxwcGMOHd8NcDJr5MWgebOrdRoTnwxJvGZ+DLIFCQCsyFw919nlp/tevSU3M4+W2bbLoQNROz4yuWANoDy56RBQN3ljJABf3ot759iS+LTP2WRKUkEWghMF+PmVobbvtje7mwv5Cd3vbSBkz8nBQLNc+qyDvdXkSXx6a/yyNQkAhWB6bCdfbiiRn7s+LLslbPl4dDK+/2EgPPocudWP5XIrGlJ4jMrHvkrEegLBC675o7yX5/6/qQ/nX28YLLxCfsIBCjtI8aLaL7fbQTYqdmdSFuZdmrdRnts4SfxGRtu+VYi0FUE/v7ok+W4M65K495XUG6eZWT3Vxo9d7X6ZeBjRCDqKZuerKdjBLEHryXx6QHIGUUikAiMHwEzaUteND95evX48cwQOodA0xeVLeupmewctt0IKYlPN1DNMBOBRKArCDjji+1E7PjKM766AnMGOgoEmt7HkR72PSn9jUASn/4un0zdBCLwl7v/VnhQngi5456Hyvo//8O03M4+HN6x4yvP+BoOqbzfbQSa583lzq1uo9258JP4dA7LDKmDCLz00j/KFdfdWU4774Zy6rnXl0cee/UYg1/sfkw55c/XjSm2J596ttx+199mexfBue+BR1rXn3v+hbLCt/asaXDRO6eee0M584Ibx2VfIo4HH36sxnPB5beWPQ44oxVn80saNzfRmP27pQU7vpCfnGXPjk9e6T4CNDuWXmkf1cX0N9V9zDsVQxKfTiGZ4XQUAeRgwZW3LfsfcUE54MgLysrf/VU556KbahwXX3V7ufPeh8cU30VX3F4JTfvLvz7ozLLZjke0Ll905W1ljR++fAL9n467uHzjR/uWQ0+8vOz025PLNzf9fXlojJqgzXc6suy6zyk1nj8cc2FZ7Qd7t+JsfrGdfc6FN5n2u7qamAz03Y4v5IfdD8PSlESgFwiEh3F1j71ZGtv3AvXOxZHEp3NYZkgdROC+B/5eVvnur1qzqNPPu7584Ws7lxdeeLEcctxF5YZb7ys33f7X8tNdjqof2qHb7nywbLTNn8oGWx1SEBdy/S33lR9te2jZfOejyvmX3Vq22uO48sHFf1p23PukWcjL3n84q4YTWdh85yPLb/94dpn5yJNlka9sX+69/+9xq3zvZweXLXc/tvWbNmi7X51Q9jvs3LLBVoeWsy+8sd67+MrbyzZ7HV/W2ni/qjlC1hZcebvyxa/vXo4+9Ypy/BlXlS+ssXP5zR/OKt/92UGzaKJofN4yzw+S+LRQHvwLQ1Lbh30QoZREoJsIINiIto+dWymTD4EkPpOvzKZFiv/64CNlpW/vVWzrJmZUi62+Y2F3870tDi4nn3NtOfeSm8uHFvtJufOeh8pjTzxdVv/+3uWaG++pn6XW2rXcfd/DZfn19ijnX3ZLefjvT9R3kZGVv/Or8uxzL8wyS0NyHBFBhLX02r+s75x09jVlxW/tWa/Hn+NOv7Isv+4e8bNcdcPd5W3zblAuufr2ctd9D5cvrrlLuf9vj5Ybb/trfebEM68uK31nr2qvg6jtss8p5fkXXizHnHZFmXf5raod0cFHX1jW22z/VpjScO6lt8ySxtbN/DIbArHjK2fgs0GTFzqEgKUsfnnUMSQ7d251CNgJCCaJzwSAnlEOj0A78XnpFeJz+10Plo23O7TQAJ114Q3l+z//Qw3sljseKB9a/Cdlh71PLtv+6sTyrZ8cWC647Nay8nf2miWyS676S/nK+r+Z5ZofTeKD7Kyzye/rM0edcvlsYZxw5tV16SsCcbzECt9+lRyt+O29imtEWHseeFZZYs1d6u+t9zy+7LH/6fX7YSdcUr656ctk54pr72wtrdWb+WfUCMSOLwPTzJkzC8PTlERyMVSjAAAgAElEQVSgEwiEF3H2POlFvBOITmwYSXwmFv+MfRAEYqkrtitfeMVtZYk1di7PP/9i2WDLQyrxOfuiG8t3Nj+whmAX1AIrbVOefua5VoiWviwtvfjiS61rF15+W11Ca1145YulrtD40Lwcevwl9Y5lrMW/umNhFB3yw60OqUtl8dsy26Kr7dDSziyzzu7lupvvrctXBx99Qdn7j38ui311p/q4JTdxEcRnzY32qd8RsjU3fNmmqF7IP2NCQH1BepAfu2yQoZREYDwINHduPfTQQ0moxwNmn7ybxKdPCiKTMSsCjJsXWGnb8odjLy5/PPai8vWN9ilnXnBDfWjdzfYvp5xzbTnj/OvLOpvsV68hN4jLxtseWo457apy9CmXV3ugH29/ePFhSHzOxTeVu++bWZeiDj/x0vLMs8+3Iv3VgWeWLX55dF3mWvHbe9b/cfOX+51a7XSOPu2qSnjW2+yAWe5ff+t95V2f26jsss+phUZnw60PKU89/VwRzmEnXl52/u3JZbHVd6rE6JBjL67Lb8iSNIRxM6Pr1b7/qibq1jseKGtsuE9uZ49CGMX/5onYdnxZBktJBMaCQPPMLTu3YiI2lrDynf5BIIlP/5RFpqSBACJz0ZW3lxPOuqYcf8bVLVsfj9Dk2N7+6ONP1++N18pp515fjj/zmmpjE9fZA1me8jy56fb7y4lnXT0L8WGTc8/9M8u+h/650Oi0i51kx595bTn13Nm30TNEXm69PcoFl99WDZZDw4S8nXDWdcUOLYbNsfPjjPNvKFffeHfNkyU68vgTz5Sb/3J/K1phvjmNm1t4jPYLrPOMr9Gils83EXj66aerLQ8jZrY9KVMHgSQ+U6csMycdQGDn351cjaFHE5Rlqi9+/WUbntG8N9SzL29n//Esy3RDPZ/3BkYgdnxZ+kKEgnwO/HReTQRe3khht1bu3Jq6tSGJz9Qt28xZjxBg/0Nbw+lip+SK6+4q75h/wyQ+HQA0HM0ZyPKMrw4AOoWDQIxj55ZlUlqflKmHQBKfqVemmaMpgAAbIcthqaHoTGE+//zz5eGHH65edv3PHV+dwXUqhRJnbtEO2rmVhvFTqXRnzUsSn1nxyF+JQCIwRRGIHV+2JNudkwPbFC3oMWQLMVYnkB7E2O+UqYtAEp+pW7ZTKmeXXP2Xck/De3KnM8ehIYeINC1DyRNPPTvgM5a7Hn8ydw8NhV0/3GtfysgdX/1QKhObhlgKzTO3JrYcehl7Ep9eop1xjQoBW9Offe7lmdcK396rHHrCpaN6fzQP24E1/4rbzLIbrPk+/0HO6Pr57seX9X9+cNn/8PNat+0Ec87XlnscX4497cp69ITfsbur9eAovth5tsw3d++o3dAoop/yj8aOr/TAO+WLesgMNo3f2fbk0vKQcE2Zm0l8pkxRTq2MnHbudeV9i/6k+sZxDMS3Nj+w7Pb708oBR55fbC0nvDs7k+uQ4y6u53a5dtzpV5X9j7yoHlvhNweEV99wT31eOLaJE6ek73fYeWW/w86v52a59+V1divHnn5F2e/w82c5qd3zjz/xdFn2m3uUBx56rDz19LNl/hW3rnEeeOT5Za2N9y0vvOIk0bb1y6+9syy37h6tTpTvnn0PPbcegVEjH8EfYbz1MxuMizyNIJpp/UhuV56+xY/gNMlvHnA7vepCEp/pVd6TJrcc/H12hW3LESddVh6a+URZc8N9ytd++LvCB85y6+5ebr79/sJz83sW3Lg6OHSIqJPPt//1ieXMC28uK6y3Z/XXg5j8cMs/1Xzzovydnx5UvTBziHjkyZeXpdfevWyw5R/rtU8u/fOyxwGnl8NOvKys/oPfzLKkhfg46uLxJ1/e5fH51Xeo295X+NaehTfopjgvbLXv7121Nc7l+t0h55QTzrq6nsXV9ADdfKf9u/zL23i0Ru1h5u/ZEYhlDrYdHNQxcE2Z2gggPXb3KfN0cDm1y3qw3CXxGQyZvD6hCDz//AuVvMQhpUjPESe9vNS12Y5H1iMl/nzxTdWjs4T+/dGnyhfX2KVqY/ze6bcn1RPTjzrlskqIXOMpedMdjyh33ftw67yu3x92bn3uuedfqKe/P/jQYzXfztuKQ0Zd4OV5ya/vWvY88Oyy6Q6H1493Pr/ajuWGW+6r78QfxMdRFLRD8y2/dfn94eeXw0+6rHxq6Z/P5nAx3mn/z4/PXIukH592XLrxOwxbw+g5d3x1A+X+CDMM3JEeR5qkEXN/lEuvU5HEp9eIZ3wjQoCG5ctr71aCiCAStD/EeVfOuTrnopvK9352UL3mrC5nar3wwov1t4NAf7bLUZXs+E8cY7HxdoeVRx9/qiyzzm5l/yMuqAeeIipOQ0dsLIER2p0bbn2V0FjecgbXESdfUS69+uXlMs8tueYuNR31pVf+XHvTvZX4WD6bd7mtylkX3lSX55wsP1JfP4yt5SmlNwjEVmbkx4BIE5QytRCIM7eUcbo0mFplO9rcJPEZLWL5fE8QeObZ58riX92pnHvJLYVmhQbGUhVxSKnvTmhfY4Pf1ms0Msuvu2c55NiLyn0PPlJPOr/g8luL3WArfmuvcue9D1XiYqnrgYceLQuvun1ZZ9MD6/leD//9iXp8xGdX2Lqe5SXApdb6ZT1otAb+io3Pl76+62zGz3867uKyynd/XR0YIk3OA7v4ytvLsuvuXrVElugOPf7iuuPr2pvuKQhNSv8iwMCVo8N0Xte/ZTSWlCGyCG0saaYR81hQnDrvJPGZOmU55XLCwPnnux9XaE4OOe6iwu6F2Dnl+y1/eaAgHiHO29r2V8eX7fc+pXWgKQ3L3n84u2z36xPLAUecX046+5rqGNBBo3ZOHX/GVVW789DMx8teB55RzwAT3n6HnTsLybG7jIHyzEeejOha/48746ryi92PL9v/5qTy54tvru/9/pVdX57fYtejyw57n1rk5/lXNFKtlwf5omMO7dUgj+TlLiEQRq8GyTR67RLIPQy2uXPrscdeXsruYfQZVR8ikMSnDwslk9RdBBCglb6zV7ULYixticvSWj/J9bfcVxZZbYc0bp6gQonB0rKIwTI1BBNUEOOMNkgstwVJYscJ5hR6PYnPFCrMzMrIELB09vvDzy077XNGNWy2Bb3fxHb2t382z+qayHLh2dnyCPJjxxfD2JTJgUD7zq202Zoc5darVCbx6RXSGU8iMAoELOW9O7ezjwKx7jzKIDbO+HKkQe746g7OnQwVQVVmsXMrjybpJLpTI6wkPlOjHDMXUwwBB5R+dMmf5VJXH5Rrcwt0Hl7ZBwUyRBLCNQHSg/yklm4IsKbxrSQ+07jwM+v9iwAj6If+/kT/JnAapoytjwE1d3z1Z+FbzlI2yoiDwiQ9/VlO/ZCqJD79UAqZhkQgEZgUCDCQZShry/sTTyQx7ZdCC2P0LJd+KZH+TkcSn/4un0zdNEXAURV52nt/Fr4zvmgWDLL8/uQxFxNXToyYc+fWxOE/WWNO4jNZSy7TPaURuPbme8s8y26ZNj59WsqWVdj72PE1c+bMXFaZgHJCOPPMrQkAfgpEmcRnChRiZmHqIWBX1zs/t1ESnz4u2tjxFbuH8tyn3hVWc+eW3Xa5c6t32E+FmJL4TIVSzDxMOQSuuO6uJD6ToFRD60DzQwOU/mK6X2gIZhw/kdq27uM9FWNI4jMVSzXzNOkRcK7XfCtsnRqfSVCS7EzY+tD8MHxmaJvSHQTCvgrWaV/VHYynQ6hJfKZDKWceJx0Czhh76unnJl26p3OC7fJi8Iz8MLhN6SwCCCV8kZ7cUddZbKdbaEl8pluJZ34TgUSgawg888wzLV8yqZHoHMzNnVupUescrtM1pCQ+07XkM999jQAHhk6bT5l8CIQNSu74Gn/ZNc/coklDLFMSgfEikMRnvAjm+4lAFxC46oa7yoe/sHna+HQB214EaceX3UaWZfzPHV+jR71951ZiOHoM842BEUjiMzAueTURmFAE6iGlC/woic+ElsL4Irfjy6nuyI8dX6mtGDmetqfDDHZ55tbIccsnR4ZAEp+R4ZRPJQI9ReDya+8sc8z3wyQ+PUW985GlZ+HRY9puJwXDlESgkwgk8ekkmhlWItAhBG649b6y+Nd2SuLTITwnOpg842tkJQCn2LmVO+NGhlk+NXoEkviMHrN8IxHoCQI50+0JzD2LhCYjlm8ctZDlOyv0jz32WF3aYsTMX09KItAtBJL4dAvZDDcRSAQSgTYEcsdXGyCl1HPO4syt9H49Oz55pfMIJPHpPKYZYiIwbgSeefb5cuudD6ZWYNxI9l8AuVvp1TJpnneWu99exSW/dReBJD7dxTdDTwTGhMCV199V3rvQJmnjMyb0+v+lOONrOu/4cq6ZM7fS31H/19eplsIkPlOtRDM/UwKBID6OrkiZugg0j7mYTh6JY+cWQ2a2PSmJQC8RSOLTS7QzrkRghAjccufD5f2L/WyET+djkx0BpMcuJstgU11ou+TVDq6URKCbCNhAMNAmgiQ+3UQ9w54yCGy88cbly1/+cuuz9NJLl259lllmmbLAAguU1//bfGWppZaqcXYrrgy3e+U4EmzVqWWXXbYsuOCCRbmvvPLKZdVVV52SZS6vq6yySv0st9xytY7Ls+sjwSqfmdi6Otnw//Wvf13HH3ZkyHaTACXxmTJDc2akmwjMNddcZYcddijHHHNM7z5HH9W7uHqZr4xrtnI96qijyoknnliOPfbYcuSRR5ZDDjmkHHHEEfV3T+tcF8pGnuTvj3/8Y83b0UcfXU466aR6bbLnLdPfw/5wFHVznXXWqQQ7tIvsyZra1CQ+3RwtM+wpg8CnPvWpcsMNN0yZ/GRG+hcBxzVY+jJTnSpiAJIneUtJBLqNwL777lu1p3xC3XXXXeXRRx+t5+WF1ieJT7dLIMOfEgggPhdddFHP8vLkU88Wx1ZEQ+1ZxBnRhCOAJIRfmwceeGBSn/Flph1OG51bJm8piUC3Edhjjz3KkksuWS6//PJy9dVXl2hH0Z8m8el2CWT4UwKBXhMfpOft822Y29mnRO0ZWyYYANv1ZNY6GQ2BeV824MiDGXcMOmNDI99KBEaOAOLz+c9/vpx55pl1wnr33XdXjWMQ7yQ+I8cyn5zGCHzyk5/sqcbHdvY504/PNK5xL2fd8hDiE9u+Jwt5iG360u17SiLQSwQQn4UXXricfPLJ5bzzzqvLXSYPSXx6WQoZ16RHoNfE57Jr7ij//anvp8Zn0tec8Weg/Yyv6LzHH3LnQ0DMaHc4ZqTtyTO3Oo9xhjg8AkF8GNGfe+655c4776xa02g7qfEZHsN8IhEovSY+t931YFlr4/1aM5QsgumNQJzxhVA8/PDDfWn4bNcMO57wRs2+J6W7CLBfufDCC1uRsA275JJL6iB/wQUXzGYfdvHFF1eHkZ5xv10YAp966qmjMkK//fbby6GHHlp3Ks6cObPa1GyxxRbtQY/5N/JsV6AjTUYqSXxGilQ+lwgMgUCvic8QSclb0xQBxMLAglg46qGfdkghZgamfiZmU7HafO1rXyszZswo11xzTc0e7cbcc89dyc1HPvKRShgi33alfvSjH63EmZ+w//W//lddAor7tCGLL754ee1rX1uXVuP6UP//9Kc/lU984hPl61//et1Ftdtuu5XTTjut+h8b6r3R3EPmvvvd75ZbbrllxK8l8RkxVPlgIjA4Akl8Bscm7/QOAUtJzR1f/bCUlDu3elf+7TH96Ec/Kh/4wAcKAkRof/RVZJtttinf+MY36nd/dtppp7LGGmvU36uttlr5+Mc/XrbbbrvW/bPPPrvMP//81SjY0hBBhvhh4leq3VbLGWtzzjlnOeecc1phqI80RquvvnolYwcddNAsmpobb7yxHHzwwbNoqez64+PJshQCTZAn1+644476+/rrr2/d4+/KvXvuuacVb/uXiSU+Dz5YylFH5ScxmJg6cPvt7e1hzL97TXweffzpcvp51+dOmDGX2NR+sbnjq31A6mXOJ6vxdS8x6mZc6667bjHI09RYxrr22muLHajk5ptvLvPOO2+1ufJ70UUXbWmAeAjfeeed65bv2DG4wQYblF133bWstNJK1SaGRnG99dYrG264Ydlkk02qQ0D1LmT//fcfULNjCW2OOeYoa6+9dllhhRVqHMK68sorC8L1ve99r5Iuhsfi5p1+yy23LNtuu21dKt1rr73qe9tvv3116ukZGiraRNeQqq233rqSo0hL+/+JJT7HH1/Kf/5nKcssk5/EoLd14J3vLGWHHdrbw5h/95r4MG5+86d+kMbNYy6xqf/iRJOO2Lk1WbfbT4UaQqPD/uWwww4rX/ziF8ull15a5plnnpZt4BJLLFFOOeWUYjv3Ioss0tLaOH6CdggxoWlhkO4aex3+byyl/vnPfy7zzTdfodlhqG7p7IQTTmjBhjhZ4moXmiP9JaN8YncVUobA+IiLpsoxQOL50Ic+VM4///xWMMjcWmut1frNpk0+pGHNNdesRKx1c5AvE0t8Tj65lCWXHCRpeTkR6CICG21Uym67dSyCXhMf29nnWvjHSXw6VoJTM6CJWGbKnVv9U5cQhAMOOKAmaLHFFiubb755S8Pi4o477lh++MMflr333ruSjUg5LctVV11V2OggGr/5zW8qEbG0JRxG6pa3PvzhD5dNN920bLTRRsUxELQ2Ifvtt1/VIsXv+H/GGWfU8+b8VleQFsthDKcRlx//+Mc1DsSHWNb60pe+VJfhkBuEfv3116+E6fjjj6+/v/CFL1QC9thjj9X08tFz+umnR5Sz/Z944rPYYrMlKi/8/+zdCbg8RXU+/m9+MYmaGOMOApEdRNGwbyKrLLIoICKLoKCIIgFBRRREQUQWZfHP4oYoioAaxRUXNOIGAoqAsimIgaARNWaRRNT+P58y51qMs/TM9NyZvrfO88ztuT3dVadOdVe99dapU8UCE7fAoYe2Gvhcff0d1ePXP6wAn4k/KO3PYD4di2fZwbr9NTl8CTAu73rXu9KNmJ2lllqq2mqrreZW/XFoxtqYKhLPJgSrY0oKwNloo42qlVZaKfnkeJZMiQEgVn7ZPDec6DE44YMjHTGaVl111Qo4CXGfKSxMEgkgdc011yTg9IpXvCKd539kag374x7Cv+jd7353dfvtt6f/+fFsvvnm6RrgydTdbbfdln57+9vfnnyR0j9d/hTg08Uo5dQisEDLgc+P7vpZ9coTLqp+97vfL4LKKkUc1wI5IOEsOoml5PMJsMa1x2K531QXsBACqHA4zgUQ4gCd7/0G+JiSIhyjgSOCUQF8wqnYaiq/7brrrmlay6rCXGw4u+6666bfpclHCBPDT4gE8AGyMEHSxuZwrLbknd9O7Pq+yy67JFYIS4XhMUVmzy0O04CP6bo3vOEN6bsyXXjhhbkqD/hegM8DzFH+WTQWaDnwWTT1VAramAViCspI3Ci6yRVf05hSa8wwCzghwAFrEwK4BGiJc54H00y5+J+/DXF/xMgBoK3oCpbH72IFAS5xTZ6O787z0TENBuh47oCUEOmFAz7GRlqez0jPd+esViTSwDbdeOONc/9Lg24+fJNuvvnmSL7rsQCfrmYpJxe8BQrwWfBVXArY3QK503F0ON2vrHd22k7U9bQsVxUL/NECMw18jCJ4dZvngz5996Kai4x5vj8WZbhvEGEe0XK4u/94NY9ylFqg4z/+MplvRm2TFnkMk494CbnXfT/9jC440vHizyXqF2IPQb2yb9R7nG/k2HLgc+8v/7P6yGeuHqqeGrFbSWRBWABYMZL2Pmpfh3nfcwPky+bnqw3M8y/fiwVGscBMAx/gxLr8gw46qHrOc56TvpsHtE6ft/k4IoKkOALjSsQO0HjMh4hP0ARg66cr25o7rSsCWO233361LjcnfO6556a527hBQKvdd9891a+VARFllIe/VQiegX4e+pHOUMeWA5/i3DxUbZeLu1hgnOkp0w3avJg2i6XJXbIpp4oFZs4CMw18wlof/ehHH7A2X+fIwYnTVjhguRaLwIOd93qneMkFVLIsT1yJCy64IEWtFOPAd+JlFuBJuiJK+p9ceeWVKd3wGMc4ycc8KFbCfCPBTjjPaz13FMNSvec976kEXvK7kZb5TjEPgAyjL0v2/CY2AsFoAXkf+chHqvPPPz+dAwTFYLC8UFnlQXdpKF8u5kcBDPcGKPvSl76UyvbJT34yXcoRDaAQ6dK15n+VAQgR80E5ADtLDS2JDEDyT//0TymdAGCuE8iqU5QxbOm3a6+9NgXPAt7EfghRhli6yFNf/hwl99hjj6RPXOfIJuyU35//Xvt7y4FPWc5eu6bLhX0skDskazPydqvXbVjZWd0ao5fO5XyxQG6BVgAfG5yJExCCXcAGmF7BBHFy0imL+Ch0NVZB5xzi5fabJW46ekvnxCAQe0XnzYtcx8/pChjRYe+zzz5pCgvYsPROHoI/AVp77bVX+l86nLR4q6N8edDL134o4ZilkbAsDwA4/vjj54JE7bbbbokl4RgmTDe96MKrHdgAeHjfA0KCOQkGZcpHeYE++Yp3cNppp6X7cuc0zmhYMYARyLGHCQbHUkEgDdMFYABXImjSGZg45JBDEggTiRO4sjwQ0LAkUQAsgFGe8pcOYMIGytsJfIAhqwFcd8wxx1QnnHBCKpd4DABo7nBnqjA2raML4KMB5vkP4AE5wKFlkdJU1/IdS1oOfDA+S693aFnOPtZDUG5mAQM876N2Z9CKrxwoGSTVAUrFysUCs2aBVgIfsQkC2JgK0cHrjAESTI3fnQ/hxS4gUzA4zvMzAXiIzh2LFGI0c8YZZyTAAmCIaAkYEcDKkkDBmYjGQnhvoAm4AgByEML7XQeOkQEkYi8UwA1gyEW+QBZmxvSRKT6CcYoImPIQSZOYAnI9JiUX7BHgk4vrADcCMAoNjt2yVJAAbkAVYZvYo0VadCUYoQB5/sdgHXvsscnj/uCDD07XxB+2DSYNYBMynQ8A+8g3F/Xnd/mqQ4yaBtWSRUDrlFNOSUBTOcWbGHeaM+XdcuDzL/f8ojrh//tkWc6eP0jl+8gW4OOTT10ZaHSK6SxstTbPCpu8Pe28tvxfLDDLFmgl8MGsYESIjtd01XHHHZeYEcwMoJMv1cSo6ERzyYGPqTFsCOCBeQB6sEoBjLzsAAsWhAA2GCERLwP4REMBDABGmByiAxc9E9sjxgAgQZyLqSLARloYKcGidPyAT+QHIAUIcszDggOA8nN9iNgJgE0upq5CJ/kBa/4XfwErBZw4pwHk/2RfFML/JkCN+XyMVNjWtKE9Wiw1fPnLX55nl4BaABTsl2ifRojYpgBgcQNGD7j69re/PTe1BYixcTBncS0GDlsGEI0lLQc+Y5W93Fws0MMCpuUxu971fMWX9i3OezeLFAu02QKtAD6Yg+h8GdsUC2aHmEbynR8KtsC0CPATu8e6xkuLzXAdEOR3AAWAIkCD9DERNm0DAjArgAfGR+hu6ctXpEvXYV323nvvBIJM32goABbgSceMtSGAj/tM0QA3ptEIFij8k7BTppmAKBvIudfUkvQJRiq+00tUS6MzzA1dsSiAXIhVVhgUgEl+9lcB6EyZAYXACsaKLTAogA9wJwiU736jL9obyAoQpSyYJHmZJsNC0YF+nQwT3yL3yc9DdvTRRyf1ME8B+EJf+R1++OHxbzpqXIE194eY4qKzaUp5a5jPOeecBzTQce3AYwE+A01ULli8FtAOGODEai9sj/d/PiTynI+8Sh6L0wKtAD6YCQ64IdiecLTFSIS/B3+Wt771rclfJfchcR9QYYdXU2KAAEAQLIkpKN+97PxN+M0AW8AOgIEBATbcB9iIPslBF7jSIPCXMZWFaeGLg4WJl9coCctBX/ebWgKcsFQBzjAhpq0wKJyIMUqm1GI6D8iI737DbmFNgA75cZw2954Lm/GrwSIBNQFolM3UEgHW+NugrE1DKbupOWUy1XXppZdWP/jBD1K5Im32wIhJJ6bq2E95OsX9rsv1A+gAs1wAy5i+i/P0YNcIWuU8O6g/bBRQRhf1YApuaGk58Pnpz35Vvfuir8w9Z0OXv9zQSgsYxJn6NYgyWPDBVjf1iTQxuHz9DJYc+Vg6F783lV+ejjy0FdpObVKZSmvlI9oKpVsBfFphyR5KYpf4CFkRBsxgMRyLTNkCLQc+V3/39mqp4tw85Ydo/rM38PnzP//zNA2MsZ7Ux1Q8UGK1JfCDWXduUvlJ13T4sssumwZh2CaDSQO2IsUCTVugAJ+mLdolPcyRURoWBbtRZAYs0HLgU5azz8AzNAUVsMZWWS5E4UawyiqrpEEilwVsL+a3MD8LsbanW6YCfKZr/5L7tCzQcuCTGJ91y3L2aT0+08oX8Fl55ZXTNO+0dJhUvnz/ll9++RTCw1R9hLEorM+kLL540y3AZ/HW/eIuecuBzz3/9u/VWe+/vCxnX2RPMZ+7hQp8rDY11cVX0kIRIM8ihwJ8FtlDPg/FLcBnHoxcsphBC7Qc+MygRYtK82CBhQ58lllmmbRq88tf/nIKvGrhwnytJpuH6itZzIgFCvCZkYooasyzBQrwmWeDl+yasMBiAD5WcwqRYbVoAT5NPDUljU4LFODTaZHy/+KwQMuBz90/+WV1yjs+W6a6FsfTOlfKpoCPEBdWbIlVJtxG7BEYGcnHknkruWJvPwszhL+YlJjqwvgU4DMpC5d0wwIF+IQlynFxWaDlwKcsZ19cj2uUtingA2QsvfTSKX6Y5erLLbdc2gtPPqaZVltttbSEXewz0doFWxU/beuttw5VGj8W4NO4SUuCPSxQgE8Pw5TTC9wCLQc+ZTn7An8+exSvKeBjmxnxxUJEjo+9+tZZZ50UsDV+42BshZXgo7a4CbFpsKCGAg/6fVwpwGdcC5b761qgAJ+6lirXLSwLtBz4lN3Zx3scI7L6eKnM/92TAj62l8NzL08AACAASURBVBGwUIDENdZYI23V01k6kd0D+Igkb/9DUeBFTxd8UFT7caQAn3GsV+4dxgIF+AxjrXLtwrFAy4HPz37+H9WFl35zJrassI2CrQzsP2cvtt13331mP/ag47MC+Fgm3bbgeE0BHxsCr7TSStU//uM/pr0FsTz2JRRsdc0113zAVjHx0vO9CVbI1js77bRTde6556ZtZB72sIdVgMs4UoDPONYr9w5jgQJ8hrFWuXbhWKDlwGeWKsKebw9+8IOTsyyfkFn+6NSBH2KT27ZFBm4K+Fx77bXV6quvnurKfn+cncm3vvWtaoUVVkg7sacT2R+MD1BLbOZ80EEHpb0C3f+ud72r6twfMbu11tcCfGqZqVzUgAUK8GnAiCWJFlqgAJ/GKs2ms7ZRaMP0EUderMXPfvaz5JfCf8UGv23QXYU1BXw6fXziYQAEn/rUpya/nTh3xx13pK12ODcH44PtsQFyk1KAT5PWLGn1s0ABPv2sU35buBZoOfC58+57q9ed8pGZWM4O+Jg2ASZmXfix8EexJYINhH/605+mzTAXG/D56le/WpneMk3ZKV//+terFVdcMW2ozPdniy22qFwP+IRD9Be+8IUEdg8++OC0e7upzn//93/vTGqo/wvwGcpc5eIxLFCAzxjGK7e22AItBz6cmx+//mHVb3/7u6lXAt+QtgAfHfRmm22WfFlM61iNZCfwtvj6NMX4/Nu//Vt12WWX9dwOwtSXzuG0006rbr755vSM3X777Wmpezxw3/ve96ozzjijesc73lHddNNNY7NmBfiEZctx0hYowGfSFi7pz6YFWg58Zmk5e5uAzxFHHJH8Uz7/+c9XNsXEVmE9FhvwmcWXsgCfWayVhalTAT4Ls15LqQZZoOXA55rr76iW2eAVhfEZVM8dvwM+m2yySfW5z32u4ucCtBXg02GkKf1bgM+UDL8Is5154HPPPfc8ID7E3XffPfbqgVmqZ0tqLQk9/vjjqx/96EezpNrC1qXlwOeXv/rv6jNf/u7Y0wtNVHLbGJ8CfJqo9ebTKMCneZuWFLtbYOaBz9FHH129+93vntPeiO2CCy6Y+7/tX2699dbkRMgxtC10e9ttnvRvOfCZpToowGf+aqMpH5/507h+TgX41LdVuXI8C8w88DnmmGOq97znPXOlfNWrXlVdfPHFadde8SPe+MY3VsCDVRnnnXdeikvx1re+tbrvvvuq73znO9UJJ5yQznHQ++xnP5uYFQHMLGHNxbVHHXVUdeyxxyZHPXP/lmta/ipUOxGt9MQTT0z72xx33HGVpbAhIp7S5/3vf3+KZ2JvG4KhUobXve511Ze+9KV07r3vfW+KdsoxUH5WV6gI7I9IqPKwQSAGSLn8hhH6wAc+UF111VXVKaecklgimwzyU5Cv9COOhjK7tkgfCxTg08c4PX76/e+7/jAs8DnnnHOqPfbYo9p7773TiiA7cBPv8c4771x94hOfeEA+pqL222+/6p3vfOfceY62NtDcZ599KiuLfvjDH8791u9LmerqZ53p/laAz3Ttv5hyn3ng8/rXvz4BmqgU+8IAMOeff37aVfj+++9PwbYuvfTS6rDDDkuAyMoNLBEHxrXWWis5MGqcN9100zRtJuCaeBUhVjhocEUzBVQADg0pYAMAWf7qO3AhYqllm4DJ2WefHUlUVjg84QlPSLscA0E77rhj8h+wfJYe0t1hhx0qeQsCBmRp0AUS22uvvdJ3oEcD/1//9V/VZz7zmWrfffdN51Hz8gLmBBFbd911q3vvvbfChlleakkuICZwHBF91XLdIn0s0HLgc/uP/606+JgL5nc5O+Bz2mlVZSBy//1zxh0W+AA93lGbYdr2QPRgYsn0X/zFX6T3zXsdguFdsmRJAjjOiSuz9tprp8GDAYYBD3+dOlKATx0r/eEadTDMMn/tpvZyVCnAZ1TLlfuGtcDMAx+d+/ve9765cmE5MDBeMuDi0EMPnQMl9pE56aSTKhvuaSwBJACDAA3Ym+2337665ppr5tLzBWti5NgplrsCVJtvvnkCV/akwdIQrA22JuS6665Lod+joQBgMETuBUqwNPIAimzsh7khYom4lgBWGnECmAkSdv3111f7779/us95wOe1r31tusZ3wJDQ52Uve1n6Xv7UsADgc+65NS6sd8lGG21UfeO66+pd3MBV37rtJ9WjNn519dsG0hoqib33rqolS6pqo42q6kMfqqrf/ra68z/+o1p+5ZVrx/HxPGNdCRbnhS98YfoOCMVWCMGOeg+8N+4x6CHagAMOOCB9H/YPwLXxxhvPOTfrqC1nj/d22PTm+3oDMjF26sbMMX3OxgZIu+yySxqY1dFZ+gZ8AShvueWWygCxn2jXor3td12v3wrw6WWZcr5pC8w88DFtA3CEaAABmhBTX14200Omg3IxJeb3XKzmwPxgYEIAIS95LtgTgAXzoqHEqtDj5JNPTpcJ0W6aLeSGG26ottlmmypGqvYsMoI1ogV2cnnRi16UfnPOfYKEEcAnyophwhCh9AGj2267LV1jv5wok2k19xAMF8BXpKYFAJ/DD6+qq66qfv/Nb471qa68str/SU+qbuSLZr+ib35zsp8rr6xuufDj1R7r7lf97uvfqKorJ5xflEfZdtrpD8AH+PHZZJPqJyeeWK29yirVT++9t5bxPf+C4pmqwpJ+7WtfS/cJiuf9Puuss9LRSYwOQI/hDWZIB37JJZfUyqvzIu/Ltttum95raZsCF7Pml7/8ZWKLTbvN6gdDbCC04YYbJh07y9btf4NGUbWxyezKDaCO/M///E9qo9iFiNg8aPpc/WgzR5UCfEa1XLlvWAvMPPAxhWQqCMtj9ROqGntjdAgE8J8xDcQ/AIX+sY99rPrgBz+Ypqq87NFYGtkBK1gYjWs+YjKq5CcAZGFRTD9hhwCpT33qU9UGG2yQGkcMT0wnyRMbFSJ/DYyGhc+N9KR75plnJh2kI/KpaSx7BYUPkCkpIMmIE2tko0c+DvISGIzfz2677VYZcRFgJ8rE98mUG+E38ZKXvCR9f8Mb3pA6ivRP+dPdAoDPvvtW1Uc/Wv3+Ax8Y+VN98IOJ+XjdyitXPwCEdcj8qyb5uehD1e0nnla9bMXtqt+9/4Iq6TDJ/KStnBddVFWbb/5A4LNkSfXzddapNl1hheonv/hFd1t3nAV8sAPAi/fE8+05907vueeeaToYU6rTNVXsPXate4gBQfjddSQ98F8MKab405/+dPK5074IYojNMH08yx+DIb6IbBN+UYMKjCUzjZ+LwIXBGjtvz61gdhwxatou7R9QyP7LLLNMmmLX3hIADDsnGOTpp5+ezrlP22oAZrDIxsNIAT7DWKtcO44FZh74KJyXD6ABHmLlE0deIAaDE2Lu33VoctdpzAASAlhcccUV6fduofW96O5FwaO+/W+aC0ABOoyAsC/yIBrL3KESgNGAu55e7g/54he/mNK2IoMe3//+9+d2P7ZRItYnqHYAjR7YIuK8RsZoj1jeH2XiLxRMEH0iwqoGRB5F+lig5VNd//7bqrr8Oz+qursb9yn3uD+ZYgq2B/vzla9Ud95zT7X8qquONNXlPX3KU56Spq5tlWC6mhx44IEJ9OhcDXQwPkASeelLXzoHgtKJIf4YKNhgszOOD+DlXZvlj2JqQ1ZZZZUHDNz6Fd8gbrnllkvThdoZYpp9tdVWSy4C2sgHPehBc4M4jJiBGTvwjwS0tDlbbrllGmSK0OwedWZwpq0yuFOPBoJLLbVUmloDhmyCqu2uKwX41LVUuW5cC7QC+IxbyPm4XwPROV02H/mWPEa0AOBz5pkj3vynt2EFNdwLXvbfv6o226yqvvjFuaL++K67htqyAquJUfXOmDpef/31E7A3QDBdTDjoc2gOvx4NVeyq7j7sqg6XH54p7RgozCnV48tCcG62PUjOWPco6txpgzU+UaYVsdFAzdZbb50GggCgdoufFfBnal49EC4BbE2swGNngn0zVdkpmOiYhvcbsFS3XlxfgE+nRcv/k7JAAT4NWTaYG41HkRZYoACf0SrJqp2OZe3DrurCBph+4bSsQw0mwqrK8JvDsJoS4/xP+Nrlu4FjLfidmN7GANVlOBcC8Fl55ZWHAj5R0Rjzxz72sSnshWl9035Ymosuuij5GbKxaUBTjBhrwOe6/3PYNx3PhYDwJ7QytVOsqjXNToQL4UsVU/qd13b7vwCfblYp5yZhgQJ8JmHVkubsW6DlwOfWO35S7XPYO+amfqdp8GGBzzR1XWzAx1QXv0ICWMZmshzKMW0Azc9//vM0bYXFCf9B95gSDOBjGp+PJeFKwOcnlq5bvGGqC/AJv0fAyUoyzF1dKcCnrqXKdeNaoACfcS1Y7m+nBVoOfK654Y7q7zc6vOzVNeTTt9iAjxWvVoEBIWIfafAJYAIEcZQmFlSYWuTXSDhSm74FnAjQgy2yEs/KVWFE+AmJMYZxA3yci+Xs0pc2h/W6UoBPXUuV68a1QAE+41qw3N9OC7Qc+NidffUtjyrAZ8inb7EBH+YRrkMQ1VgZGibjqBwLNCzouPrqq9MiDr+bsrfiLdgi5zifuyZE/DPphr9RHsCQH5H0Aai6UoBPXUuV68a1QAE+41qw3N9OC7Qc+Hz7xh9Vq2x2ZAE+Qz59ixH4DGmiqV1egM/UTL/oMi7AZ9FVeSlwskDLgc9///p/qxtvuavTz3gqlVt8fObP7GWT0vmzdclp4VqgAJ+FW7elZP0s0HLg069o8/1bAJ/YJHe+8x8mP3F8+KV0xvHho9IGKcCnDbVUdJx1CxTgM+s1VPSbjAUK8GnMroDP8ssvP3Avp8YyHCOhzr266C44aAE+Yxi1oVvLVFdDhizJDLRAAT4DTVQuWJAWaDnwuekH/1rt/KIzZsLHR3TeRzziEWmVzxprrFHN8ueRj3xkilXDKZdzriXZiw34KLOP1Vli83BCzkVk5oiflJ+P7xyXO4WT9DBRmjvv938BPt2sUs5NwgIF+EzCqiXN2bdAy4HPtTf8qFp+k1fOBPARrE6EX9u9CG530kknpUB2YrrM2sf+U3Yrt4+UqM+2erGiaTExPoJEWrGlvuw92AlYLEHv3PA5f6FPOeWUtGlzfs4Gs3U3QM3vy78X4JNbo3yfpAUK8JmkdUvas2uBlgMfq7pW2+I1MwF8ggGwdJkPiqjKOk9bH+gQZ+kTOgmsh9X46U9/mpZwRxlm94H9g2bj+vgIVmgzUf5YghJa5WY5OgbMBsjqUOwevlAXXHBB2tZCzmxlD0JBEIFGYBFgslGyYIjus6HsOH5eBfjM+tO3cPQrwGfh1GUpyTAWaDnwEcfnydu8bmaAD9bHjuGxWa6NdUX9ncWPLTLEtKGrDpvuiwX4qA9bVQAuL3vZyxI7ZxNS21lgebA52CBbUnAAf8lLXpJsJUjhaaedlqbIbE7qGju8u8+2FGwI+Kj3UaUAn1EtV+4b1gIF+AxrsXL9wrBAy4HP//zv/dWdd987M3Vhqsj+WvasM+r/2c9+NtMfOtJVhOG2THOp7HEZn2984xtz20oAOZdddll19913JwBkCgzTI+ChjoGceuqpaXPSt7zlLdW//uu/pnMAkl3ZbVGRCyAUm5rm5+t+L8CnrqXKdeNaoACfcS1Y7m+nBVoOfGbR6ACEiL9G/wDFLH/oSNe2MD1R3+MCn5tvvjkxNdI75phjEmPDwZlf1kc/+tHq4IMPTlNdNn/l9HzggQcmp2O+WhHl2Q7sQAo2yDWmvziI2+dL+qNKAT6jWq7cN6wFCvAZ1mLl+oVhgZYDHx32//7m/pmtC/rN8mdmDTdAsXGBD4BiSb9pSb5XfHdM92F/7NiOAbKqi+/OiSeemPx61KMpLf5BhFP0fffdl3y53vzmN6drsEavfvWr0/kBRej5cwE+PU1TfmjYAgX4NGzQbslZOqqh0VhMQmKUPYm0F2yaLQc+N956V7XlnifNhI/Pgn1GZrBg4wIfRbKqzQ7rTcpnP/vZ6gMf+MBYSRbgM5b5ys1DWGDBAp977703zVOfddZZ1fe///1kEqsQzjjjjOrss8+ubrvttnTOCgXXnHPOOdXHP/7xIUw3+FKA5HWve11lfvziiy+uXv7yl89tAjj47vpXcEI0P7+QBYVu9Uhj0nLgYzn7Spu+qgCfxh6IdiTUBPAxzZdvPtpEyflLae/GkQJ8xrFeuXcYC7QC+Az7kqJz99lnnzRnzVEPpWvJ5l577ZWWYnrBYsRjLlvsEasRLPM0T43azYXT5u23355WQsR5LM6dd94Z/86tDLnjjjvmmB1z31tuuWVySKST3YsjbStKrKbgBCr9XOTlfIgGxTXSzgWD5BzAdqiO/P8knDWt3BCZlrg2vsd1ykCPEAHN3CtN/hkhqHA6+T1EesrDSTQocA2qex1JHJUzlrmixON7pMWOUV5lZSN5hr7yRcPvvffeSd8oX9w/0rHlwCdtUrr5bGxSOpL9y00jWaAJ4DNSxvNwUwE+82DkkkWywMwDn+OOO65aZpllqnPPPbd2lemI11tvvcoKhhAd/Nprr52W18Y5xxe/+MVprjrOPfOZz0zLM+N/zNAhhxxSnX766YkpAkBQxW94wxuqI488Mi3xdK1AYPvuu28K4nXQQQelFRCo33XWWad6+9vfnqLEAlY69UsuuSStnthzzz2rnXbaKQEgaUjbagl5WU4qtobrn//85ydQpvO3FNU5oIXjITbpWc96VkovdAYUpW1Fhnl3zojnnXdeOmK2iDgmZ555ZkoD40WOOuqo6kUvelGa77fUlR2BEvcITvaCF7wgjRTlDWipm7XWWqv6zGc+k+KhKJ80rQxxL3ApVsi73vWuBESVC+O2//77V9/97ndTnu94xzvSMlorRNQXUKQ8ykV3vwNB8gYi2TQAVUpg1D8tBz7fvenH1Xo7v7EwPqPWf0vv0x6tuuqqLdW+v9pCDGjrP/ShD1WXX355WkbPRSAfcPVPofxaLFDPAjMPfDbYYINqyZIlqQOtV6Q/XKUz3nDDDasDDjhgLiQ7UAEQAQwYDAL4fPWrX51LWodvKiwEA6TjJl5CYe6f/exnx8/VrrvummJaCARm5QMxvYVF0kEDQ0TcCwBGGu7BmEhL/iGYjGC3sFT77bdfYmB0+KazyHOf+9zq1ltvTWDhbW97WzonroZptBBAYdNNN02Oiyjopz71qYl1kvc222yTnBcxYIQjI7BHV7YCOIiYHAKYYapCXvjCF6YGCRixCoRg0dgSqLGc1ZJX5VR+weJ22GGHdB3gCuQRwBHI0tA5hzm68MILk10xQuoN24Ox2nHHHZNugqeFfVMi4/5pOfC5//7fVj//5X+Na4Vyf8ss4F170IMelGLwGGAYHBiANfkxgPHxjnqn4+N/55vMK09LW2LrE24BBk3ahwJ8WvaAtkTdmQc+Am5hFlC8wwoAABwAAXx+iA5fHIpnPOMZ6aUCdHLgg1l43/veN5eVqbCrr7567n9sDTAUgt0BqCwNfe9735tOyxPLI3/Mi2kjqycAB6wOgCGyLSYFc5SL5aHYFXmYrgOGsCaCrhFLSE3fWXbKP4kYHQFeIdgW00LYE+X1HaByfvvtt08ME3vQEVO1xRZbJL0wW8pHnAdwTD0BHZicpz/96RUnRis8MDTAnLSBJ3YA4lxH/9jCQGNJjOKwVYSdNNjA3MYbb5x8rDBBrgGCAEuAja3YT+PnN41kY9Jy4NOYHUpCrbKAd8EAQNtg0ODdfdrTnpbeI+/SMJ+NNtqo8nGPHevjY+CBHX/Sk55UrbzyytWKK65Yrb766tWaa65ZrbvuuumeuLYzvzzNzt8G/b/ZZpslZteyekERsVvKO67vUKsquCg7LxaYeeAzihWwKV4Y4qXxwumkdabEb15QfiU6bECCABfbbrvtnG+Jc4CQpZ0EeMDEAA8hAUpMJ8U0EjYEAAB8nvOc5yTgI23sj3PAFDYHWAmdpIftwO4AP6af3Av4aOD4CxHgCajgzCySKvFdZNUQAIdewvEDPxgmAEh5lc+0H+bIslRTXuwDZLCFsPUESLnooovSFBmGDAODLQK2gCPA0fkAXwBOMFDup7eRWwQ5ky4bEQwaRkk5dtlll3TOH1N4YoVst912SV+MDxuwmfstw21MWg587v/t76pf/uqPbFxjdikJtcIC3lfsD78YAx+DCEvR635cHx/3YMgvvfTS9G4b+Bn0GBhphzC02jYfbaHpZuDEAMi90jEtP6wOnbqGPnRRLoMg7WMBPq14JFul5IIEPhgIHTcWAUugA+dgawrKOWzDhz/84VRRWA6UsfM6VkxMLgALkOJ3HTbQhNEw6pJHsDz+D6ZIY6GB8NICBxgfYAaLY+oIeHGN9FDHMe2kgzdlpVLoDRh56YGvYHwABiBIo8dXxhQT9iffVPCXv/xlYl+wOtLmt0NvgAid7ChuBybNEWujIaXLRz7ykVR8/kEaN3kBbHTldwQosZ1yKS9gc8UVVyQwhY1iJwAIuNKwmYYj0sUiEdNa8gJ05MP+bIp5U09Gs/QFYOVDX6M/+bvXfWNLy4HP9Tf9S7XBs44rPj5jPwjtSsCzrz3xTmDBDR6AhK9//esDP3zo4uN677LpaEADa21AY7CCXfXdew7QmHYySAKM/B4f7YPzrsHQWHUZ6TvW0anzGtP/BqKmuQzctAEGUUWKBZq0wIIEPgyk49QwYFFCAALndK4hWBwjC+fzlUzxuyMA4/fwv3EO8MhXdXlB435HH40U1oJ4eX33YmMxQkwf2RQwBNCJvHyXBrAUox5phLMfoEQPEnn7Hvk6dn7PfXaswNKA0s11yhCOw4BQpIkpci0d5A0Ixao4QAfgIe6lO+AZ/0uz2/ewi9+kHeWgBx1z3aPhU3+x0islOs6flgOftKprs7Kqa5xHoK33eg+9P9hcPnUWG3gven387qO98n4ahFnFqt3RHgEfwJMpfTvWcy+w+MCgR9uIhfUdGDEAc53/HQGcACvuEzpEHvKKfHvp1e28e5TJoE17q73RFhQpFmjSAgsW+DRppCbT8kJjckyH8QvCdAAZbRIjPUyMqTaruzSCrZOWA59rb/xRtdLTX10Yn9Y9eOMrDAgABAYmBhYGCvkHKHLeEXgwYMCeABWAjEEGcGKRhO+AhgGiAYhjDDAMEKUjDUBGGvJx3rWOzkkTIwsgOe9/efkN4+ye0IdOua7dvrtW2QroGf9ZKSl0t0ABPt3tMvGzGgcjnrZKsEBtA21z9m458LnxlruqzfY4sQCfuQpdfF+CFcWIBmvrHEYIeAjAA6AI3oqJ9d00tP+x4oAI1hf4cb37Mdz+Bz4iD7+5R9rOATQBklznf2m7Tz4GeIBPgCN5aStyPUPvzmPkufhqtJR4vixQgM98WbrkM1sWaDnw+d3vfl/d9z9/CBQ5W4Yt2kzDAsACYAFgGJQAKcCH/32AG0DEbxgcYANg8b/zgBKRDuDinlykLc18oIOtcS4AE1Bk+t39PsCQvKTl/9DJOWxOkWKBaVmgAJ9pWb7kO10LtBz4TNd4JfdZsADwArAAGAEsABmMjfPYHH5AgA0Q5H/AhrgGGwMQ5SAEcAFQgJhc+gGiAFSRjnuBHefpJS8gC2gK5kge8gaeOvPK8y3fiwUmYYEFDXw0DOaw675YRiJWR5mnnoZoODQW0Tj100FDovKsitK4hbiX0yHnxEhHus6JJRRizt7qCc6MMdqL39hBg5WLPDRmGllpu4+jIxu3UloOfOzMftc9f6z3VtZBUXpoC+RgR1sBQAA7AIvFBdo6YALQCXDh/Y62wO8AB9DjnjhPEb+5p5PtCSWDucnv8Zt8A3jljJD05EFPH9+dU4aYYpNf6FlAUFi6HCdtgQUNfKxWWGWVVdJyyzqG9NJa1tnZ6de5t4lr+PwI2FdHLCG3vBsgiZGWkZUoqxymLSm3PFxjJX5OBBYEgDRUIiq7RmwOy+ut6gjh9LjzzjunkVqco9dVV12VlqRbxWV5uyXqkXdc15pjy4HPdd+/s3rKtkcXH5/WPHCjKxpAAVsCQAAtOdiRMkDh/Q8A4lqDo1wAIPe7JgcocQ1gAoRIq5u4R97d7nVPACoDp1z8FgBI+gGAXOM3gMe9fqMf3QGj1g6q8sKX7zNpgZkHPuJDCM4nXsWwIlaMODMC8xEjFTEnTjzxxHTUMIhh4X/5eAnFrgAWvIxi3IjVI7YOtsQSbttZAAw+GgAvsWBfYl+I5WN5p0jHYgYJmkiMvuyzJaYNpoQIAmZbB3m7lwgYtsYaa6RtIzgghnAixOy8+c1vTgEDNQhi91gK/8EPfjAuS/F0BGYMoZ/yiYgaovHTyDzvec9LZXReNGZBGZWFsJMl984TS1QFPgRy2DTOpx/b+qflwMdy9tW2eE0BPm19/gborS3S+XeCHeDGwCXEdyxsgAZtV+dgxPvsGqDFQEnaneJcsDKdv8X/0gGa5NFN/O43Ds7drpEH/eVDXzrluvru92CrAgRpswoI6mbxcm5UC8w88LEJpr26RC8eRrzkOnerp+z35CXyQgrx7rull+JOiEAMCFjeqeO3QaalmEAGlgTgEhLeC4lNARAAEYEPRRMGkGwaKPChyKOrrbZaYk8E7xMsEPgQoE+EY3mKomy0Jh9MjLQwN5aE33zzzUlXoCcaN/kqh/To5VrxNz7xiU+kwIT5NJdGUjBCbA0ARjQi8hTJOeIFuU6a7BGiXNigEHtrxT5iQF5sPSGwokjR2DTxQForLQc+197wo2qFp72yAJ/WPoB/qjhgoD3xfgIGPt5fbUAne6Nd8e4H+4Nl6QZotCPScF0nE5NrAKhoFwcBDNcBP0BOL5GP/JSjW3oBgIKdAoCivYs0/a/c2kpp0c11yt0tzbivHIsF6lhg5oEPFuTJT35yir5cp0BxDWYmNu7UgQu7rvHAHtkyAgjxYtk3C1gAKrzMvgMjGBvMhtGGBG0e0QAAIABJREFUbRWMRnT4IiUTEZtFIvYymgbyMnpBgR0CvNhzSj62hHAtACEt/jWiKQs1T4AJU2waKExLPgrCNAE7IZgjU1mATb5nWPyuwVBWe+lgrIgyiBRtDx6/+Z/OOfABDoGZEA0NUKhxMhUWoImubHj++efPBTGMe1p1bDnwuekH/1rtuP9pBfi06qH7U2UD7AAx3rkAO8BDJxjQPgFGAWQcc4flztRdq00CHjqBU36t9ka+2sNBAnhI07GfaGOiLHl7lt+jzVRO5ZZmNwCkzHQPwOW6YJ2c7wfA8rzK92KB3AIzD3xyZYf5DnTYj0qgQGyHPbBCTDNttdVWielxzpSTHcq9qLanAHzcZ5dx01eYHCLg4Mknn5y+83Gxk7mXFXviRQdoAB+NGadqOnCU3nrrrVOAr7yxkLZpKIL5weDIP9+7ym+mywCQEICMX47w8FinXiIyqw0F88bTPZtvvnkqt/zpTrBidJR/LoCjLTIAxxhN2u5D6PrWS8uBT+vtv4gLAAjo8IEd75wPENMN7DCTd89vOnwdv/vytqTTlK73bgeYGMSQuBb4iHe8M738f0AjgEd+vtt3wES6Pv2Al3yBLumyBaYob7cibXkrd4Ag1wJ17nV9AUFhqXIcZIEFCXysVgJsvHAaCUCG7wv/HcyKjUYBHNNL9qQxDWU/rGBcsDV2TbdnlOkt0z5eOP4t9rciDOcaLym2xMgLyDGF5UU2dWZaDSAybWaqiLOxjf2MxDA7ASD469BD4waAOe870WDYQV6UZAwUhkq5gCbfc+GLg9nhr0RP+ToHKDkHxGGBpMk+fJGwTtin3Fco0uTTZJpRmiHAUOxJFudaeSzAp5XV1lalA+yEE69O23fveS9GxHnT79531wMo3QBBbhPtVAAIbdIgkYe0o70ZdL3fA3jUARrawmCoBukTDFAAPG1rL8DkWmV1TZRXPgGC6pSjXLN4LbAggY9VSTE1E1Xrf3vNAD0XXHBBmory8thkz/9GR8S+M14gDtFYEy83gKGz59MSfi2msIAKDZFpJy84QOO7ezQkNgGM0ZZtHjBNpq78bhVVTDXxNYoozpaK08cLHaJxAoyc10gRYK6zjBqJj3/84ykfPkEE8LL6St4xtSZ/IArYcV64+W4iXyAs14WumK3WS8uBz6/v+9/KdFcfV4vWV1HbC+D90Q4E2ImBmHbCb73Ee+yd8667B/jpd32kIy/tmPZrEECKewI4RDsV5/sdAQ66OdYR7Y18tHexgKLffXRRlgBABq+9AJB0XK+dkwd7hQ2kUcdu/XQpvy1MCyxI4DNuVXnJ+PpgOjgt+965a/u4eZT7p2yBlgMfq7pW3bxsUjrlp+hPstfRYh2GBTvAgc7bfTpuUzg67jqAxKALOAAssDHSqiPAkbzkM4zQCSiR1zAC9NARQKlTLtcAieHgPGiKjy5sgVlyLXDmw6bS8VuRYgEWKMCnx3Pgpb7wwguTUzWmqMgCs0DLgc93vndntfqWRxXn5ik/lkAGAAHsYFqCpdG564AHdbadnbtO2n11wQuwhOXwGTSV1GkqOgIwdUBI573DTHfl9wIgwJZyDrJN3McWyjYMAHIvECo/eUW9AER16iXyLseFaYECfBZmvZZSDbJAy4HPNTfcUf39xkcU4DOonifwu44YK4zBiM4Y8KgLdqik0weW3KdTdm+/6ZzOYtBB/gEihp3SCbYHMBhFhp3uyvNQTuUGuupOyblfmekbNgdo6k63sQ9mK8Bp2BwIGgX45eUp39tngQJ82ldnReMmLNBy4HPr7T+p9jzknNJoN/Es1EijE+zoOHXcAAvWpS57oaPHlrjfx/dhQYvrdfpAD/BEt2El2J5R7pWX+5Q/VoYOm78yBAhhv2FE3jkDNAwAkk83hk456FFA0DA10d5rFzzwyV9sowyrrcYVow5O0MO+sOPmW+5v0AItBz4NWqIk1cMCOkHsBHCCZQiwM0oniZkIvxOAAWCpC5Zy9XT4wZbUZTvy+31XJqBpVLYn0ht1uivuZ182ocuwfkbSCAAEQAXzpU3O2/zIq9vRdWyRM3fqRrmcLyCom9UWxrkFC3yMKAQZtOmobSdEYLYqytLtccVyd/FtNECLSawOi9VirS93AT6tr8JJFEBnB1BEp65DDWbD+WE6Q9cCKtExA0/AxjBpRBndQyf6AAujgKZIy/10qQsQ4r7OI3sAg6MCMOnRQbmGdczOdZEGwBN2dhwGAIUeAXLVd9Q73TBE49oq17d8n74FZh74GF2JQaMBGUbEsBEY0AvgRbfEHfCxTF0gv1jaLU0PuQCC8gkR1M85LySxfN3/XgovQSwBB7DE5rGBZ/5yaOAEMbT825J5Et/jOmXzm5g80ZBJ15J5y8hFkyYaPcvf83POxzkBFoPJssTddcAZsezd8nN7lMV+Z/QVwygEgHOPMhAvO3tJ37VEQ2nrC/GPnG+9tBz4/Od/3Vdd+Z0fPuCZa32dTKkA3i+dt/fR+60z97x7D4YFO4ogPQyGNKRlKmbYjjg3hY5XWtqpUZiRPK1ge4ZtT/M04rt2jL3YaVxRrgB17DeK0IedYxpwFAAk33gelCt/HjBDBQSNUjOzd8/MAx+B/gTR67Y9Qy9zmr8WoC+AQ1x30UUXVfb+AmDsMC6GjYbt4osvTgBEhGcBDoEGHTx2A0ACEmzb4H/L2r0MrvViCApoewzBAL24IYDSmmuumWLlCF4oyKFYPAIi2piU0AOwwELF9hLbbbdd2oCUTqJAe4kBJv+LJSSys5cbYBJMUHDF1VdffS5GkSCL9ATwvPi2/LBJqbzsd4apsimqLStsmKqxdw74Ovzww9O94hdJU5wf+opireEV0PHAAw8swCcqOTtusMEG82oXe3Utv0nZqyurgqG+6ty8RwF2vLvjgB2ZGwRpEwwkAJ5hHZa7FSAAAd2AlnFFe6JdaEqAAe1hDObGSVd9BOhky3GkEwABeqPomD8nUa/sZ6pyXB3HKV+5dzwLzDzwsa8W4KNzrisiKAM+Hs5cAIf9998/nbriiivmvsc1GKFDDz00MTU2Jv3iF7+YfgJ8/C/yMvECAA7Sl57ptM4RlCXwojgTzM+2226bvmN0RGfOXxp7ZAF4XjKAim7EVhGdU0uAjyCHwJRgjISNNODAmr286G2LDkdba9gVnvhNtGlCZ5UP6Nlaw7VAkyjR0g/dgUA6EXuE2etrQUjLGR/L2Z+4VVnOPsyziFUNsBOdGECh8wYqRukY5Y8F8P7ptKUL/OTv9zA6xrXaAsAJ4yxt/48rBnkAHhs0Jeym3NJuQoLdYscm0pRGMEDqGhM/aj17frTz6iWeH2kDp+PWdxO2K2nUt8DMAx+NkqmpYV4CD6PtIryQuQA+OnZiWst3D/J5552XQMG+++6b2Ba/mxayY7m9sQhn5m222SaxNRA/NoZuXiRTajvssENiXdLFVZWmq6RHRHi2JQbB3tg9XXlEWbb/12GHHTYHfACq2CwUo4NxApaAF/uErb/++mn/LgAESMPK2DzVi4dVsomqLTiANMDsjDPOmNtY1f3YKeIeARoBI3uNieQsL9Niok87R4A2ARwJ4JRvX5FOtvVPy4HPNdffUS27wSvKcvYBz1+Anbyz8v6OC3Zkm3eqWA8dYExZD1Cr78/SjSmWzgFV3xsH/KjcPk0KEEFXYK8pYcMAK02Vn03DkXpcAKScdNT2S1M/4+O7c008A03ZsqTT3QIzD3y6q93/rJcRoDBNozHyoGMxdPJYEYItMR1kE1D7eGkI3WNKC5p3D18bYAd746HmPwPg2F4C84IN4QtD+L+Y7gqxNYVriKkjvxNpmM6K/cMADUyTjUiN6kxHha8RXQAYU1B8lui1zjrrJPBkg1RAx3YacT0AZk8v4kX0EpqmAlgIsHPqqaem73ZZB4SuvvrqtJmrkZuRoDwwTlgpAnRhhAgdTO01QbmnBKf5p+XA54d3/lv1sqPfX/3ud8MvZZ6m2ecjbx2PDrMb2BnXR8M7Km0AAnvi6D1rgpHRbhmsRLpNsgje7abZnqhLbWdT012RJltguugs/aZE29UJgMatO/WknwHWAgR59jwnBQQ1VXPNprMggQ8TecB18jp9G3bq4IEIG3aSG264YW7z0be97W2JyQES+NIAPTp5wAnb5OUzNQQsYEOMHkz7aKT4CbkWs5KPTvgXSZcASvEdg0InL8v73//+6k1velNKC5PiBeTrgyEi/HcAM8AL+JGHsgBL/ISwN5go4IevkFGXqSz6vOc970kvo/OYJWK/sHBW5udj01YiQjXQp/x05SgNFBFlV1YNkd+wUDnASxe18U/LgU8bTT5JnbuNwIES7yiwM65IX1rBxOg8tQNNifSD5dDRe9+aFLaQ/iSEHXT4TU6hhZ4BBAGJJm0yCQBE5wBB7M0mBpJ0Z5txAVbYpBzHt8CCBT7jm2Z2U/DSYo2AHsIXKKawZlfrGdOsAJ8Zq5Dh1dHJdE43BNjxWxMCNOUOy1iIJoBUrlswrTrJSYAHAzIDmCaBWq4/QAIQss0khP5AhLptql5DzxwAKQPmpimA4jkBYg2k6R82Ug9N5RHlKMfhLFCAz3D2mpmrMU+vfvWrE/NjCk8HUGQIC7Qc+PzyV/9dfe6KGxodBQ9hvaldGmAnn1bwXYfVZKeoQzRSjw4L89Bk+gwIMOgYOTArQ9PpRyVNku2JPIBDHfukOnT1ARj6+N60dNZ3kwBIPUs/QBAQGiDI+SaZrKbtslDTK8BnodZsKVd/C7Qc+CTn5g0Xh3OzkXOnD4WpJuea9KHQAWFcgBCdk5F6kx1g/kACOQCJfICqSXV+k2Z7okw68EmySvLJbTYJZkwenjWAV1mALHXTJJgLEBRAEbD2nAFFBQTF0zT5YwE+k7dxyWEWLdBy4GM5+xpbv3bBrurSAel0gAOdg04I2MFsNgl2PJo6NunqgHR48tSxThKMBJM0qekn5aK/MrHbpEVewWJMMi91FcAEKJ2UeP5M3cWz51mcxHOn/uXj+Q4QJC/5F5mcBQrwmZxtS8qzbIGWA5+rr7+jevz6hy0Y4KPjnE+w49HEIBhpR6ejQ50kENFp6+SAK3k13ZF2vm7AnLwwCfMhwWJMCjDmZZCXsrHnJPObDwCkXJ4N7JznwvMYABy4m9QUaG7Pxfa9AJ/FVuOlvH+wQMuBz51331sddfKHW72cXYelU+5kdjT+OoFJAYPOzkwnOukRtvSDUZokUxGvN9tiYOaD7Yk852O6K/JyDGCnjJN6ViI/4CNngADmSeUZIEi5ApRPwo8tyrYYjwX4LMZaL2WuqpYDn7ZWYYCdcPSMqYRJgx32wuboTGKaaRLTF93qBdAxggd85ot9iTznKz/lVrfKCEjOl6jTqM9Jg1dlAoCUL55bz/EkGRngCsADfOTp4/skBwbzVXfTzKcAn2lav+Q9PQsU4DNvtu8Fdoyg+dIY4U5KYvQcjsQ6Zh3JJPOMsui0ALomt52ItPsdlQ3bI+/5lpg6VOfzJQCP8gIFk5yqzMsD7ERZ5TtpACRveQK0AYKwQYB8AUF5zdT7XoBPPTuVqxaaBVoOfO79xX9WF3/qqon6N4xT5To+nZDRcXRKjvMBdugNdOgk5Ilt0VlM0mG501bKHuXWMc2nBNszSSaiV3mUm73nC4CEHupbHcsbsJ0vyQEQIOJ5nw+7BwjKnf8B3UkPJObLrpPOpwCfSVu4pD+bFmg58OHcvPR6s+XcjGnoBnZ0Bs7PB8uSd0RG4jqD+Z7uMYWmA9YpzUcnmL9gbKwDBjCnITHdNY385S1fDBsGZj5ZJ8ArZ4DmCwApI8ZL3uFDFvXvnZtPG0zjeRs1zwJ8RrVcua/dFmg58JmV5ew6WqNMHU4wHI7zCXY8iMANkAPsaPjnY+qh8wUI1mEaHW/oEmzPfPi7RJ6dxwAA8wF0O/P2f9jANNB86+AZAHw9g55F78V81QWQ4z3w7gFB8o930fkCgv74tBTg80dblG+LyQItBz5Xf/f2aqn1Dp3KcvZuYCecWuezgdWQG9Xq4DAsdNDp6XzmW4A/nZ2P79MQ5dbZ6fimKZ4B9TEtOyi7vNliGqyb/NVFAMD5BkDyj3fDswD8xPtBJ/Wz2KUAn8X+BCzW8rcc+Nz9k19UJ5/7mXlbzq4h56uCVYnRLKARDel8jiYBL34c4bDsSLf51CFeG3nqXCa97UTk1++oLnSy8z291qkTm3g2pjHdleuCaQkwOq3O3rM6LQYobKE+AEH1wR4xDUuv+WKjQpdZORbgMys1UfSYXwu0HPjMh7F6gR0N5nwyO1FW+sg7ptQwPRifaYlOI8AXvaYpbKNTmzbbEzYItmO+p5oi/ziyS9TRfDuZhw6OAYDi2Z3PKbBOPWIAAyQHCMKUThsw53pO+nsBPpO2cEl/Ni1QgE/XegmwA1TkzE6MDqfBqgAYOvTQZ1qdRm4wjJOOQ0c2LTYh12dW2J7QiU2mPd0VugAdmEqs3LQBKl2AjJh+ote0WBfvuufYu+5Z9rEyzjm/LWQpwGch124pW28LtBz4/ORnv6re8cEvNzK9Y6QXDWCAC6PkADu9jTjZX3Se4bCso9C5T7tB1nEBXjpRuk1bHzWg/nRa7DNLMgvTXbk92CfqbRoAPtclB0DqzrM0TQAdbcBiiRFUgE/+NJbvi8cCLQc+ybl53dGdmzsbOo0vsDNtyjv8EWJ6IhyWdRTTFiNz+rAVO82KBBs2CyAstwmgAUjPQt2FXgA+JkoHPwv28rzTKRgg7Ms0ARA7aRs8395Bz7o6pJcpslmqy6jTUY4F+IxitXJP+y3QcuAzynL2aNBiVKdR833aYMfDpEHVAQAW0TFxyJz2yDwedDaiF/2mNTURuuRHdaoepz2Fk+sU32dpuit0cuQXpjMHNmalLgMAxfMPaEzTfy3sxT6erRwEYTy9m20GQQX4RA2X4+KyQMuBT13GR8PVOXoDdoAMnea0xahbw6oT0oHPwog3twn9TEOYItHgz1pjP6tsDxvqzHXk7DZr4tmnm2dOJz4rMqsAiF6ALBYvwJl31vMHoPm9TVKAT5tqq+janAVaDnz4+LzzQ//ctcHpNkoLqnoW6H2VSEcdoo7H6FsD6twsiQY9ANk0VwT1sgl7YaFmke0JnXWUbDhrgJF+dPJesKHBwSwJIOGZC5BhsDILDBAb0Y0uUbfsp479Dxy1AQQV4DNLT3vRZf4s0HLg02kojTgWBzuhEdJQBpiYpYYoRo3hN0DnWRQdoU6HPWdV1K+Oe5bFs6euZ4Fd7GUndU3HWQWQbOd9Nt2kvmfNlgB4sMremVkbZHWr9wJ8ulmlnFv4Fpgy8NF4YTw0uFiPYBb8n58LvxJHDZ8pF8ef/vQn1e9+8+vqRz/6UXXHHXdU119/ffXDH/6wuuGGG9II1jkd47/8y7+kkdidd96Zjq43MnOsu5KEnjoF6QMqwx5vv/32pAvd6HXdddel8kY6zknfMXRzDJ3dX8enAJtFV7YMO4X9wsZh37C3Y9jW0f+33XZbdeutt1Y33XRT6nDuvvvuZCu2lP6Pf/zjuSMbh55sWhfIuU9nETYY5ogJoB97fe9730vMgPulx1b50TX+Dxvn9V/nJVcPkd4odf+DH/wg2Uvdd94f6ebHTn2j7gcxlYC/59m7cdddd6XOV70BDPmz4Peo5/yZUIdsqe7jGkf3SiPSkrZ84pg/E66vw8qwqec9r6tO2+T/u87/9JPftddem/Shq2eh37PTzbau9z4NsinQqqzK75n3Xf6ATW5j/4dN1R996XrzzTcne7Jt5/sWTFanjfO05eW6Ojat8yzn1xTgk1ujfF88FpgB4PPd7363uuWWW1KnpEPSaOQf5zQiGg6NlaOO5Cf3/Gv11W9cWx3+xvdW373++uq2/+ukNUYaQ421jlFjLX3/a4Q0TnH0u87o+9///sA61wDdeOONCQgADhq1fkdp+j0/0k2DLS2Awu+OOh9HusUxdHSku/PXXHNNAk/9lNX5AYDKHHbLj7mNw7ZxzG1Mb/XA5mFTRzaLY9jWMfSU71VXXVWLOXAf+ytbbqtBto3f1YfOKP6nM1t2HqWf25iu8rvyyivTs9LPnn5TL/SM+/I6lU7k3+voemWlb17OTj3j/059o+51iP1EJ01PdaDePGfeBTYK8BXvkGci6j2eCfWvfunhnnhu3BNpRJpxjGfBUR7K6PkbJOwQdd9ZZ502ym1Mt7hXftLIf486iOvCpnHMbetdBCoGiTKxKVtGeaP8jrltw25xnu3c78O+3qmwe/6+RRqOedruVybtZNNSgE/TFi3ptcMCUwY+jGS0o0E3AsQA9PvENY6//c191VeuvLFaav1Dq5//4hfVf/3nf6bO1v1+x0oMOhpxavhcN0iMuDTQ7gn2Z5SjvOjYK51+Omvg61D8Rqc+kVc/m3b+1nlP/N9Pr9zWMYqv4ywbK5562aLO+X627Lw/L4Pv7AmQDBLTGE3Ufac+g/7P9a1b994l75S02UYa3Y6d9R7/uz7uyc91SyPXL94FeWNFBknumxX3zvdRndJjkChP2DSe9V726DzfacuwaRzj915H9ehdrmPTQeXo/L0An06LlP8XhwWmDHywE1gMI2oNgZe77ud//+e/qyuuvLFabcsjq3tTJz/c/fLR2BhhGQ0OEh2k6SkNUV0dm7xOg3v11VcnO/XT1ag/pgGGtWkT+tKTPU0vDBL1/p3vfCfVQxN5D5MG2xidG1EPEqDj29/+9lT0VCY29Z4MYnyUgz0xBtOoe3liM+qwEwYcntNp6Mmm8pU/QDNIlAc7Mw1d5ek51fY0LQX4NG3Rkl47LDBl4MNIGp4YJQ7Tcf3mf39dff3q71crbPrK6le/wu4MD3x0KObdAaBBEozPMDo2fa0OeJBPgnIYIY5i0yb0ZVN0fl3Gx6i7iXyHTUOHYgrRZ5Bgpth+2DyavL4u4yNPoEI9NJl/nbTkKW/XDpJg0eqkO6lrhmF82mDTQTbv/H36wGennTp1Kv8XC0zeAkceWVVnntlYPhtssEHym6ibIMbHqKsb42N0qyHtLfdX11x3S3XMqZdUd919T1VVo+2ro0Gr0/m5phc7QddJOB92lp2PQR3BDmCoOkeog21aJ/XB19Sxp1T6MSl0rQOeBmvT+wrsnXwGCfYq/Ku6dcL9n9NBqdf7vW7d86/pxU7Mh03ZAuszSNRtP5vWAU+D8hj0O7ZXGzRI+OcoU+f7REc2nXSYBwOzOjZVDoxvXZku8PnkJ6tq2WWr6oADyqfYYH6fgSc9qapOPrnuezLwumGBj5e0F+OjU0LZ77///tUzn/nMavvtt6+222679Nl112dXexx4bLXS5q+pHvmUl1VrbntMtc+Br6l23nnHuWvi2kHHbbfdttpxxx2rnXfeueeHDhoe7BA2RWOXd4AYgQ996EPVc57znAfoOSjvYX6np+v76bnHHntU733ve1MDbTTbqSubApkHHnhgtcMOO0xEV/W09tprV894xjOqZz/72T313W+//dI0Y9g0/BjCrmz60Y9+tNp9990noqdn6ulPf3q13nrr9dXzuc99bvX2t7891blntdOmOiVleNnLXjYxm9ape8/Fvvvum6bkPJ+ha9jTkU0vvfTSSpnUU/5ODfMs9ruWrp6tfs+pOn3b2942x0x22hTAcO7QQw9N7+ak9FSOnXbaqa+ubMpZn03p5NNp089+9rNTt6m2561vfWtqo7HCAN0gEDRd4HPXXVV13nnlU2wwnWeghn/LQMTzfxcMC3z6MT5GhEZaD3nIQ6o3vvGN1amnnjr32em5L62WPGTHaslS+1RLltu3WvKYvaolf7199eKDXzV3TX79oO+nnHJKdfLJJ3f9vPnNb64e+tCHpk6YnweWAkuUgx/Ff8ELXlCts846I+U/SL/89366br311glwWOmCIaBnPuVlObBR7l//9V9XxxxzzMR0Pe2001LavWzqvHq98MILE+PXy6bAxJprrjkRPdlRR0HXfnoCSKuttlpaqYTJAihzm2KD+GA8/OEPr17zmtdMRNeo/351HzY96aSTEuNDT/Wfd9Se08MPPzyVJ9Kc1LGfTXfZZZdqhRVWSH4ruU3jnQLQ6f+oRz2qOuKII6Zq04c97GGp/cGi9bKpd0l5JmXLSLefTYHJJz/5yXORpbWfAFA/8DNd4FO3VynXFQvMuAWGBT5eys7OOUZT6GNOhausssqflPqVb/lYteTvdq+WPOEF1ZLlX/CH4yP3qD7wiWv/5NomTqyxxhrVRRddlBpqgEJjnXd+8sBgvPa1r20iu5HTeMc73lFtttlmaXk42+mQsRHRoQA+luWutNJKqYEcOaMGbgRozj///FTHvWx60EEHpVF/A9mNnMT73//+BGhNIcWS5NymgA+fJs8ppmKaAnifccYZSc9eNj3ssMOqF73oRdNUs/qnf/qn6ilPeUp6n2IaKZg/7z/gY6qWTYHiacpGG21UAZOWlFvq3+3d997vtdde01Szuuyyy9IgAUDzCYav31ReAT5TrbKS+UKxwLDAJ2d8+AYE6HEM4KOT1nHncuBR762WPGzXP4AewMfnYbtVZ19weX5ZI99ND6y++urVCSecUH34wx9OI38NC8AW+soI4/OKV7yikTxHTeT0009PUzdA2uWXX54aalNbMeoHfMSiWXHFFdOU16j5jHsfwGt0euyxx1aXXHJJAj/dbPrSl760eslLXjJudmPd/653vat6whOekIDvN77xjbkYUGHTAD4rr7xybT+MsRTqc/M//MM/VMDi5z//+eSPFtOz+XPqGX3+85/fJ5XJ//TBD36wWnbZZSvHr3/96wmoAxRh0xz4eF6nKeuvv36abv/c5z73AJvGYIJur3vd69I09zT1/MhHPlKtuuqq1Te/+c0EKAFH73sBPtOslZL3orDAsMCnDuPTDfhc8a1bqj8zxfWI3aslS+2dQNBj1n55dcdYxpRvAAAgAElEQVS/DA5GNmxFAD4aFMCHf4SgdwK75aN+ac4C8DHaf+pTn1p9/OMfTyNAU155hzJLwAeLBviwqcbasvJOm84C8HnnO9+ZmAcdC0DBpjqV6KQBH8/DrAAfU1mf/OQnKyCtm01nAfh84AMfSFNDQC+bYtNymwI+AgVifKYNfPiAvfzlL5+zqanizud0FoAPfzjTbfyNgEksJDv2WwVaGJ9he4NyfbFAFwsMC3yMRvjNYCW6MT5iV3QDPrL+0Cevqtba5uhq2XUOqTbb9fjqq9fUW/HURe2+pwAfPh6vfOUrq/e85z09O2lTXdNmfM4888zEpJxzzjkJUESHEtNygI/ItbPA+DzpSU9K01jvfve7UyfdrUOZBeBDv6WXXro6++yzE5g0hahTDpsG8PGc1l150/eBG+NHjM/ee+9dXXzxxdXXvva15M9lqihnJ0x1TZvx4dv1uMc9rtLx6qi957lNA/gAk9MGPhgfjsNY1K9+9avJd67Tpqa6XDNNMX2ImTSQ+MpXvpJAL8f7AnymWSsl70VhgWGBzyDGpx/wYdDf/u731U9+1m/J+/hmB3yMPF//+tenaRmjqW4j6VkAPhgfU0gaaaN+nbSRdHTSswR8MD5HHXVUsml00p0j6VkAPqa6gBosxWc+85m5aYSw6awBH+yE0f8VV1wxs8DHFJdOmv/Upz71qTSFNMvA58UvfnGF8QMo+E7NMvD52Mc+Vv3zP/9zqvsCfMZv/0sKxQIDLTAs8MH4iI0zCuMzUJmGLsgZn2AnZhX4YHwwKdgJ011tYHwAC2Bylhmfxz/+8dVZZ501x07kYHLWgA/GJ9gJNu3spGeF8XnsYx+bwgR8+tOfnnngg80RrgKYLMCnoYa1JFMssFAsMCzwwfgY5cfoOZwww7l5EOMzH3YLH5/C+DRnbfWO8bH8m5/HrDM+pgbbwvgcfPDBrWF83ve+9xXGp6HXKqa6CuPTkEFLMsUCdS0wLPDB+AA3TTA+5rJFgeYfkAtQZe8okZXN0RthotfR1v3mvyONSTA+AjNaHtspHGf5OlnhxOmTnj51fUeC8eHj0wTjEz5YdMqFzwj92QZbEzZFsdfZRBXwyX18mmB8OHFbGt0pztGXzb/whS/M2RRrV0ewfBgfLFr4o4zD+Cg7vzY65cLG6t9WDpy9w6Zf+tKXaoceCB+fphgfcWuwhp3iffJesUNuU2xIHQkfH4Ehm2J8tCN0ysVUD/09pxYlmKr0Pn3xi1+sHRWcj48YOU0xPgZ6pqA7he+d39icfvHuCz9RRwrwqWOlck2xwAQsMCzw0Qmg4vOl4cH6WM4+DOMDxGy++eaVTj8Xq1wEGNPRPfrRj07RakVqPuSQQ2o1fjnjw2m0CR8fDbA4Nnmoex2zOCxAoFE7lkHkYwH0dA51JHx8NNJN+PgAPttss81cRNjQgW8OZ286L7XUUpVovWzKJ6cTeMY9+TFnfHJH3HF8fL785S8nFklnFyK9ddddN8UzEgiPX0nYVEdRR0zFqYsLLrigER8fZWer448//gHZH3fccSn6s/dhmWWWSYEoRRUWc6cTeD7gxuwfwKdJxgcAE8ohB2neT2DA++S9siw9bKou6wgfn7//+7+vmmR8TEd1xtES8E/UdSvw5LflllumSM1WYHaCpF56K6s6aMrHx9S+xRIAToh3ZsMNN0wLD0488cQEtNlUxGpMYx0pwKeOlco1xQITsMCwwKdJxkdxdPzC5YeIXrrpppsmHwKj6S222CJ+qn3MGR+runotEx7GuZmTsQ5Z0LGQ8847rxLRlrzwhS+szj333Pip9rFpxkfGlnPbfiIEIwFgBkvjex2WJ+531Pk3zfioJ50Hqj8EAAQyiHhAojQPK00zPvIHogSaDPEeiLqNPcGi2ErDMzKsAD777LNPYz4+BhPeH0AlBJMI6BJbSohsPqxMgvERY2vjjTeei1vjGTNosMoJyHna056W4m4Nq2vTjA+9ttpqq8r7HoJJjLbJ9K9p9WGlAJ9hLVauLxZoyALDAh+NQISBD6YnjsMyPoqAatehxtQQFkAnIp9vfetbacQ3bFEnwfjQ4R//8R/T6Dz0MWLVyRLARxTmYaWT8WnCuRmrY6VYUO6mDKKDkb4GexTgEz4+TTE+bPWqV70qjfDDbhx9TacQ+5MJ8DisNM34yB+rg/GLKQ/MpncHqPQMA0U5G1hXZ8DHNh/YCdO6TTg364T33HPPORU8myIZE6wphmJYCcZH5O6mprqwUqJBe8+JZfBsCkCKYA7A1WXO8vLkjE9Tzs1stttuu81lgykV04q8+tWvrt7whjfM/Vb3SwE+dS1VrisWaNgCowAfjT/wo1EK0OM4CvBRHFMzVuAQcXWMoIh80PIYISyAqYU6MgnGR75A2VprrZVGqMrPdkAG0RCiw3fddde0gSKfkDoyCcZHvqZc7BNFTHNFvCKdiykElDybHn300XXUnAjjI2NTMzo//lw6QjbV+RM6C0vApsoDwNWRSTA+8uU3Es+gozonAs+ZWsOq0PPII4+so2a6JhgfYLIp4OPZM5gwHWMFG1YtfKk8C3RlU/UvzzoSjI84Pk0BH/mKTxTTXTHN5TwWTd1jLtnUs4BlqyOAj01dm/LxkScfqSc+8YmJidK+bLLJJsk/0W/2JVx++eUT+6utEoG9jhTgU8dK5ZpigQlYYBTgw6eFj09TwIePjykjDRu2x4ohcs0111Q6BpT4Jz7xidodXzA+/Bk4jTbh40MfwM4+QDprcVdimstv4oZgKOjpw1eljgTjo2Ph49ME4yNfO74DN2zKT4LzJTF9CLyxCz1NA9YRDBzGR6fu3qZWdWFM1DlQyY8qn/bk+8K3I2zquasjwfiIOdNkHB/gxJQHmwI5nFmJ/aDsbs+3g651wYR7J8H4mO5S5wAK53UDixB+U/aoCpsCGHVkEoyPfOmh/tkUELNikGCA2RTD5BoLGzyDdQTwOeCAAxKL1hTjI291Tj87v7Nv6CMKNFAcNsVW1ZECfOpYqVxTLDABC4wCfHTOTTI+QJT5/Le97W2Joo+VWwCGjmZYCcbHNIp5+SZ8fEIHozsgxycaab/poPnWDCvB+PAPamJVV+SPgWNTPjJGvzG1xVEzb7Tj+kFHjTwWQUwZflPhLzSOc3PkiZkyHYNB4TwbAkiyz7CC8eFsDFA3saor8seemNKyQ7xpDywVwQY477kbVibB+NDBdCHfIdOz+XNpqiumvYbRdVKMDxvyObObORaKjQnWDyDKHd/r6jsJxkfenqs99tijsvgify61M9qFYaUAn2EtVq4vFmjIAqMAH8uQm2R8FAVwWLJkSepUo2hYBaumojGM84OOk2J85KuTe9CDHpSmZ/KdvYELVP2wEoyPEXWTjA89AAk2jWlE54QPMJIGjIYRwGcSjA8drDZ6yEMe8ierkXTcMbU0jK4YH3sgNc340EGnx6Y66hDTSABMXZYv7nN0n3pq0sdHuqZgH/7whyc78E8KsdopppLjXJ1jMD6YxCanuuRtqotN7a0Xwm/KFGhMJcf5OkfAx8owTHFTjI981e9jHvOYBKpzvUTejqnkOvrFNQX4hCXKsVhgni0wCvAxXdIk46PIpjosB80bFM65fFBiZF3XNJNkfOhgCqZz1GwEGFMfdfV0XTA+HKObZHykjel61rOelTbkDJ34o6Dmh12BNEnGh26YpM7l4hibfMVXlGHQcVKMj3wBRzbN96PyzOq8cyA8SMf4HfDh59Kkj0+kzem204cLKDRVOaxgfIRBAKKbBj4Y5J133jlNw4Ze2hf+SJa1DyuAD2ZGOZsEPvQwfY7hyQVLWXcJe35fAT65Ncr3YoF5tMAowIdfQNOMT5NFzhkfDo5N+fg0qWOkNUnGJ/Jo4pgzPmzalI9PE7p1phGMjw6pSR+fznya+B/wOeiggxpnfJrQLU8D47Pccssl37GmgU+eTxPfJ8X4NKFbnkYBPrk1yvdigXm0wCjAB7XfNOPTZJGD8THiRc036ePTpJ7SmiTj06Suwfig9PlNNenj06Se0grGh99Ukz4+TespPcBn3333nQjj06S+k2R8mtRTWpNkfJrUtQCfJq1Z0ioWGMICowCftjA+aP62MD6o8qZ9fIZ4DAZeGowPMFkYn4Hmqn1B2xgfoLcNjA9n+aZ9fGpXas0LC/CpaahyWbFA0xYYBfjY86kwPs3URDA+Vt6IWNvUcvZmtPtjKjnjg0WbdcZH/Cd+U4Xx+WMdjvMtGB/7n7UB+Dzvec+biI/PODbsvLcAn06LlP+LBebJAqMAn7vuuqsVPj5tY3zEAZll4GNVF8ZHJzjrPj4CyokB0wYfH1tzNL2qq+nmI3x8CuPTnGUL8GnOliWlYoGhLDAK8LGkuy2Mj86vDT4+HHIL4zPUo9vzYj4+bWJ87Bk3iVVdPQ00wg/A7tJLL51iI7WB8bFlxyRWdY1gup63FODT0zTlh2KByVpgFOAjMqmYFt0iNwuQJ9T8tEV4ecu2Ndi9VnXl4fKnpa9ggJgUm2D2YnwAzZVWWmmkAHlNlsteVXZ4N/rvxfhgL2yEOU3hg2RbDlNy/RiflVdeeaQAeU2Wzca3AjXyR+m1ZYUghOLvTFM8m4JCel4HAZ88btA0dLYvHTDZz8dHLCP7wk1TRFP3nArZIMK2oI0CNkYA12662TLE5rimcD0vIlyLcybyNVnS7aZyrligWOCBFhgF+Nx0001p08ZuwMf+Wg9+8INTvAuxbkTlFeytyY/IuaI8S7vb5y1veUv1N3/zNym2iiB2vRgfq2kE83O94IOT0JWeyt5NT+fsRi0isimEXoyPeEYPfehDU1yTSdm0n46h+8Me9rAUw8Qy8X4+PjZInaRNB+lqKxGdNOYnfHxMz9rxW+BGHYV4Rn/7t3+byjMpmw6qe3b9u7/7u7S9gijgvYCPGEerrrrqxGw66H2ip7g4j33sY5PfFDBpgJPb1L5gAps+8pGPTDGZpmnTRz3qUSk2Epv2iuNjUGQ6dFLPaR2bAl6eU+99AT4P7JfKf8UCE7XAKMDnzjvv7Mr4aPz8ZnRqVGJfq6c+9amJ0cDANPEBEmyyaKQkbSxE50fEV9syiJGD8bH1hejA+fYKgiJiBmw9IDS+kbd0sC9N6CkNaWnYVl999RSFtlNP/1t6a3duU3ICIAoOadVcdNJGgP7HpNiwkU2tBGKHpvSMdLrpl5+ztYAtMDA+wKQRaqdN+apM0qZ0VXZ1nOuWf2dToBaY/NznPpf8pvJOmk3t+yXirn2sJmHTqHuApddzSmfPnujU2IkAkxgTG7YCaZ5THaO9oGyLsd566zX6nNIT82VqcJBNddTA5GWXXZY2EM5tKnij2F5Amj2tsC5NP6fD2NRu6YAPZlIU6E6bAm+irU/Spt79fjbV5mCm1C+Advvtt6eNZQvjM9EuryReLFCl3bDr7nrNXlb3iFqrIelkfPLGWsdiVPj5z38+Ubka9iY+NgfF4pga0gBrwLp95Av06KRF20UJa5h1Jj4iwhr56wR14BpIy8l13E3oGWnw3RGRGfPQTU/nTR3oUOiMTTNyph89c5vyq7ruuusatyldrS5T9kE25Tdh6b0NZLEmvWwKaDZtU3Vv+kpE5356AjvKxPZG0lYh5jaNZwCo8Byz6Re+8IVGn1O2VKf8OAbpSk9lu/rqq1PnB0yGjurfgMJHxwgcAchNPafSUZ+Adz89/eZauoqyLpYXQB7PaTyrbEp/TvqmckzjxLvQxJFN2aqfrurfdfL71re+NWfTeJfCpt5/NgXi2VS6TegYNvWs9nrv87bA+2/jUy4E+bRVt/6pTHV1s0o5VywwpAVGYXyACI1bJ/CJxk9nokH59re/nToeDVGdBiBvDHp91+DpTHx0AqYHun00Zjoz1wMT+eg0OhWsisabD43rNdT9GtReOvU7DyhcfvnlCQR009M5efOhAEDZLR+d5jYFNMKmQFJTNqW//O2A3UvH0JON5Mtm/WzK5pi2Jm0qX3qqI6Cql66eC3UPcLIXEAY0RsfXaVMAXdmbtCld1T09BukKHAATbGr7ixxM0tVzCriFTT1PTT2n0pG/Tn+QnuqSTQ0kDBbYtBP4aBe0D5O0qXrq9+77jZ7sBPSGTfP6pzebGsR575q0qbqXPwDUz6aeX7oCvKaz2Q5wDH+dbk15AT7drFLOFQsMaYFRgI+XtBvjE4BCw61R0YlrzE3fGAE28THS1KH6GCFpZLt9NHbydZ0Omr55I01X/zsvnVtvvTWNYpvQMU9Dh8ZepgC76emc3zSAOjZMWWfHR9fcpq5r0qbSAigc+9nUb+wPqLFvP5v6vWmbyltnobOuo6drgUXPIvvlHV8OKFzTtE09A+peuv10jbrnG9fLpvRm60nYVJ1jG3TQ/Z5RZQAi2NR7bcDQy6ae4UnYlK5sSo9+NvWb9wmT18+mgEbYVJr5ezvOd3pimtiqn03j3dc+sSW25/7770+seq9mvACfXpYp54sFhrDAKMBHo9aL8QlA4UXWWOt0NJJNfTSqOlTz9vfdd19qLDQYnR+/yRvwMmLuBD30DF2Vxei1aV2VWQMq71//+td/oiOdbRbqo4PUCPfSVefnt0nYlJ4aYdN+dOm0ZfzPpuxUx6bqv2mbqh8diWeglz3pGnrqzNQtXbrVf9jUNdJs6hmVDl11gPLupWvUPdaB/V2rjjsBWjynk7CpcmNv6NBLz7ApO82CTb0D/XT1m/Jop6ZlUyyjd5ou/d4ptnUNpmcQ6NGsF+AzROdWLi0W6GWBUYBPOAt2TnVpsEfZobqXbr3Oy9dnkOjssC2deupI6GpPr0mLDrCOaKh1Qp260rNOWevk0e8adVpH6ELXTj3DphrwSQp7AIiD5De/+U0CaPTq9pkPm9atewyKUX83PZV30jblPwQgDBJOt0Avnbrp6tykpa5NAUnMT6/nFDiepAA7dWxKB3btN72V61mAT26N8r1YYEQLjAJ8NNRGf52NCsZAw2RFhR2nxSfxefGLX9zoxwonq0fENznkkEP+5OP8m970pjSSNerr1khr+MzFH3HEERPT0+o2K4fEtemmp3NHHnlkcqwMlqBTVzY1wj3++OOrl770pRPT1d5GdO1lU7q+8Y1vTEwbm+r8OjtANuXTItbPpOp+//33T2n301N0aQ7w2CHgt5PtiRVIJ5544sRsqu4PPvjg9Jz2qnvnjz322DQd633qZVPTO5O0qbryjPaz6ate9aq0So5N6dnNps5Z+m6V4iTqn02l3e99Cpua6upnU1N7yjQJPbV3dWyqTi3AIICPhSODpACfQRYqvxcL1LDAKMAHNa4z7gQ+Oj5U+IMe9KDqBS94QepUdNaT+ABWvT4ayD//8z9PviCmxehq9JV31EyjExUYcBL65Wn20tN5S5232267xGIAlPTMOxUjR/b+q7/6qxSbJE+3ye86FPoAld30df7P/uzP0tLbfjYFnoQaaFK3PC16+r+XnnRfZ5110lJqAA2Lpv5zm5pewAaI9bTXXntNTFd6drNlfu7//b//l2Lj0NPUYLfnVAf5+Mc/fqp6brjhhik8gymcbjbFGtH/EY94RFomntdZ099z+3X7rv0RyqKfTQHOxzzmMVO1qVAGlrub4vJMYvb6LWXXZhXgU6NTK5cUCwyywCjAR+PXDfiYq+akOQuRm8V6sUw3lrNqBPPOj13E0Hjta187yEQT/d1GmuLjWAXDH8g0jpFqMD+Aj+k6AM30zTQFSBO5N5ZdsymflNCVbjoibNw0Rb3rUCy5Ny0H5MTon646GaDIc6rDnqYAaYLocdz2XmFMO23KnliEaYqVX+LoeJ/CYZtN451iR6wlmzo/TRGXCTvZz6be+2lHbrba1XPKbqY6DSS94/2mvQrwmeaTVfJeMBYYFfho3DoZnwA+OmnsyrSE746ggSLnipEBUOj8jKbzThor9YpXvGJaaqZ8Tz/99BRLyZJyS6r52uQgDfDReQva6Py0JHZn10mzKYDbzabBxkxLT/na6V7gQHGZrOoDHHObBvARuI8vyDQFmMTomM6yCslUkncrf049o7ZXmaYAk55By7St6guftG7Ax2/TFAEsTdt12jQYX7qJ3Pyc5zxnmmqm5e6rrbZaApPaKKBXG1qAz1SrpWS+GCwwCvDp5dw8S8BHxxfRW4P10aHkjd8sAB+UvAi3okjzOTJK1QBGhzJrwEeHYUNNS6DD1yu36SwAH0H2VlhhhRS8UuwZq6uMqsOmgA/dZwX4sFnEccL6dD6nswB8Ynd2vlP8uHTUuU0xPlgLjM+0gY/o1gcccECalgV8TRV32nQWgI/YScCk8AzAJBDOjv2muwrjsxh65VLGiVtgFOATHV43xseodRYYH8BH46bB1vh161BMdU2b8QF8bF2gQ8FQRIcS0x2Aj6mFWWF8OA6zKefRbh3KrACfJzzhCSnKs04FO6VTDpsG8PGcTpvxAXpNY0Wwu/Cfy8Gkqa5pMz7q3BYMpjqxk97z3KYBfIDJaQMfjI93m03F0omBWm5TU13TZnxid3ZbVmB7tVEWMxTgM/Fur2Sw2C0wCvAJ59ZZBz52YAYodNKzCnxsFcEfqd8mpbMEfKyCC5vOKvCxXcFyyy2XtleITho7MavAx4q6QZuUThv4WH3EwZpPmqlOPmmzDHz472Ame21SOkvAh/9U2aR0sffEpfzzaoFRgI9RMup41oGPxo1vwiwDH4yP3czteG66Y5YZH86t/FHY1HLgWQU+prowPsBkG4APxsceUdiJWWd8gMo2AJ999903gckCfOa1OymZFQu0wwKjAB/Oor1Wdc3KVBenQYwPQGH+fNYZH1MIKO9ZBj6YqcMPPzzZdJanunLGh9+UZ7IwPuO1RxifpZdeujr33HNbAXyEKSiMz3h1Xu4uFliwFhgF+DTF+Fi6KeCZaLC5YBM0tObkdbQcFX3E3qgTxdaqrtzHpwnGB3gyLZWLuXiMjU6Vf46Ru4/4QF/60pfyS3t+D8bH9FETjA+d3vrWtya/ljxTGzHKA0sncFvYlB8UP6JBYlUXxse9/D2aYHwsiz/ttNP+JGsOnJ4xoCW3qeW/dSQYH7tjN8H4KDs96ZuLDVCxSvxbjjrqqDmbCkrJV6OOhI9PU4wPfyb13ylnn312Av8248xtalfyOqLOl1122bTreVOMz9vf/vY0KMnzB/ytymPTo48+es6mmEYr3epI+PiYPmyC8dE+aac6Awya9uPPhKkTsDDefVNXdSR8fMpUVx1rlWuKBRq0wCjAx8veBOOjIdl5550TM5MXidMhQCAfDpU6HQ23EVydWDaAD8ZHB9QU46PTW3755RPICV11fFgQjTRnyu233z75QOi4rSSqI+Hjg6VogvFh0+c+97kpum2evxGwSMUABf+XU089NdnUarI6YFK6wficf/75jTg3s5Fgh2LqhOhk5AOgCVK41VZbzdkUc1NH2FInrQNtivHhY6NjywV41DkL3Kcclvp7Tk0FWuFYRwAfqwub8vHhf2eaL3cwxnYCrQYSHKU33XTTOZuKdVRHgvE555xzGmN8gIV99tnnAdmLdm2wQ1flELFcnkC796yOAD5NMj5CDHj3gcoQ8bae+MQnpnbQlLrYQYCQd9+KxzpSgE8dK5VrigUmYIFRgE8EhGvCx8doR1TYWMmgE/G/Jd0cKJ/xjGcMXeqc8dFgN8H46Pi33nrrNOINhQRJE0mY6Lw0zsNK04yP/K1ksqSXHYhl3GwKYOgQlWNYUf6mGR86AItG/iEnn3xyJfI2AXx0JsMKxkdH1RTjI3/Op2uttdYcoMHobLzxxmnFnY5xiy22GFbNdD3gAwA0xfhIdJdddqlOOumkOX2A6wAYtnToxrLNXdzjSzA+pmSbYnywkAL4BTsGLAJlBhTagc0222yuXeihVtfTgE+AySYYH5k873nPS0ERI0Ogevfdd0//WuloUDGsFOAzrMXK9cUCDVlgFOBjlZGGqQngY2QniJsl58Roeccdd0zfsSw6bCMtfkWmlOpIzvhgJ5ry8UF361SIIGMAhKkUYvRv5Mc51ai7zvSR+4Lx0Vk3wfhI08hYROCYbtPAbrvttklPLAubXnvttcmmVubUkWB8LP8HKJry8QF6nvnMZ86pAAiJb0IsjTfFETatO+IPxgdoaorxwYrpUHX6RLpbbrll+m65dLxH6r7OJqrpxqpKMZywhdjMppyblR9TFrLTTjtVF1xwQfoX42NbETb1TtW16SQYH1s1AI9R3wIOAjvE4IpN2YRN/e8ZrCPqac8996wuuuiiRqa65An42WIiBCsN/BDTnMBr2LTuRs0F+IQ1y7FYYJ4tEA123Ww1PrGtQhPAR76mEfiakD322CPRxb6b719qqaWqTTbZpHra055WGVnVkUkwPvIF+GIaxpQMejsADuYHNW/7CaNWQRPrSDA+OqYmfHwiT9MyEaNIx2pqi+jsTB/SnU1t+FhHgvFRBzrBJnx85CsmFCbJ1KnvOi3PFTHlYVqOTemqE6wjwfgAvU34+ESeogHbkoNgo4477rj0HZOm7gFKegJsdQXjI60mGR9glk0xUZjTddddN0UtpxNwrv7DpgGOB+k7CcZHnqajsTOEfelHDHLEWfI8eJ8MLPpFNE43/d8f90iTTZtifKxi9e57fwzWMKoxEDMdx/GbTbVVQHEdKcCnjpXKNcUCE7DAKMDHRqRNMT6KxGnV6FlDYsTHJ4Ggwv3PqRGYqePf475gfHTS2ImmGB+dv9Gz0TmmwrRBiFgsphAwA/Kv20gH42P02BTjQycB0XTCbGoaJnw++MkYuWrIh7Gpsmv4m2Z86Gr0zBcLYMn9aAACUwjD2nQSjA89gVmAkU0xKuFzBBCHrYexqTQBn6YZH+mKY2MFFsASwMJ54CIWCQzznAK7BiF8mJqa6qKPwQ2gAqyZ1vbOE20AEMEnbVibSs/UVJOMD50sWrANDoaKDzXnsOYAACAASURBVFGIdsYK0mGf0wJ8woLlWCwwzxYYBfhopOx71RTjA9CYNtptt90esMGlRtAoSoMyjGgorerieMp5twkfn8ifH49ODgDKnRgBH46Nw0owPqb4mmR8+EzZ9Z1NOYyG6KyBybpTHHHfpBgf6RuZs+mznvWsBNgiT8AnmKo4V+c4KcYngO+uu+76AIAG+GAlMAHDCuCDRYoow6ZLsF/SilVMo0RutloLcGBTW0yEAD7BVMW5OkcACvtmFVuTwEfepo99AIsQwMczYYA1rAA+3scmGR862P7E1Nyzn/3stIoz9AJ8grGOc3WOBfjUsVK5plhgAhYYBfjYT6pJxkexUNxLlix5AE1sOoWvii0GhhHAx6quphkfOgB8f/mXf5n0ylkdK6n4AA0rOeNjA8gm4/i86U1vSjbVwIbw7Vl77bXnOtU4P+iYMz46v6Z8fOQLQP/N3/xNYpTCyd15U6CjdNIYH9M5GI+mfHzCPkb8nlNAIMT7AMBg0YYV9+27776N+vjQwRTsox/96LTVifchhOM4dmJYCcbnrLPOahz4WLXFphynQ/hN8f0bxl8q7p0U48OOwJ8I1jHFLU/Mb0wrhw51jgX41LFSuaZYYAIWGAX4oPqbZHwUS5pGvfkyYKuRODzmnWEdE0yS8ZG/EXRnTBfTIJwwh5VgfHSkTe/VBZwa9ebsDhaBTetOG0Z5csYHi9aUj0+kz9ckHNzjnKXWMUUX5+ocMT42KTV91qSPj7xte8GmuQOrVUn0H5aZlN6kGB9pm+5UT7lYMWWqelgJxsfUcdOMD3aLTXPGzGCHTfP2oK7OgA/2qGnGR/7saYVfLhZfGLAMKwX4DGuxcn2xQEMWGAX4TILxaag4KZlgfATbw0405ePTpI6RVjA+ViA1zfhEHk0cg/Ex7dI049OEfnkak2R88nya+D4pxqcJ3fI0Jsn45Pk08R3wsUiiaR+fJnTL0yjAJ7dG+V4sMI8WGAX4WCnSNOPTZJGD8TnmmGNS49ekj0+TekprkoxPk7oG42MVjg6lacanSV2D8eGP1TTj06Se0gJ8rAJr2senaT0nyfg0reskGZ8mdS3Ap0lrlrSKBYawwCjARyyYpn18hlB54KWF8RlooqEvyBkfvhhN+vgMrcyAG4Lx4TvStI/PgKyH/hnw4cvUZByfoZWocQPG53GPe1w1CR+fGtkPdUkwPqZkm1rOPpQCNS8uwKemocplxQJNW2AU4HPPPfcUxqehigjGR8fStI9PQyqmZArj06Q1/5gW4CMGVBsYH9tyiI3UtI/PH63RzDfAR9wfNi3ApxmbllSKBRaUBUYBPhz52sL4YCfa4ONjBVJbfHzawPhYedMWxsd2Em1hfIRsaAPwscqyMD4LqqsqhSkWaM4CowAfoKcNPj6vf/3rU4fSBh+fNjE+OulZ9/FZccUV0zYNbfDxKYxPc+2ZlArj06w9S2rFAgvOAsMCH7FrLN803dUtgKGNRVdeeeXakYsnZVA7J9vnqR/jI37KKDFNmtSZI67tBbATvRgf22MI3z/K0t4mdbWhpC0u+ND08vERjC+PaN1k/nXTAiJtISDKcD8fH89pvoS6bvpNXidOlSjLHMZ77dXF5qZupimezcc+9rEpYvkgxsfih2mK6NqigfdjfOyvZT+vaYqI9aYPbdRsibzglUIj9AvfgXET7NVz7XkR2drS/4gptmSaBSp5Fwu0xQLDAh++HsH4iAmTf3TMQNHDH/7w5AvAec9LrdFs8mNrB59eaYvf8YhHPCKF5r/kkkt6Rm7mVKoREYK+V1rj6i0aszR6pW87AcBHx9fLx0csGzYFkiZl00F60l9APIEm2bQX4wP4iGI8KZuqd7r2sidbi/hsd3bRsHsxPvbXeuQjH5nA0bRsSlfbQNg0lL36AR97Q7mGruM+k53317GpiM+CQlop1wv4iMX1mMc8pjr99NOn9pwqmyCDNg1lr14+PoCPAImTtmmnrfP/DczYlP0L8GlLj1n0XBAWGBb4GFnY9qAb42PkYaNJO2xz2lx99dVTIDmjGo1REx9p6SyMPgWp08F1+8jfPk8YH1tfCIEvsm5sBSCAH78ao8MnP/nJiaWy0WQTOuZpAAvLLrtsVx3pbWsNPh7YCR26FXM6EIHygErBB0WvtWP9pGxKXyBAI9zNlnFuzTXXrE444YTE+Ag2aITaaVMxfoT1Z9NVVlklbd6Z22Oc71H3bBo6dTuy6Q477JBWIBlVA+O2WcltipWw9cRaa62VnlNTY00/p/Rk037Pqf3PjjjiiLkp2c4tKzynNrC1/UTYVJnHsWPnvdixQTZVl9tuu23aluWyyy5LbUBuU0yFZ0H8HJHBvfvTtKl4UxFoUxTofBsQNjVdOymbeo74mA2yKcbRliKAD4CmjfK+F8ZnQXStpRCzbIFhgQ/GRyMSnUjO+PgOWHh57QwNcGAxsBnigBiBj/uRjpUljhoMI/9uH/lifozoRFk2wueXFPrSU2OtHCLZXn755WkViGmScXXM7xfplg7ddAzWQjk00iJCm9bSKYtanesaNrU/mH2Ymrap1WV0qGNTq2VEqu5mUxGN2VQ5RN51bVM2lQ7WC0jsp6ff5Asw0EH99rLpj3/841SWpm3qGVD3nkGj/F71D+zS0+/q1sABgMjrnk09D/YEE3Ub69OUTb1HIlzToZ+euU29K4KYAujdnlNA3TuHGWryOR3Gpq5lp26DHu8+mzpiU7Et07Ape7Ortoqe2sx82qpbv1GmurpZpZwrFhjSAsMCH4wPP55ujE8AH8DI6MWWAxpJ0w1e7iY+GtNorE0N6Ai6fUzFRGOtw9AYd4I1/2u8dYyuxw7oAJvQUxrSEpGZzkZ03fTU6PpNx6M8Oj5TiRrlvPPTGfrNXls6c3P8TekpHSNgwIs+3fR0jo101Ka6AJt+NvU7P6AmbcqeASJtx9BLT3ZU92zKXliU+bYpXd/5znemOuqnq98AeXYCJgCxHKB7BjyngFvY9POf/3xjz6lnU91j6vrp6Rn1nJjq8l5jUdi0E/h4TgFiW2OonyafU7oCvuq21/skT78Bc/LObZq/U/RmU22DVZ9N29Q7gm3uZ1O6+h3ooYd287777pvz1+nWlBfg080q5VyxwJAWGBb4YHw0bp0gIjppRw03QKHDMXUDKGkIm/hIy8jYERCQR7eP34zmTMsZSXU20vTU+Gls/K7hMSXSpK7Kq1G75ZZbEhDspqdzdKUnfTXGnR1fp0015q5vwp6RBnAqTEGTNlWeJm2qzDo1u2T30xPolrcOmn09i2yad3xsGsDX9ZOwqelAeki/X9175rwnHFW7Paf09pwCRU3bVN7YO89BPz1zmwI9prl62dQzPCmbBkjop6tnQ7k8z3Vt6tqm3v2wKdDdT0/PhN+1P+oXq2saThvbSwrw6WWZcr5YYAgLDAt8MD4ayV6MTwAKjaJGXKeDGWjqo1HVSOnUOFObrur28ZsGWqOug+sF1JzX6EhXY96UntKRno5a2nZz7qanxs7HqNNIGRjLR9Hs6aPzm5RN6Qr4sQWqvZuezrGphlrnM8imwHHTNg0wTYdBeur8AA8285lvm9IV88S2g+qenp5VerJrJ0ALkDYJm6ojTJI67aVn1D0Q4Tmlh08/m3qnmn73pYd1pEc/XT0bMeDoZ1P6K4e2rMl3n029T+qVLt7vXu+U867B9AA9sTqrVxNegE8vy5TzxQJDWGBY4GM0Eo1JdMrdjhpvDYtPdJJNHKWnYXGkC0fAbh8NiAZFY9mtI8l1noSeyspO8rdrdzcd83M6Co1wrlfn90naFJsiPAHJ9cq/s6kOJ2zaz66haxN1HmmwB3CoU6mjp85M3dbR03WRT1NH+cfURW7H/Dubqnf1T886ujaln3SUW8fvWaVLrlv+3W+Ar7qftk3pMUhX5THwmmWbhn2Vxacf05Me+KpKzuVlOXtYoxyLBUa0wLDAxws6iPGJDrvfKKfzt86YQJFG59F9RvzR+fUrNoCEHTLi6kwn/1/enfr0+z+/d9B3dLe0+okGDz1OX06X/dL0ez/d8t8GpZXng24H0AaJzgRIkk9+f+f3SdhUmjppIGGQABNsOkhPeuc2G/S97nPqOu+J9AeJ6UDM0KD6moRN5anuvSeDBFBi00F6Tsqm8mVTwGuQKI+pwUG6Tsqm8lavTUthfJq2aElvUVpgWOBTl/HR+BkdalQ1Av0+rtFR1elUXONaDdogMdrWUdOl10d6Rof99Mt/U6ZeaXWeN9qU//333z9I1cQ20KMzjc7/gaM6NqXzMDblYwIgDhLgCPjo1Cv/P+oot1uv78pS16ZAietNCw0SG9UOqvvQue5zOoxNpS1/0xeDxHOi7vs9/2HTunWPbYry9TtGunQYJGw6qO4jL/nX1bXucypt+de16aB0o+x19HRN3edUuuqzjk0H2bzz9wJ8Oi1S/i8WGMECwwKfOowPUKLRsQLHyhqrsHwsl7aCJP7//9u7t5h9jroO4AieYgpJBUppSylSqSigUDEI5dwClQKWQ0uVcmoBC1SlgCBQ5NACBQSEgKAQDvEcEikHlUoLFSIieGHijVx44ZW33hiSmjzms/H3Zv7b3Z3ZfWfffd52Jtl332effXZ/+53Z+X3nO7+Zib2hp0a1qChUGlF5Du05P0GBJYqPikqra0rx0XVDlTEKJOwxVJid7I1jsXfMvaeumdo9R/Fh79jzw1RlOgdT862UYMpecRO1FJ/ANKYdgF0OUwHguiZT7Pr/w4bjQyhyiSqUU3xg6rwY+p7m8VQ5ZddYPoXNvpf3PucSBS2n+MDGEHFD5MPOKUx9JxA6hykMOPVSxYfi4jfxnP2977z7czA1osp1cpi6tvtTnnKpRPGBjRjAtJzCduzdNzQfprl3n51IclN8crnUvm8IbITAXOJD8YkYg36lF59VYM4RgCzAT6BhzOthmKfPRmbZq3iMKFJRqjCnKtWoHOO8HGQcea7Vj0jpOhO0Gfb4n+NQIbM77HVcxcih5hwKW5EOjrVE8YkYk8Cwv4epc/qYGrKrog4b4xkch6l8yDkU3xvVVEvxCUwNZw97/A9TQ+YDU3kPU8SXk0CY+s+dfg6HUkvxiXLKnrScKo99TJ0T5bSUTNZUfILwB6beH9gh4ka5wTLKgGeBKZKQwxQG3ifPlEslKlpgmpZT/8ew+bDRPjA1h84amHou9qRlKP1fedKIgmPY5f/Dvvvu2RSfXGlq3zcENkRgLvGh+GjJannnSApHiiDYVJoqQHNw+KxCtkdOtHgpGUFo0sqp/384gFqKj+t7jrBT4KRK2MRzRruw23eOq9BU0qXEx/memc1TCZnkpCg+czH1OxOhwTrFVIsXpiXEBwaChnUN5hJnnlNSpjCVb31M2VlKfHT1KXu5VKL4RNlKy6lulCinKaZsZiNbS5y0vK+p+Axh6hh7qBDeoyinypBy6v454uNcik+JOsGZK2+5MsquPqZIjjmg+pgqS6XEx309kzKdS57Hc+Vs9X367rNd42yonLLT8zvfeWObazbFJ5dD7fuGwIYIzCU+TFXx2MZe/KHjKrwgOJSLqJBUIiqzcNJxfOgajnEoCFKOTLCzRPHp38f92WcmXXYhPM6J41SUUuLDQdZSfPp2+gw7FTybUkw5O7bHcZgN/T6O+d4kjq6XSwhATkWL68YedspLOI4UU8eRTGWjxElzKFrpubTETvbCQP4GwYnyyDbOG6YlxMe1SvPeuUhFLp8CT3vnBqbs7WNKseKkc5i6jvfJNXMJKZyb964LU/kb2KWYIpmBdcnzl6po7rsEU+8Re2DXxxQhKnn3PYd7l2Caw7z/fYvx6SPSPjcEFiAwl/hQfFRWJYqPFz82xMfcKmJ+KCkqFZWySpAMbqbbqBDjN0P7UHxcI5dKYnzG7qFLhk2cHFupId///ve7mWtL4lFcVwVYqvggKiWKT2pvYKpbo4+pbpnAtMShyJsSxUe+q/zlQ2pL7n95G7M4swemNliaDbgEU9eg+NhyCengvObaGeULplr9Q+WU/TlMfS/vlZ9cgmcuxqePr+vDQxyXfPY5xdR7VorpGopPaq9yiqzClDoVdrLZu6+s+t+W/q7/v+f1niB8uVSq+KT3cP/AlF0+q6PYy+4op54n/V3/f9dA0JG92qkRn9qItuvdKRGYS3yApOKx9V/4qc9RsYmbUYGIVVDhq7hNl6+iylUoru86ayo+7hEVtYBnToUDFQOg71+3kmdXuU09r+/WVnwCUxhydDBla2Cqu6sUU8RpLcUnMEUcU0zFooiZKsU0HIqYrFxaqvgEpmKkAlPlFGkTWFyKqWdeU/FJMRWcG+VUjApMdSmnKqDzh7Z4n3yXS0sVH/dw/SinbIxyalmHGFE4ZF//2JqKj3t5XxBGmCI/7Iy4H+W0FNOm+ORKU/u+IbAhAnOJz1LFR6WiNc0ZUFM4QI5EK5ADDIfTr+j6n6NFXqr4aHWVOP+h+wj41WWgErSp+Ix+Kr2eZ9I9wmFPJTE+SxSfPqYIZWCqsvZ9OJ3+8/U/IxNrKj7skHecnNExgSkHTXEowRSOVDFbLi1VfAJTDhZJT8sp8ltaTp23puIT+QdTZOwwmCrTGh65xJkrpyWkP+yLPTthikBG3nv352DqvmsqPmztl1PvE3vnltOm+ORKU/u+IbAhAnOJD1O1euYqPmkFqHIxz4fuFU5MpehYnDO1d94cxYcDnLre2HdRAboXx2Dz3Gwd+03/+BzFx7mHxRSWSzHVrbOm4gMbmCI4SzHl+HQJCcTOJYrP0rxna5TJKKe61+JYP5/HPrt/yYg+v58bjxL3PCym8T65Xi4tVXzC1sBPHiqnSzBdW/Fhaw1Mm+KTK03t+4bAhgjMJT5zFB8VHUfX3zjY6Oe3931pK9I1xQvUVHyiouvb6XP08bOT3Y45Pyrzqb3zais+JZiyeQ6mngGmnjGXSmN85OcQnkOYhkOcwtJ3roncISO5NEfxWQNTeV9b8VkLU6S+JB5ljuKzBqaeH6YaCLnkeUpHda1RTpvik8uh9n1DYEME5hIfppYoPhQMLXNzrqQbB2tLj/mfQyshFM6pqfi4nlZk356ws2+rlqrnL7EVBmy1Jk8ulSo+nNSYrf3jWtQldjpH8CbClEslsTNrYcrxUQtgkEtzFJ855bQUU0StpuIDU6RTnFSaz4ctp65bqk5QfEpVtLUwran4KE+uV4qpZyp59+dgmivH/e9bcHMfkfa5IbAAgbnEp0TxUaFw+IZ/6h8XJCr+xF7gpS0+20fAa0mloiWpsjf8OpcoA7kYH86eKiPAmn1hq/gDwcxxLPbsjaHfOYVCBVhL8VmKKULFjpytnGmp4iPgUz6MXTMwFbia4jaFaXS1jV3TcRjIU+Qnlzi0nJ2ux5FHHFfkvb0yyt6hcsqWHKa+r6n4UBtNUvjJT36yGNOScgqDmopPYDr27g9halRXCaauXVPxgamJIEvKaZSDUkwpPoLia6dGfGoj2q53p0RgLvEBUk7xUek7R3Aw4iFwMjZzZKjoBLk6Zi/Y2XFkSeU25fxc23nk6VwqafW7H0lcJRU2sukf/uEfuoBRFa3gUZvASg7RuSrNKTvju1qKzxSm5scxCikwhbvAXJjqFvDbsGdo73ut3lLFJ9fqH8P01ltv7TCFY2AKSwQT9u4/ZF8cc13ER37lUok6EZjCbaicGoUES7bZC8yNuWhymLK5puLj2RGUtJyy6Rvf+EY3e3NaThG+KKc5TD1HxBetjan5mpRL5CEw9e6XTmAYmMrbXEqfK8pPfz+Eabz7ZsROy2lgqpzk3v303jk7537fiM9cxNr5DYEBBOYSnynFh7qgMplKCIXKJU0kZBViSZeQ37mPFn0u6ZbgKJCkfqXnGojRWOIMOL6+TZwfe0tTydBr16IM6e6DX2prKDZT9/vWt751OwXMfWFqxFhJcp+SxJmPKSmuYdLIseS38OsndpaQGb8z8qxEmeLwkYExZYpzmkrKKRUqTZTGIfvTc9L/dYuWJCRwLB4lh6n3QEPCe5kmZbe0nMKoREWTtzDtl9G0vKY29P9H0hDsNLER+SlNpZgihYjikK0wnRrBqLEC037SuCjpZvU75IjqU5JK31HXasSnBNF2TkMgg8Bc4uNyY4oPgsF5/+7v/u7uxS9+8e6FL3xht11++eUH+yc+8Ym7pz3tabsXvehFO8ftn/GMZ+we97jH7X7913/94DzfDW2u6TzXf/nLX7572ctedrvN8Te/+c2dOqASY29aOftfxfelL31p96pXveoEO8OmZz/72bvHPvaxu8suu+zge/d17JnPfGZ3/yH7+sf85sorrxy19bd+67e6WaJV0IiBStkW9nJKnNu11167e8lLXnJgi/sEvk960pN2F1544QGmsLnooos6TF/wghd05/XtSj/Lgyc/+cm7X/u1X9u94hWvuB2egfEb3/jGzkEjhTBN7QxMOdxXv/rVnS3si/u4x8UXX9zhF/nse/bB9FnPelYWU88lX5761KdO2vmbv/mbXTcV+yhefVth6hne9ra37V760pce4BiY2iunMHVPn+2f/vSnd7am5/l/bMvlPVzf8IY3dGoSW/t2BqaIwdVXX32AaeAamJ533nld3kV5cF/HSsqp30R+jL1P7HR/3dZsHMJU+fXdddddN4rpE57whN2v/MqvnIBpvPtzML3iiitG36fAlDIzhSn1UTmBYeDGBp+VMfgFLoHRHEzjvZvC1HsCU0kDq09eh6ruRnyGUGnHGgIzEZhLfKYUH2SCjP0jP/Iju9/4jd/YveY1r7nd9ju/8zu7173udQfHf/u3f7v77PjQ+VPHkIahTYXCBstOUHyQH44uddRg4vTOOeec292XTa997Wt3bLrmmmtO+N4x3zlnyrb4zu+dO2SnY7/4i7/YOXItVIoCOzmWID6UC8d//Md/vCNQcd10H5iGTfYwnoPp61//+u55xux0/Id/+Ie7riqKzximiORP/dRP3Q4bNgWmqe3+L8XUNeDp2absfPSjH7178IMf3BEKAcEIJaccmEZr/KSTTuqccN+esMl9DoNpLu89w93udrfd+973vk5xYedQOYXbGWecMYop8tR/hlJM099NYfr4xz++y1ddVEOYavQg6CeffHJHZtPrxv81ymkJpj/6oz+6e+c739kpLmOYvvWtb92deuqpt8MtyukQpo7Nefc99xSmGhsPfehDuykPlEmKWl9h7lfnjfj0EWmfGwILEJhLfNwiWn3hSGKvC0LF+NM//dMLLKn7k5/92Z/t1oDSrabbR2WdEgp307p705veVPfGM6/2iU98YqclLLiYrbockIrAFPExk+wDH/jAXUlsw8zbzzpdJS3wN0jaEKYIL+exZWIjQomEm/ZAlwNMg/hyMrpYlNOSWLE1n+Xcc8/tui90qyG4umf75RSelIwtk0bEz//8z3d5D1NdczANQhlqL0wd3zL98i//8u79739/11U5hqn3nqKzZdJt+rCHPewgYF/3q+73KeWnEZ8tc6zd+w6DwFziM6X4BPHhpDmZrZLKQ4v/Xe96VxeMilBwflrTQSjYpvtCq2zL9MEPfnD3S7/0S93IoltuuaUjQAhFOBTEx1BzKorjWyVxCA95yEN2b3/72ztCKS5lCNOrrrqq64bayk73/eM//uPdWWed1WFqZmDEMcU0iM/ZZ59dHLOx1vP8wi/8wg5murN0zwShSMupMqobZsskWPp+97tfF0htpnVlMsU0JT6+2zJ5n6i5fUyD+LJNV/hzn/vcLc3s6iaKs9F6GoxIrzq0EZ9Ns6Xd/M6AwFziA5Oc4rMPxOdBD3rQ7t3vfvfui1/8YjdkVVBk2ur3HPtAfP7gD/5gx/mxUwuQmqIC3EfiQ0UTF8NWzm8I030gPn/0R3+0k/9GC3F+iK/Ys8AU8WH7vhAfXWrW2oIpdbJfTveB+BiGjnzHyCzEN8UU8THijuKzNfF55CMf2cUkwdTSLVSfPqb7QHyMuoSpuDh2UiHhONXd1RSfO4NXbs+4OgJziU9O8dFq3QfioyXFoZj3ZMyh6OraWvH58Ic/3CkpH/vYx7q1wMKhRHcHxUc3yD4oPj/3cz/XxSxQVMYcyj4QH3l+3/ved/fRj360cypa05xyYBrERzktHaWz1ouI9AqgN5eQRWY56Qhyp/pIurq2VnxMOXDKKafsPvKRj3RTJ3jPU0yD+CCTWxMfis9znvOcLh7NiEfdyH1MdXVtrfgg5ve///27dcAEWyO9Au8b8VnrbWvXbQj8PwJziY+fcSDhREKStyfT7gvx0fL8vd/7va6FyqEMtaT3gfhQfHQhmfDNKDNOWks68N0n4kPxMWJPq59DGWpJ7wPxQcyQGt0zhiUrkymm+0Z8jJjS+jeEfl+JDyw5afFTlBSDBvaZ+BhNBVOEYt+Jj/gpQ/3lfSM+zTU3BI4AgbnE5zgpPkZghDqxr8SH4kNJIWGrAKNbZh+JDzsNAdaVFOpEvwthH4hPKD4wNffKvhMfio/V1YNM9tWJfVJ8EHVkct+JD8WHSvXNb36zEZ8j8CPtFg2BY4XAXOLj4Y6D4iPG4zgpPro6muJT59Vpik8dHNOrNMUnRaPO/9HV1RSfOni2qzQEihGYS3woPqZyN6KjPyvq3K4u1xLQ159BWfcOGf22227rRuS4n80wWr/JJdcT41NT8UH2BB33Ezt1nQicpdaErZSQkhSKj3iUGoqP0VfiVvozKMsbQ+VhavZcc/GwVTD1VExBPIPr1lZ8jLLRBdVPjokZ8X2KKSWkJK2h+MAUhmmCsZFtMNVNEZiy2bGSFDE+tRQfXc7KZD8pu7pRDJmW51FOS0cKRoxPTcUHpt71NHl3jWyDH5U2MBX7VjqdQ8T41FJ8YDY0szXsfKceTDEdKtPpM8b/jfgEEm3fEDhiBOYSHw6wluKjcjv//PO7RUrTxza5mJmKkaLTTjtt/9RxAgAAIABJREFUZ/I0M+maAbnvfNLfxf8qz9qKj7iGRz3qUSdUvhyx2Vw5GiTrAQ94wO6CCy7o5uX5whe+EOZM7iPGp5bigxiaHfcP//APT7jv9ddfvzNJoUr5zDPP7GYgNuOzOCckI5fke+0Yn6997WvdfDtpnnLcZvGW90beiCuBqTIgDqok1VZ8PLuZpT/wgQ+ccHufTZaJ5Ao+VxZgan4Yz1GSEB/XqBXjowvyEY94xAl5Kn/NFYXwKgeGpQemRmuVpFB8LNZZK8bn0ksv7exJ768B4D1Her3DJqM00d8ll1zSTUeRnjv2P+JTM8YHSZRPGjeRlFl5jfAoB6effvoBphY8LkmN+JSg1M5pCKyAwFzikyo+Wjsq+NhUBnODm821Y4r4SFp1KmmjhlQqljNIHWOcN7VfQ/HxrCo/QYiRtCiRDMnQ+A996EPxVfE+VXyQpRoxPuYGsmRFJHnGeSAaWtEctFbqnLSG4qO1z0mLw4kEA05ZsnzGe97znviqeL+G4vPxj3/8wK4wxNIrN954Y6cEPuYxj+kaBPFd6V6ZslRILcVH2fdOc6qRDJf2TklmEtYFPDeF4qO81orxsVwDkpsmy2xYIBTJMBFhqXqSXqO24qOB5p1hVyT1gDyXLOVim5sa8ZmLWDu/IVAJgbnEhwPsL6twGOJjdl2jmqIbydBzFYruFwt3UoTmplTxoRLUGtWlFUnZicRhCaCVEJ9PfepT8VXxvrbi48bIDUxjqLZA1FCrECst1bkpVXxgGoG4hw1uNqLpla985YE51iOzhIMEbwrA3BSKDzWj1qguqh5MTYYomWKAg0XKdXMhFiXdsP1nqa34uL6lIeAYyWzaJp6U4B34xvcl+zUUH4opTHVjSeZWgilSrmsJKZrb6HEd1zDT9ec///lqo7qQRe97JAHnQXbgbYmMuakRn7mItfMbApUQmEt8VO763aN/O0iP/RLFh0PVjRXysOHSKhWJeqSrIxb8o2SUpDUUH/elTFgKQdIiRSY4PYlzoV6Q6ZEgBKMk9RWfWvP4WMgzSNk73vGObnZg9phjRbeMSlw313vf+94SM7tV3iPGB7GoNarr61//+u7hD394F9MhBkUrn9InKQeWSYApW5W7khSKD9JUc1SX7q7AC3kwO7CkW870Cc9//vM7O3Unlabaio/7ajxYXsTaeTbdRbprJM5aPgamZg0uSWsoPu6rC0v5lMwRFMtIIJri9J73vOd175OJM0uJJeJjjh4KTa1RXRoPcEPKKEBImXdAYpuZ4i2eakFTjYKS1IhPCUrtnIbACgjMJT61FR+PZF0d/f2SWA5dMpLKWmXDgVvTKu0S6U4Y+bOW4sMxmxVWJSjOwWrdkagTnsFQb9tQMGScm+5D8dHVUXNUF6ev20CimrFXorBxiu7LTvcsSaH4cJw1FR+OGYHkrG+++eYTupOoE4YlB6ahYOXsXUPxcc9Pf/rTO91bki5O8xlJ5omx5pJYD7aWxnf57RqKj+5iXTPwhKuGhfyTTOppRfTAlDpYktZQfNxXuQ8FErEUQyQJcEZ6EU22ioGKZ8jZu4big3TBMd5RXfAxKEA84oUXXtjZqZ4KVTBnZyM+OYTa9w2BlRCYS3xqKz4eS+tO9xbHwtEhLpJKe2lXV4zq0voXL6SC73fLLJnAkOM327OAVDEKkag87jU3heJTe+Zm3Qha+my8+OKLu5Y/25C2cDRzbOV0kFAxIjUVHzbohoEnXNOgbGQyVKs5tq6l+FA1EQrllJOOoHCjDXV1UQLmplTxoU5QEOVduq7Uknl8EAb4WVE8jT1DJkO1mmNrqvh85StfqTaPDwxhSvFF1D23BAeqSn/UV4nNqeJjUshaExh6V73nb3nLW3Y33HDDgSkGDbSurgM42j8Ngf1HYC7x4QARiJhg77BdXYGQrpe73vWuOwQgEimZwmK4+Jy0luLDBt0tP/ETP3G7UR66OShXc9Naig87dMXANB2NREXTXSff5iT5blRXbcWHDYjDPe5xjy7e47/+678OzEJMr7vuuoPPpf+spfi4/6te9ardD/3QD50wGomKppvTezE3raH4sAHRv+c979mNjErVR2TIcg1z01qKDzuuueaaDtM06BpZ0QWqUTQ3raH4sIEtp556ajd6M1XKTOqZxv6V2tsUn1Kk2nkNgcoIzCU+FB+qQa0Yn3gcXTFsSSsUsR4CX3WHzEkR4xNrddVUfDy/uAMt6TRx0KXDrdPfraX4uIcFOjkBgbiRDGmGaagVcTy3X1PxcW/EN2K7what6tLh1vEbe4qPaRBqx/i4NgUBpuLPIumCE+M1l0z6PeIjrkWXT03Fx7UFOLMrTUjwkiD8UHzE4dRUfNj2ne98p8M0jTdCMozqM5BibpI/3lExPjUVH3bAMw0cd4wqmSqVpfY24lOKVDuvIVAZgbnEZy3Fp+ZjheJjPqCao7pq2hjXWlPxiXvU2KeKjzmHao3qqmFb/xoUHwHc1pWqNaqrf49anxEfKlKteXxq2dW/Tig+n/3sZ6vN49O/R63PiI/g7ZqjumrZll6nEZ8UjfZ/Q+AIEZhLfCgeWru1FZ+aj5wqPlq3NRWfmna6Vig+WoyCYmuN6qptZ6r4UFRqjeqqbafrheKj27TmqK41bF1T8alpL8XnPve5TzfyqrbiU9NO11pT8alpayM+NdFs12oIzEBgLvHhAAVfkqDT+B7/LxnOPsPU4lNTxYc6wUnXCm4uNqLwxFB8yPIxYsSkbRFDJbhTVxUFA9ncKjXFZx3kQ/GhTtTu6qppMcXHjN8Un+NAfELxqd3VVRPTRnxqotmu1RCYgcBc4tMUnxngFpzaFJ8CkGae0hSfmYAVnN4UnwKQZp7SiM9MwNrpDYFaCMwlPlr+Rt5QfGosWVHrOdLrHEfFh2Oh+OxzV5dRXYK60+UV+lMEXHXVVV1QapofR/1/xPiYE+Y4xPgINj8uio/pEY6D4mMyQZg2xeeo3752v4bAMUBgCfH513/914787DPxMY+PUV3HJcbHWlDHIcbHyCuYHocYH3FTxyHGx8zkumT3uasrFB8jmI4D8TEj9BqjumpW6U3xqYlmu1ZDYAYCS4iPWJMxxcdQd9P3U4a2TD/zMz/TTTRGnRiL8bn88st3lsjYMlEnKCmh+CCV/Rgf89w88IEPnD2sv/ZzmfHZukRTio/hvuY12TKJRznrrLO6WYCnFJ+zzz570RD0ms927rnndsuJhDoxNIGhSSMpGFsmpNyq7iWKz5axaDAycac5rMysfeuttw5OYOi9T9fe2gLbm266qYub+uu//utu8WN5b3b4mBF6yCbE06SuCD2ibCoF85wJQZDuMvSjdqwh0BA4EYElxEd3jO6uIcWH47773e++o2Bw5lpdHGXNTevYMPWxaxvGfPLJJ3fdMmbZHRvVhfiYcZejHLvWYe1m59Q1zOGC+MRSB0Ors1tfywR/5lBZC9MpG30HHxPimWzOLLtjig/iY72tNTHN2Yok3Pe+9z1Y5sQoxJRMchTW11JGzGuzFqbyXlmdKlunnHJKt77XlOKD+JggEaZszT3/3O/jfZr6ne64e93rXt0Eo8ikBo65diII37xQMHaO+Ze2xPT000/v1k3zXGNdXYiPmci3xFS+svXGG29sxOdEt9Q+NQTWRWAJ8bGS+pDiEw7FdP5mB1axaFVrfVtstMbmWpwah0EFMdqpvznOURgxpTK39EV/VJf1jKgt1gazJpCuMdepYWNcg60cgdEwY7Za3NA0+Cbq04XQJz4cipl3LeVhFus1MGXvAx7wgFEbA18z6SIKMEUmtVDTGB+YGvUTmFLdamPK1rBnbA9TE9ix5e/+7u92yHjqpLWqlWGzbcPUCuFrlFN5TyUZy3v2K3sW6aT4BJlMl6yAKRKBoBsBVhtTZZTzvfe97z1pJ0wtfaIhEd2HfUyVBd12hpPDlPJb+92H6RlnnDFpK0zNAg1T8031l6yAqe+svZViWsvWwJStU3mvzvFeIz4ImjrK+94Un3V9Xrt6Q6CbLfmf/umfipHQhcU5Dyk+hrRbawcB4qzNxMqZhzqjAj/sxukatYO0CAZWaQxtWqWCW22WadDCT4fgs5MDtDdc3Crh+txd/7A2pr8nTXv+L37xi4N2Om6jkH31q1/tbOGUrf4e0wUEphzNd7/73S5gtyamFAmExj6HKYKmu4MdU5hSqb7xjW9UxVTeyHfK15SdZgGXB2J85KslJaYw/d73vrcKpvKezTlbzTCtW8b78h//8R8dmUzzXjn12eKXum50O9Uqp/Kcgqf85ex0rrmRbrnllp1Z1Sk8Q+XUce8cglS7nMI0V07lPzspPmaFDky9R1FHwZRibSZzpKMmpvIGQVT+xt57dZbvYM5edbCFWdNuq6FKuXV1DaHSjjUEZiKwRPFRsQ0pPlGpaLFqvXAoKkkVoJe7xoZImeVWRaXC4lyHNv3flmxAJsTIpK3TcCpkes/CMWoZ6nN3/Rp2uoZKTeVrtXkOa8hOx9jqvqFMIZVRSQemWtMqcA6lNqbsFGfgujk7PQsVBWZTmMKcglETUxjJd/spO5UL9+VYEDTKVA5TBKlmOZX/8p4dOVs5wSATGgwpQZf/yiniFpgq17XKqesg/LYpO33nvmxF0KgoMO0TH+UUIbam3VqYeqenbJX/7LQ6vUZaYJq+U+yGqUYP9bJ2OfU+qaem7PTusxXpYYd60/I8Ea8zVJU34jOESjvWEJiJwBLio7U3pvioqFXcKhUOx7liLMQE1Nh0WwThEdiHYA1tWk9IgnNVfP1Kmp0qP5WNcykUrl3DxvQaSAIMOIMhOx1DaEKZiMBx9qUbTJE0mCIdNTF1LY7CfspOeHs2lXkO0//8z//sFArxYCkeh/lf/nAWCEqJnRwfbIOop44PtkEo5MEamMp7zz9lK/uQHkQBZkPllN3Kqe+V09qYIqiB1VgZ9QzKh/Ocg/Qqk0eNKdKTK6dshan3vwRTSlptTJEpjQT5O4ap475X/yCMurluu+22yYEhjfjMdHDt9IbAEAJLiE9Uev3g5nDUCIVKUSXO6Ti/1uZ6WpsqDLMaqyyGNt+5v0qNLWnLNOwM58epIBy1bEyvo5Xu3iTsITvjmGdCJjjjIVs5mLUwZa9KWH5O2ek7WMFURc3WFMv433Hfr4Epp8beEjuRBPaO5X9g6pza5ZSN8h4WOVuRWaQyMO2TiSina2Dqud3flrPT/WHqvfL/VDmFqcZP+i7U+B+m7p2z1fMoK86VB0OYst/3tcspTL1P3ukpO+Pddw6lR+zRlNqj/m7EZ8iLtWMNgZkILCE+WscqvzHio6JW0ahYbCqeWptrR6XiUQUCDm2+Y6OKcspO11vDznheLUnxBGKjhuxU0TkOU45iyta1MPX8ui/sx+xko8RRULCm7EzzP3CosXddDo3yIw3hGXYiO+wMW+yHtjUxlffuOWarvLcpo0hBqa01sIxreH6kS1dLLu/9RtdRqZ213322wtR1xzCV/57D81B7lFO/G8r7eI417HTvwDTe8bHyGuWA3bnUiE8OofZ9Q6AAgSXEJ/rMc85vrLI5zHH3RBA44FxCOMjIW9gZz+j+ZpLOJY7PM21lK5JIZs8lrdStMIVNYJSzUyt6Kzsj7xEKLflcohBQSLbIe/ekeHincomKug+YWhMwlzxPrnEW+VR7D1P3LsE09xz97xvx6SPSPjcEFiCwhPhoyWxVqfz3f/9310IlY+eSVj9pPkbF1K7gSq5HyeEwppKWHjs5oK2cn0B0984lrWP5Lx9Knr/mOfJRFyfVIZe08rey0zPDUt6zOZd0HSI/W2Dqnki30U255JlKFNSaeZ5eKzAtKaeex3Nthan8LME0h3n/+0Z8+oi0zw2BBQgsIT5k3Gh5pxXTUfyvIosWcu5x90Hx0er/wQ9+kDO1i+/ZClP5Nkfx8Uycz1Hkd3oP9wyMcoBSfLayM2w+ToqPdyqXEPgtMZX/Gjwlio/n2apxxk73LsE0h3n/+0Z8+oi0zw2BBQgsIT5a0ltJ84gPub1U8dGa3lLx0UI+jOJDuVCRrp3ETZUktnimoZY0W0tIXsl9xs5x/xKHotuO4jJkJ2JyFJhSHEoS7MfUCZiWdJeV3GfsHCQRocwlsSgwhV2Qu/4+d43Dfl+S9+6hftAlP5T/R4EpcqaOLEklsT1xnUZ8Aom2bwgcAoElxAfxiJZ3v+Jb+7OKLFpzucd27pYtVFjomikhA1S0ITLpGWBtFuo3vvGNu9e//vXdZgHWmpv1td785jfv3vrWt+6uvfba222Os4FDkf+chy3Nb5W96QPe+c53dmt6sbWmja5nkdTXvva1o3ay/V3velc3hwrHp2vOltoJU4G6nMhamLLxTW960+5tb3vb7bBM8f3gBz/YDWWXx2OYGm6+FqbyB65mOh7Le/Zef/313SSLU5iy36R9loNYo5wGpmxNMez/D1PzN01hamLD6667bpVyWoqp+5tGAvFBKksIUCM+uVq/fd8QKEBgCfGhogw56dS5rPU/p8Xx2nKJc9PP7jdr2ZO7LnWsRPFh55A077cUgR/7sR/bWQrEwoprbNYMu+yyy7plHCzlMLTd5S536Spq8UicihiqlPzIDwTKkiJr2Oia7LQN2RfHLOtheQ24wVRZTckPhYMDP+mkk3YXXXTRarbm8GQvTJEF8V3sHMLUwrCWlFgLU9fN2WoZCGvKxcSFfUwFvTtm/bMLL7xwVVsjn8f2d73rXXfIzxSmb3/72ztbt8TUsj6WzDDay3tuEAQCNJUa8ZlCp33XEChEYAnxoaJwfFOSd44QLP0eidEtoFLLJfZRKLYkPpxvSVcFIsdx9DFVISKa1vwxz8eW6WEPe1i3XIXJ9ihZ8gC5jLxkm0VKLb64ZbJILYdiojskDcmJ1j9bER/lwlpSJcHHaz6L1dnf//73d92HY5hSua688so1zche20zECKVJAWEacX5BKBEfSixMleMtk0VyqSm6ZMcwpcYh0FsmE1x6p4z+gp16KjeXTyM+W+ZYu/cdBoElxIc6MeSkwwGuuVc5qHRtuaRS3lrx4SRywZgk7mhJDxEf17CgZQnZy2Gy9Hs2cnzvec97uiU9zKciD/rExyrer3jFK5bepsrvrHTPAVuywnIAygDswkkH8bEwKRK/ZaKk6MIxI7X5iRBgqk+8Q2x7zWtes7v88su3NLNbRNdCtpYMsbQKMp5imhIf5XXLZJHUV7/61d1s6CmmoU6yTbfuc5/73C3N7BZKteisEZVGKsJTXTGl+jTis2mWtZvfURBYQny0orZWfErmyEAi2Lql4mPCvZzig1RQIIbIJMVnn4jPW97yli7WY2jxR+/EVVddtRfEB1G0mKVlAzgVLeqU+CgX+0J8OGnrpSFpFMJUnYLpvhCfM888c/enf/qn3ZpdiG+KKeJDiUU4tyY+j3zkI3cvf/nLO+KLpHkH+5juA/GxlpdyahkOS1wg4XCMSTiHfEwjPkOotGMNgZkILCE+1IkhJx2t1DX3ofjovsglLTy2bkl8tIxLFB+V81iMjzihfVF8BK3qShJwO+RQ9oH4WMGdk7bquO4ErX5OOdQpig/io/twa8VHl9wVV1zRtf4tlAtT71aqTujq2lrxQXhOO+20HWytlaYbMcU0iA8yuTXxofjAy4r3FgCO+irFVFfX1oqPhWHvf//7d3Fz1r9DenW9NuKTq9nb9w2BQyKwhPhEq7TfLbMm4YlrIzFIj9ZmLvkNW7ckPirdEsWHIx4ikxSffSE+gluNWPmTP/mTbjX7fSc+n/rUp3Z/8zd/0zlp5WVfiY/4nb/6q7/qnPQ+E5/TTz+9Iz5WdLfY7L4TH5gaZbjvxEf8lK5Oed+IT65Wb983BCogsIT4ROW8JfFR6eaSFh5btyQ+4ktKFB8E7TgoPuJRPve5zx0L4vPJT37yWBAfis9xID4UH/FTx4H4vOAFL9j95V/+ZSM+uUqyfd8QuDMi0IjP8OKVoTAddt+Iz9G/VdHV1YhPPeyjq6sRn3qYRldXU3zqYdqu1BAoQmAJ8WldXeVk6ai7ugRKC+LtjwwRN0ABc1ygp9FD4lt0AfXPHSo4rhtdXWJ8Ih6lHzQ6J8ZHrM3QcHIKne5BShn72GlzvCQF8anZ1QXTfuwF3AJTI7ECU2pkCaaeRYyPrq6IRwk1NY1HmRPjo2t0CCc4wxOuBgYEplTbkoT41O7qgml/YVy4RfnVNRmY6t7u4z9md8T41OrqgukQTuKafGeC0hRTjaWS1IhPCUrtnIbACggsIT7RZ16rq0ulHBV2TmFR2egSKhnazXmo4FX2JbaGHfY5O1yPzeyZOveog5s5h1/91V/dffaznz2htHzoQx/aveENb+gq6HPOOWdnrpPzzjuvm8vEM+RSDGePrq4awc1GXD3hCU84YfV6tpgAD7k2W7Gg7sc//vG7Rz/60d0orZydvqf0CG62j0Dcw8T4eHaBsB//+MdPuL3P5ixCegz1f9SjHtVheskll3Rl4oSTRz4gPi996UurdXUhpI997GNP6F5V/p/+9Kd3QcfmDDrrrLMOMO2XkxEzd3/2Z3/WBTd/4hOfqNbVZR4dEw2m6dOf/nQ3F5R311B/JMbzXHzxxR1hT88d+99vanZ1GW7+mMc85gRCabLBZz7zmTuj2z760Y92QcrKqfcK8S5JjfiUoNTOaQisgMAS4mPotZZ+CZmYIgUqtyAlCEoQiWjtpr91DCFR4fzbv/1bR2hycLi2tYW0xrTKxux17bg3Ozhfn4fsYJPruJ5WqIBk/4+dy4GzYypxrO5bK7jZkg0cRSTXv+CCC7oh04KoOWhEgOJCBfB9LjknFJ9awc1wNIHb17/+9YPbIyociGQ+IEs+RN6UTuDI8RgtY1RXreDmD3zgAx0hOzB0t+vIxF/8xV905ct7JA/nYOpaayg+j3jEI7rnDlvhy3FLiBoCPBfTNRQfM1Y/+clPDjO7/bOf/ewu36g+CIyuYpiyt6ScuojfvfCFL+zIZI3gZu+3/EVUIhkm7xibLHtClQtM1VElqRGfEpTaOQ2BFRBYQnxURkNOOiUqJf9zuuZYedKTnrQ744wzumG9rjukopDvbYZTm0iNUmBkyVS6+eabd+b0MGxZS1fFNER+VKwIAaWEHVr34cT6z+H3rvPud7+7uy4n8+Uvf7kjP/1zfTa013NOJZUnFa1WcLNRYA95yEM6h+y+yJ98ZgfS2Hc2U7bFd2ykalB8qAQ1FB/XNt+KeWoiITtm3Y3vOMe5idJzv/vd74Sh14dRfNwf2ff89hJCq2wh4/5XHpckxOclL3lJNcWHDchNOomkz+atka6++urd7//+7882NRQfKlet4GZ5AlOqqKQhgbTo4vI/AlxKdtMHcg1qUs3gZmRRPkWyjMg111zTffS/xsbc1IjPXMTa+Q2BSggsIT5IQQ3FxyOooK1XFJsWtNQnEbpwbrrppoPznP+c5zxnEgVSeVz3bne7W9d65Pz713YRa/fEufbhHPrnav2ZwyQ915o7jg+RqhLFx/3FMgyRSSRr7nB2JAWZDMn9ve99b0cq3ce1TDJn0jwVd7/7ZgxQ16T4IJ61FB/3Ms8O/MR2eFbKhCUxJOt+6TrgdNiKtJWkNRQf99UFZ6FW6SMf+cjBkgdIs+5D8U3sNMlcaUJ8Xvayl1WL8XFfQ6OVfcqDTZemCfIkThphC0yV5ZIUig9SWYv4uK/Gxg033NCZIN+e97zndf+Lk1LeEGNkW1dtadxUbcWHQSaXfOhDH9qVUXY88YlP3GlYSRZN1QCCLRJvgdSS1IhPCUrtnIbACggsIT5UjCEn3ScJuc8qkA9/+MMHJOLud797Nx2+Vl7/t7qLOD4LYAbpoLpMpRe96EUH56qY2Ezd6V9bgCXCFddFkix34Hj/XM7ZUg1aqnG+ypnNQ8QH0fCbqYRUaPXWUnzci8IVxPCpT31qt1q549YvevCDH9wpAGJoBCqXpFB8OPbPfOYz1RQf+cERIzsmm6OcuJeE+DzlKU/pFCC2hjKQszcUHyOQasT4xP0+9rGPdYua+iy+AwGUBCRz0lYlZ6c4ldK0huLjXdGdKd7H2lpiZCIwmHPmtKlqbKUGliSKj3evpuLjvrCSx5LyKs8k7xjVkr3sRIqiXHQnTPxBfCw+WlPxURcgkGZZ9k6LOYsuLavaP+5xjzvA1ISZJakRnxKU2jkNgRUQWEJ8qBM1FJ/ovuJA3vGOd3RT4Q8pMsiHGBoVur7166+/vnM6/REhfXj8RktRxalLbeza0X1lWCk77JGVISLDFtcR1Mh5uL4YoqHuOedSA6hBuaSiHyKT7Jir+LiXFjO1xLM84xnP6OxzXPfg0q6uUHy0/muM6gpMEAYOzj4NdkUoBY7OTaH4cKq1YnzYoMxzeJYaECysfEnIJMJWqkikz4P4eM5ao7ri2hRMXVxipKyvFklX1/ve9774WLyX57qBays+3hHl9POf/3yHqXdAQiaRiVx83NADID4aPbVGdcU9KFMW4VX/wDUSFTS6Z+NYyb4RnxKU2jkNgRUQWEJ8OOIhJ60Sm7NxHMhFtOSGlJ70es5HdvxGHEAuOT9Gf6lAfU6vl/7vmtEqtk+/6//vOmmFjPSMXZtTLFF8qGhs7ZOtpcQHNqbtv8c97nGC46OsyHPPNCetpfiwARm7173utXv4wx/exXaEXWIqOJm5iXPmpGsrPuxAUiiTqeOjmlCtEKO5CfF58YtfXDXGhw3e0VNPPbVTTXS3RuK4rbc2N4XiI+aqZlcXO3S7nnTSSTvLSERCfHSBlkxUGr+JPeJz2WWXdSpujeDmuK5GjHJlYVH4RhLYbEbzuakRn7mItfMbApUQWEJ8qBM1FJ8+oSj5TCWisETLcAoGgafUKb8pufYa54iHKlF8BHMOYXoY4nPjjTd2geBpHIcKW+AnbOYkxGctxYdS8rSnPa1rpac2XXvttQdxSukKCr7AAAAPCUlEQVTx3P8UH0O2ays+7qurwxB7MR+REAuOFvmdm9ZSfNjxrGc9a3fppZeeYBL1U3zS3BSKj7mRahMfMUkGLCApkdQxz3/+84ve8/hN7BEfZJKKVpP4uD484ZomMXQRE5gez/3fiE8OofZ9Q2AlBJYQHyrGUDzKGsShf00kBpnQ+sol86tQUjj5/nWO6jM1QBzLVEIqEJLaio97hpqW3n/oWPr90P9+I65J8CZCUWtU19C94ph7LrE1FB9zztSM8Untiv9jv8ROv0V8dMuIRxHjdNgJDMOesf1STNdUfNg6hN/QsbHnSo+vpfik90j/X4ppIz4piu3/hsARIrCE+FAnkIp+t8xRkAn3pPiUdCuE4rOFnYEFxSmCIKeylaRfW/GZut/c71TuFB+xOJxgzRifubbkzg/FRxB2zRif3H2XfI/4GNkoxuUoiM8SG/2G4mOKAHMj1VZ8lto09rs1FZ+xey453ojPEtTabxoCFRBYQnyoGFsrPmncwhgMiAQlZUvFx0i0EsWHiraG4jOGzdzjiM9RKz5zbYzz11Z84j419oiPyfaOSvFZajOyK2bIyLbjQHx0kxmpWburayl+Q79rxGcIlXasIXAECCwhPtSJrRUf988lQcdiBbZUfNy/RPExmdtxUXz+/M//fO8VHzEjJlo8DoqPgOOm+OTe5vLvKT4C49eI8Sm3In9mIz55jNoZDYFVEFhCfKgYWyk+1Buz55YqPpSULRUfw+hLFB8q2nFRfHR3HEWMz9ICT/GxoKY5Z9aI8Vlq19DvmuIzhMrhjiE+TfE5HIbt1w2BOzQCS4gPdWJLxQdBKBnOjnCIR9pS8XH/EsUn4pb6th5mVFfNghsxPmb8bYpPPWQRn+Ok+AhsPw5dXRZ+bYpPvXLartQQuEMhsIT4UDG2VnyMfsklQ963VnxMdFii+FDRphQf643putsymbLfnCVTig8nbpK8LZMJMU877bSs4nP22WcXEeg1n+Xcc8/t5luaivExESFHvmUyEeZ97nOfbkLJHPFZMvdOzWczIeIll1wyGeNjskxTEGyZqJFnnnlmN8moIf3qNOp0zCc2ZJvlUM4///xOyRQMH2sKxuSZdxn6UTvWEGgInIjAEuJDndha8bF6cy4hHCrhvooSI66OYu/+JQstIj1jMT6G5P/kT/5kFwBrfSCrbdtUljU217r11lu7a8W1+/tbbrmlC27lMDjpsVFdRiipmNnpN3GdWna6DlvjukN7Q+6tzm45jqkYn3vf+97dDOBbYcp2E+K98pWvnIzxQXwsl7AlpvJd96G4qTHiQwlGjsz1syWm4ruuvPLKbobtseBmz2PSyS0xtcYXTL/whS90714jPrkavX3fEKiEwBLiQ8XYWvGxmnkusVHszJYxPtbtySk1upGoaAhln6QhbwKkra9kjS3Kj2HFKkyqRq3t5JNP7ogNRzy2WdzU1Pwcm0UvVdTIWsxabVZtcTW6bx70oAd1kwi6Vi0bXeeUU07pSOCYjY6bvPCCCy7YmWXYhIPyAAHVPYrsyg9O2hpmhuivhSmyaiSU/Bqz172tf4ZMRtwUpTLFFN5rYoqssHXMRscRSWXQEiIWljUpZoqpd0xZuOiiiw4wpWbULqelmCKLRnUh6OqKPqZUQTOFr1VOSzCFj4k7TTSKoIlbVDab4pOr2dv3DYFDIrCE+FAntlR8EJoSxUd8DAfXJxNHofTEPdy/RPHxTGOYcoI2RENFrttBxW2emlqb9Zs+97nPdcqDNY6GNvfloMVO/PM//3MXZM7meNZw1soHsoF0cD5Ughp2ug7Haz0vo6CGbHTMd+7rebTodSMilcpM31bOBuHQ6q6JqVgYS2YYBg6vMVuN7PFc9t/5zne6iTkRiL6dyocGx0033dTlQS1M5YtgcPZO2QlTee++X/va1zqirmwPYWpyUcR4a0ytqWaGbXmcEvQop8iQBsff//3fd8+mvNQop4GpLuEpTH0n37/0pS91axCa80tDJ7qthqr21tU1hEo71hCYicAS4sOpqYi3IBRalirW73//+9knZSOnt6Xio2VcovhwakOKDweoolZxe26rbXPmunCsIF9r45g5AN0vuqiGNq1S93MuJU3gdqgo4ah95hDFViFp1AEVew07XYczQ8B0eQ3Z6JiuMK1oXV3f/e53uxa/shAObwhTv6uJKVsRH889ZavvOEo4ccLUvZRMshW5UDZgiqQhlLUw/fKXv9yRRE56yk6YehbkAOmlosC0T3zYbtSlcroGpianlLc5WxE0+ZlimuZ/YGqeLyStJqbyBkmk1E29T/DxHO4vb+FpDcBGfLJVezuhIXA4BJYQHy/omDoRDnCtPbIVTiz35MdJ8dH6nMLUdwgFh4MkWWz0e9/7XpWNk+LULBZKVUIqhzbfqaCdL6iy7/jCSXsWrVdOBfFzfg1bPTNHgSRoxQ/Z6BiMEDMKiv91ycAvdXxsDUw9FwdZE1PPi/jBiw1jtrq3czUmEIYhTNm9FqbyhioSBHHMTs/gWWDqnC0wZSviJ29LMFX2tsQ0COIYpo57jrBRA4k6rOt7LDXFZwyZdrwhMAOBucRHa0SFMjQCaS2yk143FJ9///d/zz4lGzm0LRUfZKJE8eH4xhQfz8/5cdSeidOhDNTcBFBTa2BlPbShDZFEODg/59r6ZIKtjnPUnocqVMtOz40oUL5gOmSjY+x0zre//e1OKaOWpcpElKfAFNmojanrIT6eX/fFkK2wtiEeHCA7jxpTZDpI4pidbPcdsgtTeVuCqWvXynvXgSniEyOZhjB1TNlQRtUR3pktMEX6YcWWqXcq7P2f//mfjvRMqT0qvEZ8stV+O6EhkEdgLvHRGlHxqVDCgRzlPhQf98wllckUmVjbbo7V/UtifDiSHKaux4GryGturqk17fryV5Dy0KZS5gA5c+faxjD0XU0bw3khXhy1NGSjY6mdni1n5xqYykvOWhlkz5CtglhtiJetBNM1bFVGvdNjdgamCKW8L8V0DVthyo6crZ5HI2FLTOUpO+XxUP7HMd87b0rpibquEZ9Aou0bAodAYC7x8YJurfhwfsdF8dF9osU3lVR4OcVnjGDUOq41XTLRIofCVs9U696l1wnSi1TkEiK5lZ2eh63UPvtc0nUJf63/UixqneeeuiXFwuUS8und38JOz+u+MEWocsnzIElb2OqeCCK1uXZqxKc2ou16d0oE5hIfTjok+VqV75zrcCScr9/k0j4oPlqdJYoPZ55TfObgNOdcmAZJyGEq+JJCMOf6tc5FtnRz6JbLpR/84Aeb2RnPW6r2IRTeKfkQvz2qvXvG+5zDFDHeKu8DD/cvIejHBdMc5v3vG/HpI9I+NwQWIDCX+FB8tLo49C0qas6P4lPi/FSSWtNbqBNRUZcqPlrS7N0CU7ZqoZY4lOOk+MB0q7yXj/IetrmkjMJ/K3WC4lOiThwnxcfzbK34yNfaqRGf2oi2690pEZhLfELx0XfOqaisl2x+yznM3QsWjNZxLsOoEwia3yy511zbhs53f335ucSpkPCXYDn0myFbxjDw+zmKj9iFsWuteVxsB8WnpJuT4rN13iOyJWqfvLfJM3kR+6F8XXpsrDx4NyiNJd1HiDFMx651FMdLFZ+ILxp695dimPtd+vyRp7n3fu73jfjMRayd3xAYQGAu8YkYH85HK9WmZZVujmlFxl78AodllEfsDeH02V5lZhRO7FWuVJ3Yc7RG89g7n9pT4vxcT6vftSgVho/GHnny2T5G1Nj7Prdni/PCpv4+bHccoVBh5lIMJ4ZJit0cfFOc5+ALZ/dBFnLJcxtZw1kO4ZTiGfimuNfA1z1yyTmUycj7IVvZktroN/HZ+fF5ic3uK+81EHKJMqBMy/d4J+JdkaeOxz7eqbRcpMfiXO9ZSXkIIhkB41O2cuYwjfI/hmkcT/M9sLQPbNP9FMZxv8CUHbkkxsfIKs+nHkjfh8A29lPYRr02hnFcwz7u4Z6evSRuKvcc/e8b8ekj0j43BBYgMJf4UHy0bKKCVamoOLz4Nv87psLgUO0RFpWBys1e5aeS4DwRHhWZSs1eJae1plLkNOx1F6hIYu/3rplLFB8KhPlH2GyvBdjfqyAdT/fO9zn2yAvn1N+7PhIWttmH7Wz2TK6RS3CBqedKsRvDV0Wc4uu3fXzh1McXzkP4srmEoCFHHHXgFfjE53TfxznyIcXV74dwDZyH8IVrLrHTNfr3Sj+zdcjG/jPEM8Y+rhs2pntlIWyW977LJdf13ngn4t2IvBwqD/I+fd/8n5YH5WKoPMT7Zh/vm7172LzbU4ni03/2wGRon8NWXgTW/d+nmKblQ9n1juWS68Elyr99YGsf9VH/nYPj2DuXvpfwGsI43jnXKME09xz97xvx6SPSPjcEFiAwl/gsuEX7SUOgIdAQaAhUQKARnwogtks0BBrxaWWgIdAQaAgcDwQa8Tke+dSs3HMEGvHZ8wxq5jUEGgINgf9HoBGfVhQaAhUQaMSnAojtEg2BhkBD4AgQaMTnCEBut7jjI9CIzx0/j9sTNgQaAncMBBrxuWPkY3uKjRFAfIyaaKkh0BBoCDQE9huBz3zmM7vzzz9/97d/+7e7b37zm93oNOvnmWZEust+m9+sawjsBwLnnHPO7nWve1236q/WRNsaBq0MtDLQysB+loFLLrlkd9555+2++tWvNuKzHy60WXEcEbjhhht2V1xxxe7SSy/dXXTRRbunPOUpXYtCq6JtDYNWBloZaGVgv8rA1VdfvfvKV76y+8d//Mduzq9YrZ7/aYrPcfTCzeYjRSAmLCOTmrjL7ME333xzJ6OSUtvWMGhloJWBVgb2qwwgPfLkX/7lX7pJGi3G3Lq6jtR1tpsdZwQQH2sJmSXVTKaWd/j2t7+9+9a3vtXJqPqQ29YwaGWglYFWBvanDFB6kB6zrZvJ2oza0Yhtis9x9sjN9iND4H//9393lnYwDXwsgYAEta1h0MpAKwOtDOxfGbBUhuU4kB7dXOrwSI34BBJt3xCYQEBLwYtD+UGAvEhGCbStYdDKQCsDrQzsZxnQvUXpue222w7UHtV8Iz4Tzq591RDoI4AA6SduW8OglYFWBloZ2P8yEN1baV3eiE+KRvu/IdAQaAg0BBoCDYE7NAL/B/KuBeug9lIOAAAAAElFTkSuQmCC[/fusion_imageframe][fusion_text 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We also did a quick fio tests on virtual machine using Falcon NVMe chassis and Samsung PM1735 NVMe SSDs. In the test, we assigned a VF with 3 TB capacity to the host, then passed it through to the virtual machine (Ubuntu 20.04). Table 2 shows the environment used and the fio bandwidth result.

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[/fusion_imageframe][fusion_text 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From the test we found that the bandwidth performance is over 8GB/s consistently. This number matches the official spec of Samsung PM1735 NVMe SSD, which suggests that the performance is not affected by SSD externality in the context of using our proposed architecture, the VF performs as if it is a real NVMe device directly attached to the VM.

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