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Hi everyone,
I am fairly new to Inquisit and still in the process of learning this platform as I do not have any prior coding experience. I would like to add in a simple practice trial with some instructions to existing templates from the test library for the Stroop and Wisconsin Card Sort Task (WCST) tasks.
From my basic understanding, in the Stroop task, do I insert the practice trials under the "remaining trials" section in the template. However, for the WCST, due to the various stimuli and logic, having a practice trial seems to be a bit more involved. As this is a practice trial, I not too sure if its possible to cover the entire spectrum of the WCST quickly (Color, Pattern, Number) or will it make more sense to cover just one and inform participants to figure out the rest.
Could anyone provide me the code for the tests?
I have attached the iqx files of the Stroop task and WCST for reference
Thank you very much :)
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+xHi everyone, I am fairly new to Inquisit and still in the process of learning this platform as I do not have any prior coding experience. I would like to add in a simple practice trial with some instructions to existing templates from the test library for the Stroop and Wisconsin Card Sort Task (WCST) tasks. From my basic understanding, in the Stroop task, do I insert the practice trials under the "remaining trials" section in the template. However, for the WCST, due to the various stimuli and logic, having a practice trial seems to be a bit more involved. As this is a practice trial, I not too sure if its possible to cover the entire spectrum of the WCST quickly (Color, Pattern, Number) or will it make more sense to cover just one and inform participants to figure out the rest. Could anyone provide me the code for the tests? I have attached the iqx files of the Stroop task and WCST for reference Thank you very much :) For the stroop, you need to add a practice <block>, have that <block> run however many trials you want, and run that <block> at the appropriate time via the <expt>. For the WCST, just configure a shortened version in a separate script, and run that before the full WCST script. In general, you should familiarize yourself with Inquisit's syntax and programming model first. Read the introduction https://www.millisecond.com/support/docs/v5/html/introduction.htm , work through a few tutorials https://www.millisecond.com/support/docs/v5/html/tutorials/tutorials.htm , read the Programmer's Manual https://www.millisecond.com/support/Inquisit%20Programmer's%20Manual.pdf . While the latter assumes Inquisit 6, the contents are largely applicable to Inquisit 5 as well.
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Group: Forum Members
Posts: 2,
Visits: 7
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+x+xHi everyone, I am fairly new to Inquisit and still in the process of learning this platform as I do not have any prior coding experience. I would like to add in a simple practice trial with some instructions to existing templates from the test library for the Stroop and Wisconsin Card Sort Task (WCST) tasks. From my basic understanding, in the Stroop task, do I insert the practice trials under the "remaining trials" section in the template. However, for the WCST, due to the various stimuli and logic, having a practice trial seems to be a bit more involved. As this is a practice trial, I not too sure if its possible to cover the entire spectrum of the WCST quickly (Color, Pattern, Number) or will it make more sense to cover just one and inform participants to figure out the rest. Could anyone provide me the code for the tests? I have attached the iqx files of the Stroop task and WCST for reference Thank you very much :) For the stroop, you need to add a practice <block>, have that <block> run however many trials you want, and run that <block> at the appropriate time via the <expt>. For the WCST, just configure a shortened version in a separate script, and run that before the full WCST script. In general, you should familiarize yourself with Inquisit's syntax and programming model first. Read the introduction https://www.millisecond.com/support/docs/v5/html/introduction.htm , work through a few tutorials https://www.millisecond.com/support/docs/v5/html/tutorials/tutorials.htm , read the Programmer's Manual https://www.millisecond.com/support/Inquisit%20Programmer's%20Manual.pdf . While the latter assumes Inquisit 6, the contents are largely applicable to Inquisit 5 as well. Hi Dave, thank you very much. I have managed to create the script. Just one question, when having a practice trial, is /recorddata=false by default or must I specify it? Currently in my output files I am unable to figure out if both the practice and expt trials are included. I have attached the script and output data for reference. Thank you :
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Group: Administrators
Posts: 13K,
Visits: 101K
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+x+x+xHi everyone, I am fairly new to Inquisit and still in the process of learning this platform as I do not have any prior coding experience. I would like to add in a simple practice trial with some instructions to existing templates from the test library for the Stroop and Wisconsin Card Sort Task (WCST) tasks. From my basic understanding, in the Stroop task, do I insert the practice trials under the "remaining trials" section in the template. However, for the WCST, due to the various stimuli and logic, having a practice trial seems to be a bit more involved. As this is a practice trial, I not too sure if its possible to cover the entire spectrum of the WCST quickly (Color, Pattern, Number) or will it make more sense to cover just one and inform participants to figure out the rest. Could anyone provide me the code for the tests? I have attached the iqx files of the Stroop task and WCST for reference Thank you very much :) For the stroop, you need to add a practice <block>, have that <block> run however many trials you want, and run that <block> at the appropriate time via the <expt>. For the WCST, just configure a shortened version in a separate script, and run that before the full WCST script. In general, you should familiarize yourself with Inquisit's syntax and programming model first. Read the introduction https://www.millisecond.com/support/docs/v5/html/introduction.htm , work through a few tutorials https://www.millisecond.com/support/docs/v5/html/tutorials/tutorials.htm , read the Programmer's Manual https://www.millisecond.com/support/Inquisit%20Programmer's%20Manual.pdf . While the latter assumes Inquisit 6, the contents are largely applicable to Inquisit 5 as well. Hi Dave, thank you very much. I have managed to create the script. Just one question, when having a practice trial, is /recorddata=false by default or must I specify it? Currently in my output files I am unable to figure out if both the practice and expt trials are included. I have attached the script and output data for reference. Thank you : Data is recorded unless you specify otherwise, i.e. explicitly set /recorddata = false. Note that /recorddata only affects which trials are or are not logged to the raw data file. It has no other effects whatsoever. For example, if you are calculating summary statistics of some kind, you need to take care that data from practce trials are not included in those calculations by adjusting the calculation logic accordingly. /recorddata cannot and will not do that for you. Look at your raw data file, and you can easily see that the trials in the practice block are logged. ![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA+oAAAF1CAYAAAB/MRBtAAAgAElEQVR4Xuy9fZgVx3kn+h6QkPYr8r1rr5YHK8oHAUbiDJGI1jdeP2sLfwSBJI9gBg3MhxfrbjZ2VrKNJAbEoPlADMMoAsuW5SjxYxNGzMAMMAwSIEWKsddJzCq2BDPMDEbIjo32Bj+x7929V4mW2HBuVXefPt19qrqqu6v7dFe/57+Z7n7rrd/7UfWreru6cOjA8yXAHyKACCACiAAigAggAogAIoAIIAKIACKACKQCgUKJ/LyafP+//SUs/cCHUqGgaiV07ltUrPKMTZ77jn4TFQH+8+hX8WGbdcnoGxg3WffhNOqPcZVGq8jphLbDnMhCIM9+QfuORF0uf+TirrwHg66LU3E7b579RoQtYiNCKL/X0TdwUppf74+v5xhX8WEbt2S0HeZEJOpuBJCox511MiY/z0kyz32P6qaIHQ6uUX0oj89j3GDc5NHv4+4zxlXcCMcnH22HORGJOhJ1wESAiQATgdqBFmMKY0qtR+VDGsYNxk0+PD3ZXmJcJYu3ytbQdpgTcX6ORB2Juk9WzXOSzHPfow60iB0OrlF9KI/PY9xg3OTR7+PuM8ZV3AjHJx9thzkRiboyoj4E6wstsKe+A0pn+uOL2hgkR0kEJxsKsOy201DqWhKDZrUXGQUblvYGXuNFaJyZgNFFgv6d7YDbiz+AptIR2FwDKLx9l9J930ootB43te1W7xdSOijDKnxMI3a1GVxD56OY/daNRni/UubaKRWkOt86u5kN30g4bhL1+5Q6XQ7USmVciXBPyDdD5wWR/oLr56f3wQ+HRmHjC0dhctUb3Dl0nLaL2IWaP55nbJh9Tyhmam34iO+oD0Fb8QwMTu6U7seuunvh8szRmhCxspI8Z0+DbtJAxnRjHIlgV10dfHdsRkzUY+oTFStjW1bfZXW/tHk+zL3+UCwLOLI6qIEveEzTdhG74IRDxifV2JQvJU6/9ZL1oGNF3H1Pg/w0j0XJ+QbbEnGMReWWat23NPiezjqE9Z185eRqD0ik/5RcXehDoh4iAMP6dYimEn1Exu/8+h4ln8u0nSgYjMYMog71DaW+M2Mu8swE5exeaG/+FAxOUUlFuHF0E3y8x0HU9z0C7Tuesq9/tGsjvNrdajZLdkuXFgfgda8SoyUoNVr/dMkHuKFpE7wysgPuUIxSVd9kdOOu3JR3ixqg7coRGJxugEPDs2B782F4vb4BbFwT6ltUqNjBMAEDq9dCx+FpQ/z7m34bfuUHvwdTpJLCCJD+twAsO5o7wOQmx+4yJZpv966Cn/X0mb5BcPna/jF4oM7UdnddATacc2ju3ZkWYjcBJxsaSbtvmkJIlUfblRfh3YNnYfSXEn5nNc0jm366l7XmJwo3drcQ3VoJbpWKAR/drQqEMlH/8p9ZWFt9fI3IuQNEzwvaF8W0EHsTgaxh9617jsJHts/AjU33wbzRMTMvOeLV36+nrGoiQczz/Eoi3zjj6MQvumDL9nF3PhGtJPvlYkeo+fktN6YMv0zGr6Lms7Q/H2YsqqVvlOOiFnFj95salY4R8x+rVDOVK/si+L3MWAbCfMgfK+V8MXw+F9nGbH8I2he32OPwiXtKcBfJLeXx2s+31kuM9X74yOknM5ZXKvRsm3kqO4POY6TmpxHmgFLYWQ7CyslSvunJyc55miHab8yQGJP4tpWcA5cDIARRF+a8CHFpzj+L0LN1Poxvq8wFGg+MOTaX+OOdrF/z5tAGLEL9+fMsOhZHGatF2Iqui3WXiWlPdnTyQp/5uXD+HSMnlbW7mJvI5bPCNz/5W6VlrecrhJk58SYJvjgCHx45YhEsC/wfrXKUvk/AuekiLLqlYOBnGLjVQcTJ//xWLwZWN8Cdh45UiDlx3saeaTg4qra0PsouBnNiayS54/AbM5Pw5b13E+J6LXxtagx+Y/MC0n8T16T6JjcZ4N/Fwsbscw+81tVi2ObicAP8av8i2+7G9aUXKv7jScRGIpzTATPDO0zfoElp7WGom2SUuDOSuAi7kw0LYHnrQbjcWG92jMhfX9wJ78xM2YlWZtWM1XdZ3XmEp2o3nOjWtnYKHiJVKBRLOd3NioQHnm+AR18owOcdixyi5/3bF8e0CPuyJ2URO8Nmx4v2ohHFctlto/ZKv69fS8S8Hzb0mtAnjYnVRZjVtBGmultg0dVBODerzc6vVIYf0RblYr/n0+JXUfNZ2p8PPRbV0DdqGTdV/k5wmD2+Fq6MWBsCZNIaxe9FY5koH4rGSpE/Ros7Kx/45DQ6Hvykdz98sYm8unf2DdjddDtsaPa8suXjW0rw8dFP1H+DbLp2YydIHu2sqtIMM4+Rysm8nCsxHoiwE5EO0fOyvue3+xh6fi7Rf9v3QxB141kfv4wal3Se11PcBKe6+6zx1e1XonmcVE70mUOL9PebS4hiRqS7CFvRdZHuIv1k4y7cjrp4PAjt8+VckFA+K/zdpt8suYgWUaAKFFZwkeC8taVg7KyaBKmD7LgPWDvqZM+9vgCTW6+6FgC4oPBW9ApkV/qqe7dfNNiJroeeHPkkaRsHihOZOJTIxMFOrIs4u7ox9E3Ud9F1NjaOVXgiYDHZeXSSRdEAwirdrnqmrJjXz4R+IVeqLSRFLJ83yFR12T5Ld94CzuzeomMSaXaSJq5n+8+TRQQ53ekg8o05JJYW7oXXiF9VKkwEzxPsfNv/PqMEzRnTQuwr3iRb+p4e7KxJrc8Ck4io+8Z8uUqI41dSg5NgQkNlcCddErmY/3x6/EqUr7J+PfRYVDPfqHXcTJANg8fhQbLIS/Ng9SRUPAfxixtRzDOrAl3juP9Y6e+vEeOOVLqI9HfN16gyLD/y8S2RfBE+/nMFmfHQQ8w5uoaZx0jl5LBzQDIeiOZJZd/g5XTx83K+F4qoi+YCznkDaw7sGA+ZPucIDC4h4/mlSDdDtj82vvM8Mn/3n8fJ2NanfSn9TYCqsYmeMwzBovEkNPYyMS2xaeEzj4o6D4rCSZPMZ4qIOi1/2Q43jAyZq7XlhOacCBsDK+8ddTmDqpiYhZ4chU7SyfUtKj7Cd2DIKvyloa0w99hi6R11WbLLThgi7Mzr5R1qXv/TTNRFulOi/teLG+DceYB1rldUBH2PStTJ4Cb7XnGtiHp47MSDq2hSml6iLpeL+QNcevwqaj5L+/OhxyLRxIo3VpGYlhmn/SY/IsIQd9zY8i97d9Pj7pt8PjT8jjFW+vtjxLirNVGXGC9kJrainF4hFQXmbjqb0HiQ59hGZp7AW5QXjQeiuClrGJ6oO/ro43uhiLrItrUk6iLdvEHHwCZ+ou5nG/m8wiPq3JgRzQHLBzyLxhPudZHu8c7P/WNGbjyIwkmTzGdyRJ2uSPmVvhOHKLaQXcLhw0bpyMXhDvJeJdld7/aWvld2KC89djes2HENPEdO+S6XAS+7rYuUnrbEOr/iT474uvk6hESSMstq4+9bVOB4hGvztgN2aTktff+1sUZ7p9iZ+KndG9aRswgc75l7y8fpPSvIjrKbdFqaMxKCCDvvKab0dNEn1rS6fM+ZiL1+V8ZMpnybpztv8BOVHQXSneyAFwfmuHATPR+19F2EfZaxE02cfP1aIub9sKHXhD4pGjx9Fg5lcrEfGUuLX0XNZ2l/PvRYVEPfqHXc0N0xuoB42y+Pug8plZyDCBchrENBWWOZKB/SmPYbK01/nCCLJUtgD6OiLlrciRcfXeOBX+k757Av0VgvwkfkO6L+l/Gj5e7vNF0DXbPpnKr6Czxh5jFSOdkn50oRdR/fkiLqPs/L+Z7f61L+Y5KvbQOMh6Ld28A76gQ4kd+JsFFS+u5TnSdqX6S/31xCFDOiOaghWzSe+FwX6S7STzbuApe+S44HfvMwUd+SzGcmUXccCEaBY4LCOHjqrqbKJ9oMpakc8qMHwR1YcBSWb5/t+jQXJXkN68jBSPQmz6Fi1Yci1MOshY/CKVe5b/SpF8/gfN2swzK8TZOBdufVZpgpNMMeeq1pEEqfHDYPuCFE9e/+12rHQWveAxXi6VtUdNgD3L1wavGPYfTghCneazenX5BrzgNqvvnGbxufZ/vCyD3w7TV9HLs7tGYmBBF27oM+oL4ePte5167soNL9/c5s39v38qfR+Lrz/aLyuob4MDnnISNe3Z2fZ/vsJuugPqqsvRAi6nvwQ7+cMS0bk1nDzo5NiiU9uITszlV9Zo/n11198B97HpOIebZflb09cL6xD1gR+51/LhY/7z0srjqmkvGrqPks7c8rG4sS8g37UKwaxg1t2vDvt7qNV8ycv8h+7zOWmYTQfyyiuzO+Y6WhrBV/zFffwudzZ9+5OY11mNy1PRbZ5eQF3oG/nrFehM9NjvkhXz9R/y1r03lC2xzua5Gh5jG+8wQFc8BFjsOYq7CzDij1Jiynjwh809/3ZHK+aJ7E9v3XRq6BZwprhePhN593zF/K/WR83pm1a2x8CtqLjevAsWhxScnaxd5O+HkP2eBhHHjsd3iqTNyJ84Jojus3lxDFjN9YLYp50XWql0h3kX4iv+P1XezTcXLSpPNZoUR+3hgQlkCnfQbko5/OfYtqllpj41eWFbVvoudr3XeRfmm+jtjxrYPYpNlza6sb+gbGTS098OXOW2H5tUOxfFY01n6FPZAsVqVQuAoEapETk/0EbniUaoFNeG3VPql13yXyGRJ1tf6UaWnJB4N7VSyuT/LJGCX5vstolY17EDskHNnw1HRpiXGDcZO0Rzo/h1rL8TZMv12f6COfCG6cmXB8QqsiEeMqDLrpeCZp27k+D8zY4U8HKqYWSWODfY8XgSD5DIl6vLbIlHRMBB/KlL3Somye/UZkA8RGhFB+r6NvIFHPr/fH13OMq/iwjVsy2g5zIguBPPsF7TsS9bgzT4bk5yoYRvYBvP22bZ2/v3gR3nfTTdGs9f73A6yJ9zDEaArG83Su/CYghIhNQMBydDv6Bk5Kc+TuiXUV4yoxqJU3hLbDnIhE3Y0AEnXlaSbbAnORJP/XuwB3rQD41rfiMdb95KOh+0fjkZ1Sqbnwm5DYIzYhgcvBY+gbOCnNgZsn3kWMq8QhV9Yg2g5zIhJ1JOq5fs9DlE1zkSSPjADcd78IimjXT/8NwJLfiSYjQ0/nwm9C2gOxCQlcDh5D38BJaQ7cPPEuYlwlDrmyBtF2mBORqDOI+vdOfafq1HdlUYeCEIGUIDD3lVcMTa5efz28/9HHYtXqwvNfh/85/7dibQOFIwKIACKACCACiAAigAggAoiAvgjgO+r62jZwz7RczfzHdwB+7y6Av/xLE4+PfQxg9iyAl/88MD5SD/xH8o76N56XulWXm7T0G0XGQWwUAamhGPQNvlERGw0dPqEuoe8kBHQMzaDtMCeyEMizX+A76jEkmiyL1DIYDg4DNK1zm+WlowD/9E8Af/tj+/8//fGP4cabb45mvl8jz9+zOpqMDD6tpd8osgNiowhIDcWgb+CkVEO3rnmXMK5qboLQCqDtMCciUXcjgEQ9dDrR80Etk2RfD8CWbrfBnnsG4Pf/0PU/LfuekJsidji4JuRqWjWDcYNxo5VDp6QzGFcpMUQINdB2mBORqCNRx8PkfJKnlkly6yaAJ3a6e733awBtDyBRDzGQYhINBpqWMRUMArybgwD6Bk5KMTjUI4BxpR7TpCSi7TAn4hwTiToS9bwR9Uc+B/DUl9y9pt9Q95TD4wARfihG7HBwDe89+X0S4wbjJr/eH1/PMa7iwzZuyWg7zIlI1CMS9UuP3Q2fOHYcJicWA3QPQqlriUPiBLzU+Ths2T4Or5P/3tC0CV4Z2QF3OO7wf9688eJwB6zsf5K0QQ6jr++A1870WzKGoH1xCwxO0buK8JGuQTjZ7Wy/3NAQrC+0wJ4mot9Ia5XNWYng/PQ++OHQKGx84ShMrnrD0y8qYgJONjTCsvE3DXmziOwrDNm8EItbPtVPhL2pWxzYxJ26I8r/7O8DfPVP3UJeOARw9yrX/7I8QJxsKMCy204z/DYidpKPs7GTjVfJRjJ6W5b9KqOQZ0ZtjBu+qcKN05kxPSoaIwKYc2MEN2bRbNuJ5rei6zErnZD4POdEpl+c7YClxQGDbxq/QgP0XR2DzdafYt6VkOEiNhPsHfV9K6Fwoa9CBujf1x2DUqOpxaXN82Hu9T3kOjn1mvxe7rwVll875L7f53lDBlkIaJ3TDM+saYFFtxRc3dtVVwebtx2Ay431AGffgF1kR/ThbTN2++bNE7Cr7n54u3cVPD1axyTTvknc20dLA9q3tdcdshcGjL4uveBpW8IaMckXYh8jNhK9ru0tn26rPoX9my8B3Pl7Lr3SOrjvqrsXLs8ctZNPbcFkt87CTi5e09gbtTql1a/U9lI/aUnEHcYN32/CjNP6eSH2KAwCmHPDoJaOZ1i2E81vRdfT0bPoWuQ5J/KI+uzeonjTlMO7olskGQmBiPrJhgXwbP95GF1kKUdWM/xA8hJ14fNE3uqexXBolBAriR+LLNM2lrWeh9Iivm5hnN3blpkYDlVVFKwvLIE9nlUdV1d8iLqT+IeWbzVWtUhC/h8XNhKmqu0tzU0ABw66dfirbwF88MO+RH13XQE2nCtCz9b5ML5tzFy1q2+AxgNjdgwYO9nj5P/dp+HEL7rMahJyT98Za1Vv3yPQvuMpuwrko10b4dVuZ5WHu1KDVpC0XXkR3j14FkZ/6VktLGs7WqosEFF/aj1uXiE6uCtc6D995NM4PrsX2ps/ZenHroKRMZ7MxCj04paMAim+R7hrSvzlxD0luIv4TtmGQr8S2c3numGH/rfgxqb7YN5oxa9tnzWwFPgNuT6wei10HJ427r6F+G0rqXyiK9ly8h3VFgH7v97SH6w4cGJl+3+U/ntX6Vlxp8jfMG74QIYZpxWZBcVkHIFs5tyMg65IfZmcyJrfOpsXXVekauJi8pwTkaiXSqTG3P1jgcIi2re2FGCKTNAqvwnYXbeEEJzq8nDh84R0vGe8Hu6d7jeJA5nAfW3/GDxQx4gHMpmibe+xy+LNCeK8t7rN1RWfRYRwzk4nln1wevY0lOCTsHDBQugYLZfkl/WbICX34Yg6LUmPLp+PfbzYJJ6vgjV4790ALxzzOPgpgNs/4Pofyy8oWe8pboJT3X1WhQet2Oh073AbZPkieR1iI0x1k0qQq4Nwblabff+56aJdHWKQitYK0aYxsbz1oFklQn+EYKwv7oR3ZqbsxQCZnT32wo65OOMnf2B1A9x56Ejl9RTSfmPPNBwkvh3kJxxcGfEaRH6W7+Xtmv6kdz98sYm8ukOqg3Y33Q4bmj0LLT5+JbKb6LrhL8eLdn41FvFuG7UXekR+Q6slvjs241i03Qtta6fgocmdhi+J5NPno/S/atHHswAatf/U32TiLqpfYtzwEQw3Tke1CD6vAwJZzLk64K6iD/y4589vzXZF11VoV1sZec6JUqXvPM6Y9x31aqJuOTKZfA50tUJHfaX0XUTUyzsxlZ3BCeh5fBhW9Lrfc6ckvH3tD6Bu8oirHNjeWXHGEmOXMZSzkzYL53ZWyvxJif6D7S9WJqqy8ctzGFXyDbLHwt7a+Y0DG9m+1+q+j34U4JvfdLc+dYZuA7r+xxvcXYSkTEKcrz34JQHqq80D9o51sb4Ak1uvWn40BG3FMzBIyI3fT4YwsIm6QD5v59CvIoSjqG9MceK1Vu6QdLtV2FiLFq4FTpYP+eQK13tZ5Q6V7SZhV3+iK/YbViWVM7/7yo/af1EMRu6/CahM3EX1JYwbPoKhxumoBsHntUAgezlXC9iVdEK8eFk9v3U1zJj/KlEsBULynBOFfmFwH04ldb6Iuns30G/X2vBpz4TMu5vofd7chWmEkmOH3kvu6Tvs8y40wymya+48pK4qhhTvqFctMoQ1POc5ZfLLQLAmw45rvFcWtEwEd/w7gO/9jdtFfnQe4Nd+K2aiTg/u2w43jAyZO6dVBMMkROVdSN44IEMY/Ig6X77cQoHM+MTzG+l4lWkko/conzSS6hv/BR7RdWvHm7vYJPBLTm5NDVEX4iPqf+2JOsYN+H+dJez4m9EcgmoHQyB7OTdY/3S+W5aQcTcJGdxDF7y0nJ9LGkfKL3hjf8bHC9r3Aql8lyp9p8T6zoPr7APV7HeercPkXIdHGe84LoFlcxwnrwueL5eubNp2xjowzllOab4TeaI4JHegm2KiTonQzUsP2yXK3sPlTF8LX/oeVb4Qe2cwKMZGMs5qdxsps4Vz5F0M5+//uggw9/1Coi5d+u48JNGxIFJsIWc6DB82St/p1wy2bCe7693O0nf3ae30lMon1rS67nGWGdMJ/Iod18BzJUe5enkBoOrMBFr67i/fLHnusg+ADGuk6iQaMF7DNpyB54SVGn6l7yy/In0W2U10XVQ6LvIbqdJ3n6oT1/Mh+u9cmKJx1bCOnPzqqJ6K2n/qVjJxF9X9MG74COZ5UhrVr/L+fBZzbt5tVu4/z3b2QdIMbhFo/pthoPOcE3l+8XBzp/sA8/Obq7/2lSuiTgkBIQpzd1jv+3rLysslJ9YBQ/QTZt6db9/njZUwx+FWzvcNAhzw4yqBlyx9Z5bNkwOSKrv77sOT2J9nsz59xigdjlu+Xe7ugz2FNx5sUp75rvuXAP/0D24l/5+fA7znfxcSdToAXOzthJ/3EPJcdW6CZW9v9x2Hvdmvc5B76OcKDyw4Csu3z4bGmQnrtQm3X0F9PXyuc6+9A09FXxxuIETE/OSh+9wGTvsu/xPJ9x4aVg+zFj4qrljx9Jm1g8Esz3YehJdyt1GlHntwZRymdi39YgatvBD7VfVhb1678e16U/kwNtpBao/LrAMJxX4jOkzOwI8rP2L/PeOE9zA+P3zk+u8Xd6o8g7FrHGCcU6dFOiWx4kY8jqazL6hVsghkM+cmi1FaW2O/i2yVu/PmtxLcI639DaJXnnMiO6bd8xTvJ8F1GS+C7agH8agU3ytXQpHiDsSompbYFNyf+TPge/cfAa7/Zy4khavwMeKeddFa+o0io8hgo+sptbIQ5rX/Mr4hi6Fu9yE2ulk0uf7I+E5ec05yVgjXkoztwknO/lN5xibvfZcvfc++nxs9yLPBRSbUDpurVwFmz67udvXbHlV+YX6ezXrUVV0hQjF/17XzG4Um5GHj9C/vSrDC5lMrKu/9x7HI3zUxp6Q2dFOvGObc1JuIqyDGPd92ecYm731Hop7dnKZcc+2C4R/fAfgX/yoUUVcOrsYCtfMbhbZCbBSCqZko9A2clGrm0qnoDsZVKswQSgm0HeZEFgJ59gssfQ+VSvR9SLtg+NlPAd73b90Gey/5++//rsqI2vU9QTdF7HBwTdDdtGkK4wbjRhtnTlFHMK5SZIyAqqDtMCciUXcjgEQ9YBLR/XbtkuTbPwa46dfcZrt1MTm0cBKJukJn1s5vEBuFCKAoHgIYNzgpxehQjwDGlXpMk5KItsOciEQdiTq+o+6TcbVLkhfIS+a/RT7P5vx98N8D/NVfIlFXOPJq5zeIjUIEUBQS9eA+gDklOGb4hIkA+k52PQFth0QdiTqDqH/v1HeqvqOe3TBHzRGBCgI3XHgT5rd+2gXJux/4AEw//UcIEyKACCACiAAigAggAogAIoAIIAKpRQAPk0utaZJXTLvVzL/5K4B/9yE3kA33AoyNV4GrXd8TdB/EDlfBE3Q3bZrCuMG40caZU9QRjKsUGSOgKmg7zIksBPLsF/iOesAkovvt2gXDf30V4MMfd5ut5X6A5/cjUVfozNr5DWKjEAEUxUMA4wYnpRgd6hHAuFKPaVIS0XaYE5GouxFAop5U9slIO9olyZdfAFhOdtCdv/+0HuBPvo5EXaFPauc3iI1CBFAUEvXgPoA5JThm+ISJAPpOdj0BbYdEHYk6EnVM4j45XLskefgAwOpmd48f+izA019Boq5wLNfObxAbhQigKCTqwX0Ac0pwzPAJJOpZ9wGMeyTqSNSRqCNRzxNRH94LsO5T7h5vehhgR/VhcjhAhB/iETscXMN7T36fxLjBuMmv98fXc4yr+LCNWzLaDnMiEvWIRP3SY3fDJ44dh8kJ8i3q7kEodS1xSJyAlzofhy3bx+F18t8bmjbBKyM74A7HHf7PmzdeHO6Alf1PkjbIYfT1HfDamX5LxhC0L26BwSl6VxE+0jUIJ7ud7ZcbGoL1hRbY00T0G2mtsjkrEZyf3gc/HBqFjS8chclVb3j6RUVMwMmGRlg2/qYhbxaRfYUhmxdiccun+omwN3WLA5u4U3cE+V//Y4AHPuMW0NsJsHWblF9EaDnRR082FGDZbacZfpuMGuzBVTZek9GxVq3gxKMGyO9bCYXW42bD3bWLC1HP2b4hm8tF0rN9HbHJtv1qqX38OdeaR5H5aYnMT/GnDoFwcZ+PnBmOu6izTS0lhfMLU2M+p6xlj+TbDvaOOp38XOirkAH693XHoNRoNnhp83yYe30Pud5i/P1y562w/Noh9/0+zxsyyEJA65xmeGZNCyy6peDqya66Oti87QBcbqwHOPsG7GpaBw9vm7HbN2+egF1198Pbvavg6dE6Jpn2TeLePloa0L6tve6QvTBg9HXpBU/bEsDHJF+IfYzYSPS6drd8ZTfAf9ngbv/JPoBHNlfpFP/gHg6GXXX3wuWZo1CtcTh5cTzFwk4uXuPQJl0y0+pXtUYpCb828+Khmi1giTBm+YZcLhdJzv51xCb7NqxVD5LJuUPQVjwDg5M7a9VNLdsNE/d5yZlhuIsuThLGL0ScMivYBCLqJxsWwLP952F0kdW9sx0wu7fI3Vn2EnXh80Te6p7FcGi0TQo/FlmmbSxrPQ+lRXzdwji7ty32BHCC7OQvgT2FBui7OsYmVj5E3Un8Q8u3kKtaJCH/jwsbKWPV6qY/2gHw6GPu1p/ZBfCHXxAS9d11Bdhwrgg9W+fD+LYxo0oE6hug8cCYHQPGTjb90hvZtTvxiy6zmoTc03fGsv++R6B9x33FcyMAACAASURBVFN2FchHuzbCq93OKg93pQatIGm78iK8e/AsjP6yA5YWB8x2nb/RUmWBSLhz6COfxvHZvdDe/ClLP3YVjIzpZCZGoRe3ZBRI8T3CagPiLyfuKcFdxHfKu79CvxLZzee6YYf+t+DGpvtg3mjFr22fNbAU+A25PrB6LXQcnjbuvoX4bSvZWaKLSUL5JM+L/FrYf5/2na6QRaLudWVWLk+xuytTTSan5BUbZSBrKojlO8KcEiinFuHG0U3w8R4k6qpdSEXc65oXwnAX1faplbxQfhGQU9aqb6J2IxP1W1sKMOUq/ZmA3XVLCMGpLg9nEXXX84R0vGe8Hu6d7jeJA5nAfm3/GDxQx+gGMQB9do9dFm9OEOe91W0uHPgsIoRzdlrG2wenZ09DCT4JCxcshI7Rckl+Wb/wRJ2WpEeXz8c+XmxEblbD69t7ADq73Qo89wzA7/9hlVIsv6Bkvae4CU5191kVHrRio9O9w22Q5YvkdYiNMNVNKkGuDsK5WW32/eemi3Z1iDFZaK0QbRoTy1sPmlUi9EcmC+uLO+GdmSl7MUBm55FHSETyB1Y3wJ2HjlReTyHtN/ZMw0Hi20F+wiTKiNcg8rN8L6/a4Ce9++GLTeTVHVIdtLvpdtjQ7CnR9vErkd1E1w1/OV6086uxiHfbqL3zLPIbWi3x3bEZx6LtXmhbOwUPkd0l+qqTSD61p9Cvffovar/sL9kl6vxcnuVYCKI7P6cgNkFwzOO9XN8JnVPJ/Kw4Ah8eOWLNR62FzB+twtJ3xQ4WPu71zwvhuItiA9VIXCi/CMIpa9QvmWZjIOpWs2TyOdDVCh31ldJ3EVEv78RU3imcgJ7Hh2FFr/s9d0rC29f+AOomj7h2re0VU2fPGe8nhnJ20mbh3M5KmT8p0X+w/cXKRFUGbXoPZ0ed9kmJfIPssbC3dn7jwEa277W4LyJRryIEZRLifO2BZ1PDFsRXmwfsHetifQEmt161/EiudE5IaMo6VZX4CuTzdjb9KkI4NvSNKU681sIdatFmFTbWooVrgZPlQz65grkjXbabhF2rqhtcbYn9hlVJ5czv/vJNKwj92qf/ovazT9T542gtfLgWbYoX/6rHuVroiW2mDwFfou58/bKsuihnsnIRK4+nD4rMaRQ57hnz38yBEGae5TcP1QCAMH4hzSlTjk9Aou7eDfTbtTb67Ulk3t1E7/PmLkyja4XSS+7pO+zzLjTDKbJr7jykrgpnxTvqVYsMYYOC85wy+Y6Bp7raoTz5U/taQKp9vKZEnR44sx1uGBkyd07LhNom+SYhKu9C8nAUEpqyXA5R58uXWyiQsS8viUrHq0wjGb1HOVEn1Tf+70aKrls73tzFJoFfcnIrEvXgDiqcfDDG0eCtZPMJxCabdkuD1oGJuiinIlFPzKxK4l7TRZRQm4yJWS7ehsL4hQynjFdrNdIDEXVKrO88uM4+UM1+59k6TM51eJTxjuMSWDbHcfK64Hn6XiQtm9+07Yx1YJyznNJ8J/JEcUjuQDfFRJ0a/Oalh+0SZe/hcqY5wpe+R5UvxN7pL4qxUeOKMUmJSNSlS985q/TFFnKmw/Bho/Sdnjy5ZTvZXe92lr67T2unXwd4Yk2r6x7nrj4lvit2XAPPlRzl6lyiTs8l8Jdvljx32QdAhrVCdRINGK9hG87Ac7zSd7t03K/0neVXpM8iu4mui3a8RX4jKj0XyadmE/q1z2KoqP2yW2Sx9D1QLs+A/4dVkRc39oGyrDlG2MbwOa0QCE7URTkVS9+TcpAwcZ+XnIlE/UMuNxTb3Y9TJuXR0dsJRtQpISBEYe6OY2bL3rLycsmJdcAQ/YSZd+fb93kq03mgh/MddYkDiMpwuErgJUvfmWXzrk9vuA9PYn+ezfpkB6N0OG75drm7D/YUn3iwie6IsUmISNRpIrhIPuf28x5CnqvOTbDs7VXecdibXXpD7qGfKzyw4Cgs3z4bGmcmrNcm3H4F9fXwuc699g48FX1xuAEa1pmfPHSf28Bp3+V/IvneQ8PqYdbCR8UVK54+s3aNRQeGxWbzlAlmD66OT9eVD5O7ln4xg1ZeiP2q+rA3r934dr3JOkzOgIn66mXWp8zEfiM6TM5ffgi/dh6i6HuYnExcpMNJmL4hMY6mQ/t4tUBs4sVXZ+nVvqMgp7oOmzMPk7uriXwGGD/RptSVQsV9TnImCxsxt1BqnpoJC+UXfpyyZj0J3nBgoh68ifQ9IVVCkT61E9FIO2wUEHXXoVmJWCF7jWjnNwpNIIONrqfUKoRRS1EyvqFlxyU6hdhIgIS3MBFA38muY6Dt+LbLMzZ573uhRH5e19AZFJ37FjU9a4dNBKJufp7NQhRXzX1dSzu/iRpIjud52Dj9i1ZbvDLiOTRToQ4oKp0IYNzgpDSdnpltrTCusms/tB3mRBYCefYL3FHPbj6LRXPtgiECUY8FYE2Fauc3Cu2E2CgEUzNR6Bs4KdXMpVPRHYyrVJghlBJoO8yJSNTdCCBRD5VK9H1IuyTZ1wuwpcttsD/+MsB//i9VRtSu7wm6KWKHg2uC7qZNUxg3GDfaOHOKOoJxlSJjBFQFbYc5EYk6EnXARJCjRIBEPeAwGe52jKkcxVQ4F8GnGAhg3GDcYGCoRwDjSj2mSUlE22FORKKORB2Juk/G1S5JIlFPZHzVzm8UoobYKARTM1HoGzgp1cylU9EdjKtUmCGUEmg7zIlI1BlE/XunvlN1mFyoCMOHEIGUIXDzn+2F9371T11a/bRjA7x9330p0xTVQQQQAUQAEUAEEAFEABFABBABRKCCAJ76jt5gI6DdaibuqCfi3dr5jULUEBuFYGomCn0Dd480c+lUdAfjKhVmCKUE2g5zIguBPPsFHiYXKpXo+5B2wYBEPRFn1c5vFKKG2CgEUzNR6Bs4KdXMpVPRHYyrVJghlBJoO8yJSNTdCCBRD5VK9H1IuySJRD0RZ9XObxSihtgoBFMzUegbOCnVzKVT0R2Mq1SYIZQSaDvMiUjUkajjYXI+6VO7JIlEPdRgGfQh7fwmKAB5iimF2ORdFMYNTkrzHgNx9B/jKg5Uk5GJtsOciEQdiToS9TyRCiTqiYyuOLji4JqIo2nWCMYNxo1mLp2K7mBcpcIMoZRA22FORKIekahfeuxu+MSx4zA5sRigexBKXUscEifgpc7HYcv2cXid/PeGpk3wysgOuMNxh//z5o0XhztgZf+TpA1yGH19B7x2pt+SMQTti1tgcIreVYSPdA3CyW5n++WGhmB9oQX2NBH9RlqrbM5KBOen98EPh0Zh4wtHYXLVG55+URETcLKhEZaNv2nIm0VkX2HI5oVY3PKpfiLsTd3iwCZUPk7mof5tAJsfd7f11S8B/MGDUn6RjJLRWznZUIBlt51m+G102TIS2IOrbLzKtJDde7zYGLYaL0LjzASMLuL0a99KKLQeNy92q7erlA6k6Vr7VXatLqe5/6TUP1fLtZDduzCnZNd2tdYcyV6tLRC+fbbtRPNb0fXw+qTpSZ5fy/CqNPUjjC7Mvp/tgKXFAYNvGr9CA/RdHYPN5b9F18MoUoNngr2jTiePF/oqZID+fd0xKDWaml/aPB/mXt9DrrcYf7/ceSssv3bIfb/P84YMshDQOqcZnlnTAotuKbgg2VVXB5u3HYDLjfUAZ9+AXU3r4OFtM3b75s0TsKvufni7dxU8PVrHJNO+SdzbR0sD2re11x2yFwaMvi694GlbwoIxyRdiHyM2Er2u3S0aEPVddffC5ZmjleRTOzS5LbNiSi5eU9gZxSrxsPnu2AyfqDvyztzrD8WyAEPtI6ODYjhyI04mbvljkXgc0x1IzCm6Wzi+/iFRjw/buCWzbCea34qux61zUvKZfi3gZUnpFnc7PKI+u7fI3zQlRN33etxKK5IfiKifbFgAz/afr0wuBSB4ibrweSJvdc9iODTaJtU9FlmmbSxrPQ+lRXwDhSXqTmJuJgbvBHqC7OQvgT3eVR1nb3yIuhL5VltViyTk/3FhI2WsWt0UgajvrivAhnNF6Nk6H8a3jZmrdvUN0HhgzI4Bc2eS/J/sep74RZdZTULu6TtjrertewTadzxlV4F8tGsjvNrtrPJwV2rQCpK2Ky/CuwfPwugvPauFZQxHS5UFIuHOq498upt7di+0N3/K0o9dBSNjOpmJUejFLRkFUnwPj3DQxcSf9fSZ2BOf+dr+MXigzt0Rdp4h90TxK2sXv0zUv/xnJJf1v2U2XK5g8vErQydy/41N98G80Upc2D5vCBL4Hbk+sHotdByeNu6+hbTbSiqn6Eq4nHxHtQbB7sQ9JbiLxF65+sAvLtdb+oMVR8577Qoxn7gQ6uddxWfFrfU/XtzI5OoUu7wS1TCnKIExl0KE1RgBc4axQycaK6PkjFxaid1pmbhnzW+d0kTXswo3Cxshr8pqZz16I1EvlUiNufsn6xC3thRgikywKr8J2F23hBCc6vJwlkO5nieTw/eM18O90/2+k1ejLTIZos/uscvizQnevLe6zdUVn0WEMESdloy3L+6D07OnoQSfhIULFkLHaLkkv9z78ERdjXw+9vFik+JMEIGo015Rst5T3ASnuvusCg+609Xp3uE2SM1F8jrERpjqJpUgVwfh3Kw2+/5z00W7OsQgBa0Vok1jYnnrQbNKxJoMrC/uhHdmpuzFAJmdOR6hE8kfWN0Adx46Unk9hUw2Gnum4SDx7SA/4eDKiNcg8rN8LwsbYxFoTgfMDO8wfYNO8tYehrrJI67KCS5RJ0Q3ul+ZO+oPPN8Aj75QgM8HWCgw9DpetBcXDGJ526i98y/yu6rdfNL/trVT8NDkTsMXRfLp8z/p3Q9fbCKvPpHqqt1Nt8OGZs8rAj5xWbVo5FlAFcWFSD/qrzJxy9s9khnHshwTMrpjTpFBCe9hIcBbHI2SM0Q5QXRdJmegNcHnDCn+/NbETXQ9++iG52V69p3yPFfpu3fDQ3Q9I7BE3lGvJupWz8nkaaCrFTrqK6XvIqJe3qmovJM5AT2PD8OKXvd77tQ47Wt/UDWptXdGnOAz3u8MRdRJm4VzOytl/qRE/8H2F4Wlq1V+wNlRp31SIt8geyzsrZ3fOLBJs7NHJOqs8mDRJN8FB/XV5gF7x7pYX4DJrVctPxqCtuIZGCTkxO8nM+FnEzqBfN7On19FCEdR35jixGua3UalbrKl76yKAy5RV+BXdLHgG3OIPy7cC6+RxU3nWSLl/vPa948Bsd+xytGc44OvfGvRx7VAzMqrvFxbXghwvrrkvFciLmRygEzcsidecrlapY+mURbmlDRaJRs6VflO1Jwhygmi66Kckw1YE9FSvEBXPb91z7kE1xPpRTyNIFH/kD+wolJ30fV4zBZZakCi7t4N9Nu1NjTzJEfvbqL3eXPFsRFKjh16L7mn77DPu9AMpzgTSxsRxTvqVYsMPpNAX6twnlMmv9w4a2ByXOO9txFqESOyG8YooKZEnR4GtR1uGBkyd/6qBmuT0JR3EXkoyEz4/Yg6X77cQoGMdXh+Ix2vMo1k9B71RF2NX1Gi/teLG+DceYB15Vc1PBhHIepcv+Pk5tQQdVI9JVpAi5OouyederxjFyZ0MaeEQQ2foQgoJ+rCnKAmZ6D1/HbUHej4zW8Z3EMXXLkLu44qTSEvyygYwgUco1+iOBRdTyc4gYg6dYA7D66zD1Sz36OzDpNzHR5lvKO4BJbNcZy8Lni+XLqyadsZ68A4Zzmk+U7jieKQ3IFuiok6nZjdvPSwXaJM/3YeLmeaN3zpe1T5Quyd/qcYm3S6tqVVRKIuXfruPCSxDAjBudhCznQYPmyUN9OvGWzZTnbXu52l7+7T2unXAZ5Y0+q6x7mrT4nvih3XwHMlR7l6eQGAceiY99Rur3yzZLnLPgAyrC2rk2jAeA3bcAaekyl9p76xgpz/4SXMTKKs2q++vxKKA3OYZD0cUa8+Ld7rd1Kl77wdb2Jz1/N+pe+suPTEC8W+YR05OdZRfSWKCzmiXjmsjxe3wslHRncAVIQl5hQVKOZThnBxNETOEOUE0XWZnJFPa7l7zbOdfZA0g1sEmv9mGGTmeCHkVRnusEN1nl883NzpPsD8/Gb7a1/UL/yuZwWZYESdTnAIUZi745jZP29Zebnk2jogiH7CzLvz7fs8lek8kMP5vgGvtMh5sJaFuqsEXrL0nVk2Tw44quzuuw8/Yn+ezfqcDqN0OG75drm7D/YUnniwSbG7RyTqNNAv9nbCz3sIea469Muyt7f7Dp+0X+cg99DPFR5YcBSWb5/t+DSX26+gvh4+17nX3oGnoi8ONxAiYX7y0H3oGKd9l/+J5HsP/aqHWQsfFVesePrM2sFwvTtUvp8Rryn2HiWqebEpfxrtCyP3wLfX9IWya1S/cn6e7bObHKXWRr6cMj9v6e295Vf2YWz0OrXnZdan5MR+JzpMzmieK59xmNy19IsjtHJFHJfeccZ7GF31YXiVuLipfBidr35+cVsB1o+oi3K1EudMsRDMKSk2TspVY8dVxJxRdUCmd6zkj6WyOSPlsCaiHpuMWuXsvPmtBPdIRPmYG/GrMuLysph1Sko8u+/ueUb1J8FF15PSPlo7gYl6tObS8bRwFyMdatZEC+2w2fkEwKatbiwDfEcdP2El54ba+Y1ct6XuQmykYIp0U1ZP+UXf4JsdsYkUErl+WMZ3spozdDesjO10x4DXvzxjk/e+F8ih71KnvusSHHk2uMiG2mETgaibn2ezEHNVV4hQzN917fxGoQkRG4VgOkQ547N6JT2eNlVLRd9Aoq7ap1Ae/z1nHXKG7vbFnIg5kYVAnv0Cd9R1z3oB+6ddMEQg6gGhy/Xt2vmNQmsiNgrB1EwU+gZOSjVz6VR0B+MqFWYIpQTaDnMiEnU3AkjUQ6USfR/SLkkiUU/EWbXzG4WoITYKwdRMFPoGTko1c+lUdAfjKhVmCKUE2g5zIhJ1JOrVn+4IlU70fEi7JIlEPRFH1c5vFKKG2CgEUzNR6Bs4KdXMpVPRHYyrVJghlBJoO8yJSNSRqCNR90mf2iVJJOqhBsugD2nnN0EByFNMKcQm76IwbnBSmvcYiKP/GFdxoJqMTLQd5kQk6gyi/r1T36k6TC6ZkMRWEIF4Ebh58Hl471eeczXy044N8PZ998XbMEpHBBABRAARQAQQAUQAEUAEEAFEIAICeOp7BPB0e1S71UzcUU/ERbXzG4WoITYKwdRMFPoG7h5p5tKp6A7GVSrMEEoJtB3mRBYCefYLPEwuVCrR9yHtggGJeiLOqp3fKEQNsVEIpmai0DdwUqqZS6eiOxhXqTBDKCXQdpgTkai7EUCiHiqV6PuQdklyYDtAR6fbYM8+DfCZh6qMqF3fE3RTxA4H1wTdTZumMG4wbrRx5hR1BOMqRcYIqAraDnMiEnUk6niYnE/i1C5JIlEPOEyGu107vwkHA/MpxEYhmJqJQt/ASalmLp2K7mBcpcIMoZRA22FORKKORB2JOhJ13FEPNYTiABIGNpx4hEEtH8+gb2BOyYenJ9tLjKtk8VbZGtoOcyIS9YhE/dJjd8Mnjh2HyYnFAN2DUOpa4pA4AS91Pg5bto/D6+S/NzRtgldGdsAdjjv8nzdvvDjcASv7nyRtkMPo6zvgtTP9lowhaF/cAoNT9K4ifKRrEE52O9svNzQE6wstsKeJ6DfSWmVzViI4P70Pfjg0ChtfOAqTq97w9IuKmICTDY2wbPxNQ94sIvsKQzYvxOKWT/UTYW/qFgc2KtO0Ylk52VE/2VCAZbedZvitYjw54tiDq2y8JqNjrVrxYmPYarwIjTMTMLqIo9W+lVBoPW5e7I7PrrX2m1rZJC3tMuPmbAcsLQ4YY6jxKzRA39Ux2JwWpRPSA3NKQkBr2Ez8ZM+aR5H5aYnMT/GnDgG27fznt7vrCrDhnEeHGMdNdb0NJonn1zK8KlhL6bs73FgZjbelBYVg76jTyeOFvgoZoH9fdwxKjWZ3Lm2eD3Ov7yHXW4y/X+68FZZfO+S+3+d5QwZZCGid0wzPrGmBRbcUXDjtqquDzdsOwOXGeoCzb8CupnXw8LYZu33z5gnYVXc/vN27Cp4erWOSad8k7u2jpQHt29rrDtkLA0Zfl17wtC1h1pjkC7GPERuJXtfuFg2I+q66e+HyzNFUT9RZMSUXr7VzjaRa5mHz3bEZPlF35J251x+q2QJMUhhlsR0VccmbfMzuLQZaCM4ifiKdMaeIEMLrPATiJ+q05SFoK56BwcmdaAiFCLBsJ5rfenOxeb9+4ybTrwW8TKFpaioqzFipjLfVtOdgVIFLf57tZMMCeLb/fGVySVb+/SYUXqIufJ7IW92zGA6NtknBwiLLtI1lreehtIivW1ii7iTm7EQwQXbyl8Aevx0QH6KuRL6FXNUiCfl/XNhIGatWN0Ug6uYqbRF6ts6H8W1j5g5XfQM0HhizY8DcHSX/J6u3J37RZVaTkHv6zlg7YPsegfYdT9lVIB/t2givdjurPNwrfrSCpO3Ki/DuwbMw+kvPzloZw9FSZYFIuPPqI5/u5p7dC+3Nn7L0Y1fByJhOZmIUenFLRoEU38MjHHQx8Wc9fSb2xGe+tn8MHqhzd4SVZ4z/9b8FYPmB0wftCieRXX38piz/xqb7YN5oxe9tnzZUFPgVuT6wei10HJ427r6F+HUr2Xmiu8Jy8h3VGASbE/eU4C4SW+XqAr+4Wx8RH6F+3h1vVlxK+mOYyYek6Mzfhjkl8yasWQdYviMcq0U503W9CDeOboKP9yBRV21kmbhnzW+deqhYRFXdLxXy2H4djJep0KMWMsKMld45Z1YXcCIT9VtbCjDlKv2ZgN11S4wyFG95OIuou54nk8f3jNfDvdP9vpNXw0nIZIk+u8cuizcngPPe6jZ3InwWEcIQdbp62r64D07PnoYSfBIWLlgIHaPlkvyy24Yn6mrk87GPF5tahK1kmxGIOm2BkvWe4iY41d1nVXjQio1O9w63QXouEn/fCFPdpBLk6iCcm9Vm339uumhXhxiThdYK0aYxsbz1oFklYvj1Xlhf3AnvzEzZiwEygw4vAYnkD6xugDsPHam8nkLab+yZhoPEt4P8hIMrI16DyM/yvSxsjEWgOR0wM7zD9A06CVx7GOomj7gqJ3h2rVr08CwAytrVV/7xor14YCzy3TZq7+yL/IpWU7gqBkj/2tZOwUNk94m+CmW06yOfPv+T3v3wxSbyahOpntrddDtsaPa8AuATd1HxEelH/VEmLkV+K1XOx1nEEcnO+nXMKVm3YO305/qOT87wz5lk/lccgQ+PHLEWU62Fyh+twtJ3xWbmxz1/futSQbCBqFjdRMXJEvVqXpaomrE0Fm6slOFtsairVGgMRN3Sj0yuBrpaoaO+UvouIur2TpH9bskE9Dw+DCt63e+5UxLevvYHVZNae8XUCRHjPZVQRJ20WTi3s1LmT0r0H2x/UVi6WmUtzo467ZMS+QbZY2Fv7fzGgY1Sl1QsLCJRryIcZZLhfO2BZ1PDFsRXmwfsHetifQEmt161/EiudE6GELAJl0A+b2cwxDuxvjHFiVfFlk6tONnSd1bFQSiiHsCuoeSLSj45EyVn/vcl0taijmsBmBVjPnEnku96B7zsOQ6/FxH9WIm615M1nnj6BS3mlNSmtNQr5kvUna9flnsiypmsXMPKU6lHJv0Kihfoque3zl7pXLmHRP1D/g7sHStV8qoahk5Aou7eDfTbtTb65Elk3t1E7/PmLkaja4XSS+7pO+zzLjTDKbJr7jykrgpDxTvqVYsMfuTMz6Cc55TJdww83FU1xdjU0H/FTT/ZB7Bxi/u+AN9Rj0bU6YEz2+GGkSFzZ7CK5JtEurzLyOtMVKLOly+3UCAG2XyHZukHqpOodLzKNJLRexIn6iIi7cAxClHn+lXaiboEPqki6hL6ZjQ0fNXGnKKjVZPpU2CiLooxJOrJGI60IiTqDG5RUY5R8ZiY5vE3xH2lw1GlKeRl8asZSwtSfuGJY+W8KpaeiYUGIurUAe48uM4+UM1+59k6TM51eJTxDuMSWDbHcfK64Hn63iMtm9+07Yx1YJyzXNJ85/FEcUjuQDfFZJRO3G5eetguUaZ/Ow+XM6EOX/oeVb4Qe6cvKMZG7GY1vCMiUZcufees0hdbyJkOw4eN8mb6NYMt28nuerez9N19Wjv9OsATa1pd9zgXCyjxXbHjGniu5ChXLy8AMA5P8Z7q7ZVvljR32QdAhrVUdRINGK9hG87AczKl79Q3VpDzP9aVzzaw+uVLpC1702cb1pFTwh3VQ7J2DUfU6XkX/n4rVfruU5Xiet6v9J0Vd554CIOPHFGvlPfz4lLknrxFnIebO92Hsp7fzPyCiUh+lq9jTsmy9Wqre3Cibp3hwx0LsfQ9KYvycqJ9kDSLW5SV07z6iFf+7cfLkrJb3O2EGSvleFXcmkeXH4yo0wkQIQpzdxwzW/aWlZdLrq0DhOg76t6db9/nqUzngR3Od/MCHODjKoGXLH1nls27Pr3hPhyJ/Xk265MdjNLhuOXb5e4+2FN448EmuiPGJiEiUaeE4WJvJ/y8h5DnqkO/LHt7lXcc9ma/zkHuoZ8rPLDgKCzfPtvxaS63X0F9PXyuc6+9A09FXxxuIETM/OSh+9AxTvsu/xPJ9x4KVg+zFj4qrljx9LkqiQaI19hsnxLBXmzKn2f7wsg98O01feHs6smT3sPWqg97c9rV32/sw9goftSXL7M+FSf2K9FhcoZ5uPIZh8ldS78oQitTxHHnHUeC4HNT+TA6X/384lLe8diEwo0t6zOn8i1k907MKdm1Xa01r44riZxRdUCmZyxkHCZ3VxP5DDB+ok2pudlk1Cp3F8xvdS57pyD7VRlxeZlS69ROWLixUoa31a5Psi0HJuqygtN8n1wJRZp7EJ9u2mGjgKjLfEYrPotkQ7J2fqMQdsQmOpiiU36jt1Ab0vSK1wAAIABJREFUCegbfNwRm9r4pA6tou9k14poO8yJLATy7BdI1LObz2LRXLtgiEDUzc+zWTDjqrmvv2nnNwqjC7EJB6Yz/nTdVUbfwElpuOjAp/wQwLjKrn+g7TAnIlF3I4BEPbv5LBbNtUuSEYh6LABrKlQ7v1FoJ8RGIZiaiULfwEmpZi6diu5gXKXCDKGUQNthTkSijkRd7lTJUCkm+w9plySRqCfilNr5jULUEBuFYGomCn0DJ6WauXQquoNxlQozhFICbYc5EYk6EnUk6j7pU7skiUQ91GAZ9CHt/CYoAHmKKYXY5F0Uxg1OSvMeA3H0H+MqDlSTkYm2w5yIRB2JOhL1PJEKJOqJjK44uOLgmoijadYIxg3GjWYunYruYFylwgyhlEDbYU5Eos4g6t879Z1SqIjChxCBlCPwq0ND8L4vfdWl5U8f/Ty8vXp1yjVH9RABRAARQAQQAUQAEUAEEAFEIM8IFErk5wVA51UtnfsW1ZG1w+aPdgA8+pgblq/sBvjs56ug0q7vUZ0hwPOIHa6CB3AXvNVCAOMG4waDQT0CGFfqMU1KItoOcyILgTz7BZ76nlT2yUg72gUDEvVEPE87v1GIGmKjEEzNRKFv4KRUM5dORXcwrlJhhlBKoO0wJyJRdyOARD1UKtH3Ie2SJBL1RJxVO79RiBpioxBMzUShb+CkVDOXTkV3MK5SYYZQSqDtMCciUUeijofJ+aRP7ZIkEvVQg2XQh7Tzm6AA5CmmFGKTd1EYNzgpzXsMxNF/jKs4UE1GJtoOcyISdSTqSNTzRCqQqCcyuuLgioNrIo6mWSMYNxg3mrl0KrqDcZUKM4RSAm2HORGJekSifumxu+ETx47D5MRigO5BKHUtcUicgJc6H4ct28fhdfLfG5o2wSsjO+AOxx3+z5s3XhzugJX9T5I2yBl39R3w2pl+S8YQtC9ugcEpelcRPtI1CCe7ne2XGxqC9YUW2NNE9BtprbI5KxGcn94HPxwahY0vHIXJVW94+kVFTMDJhkZYNv6mIW8WkX2FIZsXYnHLp/qJsDd1iwObUPk4mYdyQtRPNhRg2W2nGX6bDMzswVU2XpPRsVateLExbDVehMaZCRhdxNFq30ootB43L3art6uUDrUCLEft+k1K+eNgPgAKN07nAxvspT8CmHOz6yHsnCia34quZxcPp+a88UKGV2UdAVbfd9cVYMM5T88Y86Wsj6XB3lGnk8cLfRUyQP++7hiUGk2gLm2eD3Ov7yHXW4y/X+68FZZfO+S+3+d5QwZZCGid0wzPrGmBRbcUXBbYVVcHm7cdgMuN9QBn34BdTevg4W0zdvvmzROwq+5+eLt3FTw9Wsck074rdt4+WhrQvq297pC9MGD0dekFT9sSoRCTfCH2MWIj0eva3aIBUd9Vdy9cnjkKm2uHorBlVkzJxatQdOZv4GHz3bEZPlF35J251x+KZQGG2kdGh8wbIGQHkog7v4kXbxwM2Z3MPRZmnM5cJ1HhWBDAnBsLrIkIZdlONL8VXU9E8QQaYeZEAS9LQK1EmmDHtHtubPqBe77kxykTUVxBI4GI+smGBfBs//nK5PJsB8zuLXJ3lr1EXfg8kbe6ZzEcGm2T6hqLLNM2lrWeh9Iivm5hJgDetlgOQRcJ1heWwJ5CA/RdHWMTKx+i7iT+oeVbyFUtkpD/x4WNlLFqddNT/QCPeCjuM7sA/vALVRp5/cJcrStCz9b5ML5tzKgSgfoGaDwwZseAuTNJ/k9W8U78osusJiH39J2x7L/vEWjf8ZRdBfLRro3warezysNdqUErSNquvAjvHjwLo7/sgKXFAbNd52+0VFkgEu68+sinu7ln90J786cs/dhVMDKmkylXC724JaNAiu/hTRrpYuLPevpM7InPfG3/GDxQ5+4IOw+Qe6L4lbWLXybqX/4zMrj1v2U2bFcwCfyG5LqB1Wuh4/C08dgt5LlWUvlEI83Qmci7sek+mDdaiRs7JownHNUWpO8n7inBXSR2ytUDfnG13pIPVhw477UrvHz8WqgfGYeEcafI35hxE3AcVKRK6sSEGadT1wlUqCYIZDPn1gSq1DUqM5dgzW+dHRFdT12nJRViYSPkVZKy036bjF9ULa5rMpZGJuq3thRgikzQKr8J2F23xChH8JaHsxzK9TwhHe8Zr4d7p/t9J69GW8QA9Nk9dlm8OUGc91a3uXDgs4gQbgJAJ5Z9cHr2NJTgk7BwwULoGC2X5Jd7H56omxPXqPL52MeLTYpDPAJRp72iZL2nuAlOdfdZFR60YqPTvcNtkOWLxN83wlQ3qQS5OgjnZrXZ95+bLtrVIQapaK0QbRoTy1sPmlUihl/vhfXFnfDOzJS9GCCzs8cjdCL5A6sb4M5DRyqvp5D2G3um4SDx7SA/YRJlxGsQ+Vm+l1uyNacDZoZ3mL5BieXaw1A3ecS1wMcl6oQoR/crc0f9gecb4NEXCvB5x0KByG+qduOJ/m1rp+ChyZ2GLxl6Hy/aiw/GIuFto3ZlAH3+J7374YtN5NUlUh21u+l22NDsKfH3iauqRR/PAqjIr0X6UX+TibuofsnbIZEeB6MqkOLnw43TKe4QqpYYAlnMuYmBk/KG+HHPn9+aXRJdT3nHJdSTJerVvExCeMpvkZljVm0cB+GUKe5/DETd6i2ZfA10tUJHfaX0XUTUyzsdlXcyJ6Dn8WFY0et+z52S8Pa1P6ia1No7K07AGe8rhJoAkDYL53ZWyvxJif6D7S8KS1erbM/ZUad9UiLfIHss7K2d3ziwSbGDQ0SizioPFpEEFxzUV5sH7B3rYn0BJrdetfxoCNqKZ2CQkBu/nwxhYBM6gXzezqFfRQhHUd+Y4sRrmt1GpW6yZZisigMuUVfgV3QR6htziD8u3AuvkcXNylkiYr9hVVI587tvjFiLNq4FXlZe5OVKYhyRfOaOuMOvZWJYJu6i+gm3zJNWONhjF2ccjNp4yp8PNU6nvE+oXjIIZC/nJoNLFloRE7Lq+a17ziW4ngUQAsyzRLwqw911qS7yC+78SYOxNCBRd+8G+u1aGwh7JmTe3UTv8+YuRyOUHDv0Xiek7xvMu9AMp1wTS4YrKt5RrwoGn0mkb2BwnlMmv9w4azLsuMZ7ZUG7yVFNiTo9uG873DAyZO4cVhEMkxCVdyF5fiNDGPyIOl++3EKBTKLn+Y10vMo0ktF71E8a1fgVJep/vbgBzp0HWFd+VcPAWOCXnNyaGqJu6e+3AJZ6oi4YBzMaCoHU1m4sCtR7vDkKAtnLuVF6q9ezIkLG4hZVCPjNfzMMF3tHPSAvy2j//f2CUelanm9rMJYGIuqUWN95cJ19oJr9zrN1mJzr8CjjlPQlsGyO4+R1wfPl0pVN285YB8Y5yynNdyJPFIfkDnRTTNTpxO7mpYftEmX6t/NwOdP3w5e+R5UvxN4ZnIqxSXXcRyTq0qXvzkMSHQsixRZypsPwYaO8mZ48uWU72V3vdpa+u09rp18HeGJNq+se564+Jb4rdlwDz5Uc5erlhMQ4dMx7GrxXvlmS3GUfABnWltVJNGC8hm04A8/JlGFS31hBzv9wE+byAZ2ew+RI/Cr1q++vhOLAHFfbIr+RKn13HrbpWaB0Pe9X+s6KK4+/U+wa1pGzHBzVUyK/liPqlcP2eHEX1f3Ykw+zhJM9DkZtMTvPI1HPjq3SpmkWc27aMKyVPrxFFvsgaQa3CDT/rVXHFLTLzIlCXqWg4RSIEFVtsjcf9RhLgxF1OkEiRGHujmOm2bxl5eWSa+uAIfqOunfn2/d5KtN5CJDzgKUAB/y4SuAlS9+ZZfPkgKTK7r778CT259msT58xSofjlm+Xu/tgT+GNB5sURDFPhYhEnQ4AF3s74ec9hDxXHfpl2dvbtuOwN/t1DnIP/VzhgQVHYfn22Y5Pc7n9Curr4XOde+0deCr64nADISLmJw/dh45x2nf5n0i+99Cwepi18FFxxYqnz1VJNEC8pth7lKjmxab8abQvjNwD317TF8quUf3K+Xm2z25yvBbjKLd2HhZX7Zfiw+QM8GgsXGZ9ao5xmNy19IshtPJEHFfeccJ7GJ33c5pU/7Jf31Q+jM5XP7+4U+IWhhDu5IM3DqprOvWSuLtH9PBO5881Tqe+W6hgAghkM+cmAEwGmmCTUaucnTe/leAeGei6UEW/ykUuLxNKzcYNfkTd96BiDcbSwEQ9Gyb111KqtEaHjobog3bYKCDq+AkrsSNp5zfiLkvfgdiIodL1lF5Rz9E3+AghNiLvwes8BNB3susbaDvMiSwE8uwXSNSzm89i0Vy7YIhA1M3Ps1kw466Nr79p5zcKowuxYYPpjC9abfLKiOfQUIU2SKso9A2clKbVN7OsF8ZVdq2HtsOciETdjQAS9ezms1g01y5JRiDqsQCsqVDt/EahnRAbhWBqJgp9Ayelmrl0KrqDcZUKM4RSAm2HORGJOhJ1/nuBodKKXg9plyR3kU+fPbzJbaQvPQXw4IYqw2nX9wRdE7HDwTVBd9OmKYwbjBttnDlFHcG4SpExAqqCtsOciEQdiToSdZ/EqV2SRKIecJgMd7t2fhMOBuZTiI1CMDUThb6Bk1LNXDoV3cG4SoUZQimBtsOciEQdiToSdSTquKMeagjFASQMbDjxCINaPp5B38Cckg9PT7aXGFfJ4q2yNbQd5kQk6gyi/r1T3ympDDSUhQikBYFf3b8f3vfFr7jU+enDD8HbTU1pURH1QAQQAUQAEUAEEAFEABFABBABRKAKgUKJ/Lz/1XlVS+e+RfVv7bDB0veoLiH1vHZ+I9VruZsQGzmc8ngX+gbuHuXR7+PuM8ZV3AjHJx9thzmRhUCe/QJPfY8v32RSsnbBgEQ9ET/Uzm8UoobYKARTM1HoGzgp1cylU9EdjKtUmCGUEmg7zIlI1N0IIFEPlUr0fUi7JIlEPRFn1c5vFKKG2CgEUzNR6Bs4KdXMpVPRHYyrVJghlBJoO8yJSNSRqONhcj7pU7skiUQ91GAZ9CHt/CYoAHmKKYXY5F0Uxg1OSvMeA3H0H+MqDlSTkYm2w5yIRB2JOhL1PJEKFlF/+o8AHnq4CgUcIMIPxIgdDq7hvSe/T2LcYNzk1/vj6znGVXzYxi0ZbYc5EYl6RKJ+6bG74RPHjsPkxGKA7kEodS1xSJyAlzofhy3bx+F18t8bmjbBKyM74A7HHf7PmzdeHO6Alf1PkjbIGXf1HfDamX5LxhC0L26BwSl6VxE+0jUIJ7ud7ZcbGoL1hRbY00T0G2mVImTnp/fBD4dGYeMLR2Fy1RueflERE3CyoRGWjb9pyJtFZF9hyOaFWNzyqX4i7E3d4sAm7tQdQX5OiPrJhgIsu+00w28jYBfgUfbgKhuvARrK4K1ebAxbjRehcWYCRhdxOrRvJRRaj5sXu2tn1wzCnSmVWXGzu64AG855upFDH2BhIx5HM2V+VDYmBDDnxgRsAmLZcwm5+S2fOySgeAJN5DknMv3ibAcsLQ4YfNP4FRqg7+oYbLZtIec3CZguUhPB3lGnk8cLfRUyQP++7hiUGk0dLm2eD3Ov7yHXW4y/X+68FZZfO+S+3+d5QwZZCGid0wzPrGmBRbcUXJ3bVVcHm7cdgMuN9QBn34BdTevg4W0zdvvmzROwq+5+eLt3FTw9Wsck074rdt4+WhrQvq297pC9MGD0dekFT9sStohJvhD7GLGR6HXtbtGAqO+quxcuzxx1JJ/awclrmRVTcvGavr6o1oiHzXfHZvhE3ZF35l5/qGYLMKqxSJO8NMQV2zfc8W7m9vz5QJhxOk3+hbrUDgHMubXDPmrLLNvJzG/9uENUndLyfJ5zIo+oz+4tcjdNZfwmLbb10yMQUT/ZsACe7T9fmVyS1Qw/kLxEXfg8kbe6ZzEcGm2Two5Flmkby1rPQ2kRX7cwzu5tiz15miA7+UtgT9WqjqM7PkTdSfxDy7eaqlokIf+PCxspY9XqpghE3dzZKkLP1vkwvm3MXLWrb4DGA2N2DJi7o+T/ZMfrxC+6zGoSck/fGWtVb98j0L7jKbsK5KNdG+HVbmeVh7tSg1aQtF15Ed49eBZGf+lZLSxjOFqqLBAJd1595NPd3LN7ob35U5Z+7CoYGdPJlKuFXtySUSDF9/AmjXQx8Wc9fSb2xGe+tn8MHqhzd4SVB4z/9b8FYPmB0wftCiehXQV+QRY8B1avhY7D04ZCtxC/bCWVTXSlutz+jU33wbzRSlzYPm884aimIH07cU8J7iKxUa4O8Iub9RH7J9TPuwrPiquE/EkmbtKwoJAQHK5mwozTtdAT20wfAunMuenDKY0ayeTEqvltQO6Qxn7L6JTnnBiGqHsxZfEiGdxrfU9kon5rSwGmyASu8puA3XVLjNI9b3k4i6i7niek4z3j9XDvdL/v5NVoiwQmfXaPXRZvTiDnvdVtrq74LCKEc3Y68eyD07OnoQSfhIULFkLHaLkkv9z78ETdnNhGlc/HPl5sau3GPu1HIOpUKiXrPcVNcKq7z6rwoBUbne4dboMsXyT+vhGmukklyNVBODerzb7/3HTRrg4xCEprhWjTmFjeetCsEjH8ei+sL+6Ed2am7MUAmYk6b9dNJH9gdQPceehI5fUU0n5jzzQcJL4d5CccXBnxGkR+lu/lljfP6YCZ4R2mb1BivfYw1E0ecVVO8OxatejhWQAU2VXkF7QawrXjT/RrWzsFD03uNHzFaP940V5cMBYBbxu1d/7p8z/p3Q9fbCKvJpHqp91Nt8OGZk8Jv0/cRO2fSD/qTzJxFbffycSN32J43PrVUn64cbqWGmPbaUEgjTk3LdikXQ9+3PPntxCEO6QdAB/98pwTpUrfmRsePn6TEV+IgahbPSeTs4GuVuior5S+i4i6vVNkv483AT2PD8OKXvd77pSEt6/9QdWk1t6lcYLPeLcvlLOTNgvndlbK/EmJ/oPtLwpLV6v8gLOjTvukRL5B9ljYWzu/cWCTZmePSNSrCEuZpDhfe+DZ1LAF8dXmAXvHulhfgMmtVy0/GoK24hkYJOTH7ydDKNiETiCft7PoVxHCUdQ3pjjxmma3UambbBkmq+IgFFEX2lXsFyxy6MzfvkTaWpRxLeCyYsQnbkTyXe+llY3l8FsR0c8KUc9rFQq1T6hxWmXgoqzMIpC+nJtZKBNXXLx4WT2/leYOifdGbYN5zolCv7Dm29yFbQYvUmud+KQFJOru3UC/XWtDZc+Ezbub6H3e3AVphJJjh95L7ul7KPMuNMMpsmvuPKSuCiLFO+pViwx+5MzPXpznlMkvt82aLDuu8ZxZu0RQU6JOD+7bDjeMDJk7i1Uk3yRM5V1KnttEJep8+XILBTLph+c30vEq00hG70l80kiqc/wXgAR+x8mdqSHqwv5ZO/6CxTSZuIrb5fwnH4zqnbgVSpF87caiFGGruyrpy7m6I66uf7KEzFmNK8Md1GlYO0l5zolSfiGaG/jxotqZVdhyIKJOifWdB9fZB6rZ7zxbh8m5Do8yTklfAsvmOE5eFzxPD4KjZfObtp2xDoxzllua70yeKA7JHeimmKjTRHDz0sN2iTL923m4nIl0+NL3qPKF2DtdQTE2Qi+r5Q0Ribp06bvzkETHgkixhZzpMHzYKG+mJ5Ju2U5217udpe/u09rpqcZPrGl13ePc1afEd8WOa+C5kqNcvbwAwDhwynsavFe+WbLcZR8AGdZU1Uk0YLyGbTgDz8mUYVLfWEHO/1hXPtvA6pfvjrplb/pswzpy8qmjekhkV5FfSJW++xBh1/N+pe+suPH4c5j+ye2oV8r7eXEVt3uJKlHyWvZOcc/zpDRuv9Ndfhpzru6Yq+ofb5HFPkiaxS18uYMqzWovJ885kecXDzd3ug8wP7/Z/tpXIF5Ue/NyNQhG1OkEihCFuTuOmQK9ZeXl0gLrACL6jrp359v3eSrTeQiS832DAAcAuUrgJUvfmWXz5AClyu6++3Al9ufZrE+fMUqH45Zvl7v7YE/hjQebFHt4RKJOA/1ibyf8vIeQ56pDvyx7e7vvOOzNLski99DPFR5YcBSWb5/t+DSX26+gvh4+17nX3oGnoi8ONxAiZn7y0H3oGKd9l/+J5HsPFauHWQsfFVesePpclUQDxGuKvUeJal5syp9n+8LIPfDtNX3h7OrJk97D2ryfk6R+5bar2C9Eh8kZ4FBfv8z6lBzjMLlr6RdBaGWJOG6840CQ/t1UPozOVz+/uFJidikhfhOvPJe9U/BY2IjHUSnY8SbNEUhnztUcdEXdY+ZECW7B5Q6K9EqDmDznRPZY6Z7HVH0SXMZv0mBYgQ6BiXoG+iRUUa6EQihGyxu0w+bZLwL84RfcthrYDvDoY1X2ky2X09LwETulnd9ExMP5OGLD+FSnQnyzLAp9g289xCbLnl1b3dF3aot/lNbRdpgTWQjk2S+QqEfJKBo+q10wfP2PAR74jNtS2x4H6OwREnXz82zWba7qCg0NH7FL2vlNRDyQqJtfTCjHT9VKt0J8sywK4wYnpVn237TqjnGVVsuI9ULbYU5Eou5GAIm6OG/k6g7tkuS+bwC0ftptwy0bAZ6oPmldu74n6LmIHQ6uCbqbNk1h3GDcaOPMKeoIxlWKjBFQFbQd5kQk6kjU/Q+pCZhUdLtduyR5aD9A41q3mTY8CPDUl6pMp13fE3ROxA4H1wTdTZumMG4wbrRx5hR1BOMqRcYIqAraDnMiEnUk6kjUfRKndkny2BGAu+9z9/gz/wng2T9Boh5wAPW7XTu/QWwUIoCieAhg3OCkFKNDPQIYV+oxTUoi2g5zIhJ1JOpI1PNE1P/iOMDHVrp7vL4V4OuDSNQVjrw4uOLgqtCdciMK4wbjJjfOnmBHMa4SBFtxU2g7zIlI1BlE/XunvlNSHGsoDhFIBQLvPX0abv4DUuru+P3D730CzvVsTYV+qAQigAggAogAIoAIIAKIACKACCACLAQKJfLzXtB5VUvnvkV1ce2w+f4pgN/5XTcs95Ad9qMvVkGlXd+jOkOA5xE7XAUP4C54q4UAxg3GDQaDegQwrtRjmpREtB3mRBYCefYLPPU9qeyTkXa0C4azbwAUb3ej//GPAfz5K0jUFfqkdn6D2ChEAEXxEMC4wUkpRod6BDCu1GOalES0HeZEJOpuBJCoJ5V9MtKOdknyAvkQ+m/VudH/4L8H+Ku/RKKu0Ce18xvERiECKAqJenAfwJwSHDN8wkQAfSe7noC2Q6KORB2JOiZxnxyuXZK8+LcAv/rr7h4X6wEmziBRVziWa+c3iI1CBFAUEvXgPoA5JThm+AQS9az7AMY9EnUk6kjUkajniaj//SWAfzPX3ePfnA9w4U0k6gpHdBxccXBV6E65EYVxg3GTG2dPsKMYVwmCrbgptB3mRCTqEYn6pcfuhk8cOw6TE4sBugeh1LXEIXECXup8HLZsH4fXyX9vaNoEr4zsgDscd/g/b954cbgDVvY/SdogZ9zVd8BrZ/otGUPQvrgFBqfoXUX4SNcgnOx2tl9uaAjWF1pgTxPRb4R8isvzYyWC89P74IdDo7DxhaMwueoNT7+ogAk42dAIy8ZNgjeLyL7CkM0LsbjlU/1E2Ju6xYGN4kytUtz/9z8BfuU9HomzAEpXpPxCpSpxyjrZUIBlt51m+G2crVZkswdX2XhNRsdatZLliUet/apWNkuqXbZvRBtrktI97nYwp8SNsL7y48+51jyKzE9LZH6KP3UI8HKi//w2H3MNnl/L8Cp1FqqNJL+Yjs4Za9Mn2VaDvaO+byUULvRVyAD9+7pjUGo0m7u0eT7Mvb6HXG8x/n6581ZYfu2Q+36f5w0ZZCGgdU4zPLOmBRbdUnD1Y1ddHWzedgAuN5LSZXJI2K6mdfDwthm7ffPmCdhVdz+83bsKnh6tY5Jp3yTu7aOlAe3b2usO2QsDRl+XXvC0LQF7TPKF2MeIjUSva3fLL/4JYM511e1Xf+ggtZUWu+ruhcszR2Fz7VAUtsyKKbl4FYrO/A3xTxozD5GWHZCJW5ZvKBtrMo4q5pSMG7CG6ieTc4egrXgGBid31rCn+jXNy4l+3CIvcw2mXwt4mS4e4rdIEY0zph+hQET9ZMMCeLb/PIwusjp2tgNm9xa5O8teoi58nshb3bMYDo22SSHHIsu0jWWt56G0iK9bWKLuJOYmMT5UVVGwvrAE9hQaoO/qGJtY+RB1JfIt5KoWScj/48JGyli1vKngXvAxVPnlLwBmX+PSyusXu+sKsOFcEXq2zofxbWNGlQjUN0DjgTE7Bowdx3Hy/+7TcOIXXWY1Cbmn74xl/32PQPuOp+wqkI92bYRXu51VHu7dM1pB0nblRXj34FkY/WUHLC0OmO06f6OlygIR9afW4+ZVooO7woX+00c+jeOze6G9+VOWfuwqGBnTyUyMQi9uySiQ4nuEO4PEX07cU4K7iO+UbSj0K5HdfK4bduh/C25sug/mjVb82vZZiqWPX0k9L/I7cn1g9VroODxtWO4W4vetZGeKLkbJyXfsoATEb73Vf7DiyIm1HT9R8CPjmDBuLX/lTkodi8DssSbFDq9INcwpioDMoRiW76jNqUW4cXQTfLwHibpq95KJe9b81qmHrnMNtl8H42Wq7ZWUPKZfKOCMSekfpZ3IRP3WlgJMuUp/JmB33RJCcKrLw1lE3fU8mRy+Z7we7p3uN4kDmYB9bf8YPOA5tNvoMDEQfXaPXRZvTvDmvdVtLhz4LCKEIeq0ZLx9cR+cnj0NJfgkLFywEDpGyyX5ZRNMkJL7cERdjXw+9vFiE8UFE3iWRdRpSfy//BVX4yy/oGS9p7gJTnX3WRUetGKj073DbZCai+R1iI0w1U0qQa4OwrlZbfb956aLdnWIMVlorRBtGhPLWw+aVSKGX++F9cWd8M7MlL0YILMzx5vMi+QPrG6AOw8dqbyeQtpv7JmGg8S3g/yEgysjXoPIz/K9vJ3Bn/Tuhy82kVd3SHXlh4qoAAAgAElEQVTQ7qbbYUOzZ6HFx69EdhNdN/zleNHOr8Yi3m2jVQs9PL8SPS/yO7oD8t2xGcei715oWzsFD5HdKfqqlEg+fT4KflUTOc8Cqgr8ZOKWv4gjGmuyHBFyumNOkcMJ76pGgOs7oXMqmf8VR+DDI0es+ai1AP6jVVj6rtgB+XHPn9+6VNB4riFL1Kt5mWIj1UAcr5ogCmesQTdCNRkDUbf0IJPPga5W6KivlL6LiHp5J6WyMzgBPY8Pw4pe93vulIS3r/0B1E0ece1a2yumTigYu4yhiDpps3BuZ6XMn5ToP9j+YmWiKQs/Z0ed9kmJfIPssbC3dn7jwEa277W6733kMLmfkUPlnD96yNx7bxQS9SpCUSYRztceeDY1bEF8tXnA3rEu1hdgcutVy4/kSudkJvxsQiWQz9v586sI4djQN6Y48Vord0i63SpsrImEa4GT5UM+uYK5Y1u2m4RdRUS1jJEvUefGgNjvWJVYzvHBV7+o+IliWBF+MnHL2yVQNhYk7ewK28OcohDMnInyJerO1y/LuIhinpWLWXkoZzjH0V3xAl31/NbWQ/O5BhL1D7lcLipnjMN/45AZkKi7dwP9dq0NZT2JzLub6H3e3EVpdK1Qesk9fYd93oVmOEV2zZ2H1FWBo3hHvWqRwY+c+VmK85wy+Y6Bh7uqphibOBxTqcxbbgWYMUts7d/bPwaY96uuf/F2Pl07f6JJvksiPXBmO9wwMmTunFY9axKa8i4ir88yE34/os6XL7dQIGML3uAqHa8yjWT0HuVEnVT3+L8bKbpu7VhLLDZFIepcv+Pkn9QQdSG+cvjJxK3UxCvsWJPReCmrjTkl4wasofqBiboo5pGoJ2ZNIVFncAtjbiXLDRLrifqGuK90OKo0hbxMvVqJSGT1XSlnTKQX4RoJRNSpA9x5cJ19oJr9zrN1mJzrQAfjHcUlsGyO4+R1wfP0fVpaNr9p2xnrwDhnOaT5TuOJ4pDcgW6KySh1iJuXHrZLlL0H/pjwhy99jypfiL3TPxRjE871Enzqdz8IcOq77gbf+gHAbywQEnXp0nfOKn2xhZzpMHzYKH2nJ1Nu2U5217udpe/u09rp1wGeWNPquse5q08HoxU7roHnSo5y9fICQNWZCfRcAn/5Zslzl30AZFirVCfRgPEatuEMPCdcAPIrfWf5FemzyG6i6/HuqIv9Tqr03WchwfV8CPycCxA0LhvWkbMgHNVXKvCTiVve5EM81mTA8SOqiDklIoA5fjw4URflVCx9T8qdeOOlfZB0FbfIz1yDV4Hlx8uSslvc7bBjWiFnjLsDEeQHI+rWqtXcHcfMJr1l5eWSa+uAIPoJM+/ONyUa3OepTOchPs531AMc0OMqgZcsfWeWzbs+veE+/Ij9eTbrkx2M0uG45dvl7j7YU3jjwSaCBybx6Mc/BvDqX7hbOnsa4Fb3p/14A8TF3k74eQ8hz1XnJlj29vbBcdibXZpD7qGfKzyw4Cgs3z4bGmcmrNcm3H4F9fXwuc699g48FX1xuIEQCfOTh+5zGzjtu/xPJN972Fw9zFr4qLhixdNn1q6x7IFaSbhALdtgDzCMw9CupV/MoD4p9qvqQwK9duPb9abyYWoUFOqrl70HEk6Zn7f0gmb5lX0YG/d52gex34kOkzOaZ+pnYmR/qrN8mFwQ/DzjjPcwPz98xfiZeYUftxVgeZMPJzZBPwVaS19X2TbmFJVo5ktWdVwpyKmuAybNw+TuaiJ5Ej/RptS52GTUKndnzW8DcAOlitZAmF+VkS+vqoGuqpvkLr4p4IyqdVUtLzBRV61ALeRJldbUQrEUtKklNvfeDfCCtbhUxvj7pwBu/4ALceHOZwrsk1YVtPQbRWDLYCM6xVaRKtqKySp+Mr6hrdEEHUNs8mr56P1G34mOYa0koO34yOcZm7z3vVAiP69r6AyKzn2Lmly1xKa5CeDAQTc0f/1tgN/9D75E3fw8m3ULrpr7upaWfhM1mKznedg4/YtWW7wy4jk0U1H7uorRAT+MG5yU6hqftewXxlUt0Y/WNtoOcyILgTz7Be6oR8sp2j2tZTB8ug3gG8+7bfXNlwDu/D1foq6dcWPskJZ+owgvxEYRkBqKQd/ASamGbl3zLmFc1dwEoRVA22FORKLuRgCJeuh0oueDWibJz/4+wFf/1G2w40cA7vokEnVFbqyl3yA2ihBAMTwEMG5wUorRoR4BjCv1mCYlEW2HORGJOhJ1wESQs0Tw8EMAu77s7vTBYYDVzUjUFY2+GFM5iylFfpN3MRg3GDd5j4E4+o9xFQeqychE22FORKKORB2Juk++1TJJbnkUoO+P3L1+/usALeuRqCsae7X0G8RGEQIoBnfUg/sA5pTgmOETJgLoO9n1BLQdEnUk6gyi/r1T36k6TC67YY6aIwJuBH7t69+Af/0nhJg7fpe2bIT/fs89CBUigAggAogAIoAIIAKIACKACCACqUQAT31PpVlqo5SWq5lP9gFs3OIG9Cu7AT77edf/tOx7Qm6E2OEqeEKuplUzGDcYN1o5dEo6g3GVEkOEUANthzmRhUCe/QIPkwuRSHR+RMtg+NJTAJ97xG22p/oBNnQgUVfkzFr6DWKjCAEUw0MA4wYnpRgd6hHAuFKPaVIS0XaYE5GouxFAop5U9slIO1omyT8mB8l9hhwo5/zt6AXYtBWJuiK/1NJvEBtFCKAYJOrBfQBzSnDM8AkTAfSd7HoC2g6JOhJ1JOqYxH1yuJZJ8ht/AvDp/+zudQ8phX/8CSTqisZzLf0GsVGEAIpBoh7cBzCnBMcMn0CinnUfwLhHoo5EHYk6EvW8EfV93wBo/bS71+QwOXhiJxJ1RaM6Dq44uCpypVyJwbjBuMmVwyfUWYyrhICOoRm0HeZEJOoRifqlx+6GTxw7DpMTiwG6B6HUtcQhcQJe6nwctmwfh9fJf29o2gSvjOyAOxx3+D9v3nhxuANW9j9J2iCH0dd3wGtn+i0ZQ9C+uAUGp+hdRfhI1yCc7Ha2X25oCNYXWmBPE9FvpLXK5qxEcH56H/xwaBQ2vnAUJle94ekXFTEBJxsaYdn4m4a8WUT2FYZsXojFLZ/qJ8Le1C0ObGLI1ipFjg4BrGlxS3yUHCQ3QA6Uc/yyPECcbCjAsttOM/xWJZBBBxDZeE1Gx1q1Er9fWTFNcmWJ5Er8ZQcBnm+cbFjgGmtOkbHGOY5mp4fhNQ03TodvD5/UBwHMudm1Jdt2ovmt6Hp28ZCZo8rwqqwjwPYL0RwzGm9LC2bB3lHftxIKF/oqZID+fd0xKDWa3bm0eT7Mvb6HXDdJ0cudt8Lya4fc9/s8b8ggCwGtc5rhGUKsFt1ScOG0q64ONm87AJcb6wHOvgG7mtbBw9tm7PbNmydgV9398HbvKnh6tI5Jpn2TuLePlga0b2uvO2QvDBh9XXrB07aEWWOSL8Q+Rmwkel3bW8ZHARrWuHV48DMAX3rW9b/4B/dwMOyquxcuzxyFzeEeT+QpFnZy8ZqIejVtJBm/GoK24hkYnHRXidS04zVuPKtxA3SMGCjCzPAOcww8uxdGp9ugaY17PKwxvLE3H2acjl0pbCATCGDOzYSZmEqybCea34quZxcNt+ZMvxbwMp37LppjKuNtNQYxEFGnq/zP9p+H0UWW1mc7YHZvkbuz7CXqwueJvNU9i+HQaJsULCyybOxEtJ6H0iK+bmEmAN62zMRwqKqiYH1hCewpNEDf1TE2sfIh6k7iH1q+hVzVIgn5f1zYSBmrljedGAdY0eDW4A/+T4Cv/qkvUd9dV4AN54rQs3U+jG8bM6pEoL4BGg+M2TFg7GQT8dB9Gk78osusJiH39J2x7L/vEWjf8ZRdBfLRro3warezysO94kcrSNquvAjvHjwLo7/sgKXFAbNd52+0VFkgov7Uety8SnRwV7jQf/rIp3FMSEB786cs/dhVMDKmk5kYhV7cklEgxfewsBH6jcgurutFuHF0E3y8x0nUBXYnfjGwei10HJ42kLuF+F0r2Y2ni0GGnfrfghub7oN5oxW/t33aeMKxkk38/cQ9JbiL+H7ZB/36t96SD5YfO++1/den/0L9yDgijJuU+At3UupaBM7nIkyYcTolZkU1aoxAbXJujTutSfMycwnW/NbZfdH1rELF9utgvEynvnv7wuRpjrGUzavSj0hkon5rSwGmXOWWE7C7bgkhONXl4Syi7nqekI73jNfDvdP9JnEgE8Cv7R+DB+oYQJLJGH12j10Wb04w573VbS4c+CwihJsA0IlpH5yePQ0l+CQsXLAQOkbLJfll/SZIyX04om5OfKPK52MfLzYpd/S/IET2YyvdSq4nPvL1Qdf/WH5ByXpPcROc6u6zKjxoxUane4fbIMsXyesQG2Gqm1SCXB2Ec7Pa7PvPTRft6hCDlLRWiDaNieWtB80qEfojBGV9cSe8MzNlLwbI7AzyEpBI/sDqBrjz0JFKWS1pv7FnGg4S3w7yEw6ujHgNIj/L93Kx8fEbf7uQXFEcgQ+PHLFyo0XKf7TKLn0X2Z2uRH93bMax6LoX2tZOwUNkR56WWBv+dLxo519jke+2UXshiD7/k9798MUm8uoRqW7a3XQ7bGj2LBT59K9q0cazgCnyS5F+1F9k4qbWfsXdIbF31CdJZdpaWN63gL/4W+tOxNR+uHE6JmVQbKYQqEXOzRRAKVaWH/f8+a3ZHdH1FHdaUjVZol7NyyQbSPFt4eaYMrwqxZ22VIuBqFuSyeRtoKsVOuorpe8iol7eKansDE5Az+PDsKLX/Z47JeHta38AdZNHXLvW9s6ME3fGLmOoCQBps3BuZ6XMn5ToP9j+YmWiK2trzo467ZMS+QbZY2Fv7fzGgY1s32t13399FeDDH3e33nI/wPP7Xf/jlW+7CE2ZxDh3vHg2NWxBfLV5wN6xLtYXYHLrVcuP5HbKZAgHm6gL5PN2Hv0qQjg29I0pTrzWyh2Sbtd30uh8FaismMguLH+zFkLMRVOx3VmVUM787EukXW1ZSrN08okLkXzmjrjDL0VEn2olEzdJ+4K3PZ5v2GMheYCe9XLvzEzVeFdr3eNuP9Q4HbdSKD8TCCSfczMBSyaUFBOy6vmtq2OM+W8mOi6hJBL1D7FR4s0xVfIqCfvEdUtAou7eDfTbtTYU9kzovLuJ3ufNXZJG14FIXnJP32Gfd6EZhIfrKN5Rr1pk8CNnftbiPKdMvmOyz11VU4xNXM6pTO6p7wD87n9wi2u8D2D0sOt/6ok6PeRrO9wwMmTuPJKfm2CYhKq8i8nrrwzh8CPqfPlyCwUyduASDtl4lWkko/cEnjSKiLYkUefanRP/qSHqov5XxRH5BwMTmbiptUsJJ6WGguritNb9DdI+EvUgaOG9TgSSz7mIvyoEpHIia7HYqYDouiplE5bDfaXDUaUp5GUJ66yquTBzTOW8SlVnAsoJRNSpA9x5cJ19oJr9zrN1mJzrxX7j3dglsGyO4+R1wfPl0pVN285YB8Y5yzHNdypPFIfkDnRTTEYpEbp56WG7RNl7SIGJe/jS96jyhdh7khjvbAEtJ0ev/zeApf+HOzTuIaXwR190/S9S6TtnZ7TYQs50GD5slL7Trxls2U5217udpe/u09rp1wGeWNPqusdZpkwXqlbsuAaeKznK1cvEperMBHougb98s6S5yz4AMmD+sG+vxi5gvIZtOAPPBZ80WudJcO0iU/rub3ep0nefqhHX836l76y48PgrjYuGdeQsBkf1k8gv5XbUK+X9vLiptfvwfONviGLmKe/maw1jJI98qanW2ibbvpZjUbIQ5ra1WuTc3IKtuOO8DRP7IGkGtwg0/1Wsb5LimH4t5FVJahhfW2HmmHK8Kj6dVUkORtTpBIsQhbk7jpnte8vKyyUn1gFF9BNm3p1v3+epTOchQs531AMcEOQqgZcsfWeWzbs+d+Q+fIn9eTbrM0mM0uG45dvl7j7YU3jjwUaVO8Ykh/glFG93C/8EKYV/+c9d/+MNEBd7O+HnPYQ8V52bYNnbq7bjsDdvCeuBBUdh+fbZ0DgzYb024fYrqK+Hz3XutXfgqeiLww2EyJifPHSf28Bp3+V/IvneQ8fqYdbCR8UVK54+V2EXIF5jsnpqxFb7ldhvqg8B9NiFcZjcXU3kk5R2zhLbXXSYnAEg9eXLrAMLGYfJXUu/+EErRyT658nz3sPo/Pp/U/kwOl/9/OImNa4BzIkXOYByaetTRrwvJmPg53nntKSnG7Fowt09ood3On/4WcJY8M+y0Nrk3Cwjlh7d2WTUKnfnzW8luEd6ehheE79dZS4vC99cqp4MN8eU4W2p6iZTmcBEPf1dEmsoVVojFqPlHVpic54w7IWL3fb68IcBvvUt1/94RN37jrqWho/YKS39JiIm5cfzgI2up+wqcgGumDz4RlgMEZuwyOFz6DvZ9QG0Hd92ecYm730vlMjP6xo6g6Jz36KmZy2x+ds3AX59gRua3yGFpX/zmi9RNz/PZt2Cuza+rqWl30QNJut5XbFxxgc98OyVEc+hn4rw01mMrr6hwmaIjQoU8ykDfSe7dkfbIVFnIZBnv8Ad9ezms1g01zIY/vtPAN5/sxuvulsApmkte+WnZd9j8ZJqoYgdDq4JuZpWzWDcYNxo5dAp6QzGVUoMEUINtB3mRCTqbgSQqIdIJDo/omWS/PtLAP9mrttsvzkf4ALZaUeirsSdtfQbJcgA+z1kRbJRTLYRwLjBSWm2PTid2mNcpdMuMlqh7TAnIlFHoo4TZ59sqWWS/B//N8D/9q/dvZ7zLwAuv4NEXWbklLhHS7+R6LfMLYiNDEr5vAd9Ayel+fT8eHuNcRUvvnFKR9thTkSijkQdiXreiPq7/wjwzwkx9/48RzPgABF++EXscHAN7z35fRLjBuMmv94fX88xruLDNm7JaDvMiUjUGUT9e6e+U3WYXNzBiPIRgaQQmHX1Ktz2QXLKu+NHHf71U99JSgVsBxFABBABRAARQAQQAUQAEUAEEIFACOCp74Hg0vtmbVczC4Vqw125AjBrlv1/bfuegMsidrgKnoCbadcExg3GjXZOnYIOYVylwAghVUDbYU5kIZBnv8DD5EImE10f0zYYWET9H/8B4J/9cyTqCpxZW79BbBQggCJ4CGDc4KQUo0M9AhhX6jFNSiLaDnMiEnU3AkjUk8o+GWlH2yRZmE0scNVthf/3fwD8qxuQqCvwTW39BrFRgACKQKIe3AcwpwTHDJ8wEUDfya4noO2QqCNRR6KOSdwnh2ubJN9HPs/2M/KZNuePfrbtvTciUVcwpmvrN4iNAgRQBBL14D6AOSU4ZvgEEvWs+wDGPRJ1JOpI1JGo55GoL1gI8OZ5d8//7m2AfzsPibqCkR0HVxxcFbhR7kRg3GDc5M7pE+gwxlUCIMfUBNoOcyIS9YhE/dJjd8Mnjh2HyYnFAN2DUOpa4pA4AS91Pg5bto/D6+S/NzRtgldGdsAdjjv8nzdvvDjcASv7nyRtkLO56zvgtTP9lowhaF/cAoNT9K4ifKRrEE52O9svNzQE6wstsKeJ6DfSWmVzViI4P70Pfjg0ChtfOAqTq97w9IuKmICTDY2wbPxNQ94sIvsKQzYvxOKWT/UTYW/qFgc2MWVslWKX/DaB6Ixb4o9/CPCrv27/L8sDxMmGAiy77TTDb1WCGHQAkY3XZHSsVStevzJsNV6ExpkJGF3E0WrfSii0Hjcvdqu3q5QOtQJMRbsx46dCRSoj3FgEIDOOqtKxVnLY+Vh2nKuV1thuGhDI8lieBvxqqUO4uM9HXuD5dX7Hg7Kn8niNHnPQYO+o08nPhb4KGaB/X3cMSo0mWJc2z4e51/eQ6y3G3y933grLrx1y3+/zvCGDLAS0zmmGZ9a0wKJb3Cd176qrg83bDsDlxnqAs2/ArqZ18PC2Gbt9U4sJ2FV3P7zduwqeHq1jkmnfJO7to+UHtG9rrztkLwwYfV16wdO2RHqLSb4Q+xixkeh17W/53Q/+/+29DYxVx7UuuA7E2NLoxn7S01iI/M08P6DtPk0Iyos0inQD0XUw2OQEukk3/eNBvjPSy0wcx45piBv3D6FpOjeQvGT8bmY8E0KHxnAaGjA/iRyJmxdNzOMlsTlNd2OCk5cQjXijRKP3lFEGJeZM1d777LP3PlW7av/U/qt1JCuh965Vtb5aa1V9VatqA1x5092O35Ad9o/8S/tvWR3cD7VtgbuL52BP+ihyW8DCTs5fM6xUTE3jYfPm7CKfqDvizvIHTilZgKH9I9OGmGBoEZOEXZtxUQ1+ceASZiwCwTgcR7uyIIOFjdw4l4XWYxvSRCCrY3mamOSl7jB+r0tcYNq1xuOBiPMVZQ4aiKhfrqyEVyZuNieX1wdh6ViZu7PsJerC8kTettF2OFXtl4opLLJM69jQdxPqq/ltCzM58tbFngDWyE7+GjhSqsD4vVk2sfIh6k7iH1q+hVzLIgn5uypspDor7ZfWrwf4p39yt+Kd6wArH+MS9cNtJXj+RhlG9z4CZ/fNGlki0FGBzhOztg+YO5Pk72TX89Jfhs1sEvLO+DWr/499BQYOfMPOAvn08C748Ygzy8OdqUEzSPrfOw9/nrkO1b8OwrrypFmv81etNxeIhDuHPvLpbu71ozDQ/bTVPnYWjEzXyUyMQi9uyTQgw+/wiDpdTPzD6LiJPbGZV1+bhWfa3IpwiWYUu7J28RtE/dvfJ2R24l2zYjuDSWA3ZEF0clsPDJ5eMIo9Ssr1kcwnuphktJnIe7jrc7Ci2vQb2ydInBfZtdCvfOp3IlhEoi4cRzPsC0GaJhNTWONckDrw3WIiwLYdx+4aibeXnqrDE2S8bmQsCWOOaKz0eS6MicXshlBaxeH3RY0LLGx0Hw9keE3DEPM6B41M1B/rLcE8maA1fzU43LaGEJzW9HCWQbnKE9Lx0NkO2LIw4Tt5Neoikz1a9oidFm9OEFe8O2IuHPgsIoQh6jRlfKB9HN5eugB1+CysImeeB6uNlPyG9uGJejzy+dirxSZUPE620ON/B/DGj911zhEK3L7W/hvLLihZHy3vhisj41aGB83YGHLvcBtk+TY5DrEL5kdIJsi9KbixpN9+/8ZC2c4OMSYDfU2iTX1iY9+MmSVi2PVR2Fk+CH9anLcXA2R2HnmERCR/clsF1p860zyeQurvHF2AGWLbQX7CwZXhr0Hk5/ldnl09v2wQFo8fMG2DTvJ6TkPb3BnXAh+faNYgul2ZO+rP/KACL75eguccCwUiu2nZjSft7++Zh2fnDhq2ZLT7YtlefDAG07VVV2aA0K59/EpUv2tgLtiOunAczbOzONrOjyn8ca4gqqMaERHgLY7+buw1+GYXOS5JMjIPd30Mnu/2HCvyiTmisVL0XCYmRlS7EMXD+33x44IsUW/lZfk3DV6mhQzn43HGvKCigKhbqpNAODncB4MdzdR30QSjserYPJNZg9GXj8OmMfc5d0rCB3reaZnU2iuiTvQZ5ztDEXVSZ+nGwWaaP0nR/+LAeWHqaoshcHbUqU6xyDfIHgt7a+dXBTZ5sPanNgOct878Ntr7y38PsPZf+RJ1Vnpwy6ocr0+NviC22j1p71iXO0owt/eeZUfT0F++BlOE3Pj9hISmQYxaCIlAPm9n0y8jhNNQX5/i+GsezCaONsqmvrNWe7lEPQa7ootQ31tG7HHVUbhKFjebd4mI7YaVSeWM7zI+IrRrn1gpqh+JehyWm64M8eJf6ziXboux9qwg0GI71kKxa1OJFV98Yg4zC6gxVkqMpTIxMSv4pdmOyH7PmP+mqU+cdSNR/6QLTlnOx+OMcfaNSlkBibp7N9Bv19q5gtEIjt7dRG95c8WxE+qOHXovuadn2Ffc6oYrroklA6KYd9RbFhn8yJlfj3HKxSa/UTdrYHI84x1ZCLWIodJC45K9tQIwS3PUHb9//1OAf9V0/NCEimsL9IKL/fDgyWlzFb9BqO27DUxC1NiF5KkqJDQCos6XL7dQINMFPLuR9leZSnL6Tmi78unXOOyKEvWftVfgBrmqYUfjqIaBscAuObEViXpwAw0Tb0XjaPBWZLOEcMJOm+03zmVTLWxVAgjETtStmMhfVBePpUjU5To+Fr8vaFxgE/WAvEyuGzL3ltAuOPOSIsxBAxF1Oiiun9lhX6hmnw2wLpNzHdw3bklfAxuWOW5eF5SnF8HRtPnd+65ZF8Y50ynNM5GXytNyF7rFTNRpkP3wutN2irL3cjnTqsOnvkeVL8Te6XYxY5M5j2Y1qLsL4MSM+8n/+U8A/93f2n+LlPruvCSxIZHgXO4ldzocP22kN9OvGby0n+yujzhT3923tdOvA3xte5/rHeeuPg06mw68D75bd6SrcwkdvZfAX76ZkjxsXwAZti9bsQvor2ErzkE5mdR3ahubyP0fbsLcuKDTcxla3Hb1i81QnlzmqltkN6LUc5lJqdCufRZDRfU3zKKIZ9RF43AOXEKqibwFLvtCWdYcQ0oyvlR0BISLo36p76yxnAAmGitFz2ViYtH7RUa/MH4faP4r04iMvsMkq0JelVFlAjYrOFEvzhw0GFGnhIAQheUHLpgQe9PKGykn1gVD9BNm3p1v3/JUpvNCDucFSxIXEDX63ZUOIZn6zkyhIBckNXf33ZcnsT/PZn0igJE6rFq+ne7ugz3FRw02AT0ujdf/e/Ilgu9Pu2u+/COATz3uS9TpAHB7bAj+OErIc8ulX1Z/e/VxXPZmH+cg79DPFZ5YeQ427l/q+DSX266gowO+NHTU3oGnom8fr0Blh/nJQ/elY5z6XfYnku+9NKwDlqx6UZyx4tGZtYMhujAsDTNIo04vNo1Po3355FPwk+3jofo1ql05P8/2hd2OYzF2vBTbjegyOQNr6gt32Z+aC2zXzksUfS+Tk/GLNCyhtU7uDokn+Yde8ufMNBOOo9lQL1Ir2JNSK91dMM5FqhgL5x4B9onEycMAACAASURBVKSecZncffQrRTTbTTyWez/RS8dq91jJH0s/aF2wKYqJuQc+BgVC+b0E94ihaamL8Mtc5PKy1FsdTwP8iDqT1wTgjPG0UJ2UwERdXVOSkyxcmUmuKZmrqbDY/P3TAP/7UTfeP3od4PEn7b8JV+Ez11vZaVBh7SYGiBGbGEAsqAi0DX7HIjYFNfoE1JKxnaLeDJ4AvEqrkOk7pQ3IsHCdsdFd91Kd/Ly2WWRQiqxb1BhTWGy+8D8C/Nv/zQ3P+VmAzeTsuvXz6m5+ns166NnRiopz0coX1m5i6CjEJgYQCyoCbQOJekFNO1W1eH7lHNNphtsbJz0XFafaaqycIoAxEWMiCwGd7QJ31DE2uhAorDM8+wWAb/9bd2/PngCobOcSdTQNeQQKazfyEHDfRGxiALGgItA2cFJaUNNOVS30q1Thj1Q59h3GRCTqbgSQqEcKKcUrXNgg+eJzAP/wLXeHnTwG0LUDiXoMZlxYu0FsYkAARfAQQL/BSSl6R/wIoF/Fj2lSErHvMCYiUUeijqk1PhG3sEHypRcBxv/Brfn09wF6BpCoxzACF9ZuEJsYEEARSNSD2wDGlOCYYQkTAbSd/FoC9h0SdSTqSNQxiOtI1Ie/CjB2wK35EXJm/em/R6Iew5iOgysOrjGYkXYi0G/Qb7Qz+gQURr9KAGRFVWDfYUxEos4g6j+/8tOWy+QU+SCKRQRSQeDDR74P//wfX3XV/Z+++hX4/ZbPptIerBQRQAQQAUQAEUAEEAFEABFABBABPwTw1ne0DxuBwq5mTu4HGBxy9/Qr5Mz6v362+LonYN+FtZsYsENsYgCxoCLQNnD3qKCmnapa6Fepwh+pcuw7jIksBHS2C7xMLlJIKV7hwjrDoYMAL+x2d9jhSYDnyNl161dY3RMwU8QOB9cEzKxwVaDfoN8UzqgzoBD6VQY6IWQTsO8wJiJRdyOARD1kMClqscIGyf/lMMD//Ly72/6BnFl3kPfC6p6AsSJ2OLgmYGaFqwL9Bv2mcEadAYXQrzLQCSGbgH2HMRGJOhJ1vEzOJ4AWNkgiUQ85bMoVK6zdyKnv+xZiEwOIBRWBtoGT0oKadqpqoV+lCn+kyrHvMCYiUUeijkQdibqJAO6oRxpQnYVxcMXBNTZj0kgQ+g36jUbmnpiq6FeJQR17Rdh3GBORqEck6ne++iQ8fuEizNXaAUamoD68xiGxBj8cehle2n8Wfkn++mDXbnjj5AH4uOMN//Lmi7ePD8Lmia+TOshl9B2DcPXahCVjGgbae2Fqnr5Vhk8NT8HlEWf9jYqmYWepF450kfad7Gvpc1YguLlwDH49XYVdr5+Dua1vefSiImpwudIJG87+ypC3hMh+jyGb52Kq5dP2ibA326YCm9hjdfwCv30I4NkX3HK/MQHw/KD9tzwPEJcrJdiw9m2G3cYPpXwQlfXXZNqYVi3q7cryaRIr6yRWFuJ3bDOU+i6aqoykZ9eqsQwzFonHEtWtTkY+229kx7lk2oi1ZBMBr+0Y4+PZMnQu1qC6mtNmxTFHqg3ZhDPRVoXzez3mGmHGi0Q7T2Fl/vMof17D55QKGxyj6GBn1GkguzXeJAP03/dfgHqn2aI7ex6B5Q+Mkue9xr9/NPQYbLxv2v2+T3lDBlkI6FvWDd/Z3gurHy25VD3U1gZ79p2Au50dANffgkNdO+CFfYt2/ebLNTjU9nn4/dhW+Fa1jUmmfTvcq6PVAqpbz/2n7IUBQ9d1tzx1S/SMIvlC7BViI6F1+q/kmKgfatsCdxfPwZ70UeS2gOVTcv6aYaViapp6ok4bOg395WswNUcuTUzol4RdmnHtVGoLUKqhDDMW2W3ijCWq25yUfBY2cuNcUi3EerKKAG88enN2kU/UHXM9VTGHjokybcgqrkm0K4zf6zLXiDReJNF5Cuvg6+7P+fw4pcLmxio6EFG/XFkJr0zcbAa664OwdKzM3Vn2EnVheSJv22g7nKr2SynJIsu0jg19N6G+mt+2MMburYs9gayRnfw1cKRUgfF7s2xi5UPUncQ/tHwLuZZFEvJ3VdhIdVbaL/2bbwB86SvuVgh21A+3leD5G2UY3fsInN03a2SJQEcFOk/M2j5grpKTv5Ndv0t/GTazScg749es/j/2FRg48A07C+TTw7vgxyPOLA93pgbNIOl/7zz8eeY6VP86COvKk2a9zl+13lwgEu4C+MinOwvXj8JA99NW+9hZMDJdJ0NGQy9uyTQgw++wsBHajahfXM/L8HB1N/zdqJOoC/qdLGhObuuBwdMLBnKPErvrI7vxdDHI6KeJd+Hhrs/BimrT7m2bJnFaZJdC/Xzqd3YlEnXHwrjXxjUk6l4IWONchkMBNi0hBHhEnW7g/GF03BzvyDj96muz8Eybu1HcmBNlLLd28RtE/dvfN2Os8XNljSYEUIarkZlLiPy+qHONMNwlw10dqGk83X15TUBOGahBCb4cmag/1luCeVe6ZQ0Ot60hBKc1PZxF1F3lycTjobMdsGVhwjeQGviQDqBlj9hp8eYEc8W7I+bCgc8iQjhjp6k14/D20gWow2dh1cpVMFhtpOQ3eiw8Uac7YtHl87FXi02CFhu2qhBEnVZFyfpoeTdcGRm3Mjzo6t2Qe4fbIMu3yXGIXTA/QjJB7k3BjSX99vs3Fsp2dohBYPqaRJv6xMa+GTNLxLDro7CzfBD+tDhvLwbI7FzyJhci+ZPbKrD+1Jnm8RRSf+foAswQ2w7yEw6uDH8NIj/P73Kx8bEb/34hsaJ8Ev725BlrkmmR8t9stVPfRf3esrND+r2/Zx6eJTvy9KiSYU8Xy/ZE1hgM11ZdO9tCu/TRT1R/o7+RqCNRb/V9/jiX5ziBbY8PAVbMNRbelw3C4vED5nhMFzt7TkPb3BnXpgo/5tQg+lhu7qg/84MKvPh6CZ5jLBTEh0I+JfntnPK4hUvTAs81wnGXfNqBt9W8TAtfzheEU2YYJgVE3dKWpKZPDvfBYEcz9V1E1Bs7Oc0ziTUYffk4bBpzn3OnJHyg552WAGvv4jgBZ5xvDGXspM7SjYPNNH+Sov/FgfPCNKqWvuftgsQl3yB7LOytnV8V2GTYwO2mfesfXN9MN/4ucUadlarWslrrt7NFbbV70t6xLneUYG7vPcuO5NKVhYSoQaxaUoQF8nk7o34ZIZy+9vUpjr/mwWziaKMvUXceBWpUJuoXlr1ZkxNz0VTc76xMKGd8lrFxoV36xDpR/UjUCQKiHXPR8ziMN0UZ4sW/1nEuxeZi1RlCQDb1nbXzyiXqMYzldLHge8vIHGDVUbhKNpSc9zdlCL5UmxLJ7ws+1wjFXVLtzfgq981M5PAaaU4ZXzOVSApI1N27gX671kZrXZNHmnrtX97cxel0XYjkJff0vMGKW91wRRTkYt5Rb1lkCDtJ4pSLTb5jst+a7WA9jBkbJZYZt9BUiDq94GI/PHhyGr7ZZV566J4YmISqsYvJU1lIiAREnS9fbqFApit4A4i0v8pUktN3AhN1EdGWJOrcfuf4PxL15A0s0sQr7BiUvJqhahRO2BlzjFAVYaHCIRA/UY9nLKdE/WftFbhxE2BH43hc4dCPplBYv9dhrhFpvIjWLamXFtoFY14jwylTV0yiAYGIOiXe62d22Beq2WcDrMvkXBc6GLekr4ENyxw3rwvK04vgaGrL7n3XrAvjnOmY5pnKS+VpuQvdYiajtMM/vO60naLsvVzOxDp86ntU+ULsncYQMzYSdpb+K9/8OsCXd7nbcYhcvOX4Gy9dTir1nbMzWu4ldzocP22k2tGbJ1/aT3bXR5yp7+7b2umNzl/b3ud6x7mrTwejTQfeB9+tO9LVuUTdWhxz3AbvlW+mNA/bF0CG7ahW7AL6a9iKc1AuOFG37pPg9otM6ru/XYlSz+V21JsXIzHt0odIiupvdCumvmPqu9PFA41zOYgN2EQ1CMikvtPxeBO5c8lLmJkxh8yZYh3Lf7EZypPLkKwzup+3yGJfJN3CLfSZayBR/yQ/YDB5jR+nVBN7VEgNRtQpISBEYfmBC2ZbvGnljZRr64Ii+gkz7863b3kq03lJkvOyD4kLjBoAuVLgJVPfmWnzrs8duS9fYn+ezfpEACN1WLV8O93dB3uKjxpsVJhmzDJDEnU6Mbw9NgR/HCXkueUCGqu/vU11XPZmp96Qd+jnCk+sPAcb9y91fCbGbVfQ0QFfGjpq78BT0bePV6Cyw/zkofsCHE79LvsTyfdeOtYBS1a9KM5Y8ejcMoAE8NeYezpz4loHV7HdeD8HSe3C1S+My+Se6CKfpLRjlrjfRZfJGUBSW77L/lRaYLt0XoLoe5mcjF1nrptDNUg6nc8xFonHklBNyVwh5qRUYo6ROUWwQYkj4LWdxqfRvnzyKfjJ9vFQY2nUsdz5ebYv7HYcRSzw5yfDdHxgv9dorhFmvAjTB1ks47dI4ctreJwyi0py2hSYqOdIN25ThSkURVAypA6FxebwpOub6QY89G/PvWgjJZsuFxLaQhcrrN3E0GuITQwgFlQE2ga/YxGbghp9Amqh7SQAsqIqsO8wJrIQ0NkukKgrCjZ5FVtYZwhB1M3Ps1k96cquyGvvqmt3Ye0mBsgQmxhALKgItA2clBbUtFNVC/0qVfgjVY59hzERibobASTqkUJK8QoXNkjS8+gv7HZ3GE2Hd3xbvbC6J2CmiB0OrgmYWeGqQL9BvymcUWdAIfSrDHRCyCZg32FMRKKORB0wEGgYCJCohxw25YqhT2noU3KmgW/5IIB+g36DDhI/AuhX8WOalETsO4yJSNSRqCNR13HiiERd6TiLgysOrkoNrKDC0W/Qbwpq2qmqhX6VKvyRKse+w5iIRB2JOhJ1HYk669b37xwC+J++bKOBA0T48RWxw8E1vPXoWxL9Bv1GX+tXpzn6lTpsVUvGvsOYiESdQdR/fuWnddXOh/IRgTQR+Jv/+B9hZXe/qwn/6YVn4f9tb4f/h3yCDX+IACKACCACiAAigAggAogAIoAIZAmBUp38vA0q8qpWkXWLaliFxub1UwAvfw3g7bfdMC37rwD+vhf+7/veB//1+k8BfOS/Afhv/yXA3zwYFU5tyhfabiL2ImITEcACF0fbwN2jApt3aqqhX6UGfeSKse8wJrIQ0Nku8Nb3yGGlWAIK7wznTwM8tU2u0/7FIwD/gpD2f0YI+z97COD9fwPwIPnfh94PUFoCUL9H/iNrXO+R/71H/vvgBwG2dcvJLthbhbebCP2F2EQAr+BF0TZwUlpwE09FPfSrVGCPpVLsO4yJSNTdCCBRjyW0FEdI4YPkhTMAT35OXYf96/8B4JX/VZ38jEouvN1EwB2xiQBewYuibeCktOAmnop66FepwB5Lpdh3GBORqCNRx8vkfMJp4YMk3fl+cjPApR/GMqgwhfxftwGWf0Cd/AxKLrzdRMAcsYkAXsGLom3gpLTgJp6KeuhXqcAeS6XYdxgTkagjUUeirjNRb+j+f/wjwH/4BcA/vhrL4OISgkQ9fkxzLBEnHjnuPMVNR9vASaliE9NSPPpVfrsd+w5jIhL1iET9zlefhMcvXIS5WjvAyBTUh9c4JNbgh0Mvw0v7z8IvyV8f7NoNb5w8AB93vOFf3nzx9vFB2DzxdVIHOf/bMQhXr01YMqZhoL0XpubpW2X41PAUXB5x1t+oaBp2lnrhSBdp38m+lj5nBYKbC8fg19NV2PX6OZjb+pZHLyqiBpcrnbDh7K8MeUuI7PcYsnkuplo+bZ8Ie7NtKrDJ76BgtPzNfwfw29/CH/7dT+Gf/39/Blh8F+DKm+GUwtT3QPEgHMj5KuWNN5crJRJHytC5WIPqao4uxzZDqe+i+XDkbUY8ioaBVBuiVZFuacX4xaUce1IqO87F1YpsymFjIzvOZVMnbFUyCGQx5iajef5rCeP3h9tK8PwNj+4Kxs200Q3HXdJudTz1M+3i+iCsK08afNP4lSowfm8W9rRU6c974mmhOinBzqjTyc+t8eakkf77/gtQ7zQbeGfPI7D8gVHyvNf494+GHoON90273/cpb8ggCwF9y7rhO9t7YfWjJZfmh8hntPbsOwF3OzsArr8Fh7p2wAv7Fu36zZdrcKjt8/D7sa3wrWobk0z7rth5dbRaQHXruf+UvTBg6LrulqduiY5SJF+IvUJsJLTOxSsuu6CXxNH/iJ3Bf/7PAP/lv5j/Nf4/1WgJuVCuVII3h07Agwf74NEVK/AyOUdPy9lkLkwjUiNZ8YbGsjdnF/lE3RF3lj9wKnaiTsXLtiGS8j6FD7VtgbuL5xiDanw1mjaoBr84WsmzDfE4F0ft2ZbBwgZjSrb7LCuty2rMzQo+WW5HGL/3jiVZj/th8Q/DXcLWlbVyPKK+dKws2DQVc8Ks6eptTyCifrmyEl6ZuNmcXJLVDD+QvERdWJ7I2zbaDqeq7u9d80BkkWVax4a+m1BfzW9bGGP31sUOBDWyk78GjnBXdYgmPkTdSfxDy7fAalkkIX9XhU3WjVy2fbyV3MltPTB4esEQ84Guj8L73/kMzJMsD/Cu5jUqqtbtBRxz55I8IKu7l/4ybGabdJBVv2uNVb8aOOU/SjJI+ojs5oog/7m5ilyG0b2PwNl9s+aqIpHdeWJWSABlMZF9TyZdjWWTsvLz/B5v0kgXE/8wOm5mCJF+e/W1WXimza0pd8Jx7CswcOAbdnbRp4d3wY9HnNlD7gwgmpnU/955+PPMdds2GkT9298nZHaCZJEY9tPIYBKV59ul0WYi7+Guz8GKatMubZtPxG9MdbI+YZPxm9CLwnl2GtJ2GWx0jSk571rlzY875jZiGlhju3Nct7NKrx+Fge6nrZjMzihVrngBKojD75NYBE4D6jDcJY12qqgzLFGX4T0q2hunzMhE/bHekkla7F8NDretMdJQvOnhLKLuKk9I7ENnO2DLwoTv5NWoikz2aNkjdlq8OSlb8e6Iubris4gQzthpOuI4vL10AerwWVi1chUMVhsp+Q3lwxN1mpIeXT4fe7XYxGmS6cnyW8m9SrJE6BGO28cr8KGJ1VB32LxwUDDScG8Tf9gF8yMkU+TeFNxY0m9kjLTsapLBvr9nHp6dO2jUJ3pOyfpoeTdcGRm3MlDo6uGQ8p1Kby/xfYpvk+n1dLI1s7AxFlmWDcLi8QNmv9FJXs9paJs749ph5hPNGtxYKNtZR8bEsc+5QLQSNvbNmNlHRrw8CjvLB+FPi/MtRP2ZH1TgxddL8JxjoYDGar/yIrs02n2xbC8+GIPl2qorM0Cl3zR6OPdEnTHOJWu96dWGMSU97PNes4qY27Jg5tl0mdxWgfWnzjSPepKY2zm6ADNknog/eQQi+71gA1G+Jdl7Mxx3yZ4eYVoklfru2fCQ5T1h2pNkGQVE3Wo+SRmeHO6DwY5m6ruIqNurlvbZkhqMvnwcNo25z7lTEj7Q807LpNZe5XQiyDinEsrYSZ2lGwebaf4kRf+LA+eD71xydtSpTrHINyblLOytnV0V2CRpsQrrYtuF87woQDsJBE5CQ5sjRTicRz4aOnAGFNtP/srOCnH6ESt9OY0dOOEqOMMmFXZlpkTLpmGy+o1LNGkM7J60d2/KHSWY23vPik/T0F++BlNkscfvRxcLvreMlFt1FK6Sxc3mXSKC8iK7JefuRZNapX7jOPefa6LOGecyZdwKG4MxRSG4BRetIub6xjRelpBfdmXB+yCselH9Po35T1hdg5YLxV2CVpLR94V2YXAf95xZlhNmVGW7WQGJunvXxm/X2qjB2g1o7Lh7d3285c1dmE7XbqWX3NMz7CtudcMV18SSAXPMO+otiww8wi3qcU652OQ7SGBrtoP1MGZsRCrn5bkwEBCyeWd6Lyy/0B58R113os6IB3mxi6jtjH/SSC9G2Q8PnpyGb3aZl2m6Jycm0W5kZfDaT4n6z9orcOMmwA77KAZ9W1AeiXpUk3ANwOs+8ckWedLjXGwtyZ4gYTzWOKZkr7ey1aL4Y65o8VFucTRbKGWzNdH8Pp2MwqSQRKLeOla6sffxwxxnWgQi6pRYr5/ZYV+oZuf+W5fJuS57M25JXwMbljluXheUpxfB0bT53fuuWRfGOdOAzTORl8rTche6xUxG6UT4w+tO26mk9N/Oy+VMYwmf+h5VvhB7pzXHjE1SQUp1PbzB3b7YiTSApr5/ZLbTdXmFc1ebTrA3HXgffLfuSIHzWdQRpRCLnmc59T2QTaru3BTly6Rh0i9dbCL3f7gJM+eMNfHfci+5K+T4aSP1nZZ9aT/ZXR/x3I2wtnlbPP3qxNe297nesW3rF5uhPLnMVbexqOpTXmSXcjvqzQv14vabRnfnb0c94DiXol2rrlocjxlzDNWNQvm5QCD2mNtYDLUupqQxt7KD3DbtyNg0j/cM25cp5wKoDDYykt/nmIzJdAUSdTdRp/OQF7qH3BeY39zD/NqXcGNZpgNSeicYUafBihCR5QcumM31ppU30luti7foGXXvzrdveSrTeSGH87yBxAVEDQxd6Q6Sqe/MFAlysVLzLLL78iT259msTwAw0p1Uy7fT3X2wp/iowSYl6425WvYAsQWutP8WqjM1szbGpV+UvFd2mJ8kdD+37MHbTsdlc3RxJ+xlclQsDVS3x4bgj6OEhPlcShYzVC3i2OeHrCMYAptU3ba05XuxaXwa7csnn4KfbB+XtxtHXLGPCRHl6GcwT6w8Bxv3L3V88s1tV9DRAV8aOmrvwDs/z/aF3Y5jMY5jR0679Jb3s1tn24zLl+6yPzWnzm84fpfBNNQWvwkwzqVt16rrx5iiGuHiylcRc71z00tP1eEJcjlscx7svYCzA5aselGc/VncbgilWRS/L3LaOwWThY2YW4TqhswVYi9SuOc5rE+Cy/CezCnraVBgop51hWTaJ5VaIyOogO/ojE0edU/7E1sNF8gjdkm5L2KTFNL5qwdtg99niE3+7DkrLUbbyUpPBG8H9h3GRBYCOtsFEvXgcaTQJXR3BtZ50ax2uPl5Nqt1ruyP5Fuss92I0EZsRAjp+xxtAyel+lq/Os3Rr9Rhq1oy9h3GRCTqbgSQqKuOOjmTr3OQ1Fn3qGaK2OHgGtWGdCyPfoN+o6Pdq9YZ/Uo1wurkY99hTESijkSdec5DXdjJl2Sdg6TOuke1UsQOB9eoNqRjefQb9Bsd7V61zuhXqhFWJx/7DmMiEnUk6kjUfWKszkFSZ92jDruIHQ6uUW1Ix/LoN+g3Otq9ap3Rr1QjrE4+9h3GRCTqSNSRqCNRZyKAA0T4wRexw8E1vPXoWxL9Bv1GX+tXpzn6lTpsVUvGvsOYiESdQdR/fuWnddXOh/IRAUQAEUAEEAFEABFABBABRAARQAQQAURADoFSnfy8rxZ5VavIusl1Oa7Y4YpdVEtpXfHL04358WrvLw3jTZJo56sutA0ci/JlsfloLfpVPvoJ52HB+klnu9ZddyTqwXyl0G/r7gxINsOZt852I0IMsREhpO9ztA0k6vpavzrN0a/UYataMvYdxkRcwGndCEOirjry5Ei+zkFSZ92jmihih4NrVBvSsTz6DfqNjnavWmf0K9UIq5OPfYcxEYk6EnW8TM4nxuocJHXWPeqwi9jh4BrVhnQsj36DfqOj3avWGf1KNcLq5GPfYUxEoo5EHYk6EnUmAjhAhB98ETscXMNbj74l0W/Qb/S1fnWao1+pw1a1ZOw7jIlI1CMS9TtffRIev3AR5mrtACNTUB9e45BYgx8OvQwv7T8LvyR/fbBrN7xx8gB83PGGf3nzxdvHB2HzxNdJHeSOu45BuHptwpIxDQPtvTA1T98qw6eGp+DyiLP+RkXTsLPUC0e6SPtO9rX0OSsQ3Fw4Br+ersKu18/B3Na3PHpRETW4XOmEDWd/ZchbQmS/x5DNczHV8mn7RNibbVOBjerQnYx8HCDC48zGTtYmw9ebh5JebC5XSiSOlKFzsQbV1RwNjm2GUt9F8+HI24x4FE1zqTZEqwJLSyCAfsMHKdw4LQE6vlJ4BDDm5reLw8TEw20leP6GR2cF42baqOocE/3n5/68RsR70u5XUf1Ud/kz6nTyeGu8OWmk/77/AtQ7zWru7HkElj8wSp73Gv/+0dBjsPG+aff7PuUNGWQhoG9ZN3xney+sfrTkav+htjbYs+8E3O3sALj+Fhzq2gEv7Fu06zdfrsGhts/D78e2wreqbUwy7dvhXh2tFlDdeu4/ZS8MGLquu+WpWwQ3ea5IvhB7hdhIaJ2LV8IS9UNtW+Du4jnYkwst1TSShZ2cTappT5aksrChsezN2UU+UXfEneUPnIqdqFPxsm3IEpZJtiUJv0a/4fdomHE6SfvAurKLAMbc7PaNqGVhYqI3VptzDzXjpqj9Kp/rHBP5uos4n+i5yh6LR3Ygon65shJembjZnFxeH4SlY2XuzrKXqAvLE3nbRtvhVLVfSjsWWaZ1bOi7CfXV/LaFMXZvXexAUCM7+WvgSKkC4/dm2cTNh6g7iX9o+RZyLYsk5O+qsJHqrBy8xFvJndzWA4OnFwwNPtD1UXj/O5+BeZLlAcRe15UnjewR169atxdwzJ1L8pSs7l76y7CZbdJB7ONawz5q4JT/KMkg6SOym6Sf/9xcRS7D6N5H4Oy+WbMdRHbniVkhAYy7O2QWOVg2GXc7siiPN2mki4l/GB03M4RIv7362iw80+bWgDvhOPYVGDjwDTu76NPDu+DHI87sIXcGEM1M6n/vPPx55rptGw2i/u3vk0nNxLtmxXYGk6g83y6NNhN5D3d9DlZUm3bZtHlakSM7iuh+6ak6PEF8o5E94Oc3Oy35YPmZ8107w+v6URjoftrCx53dJWyfhF/HZWfoN3wkw4zTcfULysk3AvmMufnGPK7WxxETk1hkjUvfIHJ0jok83UW8RvQ8CP5pvRuZqD/WWzJJi/2rweG2NUYaijc9nEXUXeUJiX3obAdsWZjwjj5GgAAAIABJREFUnbwaVZHJFC17xE6LN3f0V7w7Yi4c+CwihDN2OrEch7eXLkAdPgurVq6CwWojJb+hfHiibk5co8rnY68Wm7TMN956/VZyr5IsEXqE4/bxCnxoYjXUHTYvHBSMNObbxB92wfwIyRS5NwU3lvQbGSMtu5qEYPT3zMOzcweN+kTPKVkfLe+GKyPjVgYKXT0cSnyH32+1kxcP4u297EpjYWMssiwbhMXjB8x+o8Sy5zS0zZ1xLfDxdwZqcGOhbGcdGWS1z7lAtBI29s2Y2UdGvDwKO8sH4U+L8y1E/ZkfVODF10vwnGOhgMZqv/IiuzTafbFsLz4Yg+Xaqp0ZQMv/buw1+GYXObpEsqMOd30Mnu/2pPj7+E3LIq1nAXRyWwXWnzrTPHZF9O8cXYAZErPpT9Q++o7Qr2MwOfQbPojhxukYOgVF5B6BPMbc3IMekwKRY6JgAzGmZqYiRueYyJuf+3E+Wd6TSmcGqFQBUbdqJ5OvyeE+GOxopr6LiHpjp6N5JrMGoy8fh01j7nPulIQP9LzTMqm1d1acADDOqYQydlJn6cbBZpo/SdH/4sD54DuXnB11qlMs8o1JOQt7a2dXBTYBDC7Lr7LtwnkvAkA72f1zEhqpCb1Pn7MyUmw/+Ss7K8TpR6z05dDHMiJ0jnAVnGGTEarLVVHZNExWv3GJOo2B3ZP2jnG5owRze+9Z8Wka+svXYIos9vj96GLB95aRcquOwlWyuNm8S0RQnjMRctqlL5G2FlldC7wsH+H5TYNoO48eOd/l7Yg7Mp1ERF/Kr2OwQvQbJOoxmBGK8CCQv5iLXdhAIGpMTGP+k1TvheIuSTVOcT0s3UWcT/RccZNjEx+QqLt3bfx2rY0WeiZk3l0fb3lzl6PTtVvpJff0DPuKW91wxTWxZOAR8456yyKDzyTSt3c45WKT36icNRl2POMdWcBA8El+9xGyeWd6Lyy/0B58R915N4OgHwpJ1BnxILYolnFB8U8a6cUp++HBk9PmjnQLcTWJdiMrgwcPJeo/a6/AjZsAO+yjGPRtQfmsE3Wr/X4LFbkh6ug3bPMNO/5mPFZg8+JBIH8xNx69iyBFSNR9Y2I6GYVJ4Y7zc7/5uf9RbCFfTaoTQ9QTiKhTRdfP7LAvVLNz/63L5FyXvRm3pK+BDcscN68LytOL4Gia7O5916wL45xpwOaZyEvlabkL3WIm6nRi9+F1p+1UUu/lcib24VPfo8oXYu80jpixCWF3mSzCG9ztCwxJq2nq+0dmO133Mjh3telC0qYD74Pv1h1ptz6TSlEKseh5llPfA9lkJi0inkbJpGHSL11sIvd/uAlz44JOz6U4xH/LveSukOOnjdR3Wval/WR3fcRzN8LaZio5/erE17b3ud6xbesXm6E8ucxVt7Go6lNeZJciIuwq75f6zlrgaixMWJcFUf0rO8hdEY7sKTPVfti+2NTbk6L20feFfh2DeYhjDmMcjaHePIjQeVKah/7JchvzGHOzjGeSbYsUEwuc9k77QOeYKFzAEfW96HmSRh6wrmBEnU6QCBFZfuCCWY03rbyR3mpdvEXPqHt3vn3LU5nOS4CcFywFuODHle4gmfrOTJEgFys1zyK7L09if57N+kQA4zI51fLtdHcf7Cm8arAJaHUZfZ09QGyBK+2/hepMzWw149IvSt4rO8xPErqfW/bg1ddx2Rxd3Al7mVyDTNweG4I/jhIS5nMpmWrImUFUIh6oblcW5HuxaXwa7csnn4KfbB+Xtxtv6rZ1ARz9DOaJledg4/6ljk++ue0KOjrgS0NH7R145+fZvrDbcSzGjpf+5f3s1j7CRMGntn6X9ak5xmVy99EvhtAMAQm/8YwT3svovJ/TpPovWfWiMR59sHEZnW/7zEU5tl/HZ1XoN3wspVMdXeN0fH2DkvKLQD5jbn7xjrPlUWJikdPeKcY6x0Q/oi7iNaLncdqvClmBibqKRiQtU7gyk3SDMlSfztjkUfesfGIrj9gl5XaIjRhp/CKAGCPd3kC/0a3H49MXbSc+LJOWhH0XbPEy6f5Jqz6d7QKJelpWl9F6dXeGdZ/wOQOTsT4zP89mNSrlXSWd7UZkFogNGyGn/dKsgDdOei4NFQFbgOdoGzgpLYAZZ04F9KvMdYl0g7DvMCayENDZLpCoS4cPPV7U3RnyRNSzZJE6242oHxAbEUL6PkfbwEmpvtavTnP0K3XYqpaMfYcxEYm6GwEk6qqjTs7k6xwkddY9qpkidji4RrUhHcuj36Df6Gj3qnVGv1KNsDr52HcYE5GoI1H3vzlRXfzJhWSdg6TOukc1TsQOB9eoNqRjefQb9Bsd7V61zuhXqhFWJx/7DmMiEnUk6kjUfWKszkFSZ92jDruIHQ6uUW1Ix/LoN+g3Otq9ap3Rr1QjrE4+9h3GRCTqDKL+8ys/ratzO5SMCCACiAAigAggAogAIoAIIAKIACKACCACQRAo1cnPW6DIq1pF1i1Ix+OqVeuqFV4mF86C0KdwFTyc5ehdCv0G/UZvD1CjPfqVGlyTkIp9hzERuUkrN0GinkT0yUkdOgdJnXWPap6IHQ6uUW1Ix/LoN+g3Otq9ap3Rr1QjrE4+9h3GRCTqSNTxjLpPjNU5SOqse9RhF7HDwTWqDelYHv0G/UZHu1etM/qVaoTVyce+w5iIRB2JOhJ1JOpMBHCACD/4InY4uIa3Hn1Lot+g3+hr/eo0R79Sh61qydh3GBORqCNRR6KORB2JesyjLQ6uOLjGbFJaiEO/Qb/RwtATVhL9KmHAY6wO+w5jIhL1iET9zlefhMcvXIS5WjvAyBTUh9c4JNbgh0Mvw0v7z8IvyV8f7NoNb5w8AB93vOFf3nzx9vFB2DzxdVIHueOuYxCuXpuwZEzDQHsvTM3Tt8rwqeEpuDzirL9R0TTsLPXCkS7SvpN9LX3OCgQ3F47Br6ersOv1czC39S2PXlREDS5XOmHD2V8Z8pYQ2e8xZPNcTLV82j4R9mbbVGATY5ROURQOEOHBZ2Mna5Ph681DSS82lyslEkfK0LlYg+pqjgbHNkOp76L5cORtRjyKprlUG0gVxntr468/WuuLU9o/5vjH6uKgwNaEjY3sHKDo6KB+fghkMeZij8khEGYucbitBM/f8MhXMG7KaaDurXDcRV17kpTMtIvrg7CuPGnwTeNXqsD4vVnY42iYDOdMUo8wdVHd5S+To5PHW+PNSSP99/0XoN5pVn1nzyOw/IFR8rzX+PePhh6DjfdNu9/3KW/IIAsBfcu64Tvbe2H1oyWXTofa2mDPvhNwt7MD4PpbcKhrB7ywb9Gu33y5BofaPg+/H9sK36q2Mcm07+TIq6PVAqpbz/2n7IUBQ9d1tzx1S3SBIvlC7BViI6F1Ll4JS9QPtW2Bu4vnXMEhFwrH2EgWdnI2GWMjMiqKhQ2NZW/OLvKJuiPuLH/gVOxEnYqXbUNGYc18s2TiAj/miMexzAMQsYE8vxHPASJWjMVzj0BWY27ugU1AgTBzCW+sNeceasbNBCDgVhGGu6TZ3jjr5hH1pWNl/qapgLPG2T6VsgIR9cuVlfDKxM3m5JKsZviB5CXqwvJE3rbRdjhV7ZfSmUWWaR0b+m5CfTW/bWGM3VsXOxDUyE7+GjjCWNWxFfIh6k7iH1q+VVHLIgn5uypspDorBy/xVnInt/XA4OkFQ4MPdH0U3v/OZ2CeZHmAdzWvoWO1bi/gmDuX5AFZ3b30l2Ez26SDrPpda6z61cAp/1GSQdJHZDdXBPnPzVXkMozufQTO7ps1VxWJ7M4Ts0ICGHd3yCxysGwy7nZkUR5v0kgXE/8wOm5mCJF+e/W1WXimza0Bd8Jx7CswcOAbdnbRp4d3wY9HnNlD7gwgmpnU/955+PPMdds2GkT9298nk5qJd82KGxlMPjv6RpvI+w93fQ5WVJt217RpKkhUP9+u5eQ7dlYJdpeeqsMTxLca2Qd+frfTaj9Yfup8184Qu34UBrqftvB1Z4cJ2ycRFxq9zPMbmVidRVuPs00yMSX0gnmcDUVZmUMg7pjb8PmwMSNzAGW4QTJ+L5pLyCySZhgCbtPCcJc86slqcxiiLuScOQEnMlF/rLdkkhb7V4PDbWuMNBRvejgLNFd5Mjl86GwHbFmY8J28GlWRyRAte8ROizd39Fe8O2KurvgsIoQzdjoxHIe3ly5AHT4Lq1augsFqIyW/oXx4ok5T0qPL52OvFpucWLugmX4ruVdJlgg9wnH7eAU+NLEa6g6bFw4KBum5TfxhF8yPkEyRe1NwY0m/kTHSsqtJCEJ/zzw8O3fQqE/0nJL10fJuuDIybmWg0J24ocR3+P12BnnxoBhWI9aChY2xyLJsEBaPHzD7jRLDntPQNnfGnbbF3RmowY2Fsp11ZJDNPucC0UrY2DdjZh8Z8fIo7CwfhD8tzrcQ9Wd+UIEXXy/BcwEWCoyJ68WyvbhgEMu1VXvnn/7br36RXYvk0/K/G3sNvtlFjj6R7KrDXR+D57s9Kfo+ftdC8DwLqJPbKrD+1JnmsS2CX+foAsyQmE9/ovbRd4RxgbzDizky45jY8vL9hnDCzpgD5FtjbH1cCKiIuVFjRly6FV1O5LmEYAMxz/iF4y551rjZdh5Rd6W+ezY8hJwzJ9AoIOqW5mTyNDncB4MdzdR3EWj2qqV9tqQGoy8fh01j7nPulIQP9LzTMqm1d0ac4DPOqYQydlJn6cbBZpo/SdH/4sD54DuXnB11qlMs8o1JOQt7a2dXBTY5MXZRM9l24TwTCdBOAoGX0Agn5D59zspIsf3kr+ysEKcfsdKX09hlEk+qW21S1B9FeS6bhsnqN+6OOo2B3ZP2jm+5owRze+9Z8Wka+svXYIos9vj96GLB95aRcquOwlWyuOm8S6RRjle//6RVUD9nIuW0a1/5FkFzLRCzfIzndw2i7Ty65HyXtyPuyJQSTdqjEHXZcawo/sHTwzemcOYARccE9ZNDQEXMFcUkF2FoNNMvu1JOFe3eijqXSGP+k1QnheIuSTVOcT1CuzC4j3vOLOKcipscm/iARN29a+O3a2200DOh8u76eMubuxSdrt1KL9D0DPuKW91whTOxtJGJeUe9pcN9JoG+vcMpF5v8RuWsyazjGe/IAgaCT/K7jyyA3JneC8svtAffUXfezSDoh0ISdUY8iC2KZVxQ/JNGesnYfnjw5LS5o9xCPE2i3MjK4MFDifrP2itw4ybADvsohvvtKESdW3/WiTrJbhItdKgk6q4eKPDukMhteWOR9BxAVAE+LywC8cdcK4uGt7gnETMKC3bMiskSstZsXtqQdDIKY4aAKw7n5z7zcwM199gt4pxJ9VvUegIRdUqs18/ssC9Us8/RWZfJuS57M84oroENyxw3rwvKUyejabK7912zLoxzpgGbZxovlaflLnSLmajTidmH1522U0npv52Xy5kdET71Pap8IfZOS4kZm6hGmJXyvMHdvryINJSmvn9kttN1eYVzV5tOIjcdeB98t+5Im/VZ1BGlAIueZzn1PZBNZsUIFLRDJg2TfuliE7n/w0uYmUSZ+G+5l9wVcvy0kfpOy760n+yuj3juRnDc1k6/OvG17X2ud2zb+sVmKE8uY5L1cES99bZ4b/0iuxYRYVd5v9R31gJZY2HDumyI4lfZQW6OdWRfman8w/bFqF6zELWPvi+MC+Qd4aQUiboD+oBzAAW+jCLzgUDsMTeGmJEP5NJvpXgexuAWjWYXPF4iUXcTdTrGvtA95L7A/Oae5te+hJwzfXuXaUEwok6DFSEiyw9cMGV708obKdfWxVv0jLp359u3PJXpvMTHed4gwAU9rtRBydR3ZrohuVipeRbZffkR+/Ns1ud0GOlOquXb6e4+2FN41WAjY2rZf4c9QGyBK+2/hepMzVSAcekXJe+VHeYnCd3PLXvwqu64bI4u7oS9TK5BBm6PDcEfRwkJ87mUTDX67PNDVrq7wCZVty1t+V5sGp9G+/LJp+An28fl7cabem1dAEc/g3li5TnYuH+p45NvbruCjg740tBRewfe+Xm2L+x2HIsx4uW8+XlLL3BW/fZlbPQ5teW7rE/J+dfvZ/f2EShf+YzL5O6jXxyhGQYSfucZZ7yX0bVehtcBS1a9aIxnH2xcRufbPnNRjx0XmsD6TbxEsTptu1Zdfws2AeYAqtuG8rONgIqY652bBokZrGNF2UYwvdZFmUsUOe2d9ggLGzG3SK8v46yZPVa65xm8T4JzOWucDVQoKzBRV9iWxEQLdzESa0n2KtIZmzzqnpVPbOURu6S8D7FRj7ToFmD1LQhXA9oGHzfEJpxNYSmJTBUEKbMIoN9jTGQhoLNdIFHPbLhKp2G6O8O6T4jOwKTTL6xazc+zWU9c2R/Jt1FnuxGhjdiIEAr33Gn/rJX0cFKTLYW2gZPSZC1Oj9rQr/Lbz9h3GBORqLsRQKKe33impOU6B0mddY9qTIgdDq5RbUjH8ug36Dc62r1qndGvVCOsTj72HcZEJOpI1MUX+KiLQZmXrHOQ1Fn3qIaJ2OHgGtWGdCyPfoN+o6Pdq9YZ/Uo1wurkY99hTESijkQdibpPjNU5SOqse9RhF7HDwTWqDelYHv0G/UZHu1etM/qVaoTVyce+w5iIRB2JOhJ1JOpMBHCACD/4InY4uIa3Hn1Lot+g3+hr/eo0R79Sh61qydh3GBORqDOI+s+v/LSu2vlQPiKACCACiAAigAggAogAIoAIIAKIACKACMghUKqTn/fVIq9qFVk3uS7HFTtcsYtqKa0rfnm6MT9e7f2lYbxJEu181YW2gWNRviw2H61Fv8pHP+E8LFg/6WzXuuuORD2YrxT6bd2dAclmOPPW2W5EiCE2IoT0fY62gURdX+tXpzn6lTpsVUvGvsOYiAs4rRthSNRVR54cydc5SOqse1QTRexwcI1qQzqWR79Bv9HR7lXrjH6lGmF18rHvMCYiUUeijpfJ+cRYnYOkzrpHHXYROxxco9qQjuXRb9BvdLR71TqjX6lGWJ187DuMiUjUkagjUUeizkQAB4jwgy9ih4NreOvRtyT6DfqNvtavTnP0K3XYqpaMfYcxEYl6RKJ+56tPwuMXLsJcrR1gZArqw2scEmvww6GX4aX9Z+GX5K8Pdu2GN04egI873vAvb754+/ggbJ74OqmD3HHXMQhXr01YMqZhoL0XpubpW2X41PAUXB5x1t+oaBp2lnrhSBdp38m+lj5nBYKbC8fg19NV2PX6OZjb+pZHLyqiBpcrnbDh7K8MeUuI7PcYsnkuplo+bZ8Ie7NtKrBRHbqTkY8DRHic2djJ2mT4evNQ0ovN5UqJxJEydC7WoLqao8GxzVDqu2g+HHmbEY+iaS7VBlKF8d7a+OuP1vrilGb6zfVBWFeeNMZQ41eqwPi9WdhTHLWlNGHHFNk5gFQV+FJBEVA/llvzKDI/rZP5Kf7iQyDcXEKPuMCzaxleFV8PpSMp3HgQjbelo2lrrVR3+TPqdPJ4a7w5aaT/vv8C1DtNwXf2PALLHxglz3uNf/9o6DHYeN+0+32f8oYMshDQt6wbvrO9F1Y/WnK1+FBbG+zZdwLudnYAXH8LDnXtgBf2Ldr1my/X4FDb5+H3Y1vhW9U2Jpn2DeJeHa0WUN167j9lLwwYuq675albolsVyRdirxAbCa1z8UrYwf1Q2xa4u3hOu4m0s1NZ2MnZZC5MI1IjWdjQWPbm7CKfqDvizvIHTsVO1Kl42TZEUl7jwjJxgUfUl46VAy0EFxFmnt+I5wBFRAN1CoJA2LE8SB1006O/fA2m5g4GK4Zv+yIQZi4hxw3yDzzTrgW8LP9amxqEGQ9i420pgxiIqF+urIRXJm42J5dk5d9vQuEl6sLyRN620XY4Ve2XgoVFlmkdG/puQn01v21hibqTmJskxDuBrpGd/DVwxG8HxIeoxyLfQq5lkYT8XRU2Up2Vg5d4K7mT23pg8PSCocEHuj4K73/nMzBPV9G9O18NHat1ewHH3LkkD8iu6KW/DJvZJh1kh+xaY4esBk75j5IV+j4iu7l7xn9+uK0Ez98ow+jeR+DsvllzB47I7jwxKySAcXeHzMSIZZNxtyOL8ngDDF1M/MPouJkhRPrt1ddm4Zk2twbsOEPeOfYVGDjwDTu76NPDu+DHI87sIfdKMs1M6n/vPPx55rptGw2i/u3vk1g28a5ZcSODyWdH32gTef/hrs/BimrT7po2TQWJ6ufbtZx8xw4Kwe7SU3V4gvhWI/vAz+92Wu0Hy0+d79oZYtePwkD30xa+7uwwYfsk4kKjl5Go8z1WJqaEXjDPYqDANsWGAMt2hGOxj88bDXM9L8PD1d3wd6NI1GPrNEuQjN+L5hJFjQtsuw7Gy+Lur6TkydiFt9+Z/1a08aESh8hE/bHekkla7F8NDretIQSiNT2cRdRd5cnk8KGzHbBlYcJ38moGzUGgZY/YafHmjv6Kd0fMnQifRYQwRJ2ung60j8PbSxegDp+FVStXwWC1kZLfUD48UY9HPh97tdioNNHkZPut5F4lWSL0CMft4xX40MRqV7qbcOfMID23yXGJXTA/QjJF7k3BjSX9RsZIy64mmQz098zDs2SVntYnek7J+mh5N1wZGbcyUGhGyVDiO/x8n+LbZHI9m25NLGyMRZZlg7B4/IDZb3QS2HMa2ubOuDIzuESdEOEbC2U768iYhPY5F4hWwsa+GTP7yJpk7iwfhD8tzrcQ9Wd+UIEXXy/BcwEWCox2XSzbiwvGIuDaqr3zT//tV7/IrkXyafnfjb0G3+wiR59IdtXhro/B892eFH0fv2uZyHkWUCe3VWD9qTPNY1ukfzpHF2CGxHz6E7WPviOMC+QdHlF3pb5zFnHStWr1tQsnZow5gPpWYQ15QIBrOz4xwd/nyfyvfBL+9uQZazHVWoj8zVZMfY/ZICLPJQocF2SJeisvi7mTUhAXbjyQ4W0pKBOwSgVE3WoBmTxNDvfBYEcz9V1E1Bs7Fc0zmTUYffk4bBpzn3OnJHyg552WSa29YuoEgXG+MxRRJ3WWbhxspvmTFP0vDpwPvnPJ2VGnOsUi35iUs7C3dnZVYBPQ6LL6OtsunGefANrJpNlLaIQTcp8+Z2Wk2H7yV3ZWiNOPWOnLaawmi4Noq01m1Q7ibhdvR92b+s7qNy5RpzGwe9Le8S13lGBu7z0rPsmlZNLFgu8tI+VWHYWrZHHTeZdIAwNe/f5EV1A/ZxHVade+8q2JmGuBmOVjPL9rEG3n0SXnu7wdcUemlIjoRyLqXgMUZK7Fba9ZkecbUzhzgKy0HduRLgK+RN15/LLRTJHPs2IJKw6lq3Yhao80lyh4XECi/km2jfP6PU5elaJ3BSTq7l0bv11rQydPIPPu+njLm7sUna4VSi+5p2fYV9zqhiuciaWNZcw76i2LDD6TQN/+5JSLTb5j4OGuqsWMTYr2G2vVMgPEnem9sPxCe/Addc7kQBuizogHsXZehoXFT9TpRUb74cGT0+aOcgvxNIlyIyuDBw0l6j9rr8CNmwA77KMY7rejEHVu/Vkn6hJnTxMl6hLtybD5h24aLx5LzwFC14wF845AYKIu8jEk6omZhHAexplL6BAXuEc6HNl0Ql6WWE/GW1GY8SB2XhWvStLSAhF1agDrZ3bYF6rZZ56ty+RcFzoYZxTXwIZljpvXBeXpuUaaNr973zXrwjhnGrB5pvFSeVruQreYySidmH143Wk7ldR7SYGJePjU96jyhdg7TSJmbKStLeMv8giVfXkRaT9Nff/IbKfroifnrjYdLDYdeB98t+5Im/VZ1BGlAIueZzn1PZBNZtw2ojRPJvWdfuliE7n/w0uYmUSZ+G+5l9wVcvy0kfpOy760n+yuj3juRnDc1k6/OvG17X2ud2zb+sVmKE8uY5L1cES99bZ4b/0iuxYRYVd5v9R31gJZY2HDOqtG8avsILesO7KvzFT+YftiVG//i9pH3xfGBfIOL+a80D3kvpT15h7mF0yi2GXWy7ZiE3AOkHUFsX3KEAhO1K07fLg+j6nvyjrLI1g8D/NyC33iAu+olB8vS6rfVNcTZjyQ41WqWx5dfjCiTic4hIgsP3DBrNmbVt5IubYu3qKfMPPufPuWpzKdF3Y4z+YFuKDHlQIvmfrOTJt3fXrDffkR+/Ns1ic7GJfJqZZvp7v7YE/hVYNNdEPMggT2ALEFrrT/FqozNbOJjPOilLxXdpifJHQ/t+zBq5zjsjm6uBP2MrkGGbg9NgR/HCUkzOdSMtX4sgcQK91dYJOq25a2fC82jU+jffnkU/CT7ePyduNNvbYugKOfwTyx8hxs3L/U8ck3t11BRwd8aeiovQPv/DzbF3Y7jsUY8XLe/LylFzirfvsyNvqc2vJd1qfk/Ov3s3v7CJSvfMZlcvfRL47QDAMJv/OMM97L6Fovw+uAJateNMazDzYuo/Ntn7mox44LTWDZhMKNHeszp2nbdBL1t2ATYA6QRPuwjuwi0OpXEjGh5QLMps8bx4IYl8k90UXiJH6iLVZDCDyX0Cgu+O0qc3lZrL2TnrBw44EMb0tPJ9maAxN1WcFZfk8qtSbLCihsm87Y5FH3rHxiK4/YKXQjl2jERj3SoluA1bcgXA1oG3zcEJtwNoWlOJc0IjC5QAD9HmMiCwGd7QKJei5CV3KN1N0Z1n2Cc1lFcl0gXZP5eTbr9ZRX9XW2G1GHITYihMI9d9p/Xned0TZwUhrO+rGUHwLoV/m1D+w7jIlI1N0IIFHPbzxT0nKdg6TOukc1JsQOB9eoNqRjefQb9Bsd7V61zuhXqhFWJx/7DmMiEnUk6uxv16qLO7mSrHOQ1Fn3qEaK2OHgGtWGdCyPfoN+o6Pdq9YZ/Uo1wurkY99hTESijkQdibpPjNU5SOqse9RhF7HDwTWqDelYHv0G/UZHu1etM/qVaoTVyce+w5iIRB2JOhJ1JOpMBHCACD/4InY4uIa3Hn1Lot84ZCANAAAgAElEQVSg3+hr/eo0R79Sh61qydh3GBORqDOI+s+v/LSu2vlQPiKACCACiAAigAggAogAIoAIIAKIACKACMghUKqTn/fVIq9qFVk3uS7HFTtcsYtqKa0rfnm6MT9e7f2lYbxJEu181YW2gWNRviw2H61Fv8pHP+E8LFg/6WzXuuuORD2YrxT6bd2dAclmOPPW2W5EiCE2IoT0fY62gURdX+tXpzn6lTpsVUvGvsOYiAs4rRthSNRVR54cydc5SOqse1QTRexwcI1qQzqWR79Bv9HR7lXrjH6lGmF18rHvMCYiUUeijpfJ+cRYnYOkzrpHHXYROxxco9qQjuXRb9BvdLR71TqjX6lGWJ187DuMiUjUkagjUUeizkQAB4jwgy9ih4NreOvRtyT6DfqNvtavTnP0K3XYqpaMfYcxEYl6RKJ+56tPwuMXLsJcrR1gZArqw2scEmvww6GX4aX9Z+GX5K8Pdu2GN04egI873vAvb754+/ggbJ74OqmD3HHXMQhXr01YMqZhoL0XpubpW2X41PAUXB5x1t+oaBp2lnrhSBdp38m+lj5nBYKbC8fg19NV2PX6OZjb+pZHLyqiBpcrnbDh7K8MeUuI7PcYsnkuplo+bZ8Ie7NtKrBRHbqTkY8DRHic2djJ2mT4evNQUr1dWT5NYmWdxEr85QcBP9vgj4P50S9KS8ON01FqxLJFQQBjbn57MtxcQpYb5BcX2nKdY2I4uwCQ4ZxZtwqqu/wZ9WOboXRrvEli6b/vvwD1TlPNO3segeUPjJLnvca/fzT0GGy8b9r9vk95QwZZCOhb1g3f2d4Lqx8tufA71NYGe/adgLudHQDX34JDXTvghX2Ldv3myzU41PZ5+P3YVvhWtY1Jpn2DuFdHqwVUt577T9kLA4au62556pbobkXyhdgrxEZC61y8EnZwP9S2Be4unoM9udBSTSNZ2MnZpJr2ZElqWLsKpsM09JevwdTcwWDFCvx2HvySZxt+42CBu8ylWphxWhdsUE9/BDDm5tdCwswl5LhBfjFptFznmBjGLkDAWfNiEYGI+uXKSnhl4iZUV1vqXR+EpWNl7s6yl6gLyxN520bb4VS1Xwo/FlmmdWzouwn11fy2hTF2b10mCTnVklGws7QGjpQqMH5vlk3cfIi6k/iHlm8h17JIQv6uChupzsrBS7wVu8ltPTB4esHQ4ANdH4X3v/MZmKc7l8Re15UnjewR169atxdwLldKJAuDPB15Gy79ZdjMNukg9nGtYR81cMp/lOyK9hHZTdLPf364rQTP3yjD6N5H4Oy+WbMdRHbnidmmjyaEu8zEiGWTCTUv1WpY2Ajt4vpRGOh+2soeYmQnuZ6X4eHqbvi7USdRd2cA0cyk/vfOw59nrlu2wbcrI/ZMvAsPd30OVlSbdtW0WQqnYweD2Nylp+rwBLFtauc0y8pPv52WfLD8xPmunaHlo7+wfRJ+mapBOCpn+k3AcTArusTdjjDjdNxtQHn5RCCdmJtPrLLW6jjmEqE30rIGhqc9OsfEMHYh5JwZ7+9G8yIT9cd6SyZpsX81ONy2hhCI1vRwFmiu8oTEPnS2A7YsTJgTVDIBfPW1WXimjYEmmczQskfstHhzR3/FuyPmwoHPIkI4Y6cT03F4e+kC1OGzsGrlKhisNlLyG+2rkZT7cETdnPhGlc/HXi02ObF2QTP9VuyukiwReoTj9vEKfGhitSvFWLhzRxdn+m6T4xK7YH6EZIrcm4IbS/qNjBG6Evzm7KJj8eso9PfMw7NkZ5TWJ3pOyfpoeTdcGRm3MlBoRslQ4jv8fJ/i22QxrEasBRcbH7uY3FaB9afONI8NEeLaOboAMyTmGLGifBL+9uQZKzZapPw3W227pLF2Y9+MmX1Ef6T8zvJB+NPivGFrIrsyJjoXy3b8NRb51lbthUla/ndjr8E3u8jRI5LddLjrY/B8t0nS7Z+Pfi0TKc8Cpr/+VvaWT/toG4R+Ke465W8wbSPIOKi8helVEG6cTq+9WHN2EEgj5mZH+3y3JPJcgsEN8o1Is/U6x8QwdiHknDkxDAVE3dKcTN4mh/tgsKOZ+i4CrbFT0tiVoWnsoy8fh01j7nPulIQP9LwDbXNnXLvW9s6ME3xrh8f5p1DGTuos3TjYTPMnKfpfHDgffOeSs6NOdYpFvjEpZ2Fv7eyqwCYnxi5qJtsunGefANrJ4tFznsUjISHw6XNWRortJ39lZ4U4/aiFcBEl01hNFq52MmxS1B9Fee47aXQeBWoozNsRbmTqsOzJmpyYi6aCNHjOIqbTrnyJtKsuq9GsNvHsnmWjzndF+ovKW00S+mUGDIy7OEgyGoTjYAbar7IJocZplQ1C2blBIPmYmxtoMt/QSHMJDjfIvNKSDdQ5JoaxCxHnlIQ99dcCEnVC9vqaab1+u9aGZp4JnUGkfcqbuzidrt1KL9D07N6KW91wheyaOy+pa0Ey5h31lg73mYT69iqnXGzyHZP91mwH62HM2KRuxTE1QCYQ3JneC8svtAffUecQMm2IOiMexNRtmRcTeNIoItqSRL2RlSEbGzND1EX660DUBeNg5o0+hgbqPCmNAT6tRSQfc7WGO1blhfMwzlxCmhvE2tpkhekcE8PYhYhzJtt74WsLRNQp8V4/s8O+UM0+82xdJue60MG4JX0NbFjmuHldUJ7uoNO0+d37rlkXxjnTgM0zlZfK03IXusVMRukiwofXnbZTSb2Xy5ldED71Pap8IfZOG4kZm/Dml62SrEDgxtVMff/IbKfrXgbnrjYdLDYdeB98t+5IW/ZZ1BGlIIueZzn1PZBNZssUYm1N8EmjdZ/E2mH7Yk53g2RS38mi6NpmKjr96sTXtvfB1Ii50CqyK1Fququ8X+o7a4GqQbStOz7o7eaVHeSuB0f2k5lqz9OfkTXC8DGhX8bay+GEsW3DbxwMV08eS+k8Kc1jf2WpzWnE3Czpn+e2iOdhXm4RkBvkGBydY2JwuyAdLeSc+TCGYESdTrAIEVl+4IKpnTetvJHeal28RT9h5t359i1vrJQ5LlFynlEPcEGQKwVeMvWdmTbv+tyR+/Il9ufZrM8kMS6TUy3fTnf3wZ7CqwabfBi7qJXsQLAFrrT/FqozNbM4494ESt4rO8xPErqfW/bgrdhx2Rxd3Al7mRwVS8nI7bEh+OMoIWGiex1EAER4zhxAJOJBhCpzU7QVGzm7cH4OEjo6YMmqF5vxlHGZ3BNd5JOUdsxy2xUt/6Who+aZcuMnvkzOeI3a6l16x8JFT8xnXCZ3H/3iB5UvoZ8nznsvo/N+DtOp/wcbl9H5ts9cVGP7ZXZMhzvx4o2D2Wm68pawsBGPo8qbhRXkAIF0Ym4OgMlBEwPPJQJwgxyo79tEnWNiYLuwkBRyzhwYRWCingOdhE2USqEQSinmCzpjk0fdWWfU07DMPGKXFE46YKPrjf5RbUgH2wiLEWITFjksh7aTXxvAvuP3nc7Y6K67/HfU8+v7rpbr3OGiLtQZm7zpbn6ezepRV/aHqJfjf5437OJHQL/B1Wl/D3bthjdOei79TBLknNaFfqOf3+TUVHPVbPSrXHUXzs8lu0tnu9ZddyTqkk6iw2u6O8O6T3xSh26OXUed7UYEJmIjQkjf52gbSNT1tX51mqNfqcNWtWTsO4yJLAR0tgtMfVcddXImX3dnQKIezmB1thsRYoiNCCF9n6Nt4KRUX+tXpzn6lTpsVUvGvsOYiETdjQASddVRJ2fydQ6SOuse1UwROxxco9qQjuXRb9BvdLR71TqjX6lGWJ187DuMiUjUkagDBgIMBBgI4h1o0afQp+K1KD2kod+g3+hh6clqiX6VLN5x1oZ9hzER5+cMov7zKz+tx+loKAsRQAQQAUQAEUAEEAFEABFABBABRAARQATCI4CXyYXHrnAldV7N1Fn3qIaM2OEqeFQb0rE8+g36jY52r1pn9CvVCKuTj32HMRF31Bk76nXy8wJTZGcpsm5Rw6fO2OisO9pNVARwcFWHYHElY8xBvymudaenGfpVethHrRn7DmMiEnUk6nhG3SeS6hwkddYdB9eoCODgqg7B4krGmIN+U1zrTk8z9Kv0sI9aM/YdxkQk6kjUkagjUWcigANE+CEWscPBNbz16FsS/Qb9Rl/rV6c5+pU6bFVLxr7DmIhEHYk6EnUk6kjUYx5tcXDFwTVmk9JCHPoN+o0Whp6wkuhXCQMeY3XYdxgTkahHJOp3vvokPH7hIszV2gFGpqA+vMYhsQY/HHoZXtp/Fn5J/vpg12544+QB+LjjDf/y5ou3jw/C5omvkzrI0fmOQbh6bcKSMQ0D7b0wNU/fKsOnhqfg8oiz/kZF07Cz1AtHukj7Tva19DkrENxcOAa/nq7CrtfPwdzWtzx6URE1uFzphA1nf2XIW0Jkv8eQzXMx1fJp+0TYm21TgU2MUTpFUThAhAefjZ2sTYavNw8l0a7y0EvptJFlG4fbSvD8DU97Rt5mjEnptDmpWsON00m1DuvJMgIYc7PcO/5tCzeX0GOuoXNM9PdpHq+R5YzZ9hequ/yt78c2Q+nWeHPCQP99/wWod5pK3tnzCCx/YJQ87zX+/aOhx2DjfdPu933KGzLIQkDfsm74zvZeWP1oyYXeobY22LPvBNzt7AC4/hYc6toBL+xbtOs3X67BobbPw+/HtsK3qm1MMu3b4V4drRZQ3XruP2UvDBi6rrvlqVuisxXJF2KvEBsJrXPxStjB/VDbFri7eA725EJLNY1kYSdnk2rakyWpYe0qSzro2JYk/JplG956TT86hUTdaYSccVRHO0WdWxHAmJtfqwgzl9BlrhGGu+TXEtwt5+vO53xynDH7CAUi6pcrK+GViZtQXW0pdn0Qlo6VuTvLXqIuLE/kbRtth1PVfinkWGSZ1rGh7ybUV/PbFsbYvXWxJ081spO/Bo6UKjB+b5ZN3HyIupP4h5ZvIdeySEL+rgobqc7KwUu8ldzJbT0weHrB0OADXR+F97/zGZgnWR5A7HVdedLIHnH9qnV7AedypUSyMMhTsiN26S/DZrZJB7GPaw37qIFT/qMkg6SPyG6Sfv5zc+etDKN7H4Gz+2bNdhDZnSdmmz6aEO4yEyOWTSbUvFSrYWPjWOklfXbpqTo8QWyD2gnNUhLazfWjMND9tJVdxMhe8nluxJaJd+Hhrs/BimrTbpo2SeFyZxDRzKb+987Dn2euW7bFt0s5+eH132m1Hyw/c2JlZ3hF0V/Cr+MyKBm/SWLBIC594pQTZpyOs36UlV8E8hlz84t3nC2XiYmiuYToeZztTVKWzjGRp7sMr2n0UegN1iQ7mVFXZKL+WG/JJC32rwaH29YYqXve9HAWUXeVJyT2obMdsGVhwpyAkgnsq6/NwjNtjJaTyRQte8ROizd39Fe8O2IuHPgsIoQzdjqxHIe3ly5AHT4Lq1augsFqIyW/0b7wRJ2mpEeXz8deLTYpW3FM1fut5F4lWSL0CMft4xX40MRqqDtsXjiRposzfbeJP+yC+RGSKXJvCm4s6TcyRuiK35uzi47Fr6PQ3zMPz84dNOoTPadkfbS8G66MjFsZKHR1cSjxHX6/1U5ePIip2zIvhr1r2ga/G3sNvtlFju6Q7KDDXR+D57s96c0+djO5rQLrT51pHisixLRzdAFmSEyiP9FzY8C6WLbjqzHYra3au7b03xv7ZszsJfoj8neWD8KfFucNWxXZpUg+LR9F/5YB17MAGlV/qrLQr2OwPOGkVLAYHkMTMisi3DidWXWwYQkikMeYmyA8ma4q/FyCP//NtMIBGqdzTOTNz2U4nzmHaeWMAaBP9VUFRN3Sh0w+J4f7YLCjmfouIuqNnZjGrhLd1Rl9+ThsGnOfc6eAD/S8A21zZ1y71vbOihNSxtm+UMZO6izdONhM8ycp+l8cOB9855KXsheXfMMgWdhbO7sqsEnVhOOrXLgKT6pqJ4tHz3kWj4QTep8+Z2Wk2H7yV3ZWiNOPWggTaWMaq4ZiwtFqk/H1XLYltWBjDRiuBU6WjfjYDTOTo5HJw9sRdmT6+BPdaegvX4MpsljE/HHIo9MufeVH1Z9l406sIutvai306xjMTuQ3afhyDGrFIiLUOB1LzSgk7wjkL+bmHfH42i+Kiaz5rat2xvw3vtalK0nnmMjSXZbz8Thjur0pX3tAok7IXl8zrddv19pogmdCZoDqU97chel07VZ6yT09w77iVjdcIbvmzkvqWlSOeUe9ZZEh7Bk5TrnY5DeAYE2GHc94RxYwEHyS7z1kALgzvReWX2gPvqPuvJtB0A+FJOqMeCAfpvL9ZuyTRpJ940ukhc8ZizmuuGTKb2R1yMbWzBD1yPpnhainkx2TFW/TeSzKSh/ktR35i7l5RTr+dguJusxcwm/+G3+TE5Ooc0wU2gWH80lzxsR6MXhFgYg6Jd7rZ3bYF6rZZwOsy+RcB/eNM45rYMMyx83rgvJ0B52mye7ed826MM6ZBmyeibxUnpa70C1mok4XET687rSdCuq9XM6EPnzqe1T5QuydthEzNsHNLpsleOly9gWGpNk09f0js52uexmcu9o0KGw68D74bt2RluyzqCNKIRY9z3LqeyCbzKZJxNIqnl3ZRx78Ut9ZCzykVWaq+rB9cae3oaLnotRxY1F1bTMVn3614mvb+2BqxFyoFdmlSL6rfAj9nXd40K+EVHaQuyIc2VNR9ad4Cv06BuvwnXxonPZOodV5UhqDaWktIo8xV+sOcygvnoe1cgtd5ho6x8TgRD0gZ8ywAwYj6kQRSkSWH7hgquRNK2+knFgXb9Ez6t6db9/yxkqZ45Ik5xn1ABf8uNIhJFPfmSkU5AKl5llk9+VJ7M+zWZ8IYFwmp1q+nQ7kgz2FVw02GbbwAE1jDxBb4Er7b6E6UzMlMe5NoOS9ssP8JKH7uWUP3jY4LpujizthL5NrkInbY0Pwx1FCokT3OgTAIuirzCAqEQ+C1pPH94VHKhqXyd1Hv5hBPzcpZzfOz0VCRwcsWfWiI956L4NrPv9g4zI2Cia1xbv0DoWLnpjutksq/0tDR80z9cZPfJmc8RpXPuMyuSD6e8YJ72V8rZfhBdXfXJRj+3V8Vug3+dA57Z0iLJ3q6Bqn4+sblJRfBPIZc/OLd5wtDzWX0GSuoXNM9BsrmbwmAGeM035VyApM1FU0ImmZwpWZpBuUofp0xiaPurPOqKdhTnnELimcZLAp6i21shjrqr+MbchiWLT3EJui9Why+sjYjq4xJ7leCFeTTN+Fk5z/Ujpjo7vu8t9Rz7+dGxro3OGiLtQZm7zpbn6ezerRlHeV8oadyA/ifM7Dxtl/D3bthjdOei7NjLMRGZSlu/44FvkbJcaUDDptTpqEMTcnHcVoJvo9v+90xkZ33ZGo5zemxd5y3Z1h3Sd8LpOLHe3iCNTZbkS9iNiIENL3OdoGTkr1tX51mqNfqcNWtWTsO4yJLAR0tgtMfVcddXImX3dnQKIezmB1thsRYoiNCCF9n6Nt4KRUX+tXpzn6lTpsVUvGvsOYiETdjQASddVRJ2fydQ6SOuse1UwROxxco9qQjuXRb9BvdLR71TqjX6lGWJ187DuMiUjUkajjGXWfGKtzkNRZ96jDLmKHg2tUG9KxPPoN+o2Odq9aZ/Qr1Qirk499hzERiTqDqP/8yk/r6twOJSMCiAAigAggAogAIoAIIAKIACKACCACiEAQBPAyuSBoFfxdnVczddY9qlkjdrgKHtWGdCyPfoN+o6Pdq9YZ/Uo1wurkY99hTMQddcaOep38vMAU2VmKrFvU8KkzNjrrjnYTFQEcXNUhWFzJGHPQb4pr3elphn6VHvZRa8a+w5iIRB2JOp5R94mkOgdJnXXHwTUqAji4qkOwuJIx5qDfFNe609MM/So97KPWjH2HMRGJOhJ1JOpI1JkI4AARfohF7HBwDW89+pZEv0G/0df61WmOfqUOW9WSse8wJiJRR6KORB2JOhL1mEdbHFxxcI3ZpLQQh36DfqOFoSesJPpVwoDHWB32HcZEJOoRifqdrz4Jj1+4CHO1doCRKagPr3FIrMEPh16Gl/afhV+Svz7YtRveOHkAPu54w7+8+eLt44OweeLrpA5ydL5jEK5em7BkTMNAey9MzdO3yvCp4Sm4POKsv1HRNOws9cKRLtK+k30tfc4KBDcXjsGvp6uw6/VzMLf1LY9eVEQNLlc6YcPZXxnylhDZ7zFk81xMtXzaPhH2ZttUYBNjlE5RFA4Q4cFnYydrk+HrzUNJtKsUeunYZij1XTQrHnmbEc9TaBOjSp7fRBlrsqFZ9FZgTImOoa4SvLZzuVIic7cydC7WoLqag0pOYkbR+zSK3/O5QzFQ480lZHhV3hFg6n59ENaVJw2+afxKFRi/Nwt7rH+KeVc+UKG6y9/6TgPZrfHmpIf++/4LUO80lb2z5xFY/sAoed5r/PtHQ4/Bxvum3e/7lDdkkIWAvmXd8J3tvbD60ZILxUNtbbBn3wm429kBcP0tONS1A17Yt2jXb75cg0Ntn4ffj22Fb1XbmGTad+Ls1dFqAdWt5/5T9sKAoeu6W566JTpdkXwh9gqxkdA6F6+EJVSH2rbA3cVzdnDIhbIxN5KFnZxNxtyQDIoLa1cZVCXWJiXhN6YNnsoVUY9trIm1t5IXhjElecyLUiPLduj88c3ZRT5Rd8z1shwzitJHPD3C+r0fdygKZsy5hICXFVp3QtSXjpXFm6Yc3pUXbAIR9cuVlfDKxM1moBOA5CXqwvJE3rbRdjhV7ZfCj0WWaR0b+m5CfTW/A8MSdScxZ08Aa2Qnfw0c8azquJTxIeqxyLcqa1kkIX9XhY1UZ+XgJd5K7uS2Hhg8vWBo8IGuj8L73/kMzJMsD/Cu5jV0rNbtBRxzJZ88ILt6l/4ybGabdJBVv2uNVb8aOOU/SjJI+ojsxoogXXjiPT/cVoLnb5RhdO8jcHbfrLmqSGR3npgVTkbi7g4ZMsqyybjbkUV5bGwc2UGkzy49VYcniG00dn+FdnP9KAx0P21lFzGyl3yeG7Fr4l14uOtzsKLatJumTVIU3RlENLOp/73z8OeZ65Zt8e1SKD8RvzEtIa9EXTwWZNHS420TxpR48dRJGo+o0w2cP4yOm3GTxN1XX5uFZ9rcyLBiRiOmgTW2O+OznVUqisk6dUAEXUP5fUDuEKF5qRZlYSPkVam2OL7KeTvqSNQ/8UkXyiyDeKy3ZJIW+1eDw21rCIFoTQ8Xlick9qGzHbBlYcI3kBpVEcekdR+x0+LNSdmKd0fM1RWfRYQwRJ2mjA+0j8PbSxegDp+FVStXwWC1kZLfUD48UY9HPh97tdjE54xpSvJbyb1KskToEY7bxyvwoYnVUHfYvHBn0Eipu02OS+yC+RGSKXJvCm4s6TcyRlpW+clg398zD8/OHTTqEz2nZH20vBuujIxbGSg0o2Qo8R1+vk/xbTLNvk6ybt6k8Xdjr8E3u8jRHZIddLjrY/B8tydF28duJrdVYP2pM81jRcRuOkcXYIbEJPoTPTcmnhfL9kTVWMRbW7V3num/N/bNmNlLRrw9CjvLB+FPi/MGURfZpUg+FanSbxr9m0eiLjcWJGnB6dSFMSUd3ItQK8t2jIXtZYOwePyAOVZSYt1zGtrmzriy4Xgxo2VjyLPpIoq5RcA1CR1C+X0Q7pCEEorqkCXqrbxMUYMSFCuV+s5ZfAPdd9S5BkEmn5PDfTDY0Ux9FxF1e9XSPlNYg9GXj8OmMfc5d0rCB3reaQmw9iqn03gY5xNDEXVSZ+nGwWaaP0nR/+LA+eA7lzyDiUu+MalmYW/t7KrAJkFnVVmVcOeTVN5OAsFznlV4KcLhPPLRUIKzmGT7yV/ZWSFOP2Kl84U+lhEBXOEqOMMmI1SXq6It2FiLjK4FTlZc8IkVrnNZDTQamTy8HWtHpo//pHMa+svXYIosFjF/IrslRF40qZUm6mH8xnEGNZdEPc6xIFee4m4sxpQcd17KTZdNfWeNlaGIukTMTRmS3FQfxu+luUNuUGA3FIm6e/O4BSXeBq1eRJ2Qvb5mWq/frrUBoGdCahBpn/LmLkyna7fSS+7pOZQVt7rhCtk1d15SJ91h5MUwRL1lkSFsx3PKxSbfQQL5iyjxHgvIeeyzmy8zQNyZ3gvLL7QH31EPQziKRNQZ8aAodiPSI3aiTrJ7fIm08LmISJvyG1kdsrHVGcOQqIuswnwuNfEKO9bINSGzbwnjscYxJbOdlpGGJU7UJWJuRqDJfDPC+L0Md8i84hINZI8XAXmZRD1ZfEXKLnh+mPMxlOouf5kcId7rZ3bYF6rZZ56ty+Rcl70ZZxzXwIZljpvXBeXpuUiaNr973zXrwjhnGrB5JvJSeVruQreYU99pIPjwutN2Kqj3wh/TsMOnvkeVL8Te6XkxY5NFpw7TJt7gbl9gSITS1PePzHa6Lq9w7mrThaRNB94H36070pJ9goQohVj0PMup74FsMkyH5aSMcNLol/rOWuAhepup6sP2xZ1eKETPRUTaWFRd20zFp7enfm17H0yNmAu1IrsUyaftVek3DTzyuKMuNxbkxPgjNFMcjxlzjAj1YdHiICCT+k5vCN9E7lzaYd8XY+rvu6NuXUxJy1Z2kNumHRmbophbHHTVahLO7/24g9r2Jimdl/7tx8uSbJ/Kunh28UL3kPsC85t7Wr/2pRVRp0GMEJHlBy6Y/eFNK2+kt1oXb9FPmHl3vn3LU5nOCzmc5w0kLiBqGIkrBV4y9Z2ZNk8uUGqeRXZfnsT+PJv16TPGZXKq5dvp7j7YU3zUYKPSPZOTzQ4EW+BK+2+hOlMzG8I4A0PJe2WH+UlC93PLHrwqOC6b87sszizmf9kcJTu3x4bgj6OERPlckKMaRfYAYh3BENik6ralLV94pKJxmdx99IsZ9HOTcnbj/IQXdHTAklUvOuKt9zK45vMPWpfJGbhQW7zL+pSZ2+6o/FYUtfIAAAsQSURBVC8NHTXP1Avs0k5D9JVvLnqp8RsOfn6XfKZkJGzbkBlrUmpwgtViTEkQ7IJV5bWdxufZvnzyKfjJ9nH5sdoZMzxzU+8FoK0XcHpjcsFAVqROaL/ncQdF7UxDLG9XWcir0mhszHXKjJXeT4KLeVfMjVQkLtiOuqJGJC1WLoUi6VZloz6dscmj7rKfnFFtXXnETjUmDfky2Oh6I35SfZDVemRsI6ttV90uxEY1wsWVj7aT377FvuP3nc7Y6K67fOp7fn3f1XKdO1zUhTpjkzfdzc+zWT3qyv4Q9XL8z/OGXfwIBB9cnf3nXQlOsn1YV3oIoN8E95v0egtrzgsC6Fd56anWdmLfYUxkIaCzXeCOen7jmZKW6+4M6zyfJFQCcgGF6mw3ou5EbEQI6fscbQMnpfpavzrN0a/UYataMvYdxkQk6m4EkKirjjo5k69zkNRZ96hmitjh4BrVhnQsj36DfqOj3avWGf1KNcLq5GPfYUxEoo5E3f/zbOriTy4k6xwkddY9qnEidji4RrUhHcuj36Df6Gj3qnVGv1KNsDr52HcYE5GoI1FHou4TY3UOkjrrHnXYRexwcI1qQzqWR79Bv9HR7lXrjH6lGmF18rHvMCYiUWcQ9Z9f+WldnduhZEQAEUAEEAFEABFABBABRAARQAQQAUQAEQiCAN76HgStgr+r82qmzrpHNWvEDlfBo9qQjuXRb9BvdLR71TqjX6lGWJ187DuMibijzthRr5OfF5giO0uRdYsaPnXGRmfd0W6iIoCDqzoEiysZYw76TXGtOz3N0K/Swz5qzdh3GBORqCNRxzPqPpFU5yCps+44uEZFAAdXdQgWVzLGHPSb4lp3epqhX6WHfdSase8wJiJRR6KORB2JOhMBHCDCD7GIHQ6u4a1H35LoN+g3+lq/Os3Rr9Rhq1oy9h3GRCTqSNSRqCNRR6Ie82iLgysOrjGblBbi0G/Qb7Qw9ISVRL9KGPAYq8O+w5iIRD0iUb/z1Sfh8QsXYa7WDjAyBfXhNQ6JNfjh0Mvw0v6z8Evy1we7dsMbJw/Axx1v+Jc3X7x9fBA2T3yd1EGOzncMwtVrE5aMaRho74WpefpWGT41PAWXR5z1Nyqahp2lXjjSRdp3sq+lz1mB4ObCMfj1dBV2vX4O5ra+5dGLiqjB5UonbDj7K0PeEiL7PYZsnouplk/bJ8LebJsKbGKM0imKwgEiPPhs7GRtMny9eSip3q4snyaxsk5ipfN3uVKCDWvfZsSzPCBX/DbybONyZaVrrLlCxhrnOFp8ZICzoC47B9ABIdSRh4D6mIvYq0Ig3FxCj7gQjruo6qlk5YazCzlOmKwmwWujusvf+n5sM5RujTcnffTf91+AeqdZ8Z09j8DyB0bJ817j3z8aegw23jftft+nvCGDLAT0LeuG72zvhdWPllwaHWprgz37TsDdzg6A62/Boa4d8MK+Rbt+8+UaHGr7PPx+bCt8q9rGJNO+Qdyro9UCqlvP/afshQFD13W3PHVLdIAi+ULsFWIjoXUuXgk7uB9q2wJ3F8/BnlxoqaaRLOzkbFJNe7IkNaxdBdNhGvrL12Bq7mCwYvg2F4Ek/JppG3SMmCzD4vED5hh4/ShUF/qha7t7PCx617GwkZsDFB0Z1E+EQDIxV9QKfB4GgTBzCV3iQhjuEqYPslgmjF3IcsIs6utsUyCiTlf5X5m4CdXVlojrg7B0rMzdWfYSdWF5Im/baDucqvZL4cYiy8ZORN9NqK/mty2MsXvrMknIqZaMgp2lNXCkVIHxe7Ns4uZD1J3EP7R8C7mWRRLyd1XYSHVWDl7irdhNbuuBwdMLhgYf6PoovP+dz8A83bkk9rquPGlkj7h+1bq9gGPsaJ4lT0fehkt/GTazTTqIfVxr2EcNnPIfJbuifUR2k/Tznx9uK8HzN8owuvcROLtv1mwHkd15YrbpownhLjMxYtlkQs1LtRoWNkK7IORsoPtpK3uIkZ3kel6Gh6u74e9GHUSdxpm+i6bexPacmU9GbJl4Fx7u+hysqDbtpmmTtJA7g4hmNvW/dx7+PHPdsi2+XcrJd+yAEJu99FQdniC+0WirHz47rfaD5WfOd209ffATtk/Cr+MyKO7kw7UIrOcijExMCb1gHlcHopxMIsC2nfAxxxiPA8Vkd8wWxpxMophOo2T8XjSXKGpcCMNd0unF+GsNaxcyvCf+1sYrMTJRf6y3ZJIW+1eDw21rCIFoTQ9nEXVXeTK5fOhsB2xZmDAnqGQC9+prs/BMG0NpMpmiZY/YafHmjv6Kd0fMhQOfRYRwxk6D/Di8vXQB6vBZWLVyFQxWGyn5jfbVSMp9OKJOU9Kjy+djrxabeI0yLWl+K3ZXSZYITT29fbwCH5pY7UoxFu68GaTpNjkusQvmR0imyL0puLGk39gtoyvBb84uOha/jkJ/zzw8S3ZGaX2i55Ssj5Z3w5WRcSsDhWaUDCW+w8/3Kb5NptXPSdfLxcbHLia3VWD9qTPNdGcySewcXYAZEnOMWFE+CX978owVGy1S/ZutLanv7AU/K/vpYtmOr8ZgtrZqE3r67419M2b2kjVJ3Vk+CH9anDdsVWSXRr0+8mn53429Bt/sIkeXSHbU4a6PwfPdnhR9H3xaJmKeBVB//MT6U5WFfh2DIYl31OdIZloPbBxfyV/8jaEdWRQhnJgx5gBZ1APblDwCvGyMKDFHFFNEz0UxMXmUsllj5LlEgeNCOO6SzX4O2qowdiHLe4K2Jen3FRB1SwUy+Zoc7oPBjmbqu4ioN1YdmztANRh9+ThsGnOfc6ckfKDnHWibO+PatbZ3VpwoenaT6KNQxk7qLN042EzzJyn6Xxw4H3znkrOjTnWKRb4xqWZhb+3sqsAmaatVVJ9wFZ7U204Wj57zLB4JJ/Q+fc7KSLH95K/srBCnH7UQJtLGNFaTxZPqVptU1I2ZE+tL1J1HgRot5+3oNjJ1WPZkTU7ci6aN40jezB+GjbhkCnZwOYugTrv0JdKstrJ04vkNy8ad74rwE5W3+kHo1zFYGs827LGQ1EHvetmyuNgy3sVQfaZF+MYUzhwg0wph4xJDoMV2osYcUUwRPZeMOYkBlOGKIs0lCh4XQnGXDPd1kKaFsQtZThikHWm8G5CoE7LX10zr9du1NpTxBEcDNJ/y5opjp2tXyEvu6Rn2Fbe6QXi5Tsw76i2LDD6TSN+O5JSLTb5jst+a7WA9jBmbNAxXRZ0ygeDO9F5YfqE9+I46h5BpQ9QZ8UBFH2ZRZmCiTnbMfc+bJ0TUG1kdLZhmnaiL8JOcNKdJ1N2YY+q7Ew/pOUAWgwG2KREEYifqwpgi9lFRFlAiwOSgEuE8jDOX0CEuIFH/pL8FczYsGnzU76h2ll0jEFGnxHv9zA77QjU799+6TM51oYNxxnENbFjmuHldUJ6ei6Rp87v3XbMujHOmAZtnIi+Vp+UudIuZjNIg++F1p+1UUO/lcmYnh099jypfiL3TCmPGJssGHqRtvHQ5+wJDIoymvn9kttN1L4NzV5sOFpsOvA++W3ekLfss6ohSiEXPs5z6Hsgmg3RUzt4NTtSt+yTWDtsXc3qJWyyp785z0B4b9d4WT79a8bXtfTA1Yi7UiuxSNCl1lfdLfWctcDWItnVHCP1KSGUHuSvCkT1lpvLz8BNlFJhoC/06Bjvk2cZ/ILLNW97NYw2zvTfh33TFUGGORLRiE3AOkCNdsanxIsAby+1jZiFijiimiJ6LYmK8CORXmnge5uUW+sQFJOpuoh5ojim4Uy3LHkP7/f8H2M0ESqKkp9IAAAAASUVORK5CYII=) Look at your script, and you can easily see that data from the practice trials is not included in the summary statistics logged to the summary data file. These are the summary statistics. ![](data:image/png;base64,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) You can easily see that the relevant lists are reset, that is emptied, at the start of the test block, so the data from the preceding practice block is not included in the various means.
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