# Inference workflow

You can deploy a pre-trained model for inference on any Cloud AI platform using the ONNX or PyTorch eager mode workflows.

## ONNX workflow

Exporting the model in ONNX format is strongly recommended due to operator support. Export, compile, and execute models in 3 easy steps:

1. Export the model in ONNX format and prepare the model.
2. Compile the model to generate a QAIC program container (QPC).
3. Execute, integrate, and deploy into production pipeline.

![../../../../_images/AIC_Inference_workflow.jpg](data:image/jpeg;base64,UklGRurIAABXRUJQVlA4WAoAAAAMAAAAPwMApAAAVlA4TLasAAAvPwMpAE34liTJkiTJtoBIxFzdjMX+/4NvXvfux4j+TwD/e3YLKvsOXXVR/edxhKRGzRh1zI0/qL7Rv1xPKLsxgGq1XMwPuRIG+b3jQ34aGC9/auUdn45cpX6rughd+QE+/WZmCpPqelKL60yYScLX5z2/LKNWZA9vB2ZYrTdDG09DVBHBWBo4YKMrujQh0d0rCAjGaabUXbo5WAgNGx+8M+tUJhWwgw6g5USTbDFRzQAkwWNzZvPcNIkGiOaLMWGpiTG+IK2nsn3t2jS017BWWOGE8go93sZETbKpJvRouCZ8trU2NiAv0rHRUN2NJqsvelRysCfrblh9ATR2EYq7b99VTDSHHn7rhalYKxpLL2urO5OImqetHgDdE4gmYatSh0RjokZ91WWvkU8VfaG4ALhv2/HduMlQuYu5up8ndxVNQr6Lz1p8jvBZeWLOMw2WoUrCwIO6J1FAncCN5liSQ5XRCdzIrkliDPoGEDPDthXPyV1CqLqkuIvyXOqp3GoEQjBJSF5YYBoDeWH6UIMXvAdI+PrrVg98hQyPGmDufnwB9Ofkfd0B/Tl5Xy/6A3OZy20Vf/k8Jfz8AmBeA3+D/ysu5EqS5NhNUj/zTGq+//8SmmdSs02aS/0eAG9356ABE25t26qV+XFn4w47JLz9V/MLQG74LYAa2bataIVA/hFdNbUlf1qOJABE/yeA7qdVDYTrCiHEKlIIIVAACSIyCaKFwt7UHjVTKqiFDUFhppSpITU6VSMCYdZbClQECiAKICIJNEQJRITGAKEnQqAyAhHaEHZOnDgrLo4c4xgnhJggwiBExBslIlAgIlJEhFgIug8XR6ZEtMZqMpA85fnhYEQ7RkSkqAqAiETXoDooDPZQCJBBBhCBSJGYxJWqiuagMBAE2qhCoBAWiMC2ICiQUoqiJb4cIALUAHGVK1eE0GgERYRZNa6kBttB/YIiklYCEQxhCRDsCCIEAhGBNsuVKKIe9OGErBliAEAAQIQf3/xc40rnD340Bm2NEZeRFEpQRKAmiahBkMWXtnouugg6F4mIIupB1IYg+3Diw4kPJz4AAqk1xBpEinoQUdjkmWcXQCCCIpKI0IwAIuLXRETY0UEQEUmgYhuIQgdBJIv9uR8Iz4sIcohgIoRYOJ8so6AWglIhUL87uVI99EoRQBQqRBQeEwsqgF4foAuEd0QOIsKICAoAFkYfTpRAQACUotjBiDxXii+Fx6Cnc1YjtUepQATRGIwbkw8BAO85u9fN1yDaAaoKAhUR1tAnHVZWi8lkslgMECkhmxCgEKAAEArjuJrXqZkZiNRoeHj+O6yaH1YDUSgQkbylw6rDqsOqw2qH5w6rjMzMzA6rQETa6NyxBwAVEUJjpvgnUBEUCmc0CLT1MXThYcMVVhd3O1cH5UaSJEmSqpbxz3RGRu6934iYAP5/9gN+wg/4/Q4/fv9A/u79nX34EQHfvL8S/OTh590loHLt8Q25VH3x+cXTUxUF5FJavmlLe2Kri7UEfbS+WHjyWWld6MKPyz11cm9z25QpXoLaTrrZmivxoA7dLZqrZYoqIIh2wr27d3vZVltHTQ8h3wQldambm0oKir7dykvbWmutsiye2nymAK4SoF0LzhI8llNdqpx/p63WGeuxa0CE9fAqgaAd9pXLqx3E9vDLsQEqqHMioLgBf4QvnVp7rFr5WDqtydO1BBDbM1R0lgedNm26fLOtttXK9we4owChoCi8jWcKCu6PfMGylTUBBLSrPQyPKSI+AU089ofkwWOJxbsuvERcPLX8Wpydf+RO8FBRbnUlly0PSEsubby1lGub/MmaXOkLqNzp25OPyZ+GXKtcyr0f+Oqf9x8dT/b/syS7OT3yxh/tPh10VZ86S7ufR9t8MZiJwpsOhwo79oKgmBiDMDQGp8XhhB8kYwz7liqd1BiGgvc1bw7CoFTppE4vAhP40xAVh46Nob27MJjEiSdU2hg6NYfiIQDG8E9v3BTE4xLwvmBQ6vRgkCmIhyg4vs9TPD4cbgqxbSRHErumz1/+wb6pdeS2jSTJgrvRx/7/S2dJVcUEcJX+/7llSc5/rZMzceBcxlzKXMJcvqDgwDZZa4H3XTuzMnfKFHoihET7AhrJQi8deR1caCIWXDF+VqguYGLdgJAuYOiB8qYEV0exhEn/eOsGFPFDOeYCBq66hiRttrx2wRXRaMsr6ZaBduy5iw4dmvQQmSOvZBOL1ozsK69xBeXeiGp5UZdgvIUaWmLdUAd20y3visp7T2towi2vwgUXasW+gUSLNx/vkHjBN6JR4rEnYmBSVURD2bwBuTMRdQ1JC1YPUmSIeTjREYcWbngqJg6T9xVLjvWh8vqTJEWLTVBsJEmS5FjEFBb334lxolAEik8RfrJB1GZSkiTJkeSYW8aU1IJz4An7/1fhyIGansyImAC9zv69liU3X9dstTYIV2HJNxSdsMMJJ5yQIcMJ5xIYTshQIcMJJ+xQXh2esMMKT1jhli8IG4umqrvHXcArdwPMueVoYnlL78lMQGckCpDXXMDBFnQi+o7kTeilzUjYmkjAmQoOFNJFctMEevEOdrRQqJQ2WrLnAui27EEDmhUWoMh7771dcrSZbqBHXkfe0/vKhJKJauMQ6knoyQbkzYK2vGiOwk8ma8rbjN6MCQo44UlpWpXtVK6jAliKdAOlLbMVK3Utmk47lOlP3pujeIDCQHfgMy2oIe8VzZZ3maAGOmu5YigMepIloKDUa6UtlMyRmzlBR4IiRUKj2cw6rozYwUoJdLjwJSVbTJX1pvl4EQO6kWTLtpU663W8aOEPh/mKmIE5mIIpiIiY8E3ABMQnHuaOS/916LjaNu1pjh8e/boVMbyly5QsIUujZAksKeU8lJQuM+crgDyyXr+OCfCT/f/6WN+2ncx8niUzMzMzMzMzQ8lQMmPJzMxQMp8llljjrGNt21rlWb2U/JxExNGnOhWsPiJWHycxMlts/KqRcDpI/xfxFfV1EidT/WzMFiPjZPoRMf0pIv0pIv0p4tefSo7+LeLsI+Ls4yRORsSnT/8RMU7iJE6i5O0iIiaA8/t/6y1Jcn6quRr9ZOXiLAbOYuAuBo75mu9i4JqvORaGWBjCHOZYGMIcy1jGMsxhDvNd3uVd3uVdDJzFwFkMHPMxn0WoZlE11H/Bx8zMds0dZsqWenJM1ZocppVplVaph6dmEStfX7lyeFIpY5mhDLkYOsbUo5qSVdKto9Y1Dqc5XZMj+Rme0qjbgz8fneEJMzxepRlDrTCGbqv0M3aZKdQahp3Z7q7fQLVktrvs8lB3NpoZutOUbQhjV2mcpjiKdqVapRpMDawmQ6G6ag2Vrq6pS485pegeqcY0fDdtlTyZKp3BMrPD12EMM7XSFNZcs2MzeHQM18xMVWVmxvsd9bQhjKlhKGczmLMlh7mu6laaGfsYMs04dFeOuVN1NaIqhcIUKZlTquxFdUi96vZPLZWVdmUodY1pZofTOWYcyDalru3fMPOjxxCGUpjSDFk50mNmdsmPY9uybVuS1P7GwEMjJjF/pro1KcwjtUi56takAFqktBBKXnKRkzhEw8X8B16gbXNs27WtV10Vii8U7oO/pGUSJkxYcPm1oDdwQe+9l9fya8EJl18DDjihvBrooEADCRpI0ECCBhI08IeiokdMwDnywv8v/P/C/59OMA8GARYwYYLF5toFYGhoePE8BIsHZQhoCYgg+hOA/5bFOgdtu/j3RRmQhSFCxjzYMMJE0Md5weAHAYYIiMyWh9lGz3c/wnQ4PonIxIAyWYCKN2eQAzXOd0YSPEiD+BvoYQGO/lgqUFhfkAnlJw9FKCI8REWYzctGGXATEe3wbxcgNgcGoa8okOIhlj680tZuXeXza5/mk4kNsAF9SGn+BX/MA+wkDDxyvrOfv74JukwZXvjTDeTDRAhoWR92GPmThyrwhlFBbcLo40fNn39l/wBaOsRYdQ9utmtu/UMkDzDAyNoBhB8mwOB1z6iCsT55CKIYYjyZfOMlL/7qmwvAON7yyE3ntZmsRukH4cTPheulDeIhdqUIax2oFotPHr7JEOPjUPKdfNfmkkA8YZyPLhOyewBPeH0p0uD+qFBBrDeURiw+eagHD7jzCOnkzX8NuEpPtb45xz91s4y3v5pDEpDs3z9yHvWX5llH5TI3vfmt6V1sLt8dONZxdoyTw3mupwVomY3EfHyxOAWW499f77YQ7nCH40vvB3dX7I7Mrmre2WD6q3nq9ozAyX6yqhMDGE+WTzK+rbqDR+RPHiKrWsJLKp4x/eBhsztntNzcerKaboPEgvl08uSkag3MjgwGR5ZfO5zW7UW9A/+jaTFXb9xf/sXTJjiYvvLxqtmPtlPM3ZPcHjbHCo3aw342Wn7JcD+4Ga4/+ULFWs13uj3/1uGEVkyeZFSaEWD18/5yWsbr2Tp7XWVBmbK1Vbld3Rxg+c5Xl1YZrvoKnbDWwzXnc8CPz+ruOGe83WFGV5ebNSc7rKv97OrIU0fRP+1ieSt2Tx02Ok7WB6+bNTss9WrYi8Gj0fjsZlV/7FhVLh7vV5PlofnsGe7vmhX9cAaIXb88h7Pz0d7rLI/t76MZI6y7ebXK+XHWYO3fe7q1sISoQLadiF6Bpq+NRdOsXO9xCp4OW5oxmD23EmxZjpkyBeaT4Q5UNncVdox2jRjXAz4+uh1Gx2DHGZoyxeu6l8zx/4bn4Pn5Xq+z9BpMYDua0wIegPA1U5DP7qbb/lBtnzcG4eRkBhj1B1Sp3OcczIAi9hxvli5Wj46SRcyPOzCbxmLOgBbNS0VLhu6wB5qZwhqstYso9biXVXqOr7MkwBgMNIUFq/PHwtTC2Wa5BZolKjKJBYZ4DlbbxzLIvo8CQszg57j96IvHMlUcWdOSeJTXzMgEGigGF3rmAglbzKiuAIK+zP6Hk9LrLlFoXFsS6CsEqkeRpWJZ4NKADIkAemHRrGrj3R26D8BAxRccXCzArPvZGif3qRlzAFOIKqC6UlwwVUB1X6EAhYbbSamUWurrMFVaWZkG0baw7suzZEskVhdJ03aACNLQAPNJvzKgIgDfozGyMVpTHbKMaI4orplpFA0FsBBPqIGWqiRn3kBzPA6C2qNKoxkVRI0LKNnSdqUhXyrOZV3SnqjcX6a5aDGuNINtGvZvbGxsbGxsvCt1CGld97jKNQyvEMY1Pl7YPm4ft5dYc6UV0BtjIKl9ALJMh3X3v5NbSA4KMjhZ1hzWGK7xP9FyeOvRHfRzVmtA97BAlemW1WZ7V4FZc63DeZ1VVhePgACDASGjkvdi490BOOe2h8NTzcasNhiawdnZxrKPA3D1Q5HuQ5o2HoYKWX5/P3LnoaEhK8Yl8dknDKOmQW7yWElDKtYC48qq8l6r7t9bwWXevn77+u3rt8vVcrVcLXeh5OmSIo2pno4IQ26Mx0+k3aRMpQyupJ3KaV1qV1bL1XK1XF07vXba8Xy5mpo1eptSOhdycq8T3KTU6gpgLv5/c8ndUAnBPwlTB5W7zVEIZwdlxGg7Gw9Wq5fnZAAFoJzg6qoZN2UyO8xLvdhrtDrc3hSTAQFUChauYAOuZ/W/N+MtWlHgDu82ugBabqrPRzq7294UaqkPBS00kF0Sc2NkohAaTaaBldXSTlfGa/3fiqTLN6PUynFaZ3kERVFtehxelEC88W4lGUmIEsXoaMbjlbPSC3UXehjkQWNkBURYpfowWbK+O4KCjlPB4IrqaUPTOCPgePGUhhd1OFsjVQIhClWcbbBWk72b2+1a0C/HZXO5beacVFIEFbmaYjVqrNwsd5NZc7mmch1lUMtqMq7V+L9W0/3q8cVwWCsgwt2lU+nyNYynDRldBRERkSSIiIiIiIiIiIiIiIiIiIiIiIiIiFy3DuO1+qwaiqhZM8ZqiWZ2GzvboG0SRERERERERERERERERERERERERCy0bIwevqxZvwRFj5vBSQlpg3vXCneLCEPYcT6KiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIgREREREQH5WpT2QgIHsBpV6sSyri2KBKM1xoDpojSjUb+6WcPxEWDYUISwFut+jGICVBgai/u2LKDjVieC2PRX6Z756oIqD/qBInNw6dluXnDSJZd97Gu/S5LGAgsKEzeR6m6oektjKqPTqUlbMrpPrAWBKXLlPI/X47XQpv81Y9/a2LCpZI2N6kBtKhu7YuNu89zdK3cVlNiMaHKTm9xkn/nnCg5aCBeyocooj6iU+k+KpFAhgp6ThQQqkLwQCBnI4BkBC8O1OoCW6CCBAF/jzLYDrEhOaTDQkchWAw1hJIFxSlBR0GKqwQCmhUjLqpRsM+jhIJDpdDp6omEQERG5ICIiIiIiIiIiIiIiIiIiIiIiIqKVQ+OQooZG1tNs5lECS8/voGAz39jgbVfHVq82cEYRERERERERERERERERERERERGRtENLzRC5kVF6ts1m8yNUs7wLNJqmGWbcbTDHgJrc5CY3eYDKzbz6sg1FRERERERERERERERERERERERERERExHWISKzWqhFHNBcSkMF/skNXIokQ/wSRVSfEaUIHJiMhDDJJ0jcBFgVDgdOuS06WClYk7SmRpXYEuKC2A1pCCiIghLEskgIRJI7kPwKQha8hkpOBKwHR2XHTyHQ9U0qBpNK6YcZ2Nnteup7GcrymocmYK4pzrVQ/bNd5K2srMrKE6kZtR99/fS/YkO2eTaYx38yNHFB9Q84z31yxsaK7Up4vJKHJ9/2xMP/UjbIozxdWRuLExLUxLYsFXYuuIYFUwjXOjsiuJainwpWWexqBReQpFhGijSSyQtcRDhJMJ6MuZCEKrpy0UtCSyGpRIRKj6LBwhum+aTKlPFFISus8vh0ftavleAp5rqhP6cSdFAx1Tf9b3Ia0fzsyYYV0UHQ69D3Y+BE0WVZ2g0ZustLMQ6ZUCGHk2/GrpZZa1lmh60iv7jlJNi7kBUDmaR6hyGueQRmJ9U9dQPL8nLLoaBcdJ1swiSFQe4rFAgKTGRl0WAKL6LrTlshTaLsFHSyIaGlRtjhEhzCk0s6KnAmC4GQQSkwtaQGcngqSZ1R2RzZXpEub6BK7MjJKnRKaXFe9WFzDhU2mh4x3+vDQdWoDmawUDi+jKOiRMKu51M/o0tnPKkjSn2vrfc+eLl1MILhZFwBJlMCuGUzkMMJu7VpZBoNRvZY1mxOwPlj/jPWPWJ+0Pn/OrwFMNGTHEQCmmS3rOD03wALQgyg2KoqBPEVcYbICkxHErUro5tkhRNGGizWfQZBLcsQzwslmRhGZ4Wg8YyNSl8HEARStCJcO0C/axSJBZE3BEIpShpcfdLthz07Xmg2sBySSIeWA43noYbb46MoZYG1i/XCdQjGYKkJIz+5rn7geMQYZXNbdHEW79Q68hbaRJOzeJlW90eljep1exo7eINRZxmnx+aLFlwUviSJQPeiXcyCKiInp3gTE7j0QxRDFYJJeNkYx1MQxRK2Q4bB3kCEuAkCwOR7BxqwcBkiOGfeM6RzJ+KYujHbIesKwohxFyHKycU2LLIr0aQFxlyKZSdqzCxAKHruPA3kxi3FYIIPW/phdW2u1PPMKbF1Ct9+eqzicbMSmGM/FuO7NJyhGYHh53Yvby8ZDsW3ZEXWqAS0zadYeTAAXtrsWDm1wiJabTcnYfJ6QpyHO3AUV2LBpSmU8hqj69BjF3nZGPRIRE/UAjCJgEqLk6aOnB4yi/XQ3PpgGijKpspv32VyPjhCsBDSAq13t6utCogOgnTQpYC2NEagsI+ZgArcKioRdwbpcfCXMM0DPIgBIJfIB9VGDDk9yXqatHbB1iX0BtoyaLccdgZOMPIL1ByGBONd/N0vgN2w/aSpa5gYa85GeBuitPBrxi+MDGQZwDTbvYxrDAYQAg3TEThvVumoCxWYIEBHbZQyqKVoYxaDSgAaCAojaERFDlbhuP+DoURc6m3UaR/ftL45M1kCSgDIiJfzGMGv7cQnNvJquZIqwC5ZulKEzC24ltn8l1br5sBo8HWUvEom5SHOUP/+LV8SdCmyJ0m1v+2E4bnaWjoFrn1EkA5a8WWcTCUwe7CwsN9h8A4Z9MKKMUcgqLmmQ6dUHjiaZ7Clriyw7LhgSpcwLVhQhSY9BjAkMCoti2KZsRhnBKIzK18nFaiPJarZtSs+UoOEMp6SPOLo2EiMbSRSNHlJ25JH9R0Y2vx1gASBVdk/FzIw5BfqdG/zLbZKGEIkh2rj4HEOGCp41T4IiemP6PHVpYZCQbBJAcNR+Ilfk2e4RSpQtdwH65m+WrO2CTDvX/wSzthFeTuyk7aww454LkiOIh/l2Xdu1XWt8bSgHmcLRBoQk0u7259nKxBV4InpbylHfYJyGMfl2g2qDya0kKTSpilpNq8Vmg2GTlEvpmcM1NYIqaevm09Bw3kYsoRA6MG3BGjaQoY9sdBVHetICHAwF2ztuu+cQqTZNMzyLEpSgLbqqSFx3NCHF1EpmTwXhgx+lmtH/iVVtX1faDguUNVMMKtLbvsnJ2Tau/7dNvTUPNBb3X7L/9LxsoSUE3QiAB7+akWVkylAS3auQHOXSzc1gGDxtOjEpBIuq9EviiJFVACnFicxuIOFgHncCVaABcvcCCWmSYlTSrnpOk22mxbDW1pVmKSF24AIU5LOHWx2f4pAE7M5+4OBzAkrv9nLmbSuNGOB+cFWowraNWbsnAJ1+CCW2ILZ/AtSAbkTeNVpLLbXUUksttdRSSy211FJLLbXUUksttdRSSy211FJLLbXUUksttdRSSy211FJLLbXUUksttdRSSy01a3/xklgCbk9NVVaDQOssKQ0q3tr4dZOm0uRcAqUmDIlsrNQ8JcgYo9Q1YyvDJRolM0Zj1mXFr2WX6N2UVNZgJ+FiNzz96+30YIiC++5ibZH4gUoHMoZdTVQgoFIJIM7tr0w3z3EGzzH1yRpT9F+jCeaKiCdYkfyTjUxt/JWuamm67aUvedAr8ztcI2vArsqkh3G/ERsyV/GVpIezXv4qzOlXI690FS54yMPxLIsXdE2Bg45nsh7jmdy7rNSaAq5DJ+3f/hG5gKNoYXxCQdFzeDXgvl9+PwBQqdSL8rhHL9ffZajV2mZWSQVLFKcrzg+r7jfCkOTw3F8tK/AQjEAzd3oa9gV8uxEQs56sN5ckGzcrERGzaVnRh4benGFXiQOCINOu7AlBNfW4/MpuxT2ycfGt3jU1Td0A2Y15MZacNHRSTWQ9HSD77qvyJfaG1pjes8clDCgCYs7ebhiG+8U1RU1db88Ii2OxBWdPhSJVTIRxu47QeLVaKTc8Z3+/QVZmswavJbKyya46udP3aPI/Js1sSulBYvwI1SKGWeeQ8zktBzo47IE8zdPzMvWk3nYvFMTDI8HqoSRqpyYWMnTU8KXoUTxLBITW3O25PlQZ0LMfTJcVJlZOnEJOJqea5dsTiQZChlp2CqfakFIWD5MymULpgIYCsHPzQjkm1RMNFQR1lnJdPliTGqWUJ5zVfJ7SddYF8xMfR3Hdsp1sfMt3f/vi8d0eNf3d5uossEq9mW76Te7S9/ggA3A8nN98BIt/cCmJTcMcwFgXZNFsHaQsAUbg7TRfz7pvzc3IAlngDQ1Abpr5uSkyf+1fOz/+t47levyVPnDrzt/qcdujxevvJjY9HlltTuPAl5hjI5KEYbqutpdzZX0lTBGePw/7OBCre6pFfX1m2iQVA0EYDDl18pSgtScIE1XVJL9hOwfaAYPNwNpsxmn62Wff6139AKoBiUmsx6ULK0sYIpPeWYIQMKJAAgiJuz803M8o59HsBwx4HDwF7mpG+4Z/AVDG1hwqo0WWvPyMJuj9Gz+ZtbmyifbKxjyZIgapUVGiyESJEiVKlChRitKjDRkmU5rLPbl8/fL1y9cvX798/TIHUZDZEI4P1lM7LszYKZ5OPAyorkLAMQ3Vjmm0sJrYlEvEGGYlqk/A/K5F0ymQui0HJivQsTmJZUVZwaqMWjy/luKOZeLhPj7D6fOpFr++v9b+5LIYmSiHOvUH+7vnj00Xg9Z/dpurVkjWZA8wuSuD11w0h/u7IfAXdF3baw2hyTCg4u0Xkkk6MtDyMEpinKGUTM5nwHygcX7LPp830Jv38W+mSx9v/qSO0rX0rKEgrkhTeT4pcyM21uUoT3s0kaf5pGbmclw2FVIHK/QGFOW6ordummney3t57/o0T/N0ntYpO+3q9eTp9WE6H5XZRBSDOBvW/cisT1+wLmo1qZeb4VYAe3g4gLL56EZ1rPd2CCEoUcTQW5OEhyF1K4WcCtaWY8uZ1k3RZaRkWOE+jUo1aTrIdaHUPGbAZagEEh8PPrij04w4/Ytnjbs9WLZuErmwFYPSYP1sUroeaTezw5phyujZZDZhmiezyWwym8wms8lssjfEXDioTOml8frZZDaZTWaT2WQ2mTkw3o9oixD7m/WBcy3W60XnTcPFHVnew6kUyfRw0P1MNVp6wxAASCZvswS8ClUXMQpkAJk2e12rjgZmYRbIqnJzPfVPrYocpFxZr+2Pz4zhy0GbenBB1s12rBwbP8iVm2SNyxRLA29TA63B4tPDxU533yDxeWTLF+P03y/WBa07TdTj8ST97wUoBDXF+Op4yvji26+tAMDRE/JvuP9OkBv5fFj2weav7yDjNkBCMOtv3I/9QdYcK70kmBuNtElM5kUhYjNz2UcH6Mdpj0plmqf5ikRMVQcFPodQMMmwsT44Ojg6mE1Uf552etnYPDyezB5OEMeOchQEe6oLMGY5+2ylPrkbYoEDRAR9y2JSx8qKSMfZEKQit4WCPhrrcne8FMVNpZSPlnszOxBeYbHXsuc4RRlkcPKtedbHT71U16gNxBamPzksPvrVk2uwjjOg2JvxbdbL5RLc9+K7RQKd585qZRTz7PnyJXJBbGb7TJR1QbAx8mTvYO9g72Bvf29/b3/vAwVBeWt5qURhKk/zNE/zNE/zNIuxjR2OnfMcAGizsfwyPVsAFkVXWWE8hYUH9TUiTiSTDqoaV65N0MOARDnj8FqQhkHh7FVoeqoox3RYF6khKAbIRFKtTJabCSBcukPqdBT1j/4ptcPixfp+w8UgA3eAOQimpuwkcqpr4s7nOIGoowKHVaSpjKnMqvTR/9WQsXTlqa1zjC2npDv7Kr88MjbnFjwpogZSM/SBtKxdCVkUvLlVQ3s0ffPJ+GT/8vW9K3s9a4BXlcQCWX1vVN0rFanDSkWJDCWmUVTnR3map1n5kTbdPE/zyVvXB3tvPMrTXOJwen3vusJOQrLdNSyWuioBC/AU1suXIn23dBUOV+NVWHFZdanHMWUVD7PybGmRFJGDyVfZeBm8lB1M9syhp0N9yQCLW0BVqO0wMAT4Kx/pow0wh+Ma8U82xpuNLcgMHYzOUGjWiMWLZ7w24LK3sY9r8rthOmZ9EpMa9fMyImwwm5w0zrEP1b0SJSrh9Xbe45vHYW9Eb0dZb87FgsUgG+2dBxCBKDCgQEgAFhsgATLq8N0PJQJgIblWfHUeJRMuhhw0mputYQWBgc3nRXLBcGzwKQNcr1tvr5yMMRUUo4gY3vQ4cDBwvfSBnGv6LyaX4zxxdFuq04xtnPn6qdyQnNVcTS8vNyOC2mWACWQ12f5tk5ZtnEdZxl/D7R5NDvpXe8ax8TNxSKWXvlC/YM6euzfrx/Wmr7172H73e9/x494xCO/4ce8oDzcP2agG+d25YDOfVqa8W32on06dY3mubTwLBQH5rc00H2UPyXDC6XfOqrsk9RxD6IIolkHpXJz3Rf3+ymrlkCSZASCVfUqaTgmTkriONIE/eD/SHHKpGxwne7reo0lJpZo0BhyVMYR04Qgv/GQXL6zYsn2NZobZjg1N00zXzcZiewmnA6w6oCFpl6kpmDxKtRPmbJSu3+1lIWzMVO+O1+P1eD1ej9fj9TjuPzzupY0O9DjN0zzN0zzN0zwtY4QN5mU2MXbuTOs8G6bfQACwX+0YugNotG4rQiwlHETohyx1C0g5hVRwf5uMcSRiRT051oy1aqgBJCJQ8CK/ojfMXFgXlLF9cKCxXrtySkZ7f5BBEDGqG44OWIVfCf0ChbcD60UzDrhq30lNTamKiB0UZDI5kMbAwitzUt4M4f3XCOc12ee93T0DXNnMD57ZU6LC/IIm7WtOURSE4B2lhyiBozxlo5/pvTtXNnOmxY4DYYMT055Mrx8dHOVpnuZpL/2cjbawF4f7Ngx5Op/maZ420zz1DgpM04MMAM6ic9XlqSju4UaxsVw+9i0D1GRZhVlBIkPI0/3oDg6XSorIeqDXwx/MJo82q5R27G99yhGf8mhIho5H1P7iFotLde64bYroFzb+vVHP6DbI6p/y0vhok6sOrgumJjmqSQTK3VKIKE8WQbxsJmrGD5uHzcPmenO9ud5cb3oxpnHcS4thqPQoxiazyWwym8wms8lsMpM3WG/MIQ9xbpTyBkMHDbM2mHAahFSXqTL3BHUxWBfVWyktjsilnCozJuflQI6rlmr6xnqVZCkHdSoClfRqsw7iBqw5jREbFDz6WfweSPiJRRunt7+q9sqxH51BfsQayt7ZbvIvwBmWCvpx+3Lhon2B5FIu2BSlYCGDJTXU4FQsbaAA9gDZ7Im7Uc7Hbis/rw0MAfeftPOc3GiS1PoWzrHPh5uHG+xVgg9MlCgouTKtI2wkEWUihfF6vJcnaiem7dAbG7OHxw+PHzbQIx9VhgDE6wFa64RZLXP7IDo3XJT3Y6ZGf4Bn+1AdMA/AQ4nFylIcc5yth5gP5SxBlE3nW3/rjZ/k3iIlDY5u65atlZ/AOB4OhR28HR00TWUOghjUJ80G2YKefHALEP//Oon30ZXyp2E70J2bkiDiWKAExmonaoNQHKGlr+zwMJ1XulfqoRyVI/XFuc/m6B77sEWYzfeTAOwRUqmOZ5wwhQBQk+vJsQwgubVEFSsYV1wrHLWkG3BeQJQkJ7hovfwrqpqx4m6cfiPLjaL16HfYnBxJxox16elvc7y+FJXHIX5WhKLGFup6tH0A3FOgTMbPLrc6m5eDPpVwE0EOzEOgXtlXMF43sMaSlU5n11oaAvlyD0JXnGcbRWJ7QwBE3aKytcMQlVIJSl8+CscIDCLejwlKBWulxn0tnR7U3q9Rn/mQmOAF0p519ZPOq6qbnE5LEwXXUdXpKYuaRtCaU1MVWcnCEpPC0ebCG49Zryt8y8GG0H/j/eIMb8hg/JDhxukx34AJgABoCBk6BCwiyNBBhLPwCBlISLy5XMERzFmOOd8Y6sLzE6+mRkFJ2XmwwYQZDQYYFRoQIJaPDeyExrz9X5L/yOg3IzFUZ7xO6gyhdkHy9L+8YI6TkJUn3Tc2oIdBJBVpEFaHTlK+7Ocm2roZxTesmAGlCItP0pydhNxqhsQm/CTxNg4CgS8HIBTyPgz4ylY+mma2L8KbRUsezGb/TmpTWa4xibzceKwojKY4Hch6uGp+x+nn/upM8y591e6alVyVC6qK8bGfV7TUkFdm3h/OrzzMrpIHF5vNhnA/orIdufSEtn7R2TbtW8tQz22uXMlVmw8N9DvbZx/d1sXkBv0sDESB6y3WwKRij7F1R3FW95Rdp74HBiIy3rS/ePk4EidPpyoJ/BfaOTcMwIuaiADucYCTwylpNhmwwaFgQz8GiykUU+AgzgngvsGCsrudE7Av3BrxpWwwlExHV1wxxakHxLe8yr8SkiHNQYA1G1DMbzmJ0czjAe7nfaPBWaqo+fHnPMnuTLoJO50zVXaTeXuzxdDJxWL43L6AZoYPBhTfWikWgzg4nX34DmqVNnIjjnNEtS7WmWoH/VgMfrEtuhmAMdBc+8HDzKvLJefwOIBFKawCzELpCHqCPThge6kgFc75F0NnaI10JoooKdV2UqEJ+hiVHuBZK7j7aKTOerLBxCQzOtBkFJV4V1zQlNddxpDxTN43xAAuAH8mE3YaZGXBscbM7MpyL/ZWERvQNcgYB2d+nudRmj0I3tyD5YrzPBpj7ww/ohISW+2SHD2TcfWkP0jlpkwMaabLpU8u5PryFWRWkbzssyAkSTnyLJvICOBMMTXjCxdcLddZTodKZYSIZPYIoJWvBwURu6tm5BvPjujs5aQ6ijwTZTJZQmeBGsLSrxgOZk07UQHl73V9KLnEAUTSNYma0EhgICuIXjiH6q2wCqRhgWQgljdMrYntjBziwA6MbuzEAISO8l0pwzxw48MwzhnjbMEWgPsMYIOMg3EG6wJwTc2v0VcSmAfYKJUHgQNFdK7kXvfsd1h+5ArNOYE5WDu39+B+AJp7Lsds0xFKfOUGDPYD8Gfqg+GNMOLgXVj9zdP7roQkm6DXdhMQyBdBp8PCAgRsA4B2CQnYnPR5suplQASgdbObYnDIuysgBOTmx3FY/LDP9vtc/d8r/ztdgqPhvgwdVuP4xUU9fSnRNvQ7jwYD2F1zpgCSadnuOb04bZ+cdySiK24K4eZSZIh9/+lSYsG8EaZBJQiOJmZ9A5bisw3AQfQ67dQEwOQInG0zdOSgzwwfDD8AXR0zBUNSUXKy1JEriIZGS1UlMIOzWavJ3jqnuGRxXAuqI4TQuPb3W5c5CtK5fvCyTuOW0GzstKgqcMt9OKNHLrmoSgNEZ2L57Bgb3CsuzrGXqN67tywlG7sE3y8GWethp4srU3Bca5Jho9xVAkJ/OoFamDuOCTWN0nD85ZfvoRLvWGkxUUTSKLvPSfbJeGqhcNjdnEdEkvE453XIeCUCLgGWWp3mZkPOcx7CX+Oq8+u22ObNJhBx0uAYyXV0jPiAWRl/c8oIutwOO+XuC4wPgrB2CPGdkbQZQm/gPuXxf/RG2JiJO2DpfGJRHiOgrOdSnuVopi4/GRjMznMYn3+/AgyDWMk5o5mPgYM6IHxYnIJrRmY1YxgkykMb60M8xy6L4q+0Hg1BdhF2iw9+DSTVms8IEgAkm48ijH5A86E/fzDtZAbVpAw6Z2e3J+TSOMuL02QoeSbnPcOwNH7yJ1c+mUQaMO7dHJdPMFmiDDUMyqjWI/q4OUDTjEbOUCrZeOkG7OFPUT/iH1Nll06QS01gP1rpDBpj0pVbhyYEIEosBglCA5zlOAZX2mKcdgdij+gbn5rRI9aMgIxvOoToDp9EPgedVA/ggAFVabyuCo4R32Mp0Wq9lNhPZ+lg99ofBLoWVTFdXis+zWeNlEIZz7zTIIRGFE8ALHNDlAJrC5zcW8fVKDVqxRjcbihoBpMt4ywRlOLSHNY/rpRiWQ8qOblkwBlOFEgnEbLAIfN7R9vmmyn7CCwXxS199k2UzYZ7Hu+ckibiSepEE2w5DDvNdW+JSCdbLBhnTDgYKFU+NHDrA+DEi0oKTwjjHU6j8NQVGITfIWxUAh9cSZnBLnDfO04Mzja3VP4Qe/MYHG8m5V5zsy/O3pvPDZxi8GiifP2YNQ1vVgIMWN1VylBAmRQc4cyj0VtSIz7yuskQ0i6VsLGbA+AdCoQ8017KVaOlnoLh7L8mkjzHug0za7tpk7UhXwzd15AutkDOV0G0ip8ykQF78iCgjE0fzQDxp/1g1ds+PSYxQJxKKWGsQWg/YXGPGDSd/GlplyuMevxS+VcAxcAM8/qQdOohTI8oV7H7H5fe8hZu3hSjUR07AdKNiuZAw1a6mkUuU5DjqXWQ1GS0MDYquHmfDArt2/jH9Vg30SQGBbcTZxAggU5Ycr/TuNbT6uUEZnqEj46dO0WX2WZlCzqU4AUOwGBNZiyrDzCuNptauSsyFuW1Y2kwbG7oMnQB/BAQt3Jv50yvM70zfpyexY3fJ0TLSxgFSNAIJrJs/prYDRsEoOW/PA4KLMtliLhykoRBSZ1y6gNhDb02Xgq+GxqhBBgULoBAAfjqaszDp/P11Cw4c8rIGa8N9zyJnMKabF4IWLZtWK12NICm8U3XcH4xzhiIZzDKN6dQlfNd6dZFzCMHWDuv4/xrl4iOzBIygnHfcRllkoM47jhswHFeTfkg7BNo04e2br8Er5RY+G9/UZ+J3kPMy9ByIa6g2g/8Q1a2uRCinvVAuJfToEFrsRZCXYHaHemgM3RydY7y5Slm+gxKqFRjRiWVidKDCkpKr8l0lJxcoNjvE6E3BjUbR5/koYFSeuenS5eW2adiVT217hDHxYXuRH+1gRYAwEG4eaats1pjfCZtKkMtBwrOHR5ugooQoN65t2c6A5y5vSTUZk0cGpeV6iijwiBysO0dN+y1R48evUi+OSL7GJ8Az28/Cv0IoFM/2q0c3ikMADJ5X7kkHWRsRI7XI6gHHmAMeb1KIatQqabR66jdPs4KL77JOfNArm7sTuxUS4Rz6bUOFcFdGtkuA6UC1WmnVmVZuA416wHTk+q7O9BIjpZDPCMdmgyNueNusKaAKOYbu6fFSOAWbYxyNUnKTl3wWk3mX1Km90KpXIqDcpK6+2MBNh9rJGjITNogxGkQKAQqUA6sC9aLxXfR32/9ggL+iAsg694VK1bNxZraxjf2iAE8zRPCio4BhZlxopJA3k6eyedNvxF2qylTftb5Ka/W8AzLN7qUkdYAeA5xEhiND7VlheNHWMqI8rwJMG/TitMeuUAGmcyRSOd3Cbob40ipGjh7JSWBRhMhlLp+BiLOslHek9wz0vG2Jw5vWDiJBTXtrfKgBmZQSZBbFA5GkxdHzGlPT2+eihbbwT92nNpSir1rtV0qL6bL9rv8bd6onS2ctdOK5HZUXWuVA2MN7RANFl90b9tOxe8rvIyHClkBx3EJenYDzlwPSCo8PAcGJgHlIq/I3MDgEjh2u9lWf5mFN3n06EXyeOyvUJJx8FakXAeGLaXVaJmLI+Sa0jArLjW+y3TaUXDjHIc+x1hzVZWK0YMPiT5OuWu5uFStVwlnWmUyiv+BikMtI5pH7xRxYs8ipvI/U703hDJmpeiI2RGoyZQaiAr/CLhOlekS4/YQPH5AP68tbKMoI9G4ivEgksLBVCvXlm6G5aLkJVgqjqoQsAZAnHMXKkYF8/xd5vm7hP0yDQSwkcK4ooGxnUigztV0WN69l+rydjEl4hLE0rVV15t0gfsyzhAM8LkAYF3wklE0dOOYMWxZUBw6qN/6/r71k2bAhQsQooGxy75I9kgRgTU366F03pCHfYMqTDoBnmmgxzsMCt9zlMs4ETtO2cS5RrnGeJ2+TwhKTSnHcqQkItTj5kxm1YkjqqTeaz3lmg+BGwAnWpkWM8eXNfQ7muB9fI+X8Z9+6EecJvYYnVMoKEdhST0ZHP1+eksmTKNOJn+pL1MBwdaHOxPNh+BrjOMh8Br1tsSZ13jUu8OATKmt96qHPacSExiy1tog1dLgMc3bdG41/EeYS/6YHxUAptKOmveUJtHfX+7vJ79e2b8vDR6cOm310VIjwZvBEJVk9P64fd9P+8JZe/YpE/qRRLbyJrnJTnlomQMcR+3H/X5/td/v8Vv05QLGPVzfKd9zd+vNvfH4zH3gfGsqN6H3usOCgjlRmn7+PZdPh6+skDUKy66Iv/xmYtZ20t1G2alTeMWEb3DHo0ePNC3GROQ+ccX9BbnfREGMKkX1WmE9TDJePjpmvGBja+cWAG4AUI0rUj9r9+jZyyltx1TS5RTruaN4nOOuL+tNkPGOBsulaHoZcUyrnHskUcehe9kov920+q1W4neS0iDOovt1LHXUe2LPPNUAi66CC57t5SAQNKL2jVDGoKQqbwDFTUl9PdMuHaxY8l6SFASnQlI95hqdstswYzZoMXrTyYj4G/xduq8OEQ15TwiUghyNFORpwVaVpxAwdDynMOmFkxSOU9a9IBR5ueJXa3LlhoKslHzTeuzJmg8vvNxEksmTHFZqSLlEkdnM3KxZW49YWYEHLyeG2uoZVco7UmEArCeQAZbjAuAM4PbPEzfZD2s2hL7f8L0WIXBGl0s7DCqvdOTR4YCTACPjCtuUFRRoSL5d377z5jVwRKCSOpWsJePcomTYWm4FeOmYaq7TqUeZpbtN1+M4I2o6KsSE3mvut3o4ln5S44rzID0p3vzW1fk3HeM2sfGVf37eDgq/HCzIGIi0fvYPgIcTvrWtllXOGGetA9SxypnlVGkJPZkY3aughm0J3KrEG38wzPHE0pdRxajFE3Dw90aYeDlkqmJC4ymPpY/x16v5/CTmrsZGV2mtwG3D17/OJO6X+A2j/ft7zO9H+WDpxz3357Snz0mM62ezIUkkta2ud5Kj5WU3+w9CbhI/G/v/YhW3oTWCloWH7VIvmyoYy8v+74UQvE0Y8PJP34yYIvF8Q03yXA3RkJJhPwLlEsLLpXxn3/dTSjcfK67JWqffQYhFWYI1GIDT22l5ixn67bMx+SeboHhW1Jg6FK94OtKf1b5sgcFwaty+6MX4N1k9K7qtmOrCc1pjqMsQTdNcec9YKaU0sm3TmeYQKBSxTmV57eSuiGWWeKNoNvtHSTQMpjoAnBsJ/fk4da4JrHJHjSWVDwmm2iYTm6ZCa4VTuNXcotRzwLyAKHMMS3hAJYSJdaVNEI/M6E02ljfRwCVMbUwYO9e35NiYiIKteCaOK2OhrWsqj267p1TXwtc+M6jE0UZfMZk2LbyMsM3h3/V3nfGQFFln0+9uJ0XtrATR5P6ykkbunM3H41/AtpRtNrmQBMmldh8/eD/Qo6fJI7IGsGKcTHmXCXNeRldoty34gm+5AHQjpuzkTuXwhnS4Tbl8vRwXRMwok4LbSWsh0lCXh404K6YelKcK21YLkYM1pMoQdYA4I951pbenEHOXrRXDmKd5Q4/6bEbzjwRBQu6NonEcSaz2swH41D4e/3KnVyu5ZPPHu+xyb0lRKvcS8bjm5osPBsCd73rng3decOfss9cvVj1wEovxPm4Bq/rk21u55Oe+9Uk7a03n8PiFRbi9uv0Db7r7WC5jaaqS+6GXWpgkqotHrZ2+zN7hGAY0AgRLMyZO3/rw9o1VMZVebqkZtL+NbutM4h1gs+AE1g6FSM0m9ETt3N3IQpZMdrKMkaCy9TgmlTuwacQE+uTKrhHOVbWwaRwK9giuLfE3hYpWO9dAhHqjrI3qLO85x4TSxjPLSLlwhG62nHs9qitFHfzc1Vwv3LaHiZRe+qzzrDz/6UeN929+PfrougFI7N9yQMA6NNRiR8niNrR1t9d/AWtAMnXFBOetYpV5lt03zMU3G3vkRb2aVkm8wtm7QwIymhsOcZFuUs09ZC6EudKpKXEuyRGAyDRtf7PxTCErwNLn25jxsmRhwCn828+asjcDCmM4hSXDgJ+6cuOxjWW76lYI2VmxEDUz66kVQzSN2qGmyetWk3ycmIfMUJSwViZFVBi2u5mL5I5iAnG0DiaCYfv+3H33vOxSBIOjTuu0mfdY6Xwab1FFYSBtgD5YLRxqo08ljNEON3rT08lRXvtHer1esZ6UyOrA3ehmXTyDwrxkqoeiDqEALmmIjrROigXoXRLAomVKendp8PYa4LEPT84luTT8jbS8glJ0QrtX2b//JRVrip59DEGSLkzstBQixmmrBQcjcNjadmPlk8TZA30EUTwlYrgjCvgYtAYSPZTxkRCfxzeh9HH3cfux/Vi2LcBP7OzwUzA+Mj6f6XuD6v0oMGVqSvD2q34VeAQgQU45tuptr/ZpGk1LOV5i5T5K0YnQ2PlN9e9bWZ2Zd3cB0wO15o3t/TQWPQ6wlLitBB7HDLvqCNM1AaGBJRrTm4P73UsNM2pMZYWME0B8CAmESOLgXJ6x+MSN6nm0XohcitUTRB3IXydyJPN2IhlYgsLGZQPgurMBHM9GO5ygkEDNY8qQqzalXO8AXDU+PIAeuzGtVAzr4ZDIiSmBhsyQ43LZO8vp1KtMm30w71j9THGhsLjBdmIDJcl36Eff603oGCBR//8CYDGcBp21CL0F/f9yPxauMCouh/RZ/Mglnr+BvA5Pnp4J0iO1GwmQ1gWztnrT2k5bmWLhjPkE4X5U6UDyGVgziroq46HUMp4Pg8n5LfP2pJOydzpbdyMLeEoZo/49qfR26BP5aowAE1Szy3dTKEWWvZ+2ZS4EWf3GBZsP4AYhBQOxeTuFXck1TVAxVxdrA9rnxyMtSiv+myqGANrJ3xYe/Mt+7ZrDM6ggpzMCBWeuEiqFjY0uPLM7CgOZdgOYHMDanffladZkoty3kfFGiLuNJqfrec/C0MBLTooOTliMKmt2G2g/tSXe+ExgwEk/PRTIBsEA6DQMWAazM2fOTb8kRejV8Alcw0AbhI9Me9Z9eP9Qq1zWS09lgY3XYkbOrJr0OdvkjCcggiZf5pw5PMp33p3zAy1d6AeF2Cb94lTfWEQjERKHx7gHCoFrVLcaOaHJO7/ak0q79ELSGrJNk3OexvfV2hcoyDi+HNlfGA6CUU1yGRopIKQRkHuZRpgmaptfTcKRgNv12iJmhKCjglqA1w5qM37+sU20AylrI3ycbLCWdpdTmw4CqcayIzZEhr8eBwHLipsWauCsgM4WlIjrRhSaGoRAo4qHP+t7ANDcjGD3raTfOrbOVrR6y7/qWU0eDQxvGqofxpdgMHMrANUGJGmSQhe4CVniwRyP0MeZNAN49QdbjUFEBhMMzXJWTQy5nUKPLkYKJ2AHzzUlldmvoZTBuJSZS0BpvwSLXHnsNVv2GEh77YcgAGzJkmdcSQ0AtGEb//APxF5nHZuoijGNtRkAme6MA1PKZU3mEJdQTsazMh03FoYgluv1c2huFsdWucKVuxouCNXXd26CeYyDiHm7rEqskFRLiBJ5QDc+d5JLiEYXJ3BBeRA6CKUFwfJ93scaWIcx3EZckOCk199aUj/iO0RQ9NIuwFDNWEUTN8P4rsb5Ho8S60Ff5euqTstCKTGC8Hv/ltZkOtqc1o5fLFIktW2LHDIYgMmvYalutLaUOk2XRCkuBhLZMa0vc+vDYSioAVAeXYYbYYxD7QMml7iIJjfn7rdOShKm0PLRfwVBctSYbAkTcSHKDFpuZf+0CRz9OnVCLlflUVtMUK/rqPEdaae7de4IAuP8TOdpT2upRbAJI2gNmGOxySBlZX0QbtQvtI24Y4RobGFBRQmNu7lfFPdJ42MO5HgqdPICMoAHWPfFmtMaTkp3WY+0PWrI4ETdgiZberHJVpqXnRzFTE3AQfczl9IMDSm/YEGZZ1W+O+yvLeEsB0NPVhMMuyoyZGXitZo1GeMLoKTGJG5BS2l0V4ePi/c9gXdy8k7IGNyrq7obZff+mOsxMn2HMi6lN2InXg+OObEHxro0x29WcwmmleWyOzm2OKP7cs9DOiAcW+X66I4dXgv0woCJ7rKsPhNp9Po5G2lxgw002YU5761vRS4LEscpDopvfGwbxbDdABK76zYzk7lCHM/MFNTTBGkjby330zfhbGiTevq7a9v3QYMop+Gt5U3pQWfDoFdgvzxVXl8JbFDKZqo5yzlOo1na7OdsoMmQz0u99TrJTyzgmXH8eQLfNbOufLN657rAbvtW1vdyl6JRs5+7F2LFqjMzV2SIkBsls51Dgb8tyDSZBmcyPUf4+aESJYbyQHwlfDRSVjJFNkqiLrMtoSsmXb1Ot5e5HLrMRunmPdN3rcNDlDDNarQZQGZWrmFhE5dyqdAyNXc3qoT2iI5N4AgabpM6oDTV2kTEZnD5x7I4sQFJ1WgsrDfgDFOeuRH/aDqwZZw4PejlbgJRtA6kXqfGy76BxdZ8up9A4ozn+OOAcvHAV54nZ3AUQ5etKSBJAYtDZjeAtQpLLvDoEZalj3hROnwOElKANFfaqO0mxGrlDCIiIhKajCZrsmb/Arh4ZiWxkYRDOme6Rnae2EWOQ39itKhg3qwPvPmPBpc7ey2FnVZ36qf32M+drSd3nkDJe04gffKLq8JSN+kFRIhFUb3ZccT9TGVhGMN7eusC3a6G23b6/CaXb9HGiQ6g83yDx2/s7g6rylzTow/9XaVZfCMiIiI5NgyBfEHYMMnlmg4kFvAMKCes1OaZP7fCNaM7tPApjxqeNb7+lCfENg+D3sA1083y4muw/D+0wHOJlcepHrzOh8HxA5oRFvRHq6PrXIjLSimyVRq9e0JEROS2EBsajey8ryhIKjSTCSZyT+iKbCcbBSudx1ZBr6HKapSaxs3Uqq3HMMdRa2ToqPEcEWrqumHnOcipZ+x/tROr6BNjin7H77FDGhj3Bmcbq9mN9n/F9cW3Hdv4V4kSUbi/F1Gla4LMvGFDDtpLSQSQ5wedi+R18ePF1Gm9z7HCnEqZuLzLmJhsryjoJ/4kHQA1xRoUHHh7ox3XnKb2GsNA0OXGiAfCaE/T/rnxzI1GT477rqQmJIYkjo8HVz6L/wEXgFrQpyGXA9agE6IySt33ZTOXj23CUkKVqlGbpetPnPRjIchJ6/Axx0/edt4rV42hH8xyJHHT7PZbLcUdw8/BmF7zTmDqZKZgdnt/tJzCvd1bOrHXTUAcxagxuOXOnVtuDNp456lX2ud7pnygcNbph9LmORRY9YZVurxL26gUAsYuQKL75KMO3Y6vJXByDfSJJ3fCb2onG70JdVSQxr8znR6jB/WV8YhicvXpMpEDyWSbESoWjUDBlDAwnRhPn86cyrtjQbG/1vAEjwbqmEagftM7urJsC1b5hkmk3Tt7rpOdnyKms1c0C+WH4vEooYcZ6+XJ0MlzcUqz1LT8hdzTHjdqnnP3/c6ip3q7FN3TjjeVrOU61Tmd6+c9Dnu3QZWUqi26dLFYdJ2urXQtuja8GNDuP0uEX9+h9wpYxb2C4g/cxtcgPOGTINyPk8AdawrEWXTV5TGHMZZENvXqZNcuNzAfanqULivvfrfUUksttdRSSy1e0h4Pofa580VBOA4wjeM490QyKcwv3zVWb52QWFBfy70WG32RDZVPCDIVsvnFMSpaeVb1zhhHMJHUV69hjfVe3zUory4oonhT9cxKRgMjXjzynR/7BDuA8ZU6wJmrfQRHu/o0sKLUbYFS0bdkezZnJzd/1KovLNHXJ5WLbqeueFYALlowEWcDcTvZ9NTWGOa3zQIJt5luJ1aZ4ETwN80vus33gDt9KHz9kK6XU08+PYUG2hiq0cNxks1sYwzXY7lctUQCwAWAFRkhys0II7DEe+FF9+LZBOfYOef8JmAGWJfF8lz1KXpy0ZW71j6K/N8ekedzJrOeSI2lGHMycwU9ppZat6xSRN7g2bccUIZ2687x6YBKRKWPMYYXXb1z6xHRM/o89G/8dWvSKZdQPqdkRXG6WlntWqVDoJceakTkcZNfa/fzz/GehMwvF5PZadcrp+10+NvbNVi6U7hWjc3OwXnKqReldjKhnBkbSLGOZvg6UpOcbSzxyeqsY/mP3wvMLIovYvHIK6sJ/RaFt85GbkXtkScxMzu9xaLWNVBRTcnRn7axPbYJH5uEsqOzg3jqMY9XlCKJOE23nKZZ2kjnv3te2hhClilCR/uq18AUnmMcExmf3jjGRPokjjeo53y50La/Tzo72Yvvk86j43aFRYuWN9OrH/7ER10PJg8HImNoAbeBEXU8prAagsOFI4R7pHp6sVgsun+6u90OtK100Yteu6VIhtPZbPbuXVo+Xe7di41GDzLlvPR2TJLACTYCJYZpOTHZ1s6H8mxJBVUnUTJdM+z+J5qRe3jl+UXuENrZIy+3VVXC7GPwYgqqRkPa3ChS6VmakpWYLJyB3ekYMKBHb1fpnNZ/1EERraQnp0j1N4xLsYKIUMIPXSkZoR3u6eDEV17Oj4xX2aGxyxfWmjYl8G+MN2E20q54nvGtR/4GwFhgqnHklFti/ClL7WXDt0XYy/uZGFo3VJWu/drstHFkdnvcY9iI4Ykig2pDGHeZj5Mpn06SsFP63uHMO7/tuv5YHngAPjbfSDhlZVsYme61AhhVi/CCyr6QiR9Mf4j/SOuh9yITlDzpCHzsMnfQXYBOUJonR5Rsh1WsPHCNNazfAL7nC5XLsiyZlDVxBP6CZuKogTZQAWVLxwIRMADVbtvTx/Ts7f/CEbEFqsAYFKeYlG7VD5OkQJVvEHZDtZovpJfjA0XXcRvaUE5GkywBBRffc5L/0WVufik3v9TIxRlq21tn795anTlutx93vfNdv/k34+qt7/PCr/x3lc2oVIlpvs1C+5Nbi8UZtd1apNu3XV3SAICUEpwjk47EMQRFMKAUv5oe5lXWABZeYDr5ILxNro5mjPk/n5BCctJL3OQhVkYpIVSHyq/J8iIESoI620yQ634W8UnPzXtQDihDKkNibaED6IciJ1hCQiFT4DwkvcJRMNpxQOB+YkFbcs754OD8YWzOxesBCbfOpQgIigiU4ldLjRtgGLxDNfVjkGbhR9CmwdMdbPt3W2yRDiywNVDoOSbReV4yqbWifpEzng4djXrmaZX3PxpQcqTvbLet7Zdubbc3pVO2t7a2W9utOw9s+RcfzfvLEa1UqTY5nVXhuEZ+y5K6HI1svbBoWwtfamHbWnSqW6dIwdjwxaDyIeA1J3/beBEn7qOY1EY8+0QzbFYxKzwAvyC873vx+hzwBp1Z5YipoARYP6g/WCeHH8NujSZA/uWzgPVGtfcx/uz1enpo+SuiqODbAsy/py11fWt0ov1lerMElm8Uf3IWtIdFFcEoiKk2Vd1sz5RIqie5/X3GvYRlut1mBEze613w9a2v+nz2Bb7AF6h2qabpzCWJlExg6pmpavp4mLYPpu72klKkQzFcTwlAKEEQICFtdxTi96cV8YWN/u+2tdMO24dLbyNd36mXPnNfWtpuYduO8NlHAsjgtNK+T9e17Va6T7873Y9XLKF+mESagMcWHPQwctDUZmN+6uOjihgDfzBdjP/y5+0OTsb+lkS83aAGXGrkiaEx0Zp7jjHclwPbZZI3/Ydif2KbGryq1koirr4GJNHPPoUMQQR+ocnUC1VyIOY1Qja6d/IR0O9O0SxVyGfu9WFw+VyiHPGumSaVnHT4/lWMkwFMpU5iofBtvtdOyAg1iSFEPc+tfEJG1Am4nmDNMwavxXfX3AEQHDYJb79wq14ZZ3POMU/3A0COB8fwhu6nQheSWWXjUyecKNecxqGyvqaI1WFAoEsHlB8RZ+7L9yWaXe4qu9DomI6OwYnxIflaQTs6r3X7qW27Zbuwbf8PrW1spebv+hrv3G6/hm3y1fZn/Y3R23p/vWK+woW98RLlIFgfDB2Vbbto27Z03TWGuQ6HectX7JLjQHyuPRyP3Dq/rlpLxIj7SONGFrN6z9+togNAaNNBJm39CSAuh4jy1lSNtpbyke1jH9kP8uWdUQLgUSQOkCXX98xCrY40c7LXVtcjhcfxJ+s6QwenTQCd8uNomdcMO4nVgudDRucTofE8nD5zlBIv9STJ9f7CeC2adK0BJNV0y66v9Hyn3oDG1Xc4L5E0REE8nbQx2XcWTPadqF4zRAQBBDqAd7lTtqdVOrtM24YDgaK2jY/2Qj+DVrPvR2jpFtqtWJrgmLfP1KBX6cThd9DRtrrS3RypoJ+DCpe1cShrybDKlGp46mbbxpkgS0uSbZKEtqRzVbaNq1b+srpu7waTvUnf5Xf8YJxTa484trK+NdXbC9B/kHww9stUVMLUqDNKR7X75trmfzyOUkcW8PO+rjBtY5z4MO2ZwnklOcIJTmiaCuO51lFvvIKKuh4JU3glnKMvkbMXSgdtuOBYHz833fKZzupl6jmdG88cM5kjwuH2gMD1YqCch3ezqsDQHRSGl1r417tVN2qMYqx8M4A7LjwmJmhtcDucxjBAL22qIPZkJzAOgeNQ7W6vCILTIIM8cUUTAOhLFZ1SAAdM6QdgtJcuEZ/1Nb5G2z5o29RKEtp4h5Y22jZstyCxQBe6KTCUgyZU6Fq6NqLT9lyl65Z+xCx/h8OsCOuLTxfuZu7Iw21CHtpAa8AuzS1nVtr3xJzlEJsbXRvB9Ar6OucVTL8zC6TczU7WwZ8vziAk78B+sptlNqlAXVuS7S1zoc/25BkDOvak0ZODYCrIEmZ8kHtmiMpT8G4CpZpwhfsAKYbLFWPoy/VIsr7eridLYE2BIUhFkbzOx/luW6fajqZtu2Nrkymwv0BuPojpY4GN6rVWA0Fg6YZdmjI2O2mW92+2BwKbA9X9VPWYEvcE+XB/8vmCrtNGgJg+6D5iVHrW3/wOe0VACVFcAAqmgGG+HN608MJdw3k7MEqZMTfZLArRwrmzTiJiic4MZTWCuRwuWTeLJd+UvsjPOVpMvvAQvABnQqm6nChxNtD8hH6uURLTNcaQlxLO1o/8wN6jg8nSvcLxXAAbRyt5HHo2lRimFle6RcTFUrl8dKN+AqdIBq2VyMscUeXcrg7u+AHsx8eRb7pmNX8+1owCkFgwH2aUduUJLAFBIhvOSfzv/5F1Y742KjW3OXWcoX5JmZnEWKLdznvp+zhRERTEFY4IlDIvRDFsAKCBn6I8qehIAyiC07ZtvDf0kVk+f0TLGY+2bd9J2+ppNC7I0LrSRJXJu5naRxR6Sm0ekDVDZRfdD9ZLIQypJQAklUISKWtwDHVSembb9miE5/F3LKpLhoP2ZEJ2U/rEvJsm60X8xyEleTjDA3U9x/beqAyEOXo8gypOYpyTkIdBOSrzZHg/8SEBpFm6N6OgF1PWz53X65zUCLslEJwcQ4PkD/5627OHGqSNbpCOZcn4LEApQCPN+K3uZnkIDjaxF6EUAlwhBBU6mpBKjgjmzn21UWr0+Hxf3BPBZDLBwKV0T7kfVCp0u9zIUVAIBdbdlRUEjospp83bQR7JKCbE8CVvk7NZRFHl7y8CSbqzAdclSyBgoVwKoMPxlLzZl5eB7andAKn41v3sVsV4bRsH9sGVS1K2y/bG/dUhHiEqja7TYrUicAUXvLEecBqbbTTKjzC/6Hq2Rrtx0QB4M06FrKqDYioXJl5xrdKeXsArr81g6B9fjrG1Its+qFOYCMOC8GyyWXIshJk7E4FZNpzdRzbDMJzs9dKHDveZnhDHeWIWm6iUn+Ho/5S9J4vyZoPWheJ/YMj0+Lrl9ZdSsyyfncvyqdVL3mBr8YZWsNBCazWOTwc0qBRZndj3/zk+xJMhiwKTjdopCmUE9uSnJ4AQ+qA5gQKsoTjHuZUZnACWtckB00h11MKezPP0MoeYMbuZgAK4DD9w99eNybL2fXr5GC1zbA5LJxkipM3wrqYaNVWToQTHQ2voJlzirbUvXltrra2Zce90k/qEbL1+NeStDVBhHwY4wbfDIhkAqTJ1Aw5AIOfo6iHJ8cQBYpAVyrxU0FTIiTzTySG3YVDfXTdyFn022UtHL0Up/d1XiIFL18uHqqWuEHZ3ioOITZkwQ8dLnb18Y6EBwxwgWJZAPsM7xqxkzdS32owbB5wzz67ce8J9Z2Uw8/hnw0ZPiAxLSNFC3Nkcl/CRceJZSd1CpS5JGN3iuch4LpBGL9DEXUTKbT1kaQyJCsZVGhoNHdMdQHxByNjJIHCLQQa66BULUCb9QJhRO4ArnfnEUp5Z37Be9FDm4U2rUioQ5myRMo7l47779nXMGN83JnXVCbOclfDBItx7wubvk5MglGvDtENp7JEyDCd7DXMhBq6g6x7b93Nx75DvVx+jlPk35Ek/Dx/cGS9L+n3JUnfn+dBJbj9zoW0tVLmv88fzwccAQRBjYfpt6X3df7L0du77XEMoXSuRSWUXrUysrgKQMxVQgqP7+f2B1iOBSO22B9DxagaSJG1GU2l7i8ta25E1stfgd/ldxbM+Q1s9SlP7hQWtPQUgy2vCiNdyIHZYL0b5KK+QsOAPXfD9EzonvE7Bf+HtSp3IqcboR9brVJQ0DseDjYLEzCwWi5q2zrLBYJ8yow+ULiQJhfLtHNPD60WlHZCuJBXgugQjrgCD1qrnQVmjICoRH10/vKedRaf6I8LiWigC9iDki1YmejsRUZ4oEUr51cXLt11d1gSAjZauGby42tWudo3PuFPTDhyQLRzjzKDEf7jWvT0dq7LJ4eqGRjJFD8YU5ZkXbVNMUx8nYBtXA9JkvUCSJ4uu9gHXeJKTARKq16k1Ki1VlAgtTHkDlxrqtJP28lBo69VIIbjpdYAJ84C99kjaXBhD/F6J4UDMeJ2A8NpeL4EdPP0D1dsr7jjgzDgwBlltH8Kws3a/kWzqrbIkQpRy7fXlME57DN305OSwUCKiPZ2VrnvMS4ahQVrlercKGriiiiwH8JTS21NEHsIzyUl/0XWWOrzhqaWlN9hK5w/aH5wOP3Oxbd/JRhnt51EsBetxhgZrkFqJcaMT7+9KW7pOcrW9sNFLG8Lc2sb68vDao8v79u0LNCARpd59iPlmrq80+vvv/SxnQTYLz9CPaxXUIPHWPDgRU40aUBsyqOIgQgIIqZrA93yTcqoD6bpUD+fHcWTIFiDHGJztk0SpCeX7ShkKCw21MHdg7FBTvvFNU9WrvI1UAYTlhFXSclma15n/XzVFMTDEMZomxl/iK9klOaanQTtQLLQxgYsOAnZOTmqk0SwedFqrDgbVfiFlWSZJLa2owdOUTkjghIDWtu+Bsc6FiCAbhAEtNtqKDCRENqtP34DhY0McG4yDzFqSkC7pAP/hBZBNwr17UX4Oh569SsGM5IjuBJVopMlpv9KhAli2i28YIAlq6+jW2AP6uubhUtjNKznDaYAKb0J2bdtrQjg+ajMlYJ2NgqC5W6WBduznAVRPPBjun/5tr2j3CS7xIpTj8xQpVoYlFpexlcl8lUO771YXCZMoIpSUZUxCmw7wH9p8XW3qfr3DHg+16K4NYaHVo1ZrARcXAjQQQhi67dkCQmp2YiH95IBUuN318U6jby8+st1ut26r2ijPOlbqDqYtwKDzd9WjdNGatd2DblB06K/3SUaxe44+IdbUPgKJG9S21+LDCjfKTDw/Uvv8yKxZEvosSD2O/eTcE/zxE2hdbE7fkZm7pvY4mT72hblSbqZIE+9IvP3DnGzkwHwnLaz5aeHYzg7k2pz3yBvIJQK2HkUDpPTbV8tQwPFoYLAoPIW1VaR1X+niSWZsx6Ba0MUoPjmKXsJ8J6jS8yyd9akKaWJ0+VrWnzlFH/YVUbtY2sgHpHRFR7A5vgdkFmsIgbOkIQSHwz3osu+tqO98NZU6SENgtZ2Qo7yftzNHToDACbpI67lvOhighE7ZKAVhDcmRtlGJN3W+IBRZQhg6CJygB4vdlSb+zOdMaJPLR/xU6fCD7rRm7dpGu122gt8GUScKdsgDdScPdfmFLDgN3G7h+6gZNVGds64ySd74qxlXPZbXM+Ujh5B2ckHFQBZKAwhCR4Gz59aHm3Et+W0v3IRiEDwUZqxyv5teBuqiZaA6GrwAAiKnanje+r25uAakVu5CTKk9ma895rhBheG1v9lfr8N+3nO5v80tOSR7w2U8tPvQz/1M8lwJp1Lpjjk/eMdVa/9MbmbXvfdnfe0EuN6R8/rxCPi+kXmqY37iMJ4145T383Yb+Jqb0GkIlVC+WOvnu3iLAPFNMy/jdGxJbB/Pc6v9ADkxk5UGV0IPprVObURPLpUuzZizjI3Wfr+DfvMgaxI6ubxJQ+cur0CUER3gnINmDBtAg5QTXDAmAA6k/MQWy81Nns7jxx+v2j4M7wmNq0lS6trrTtzqTRbdIwsWLU6JQpzIOgicZELvFdGVnWFLudAn5lTTJb/HxGEWa3r5PZp4/tIhM2Le56XD4hLPkqKeVVGbq5vtrRfeOzolNSRThJGjsnC2MfckE1AYGjEYrTAtD/+O2WamhFCwFgEObX8OGqL2Fy0qQGhA/+IzXKK/orC/qmWC9CRt9AzdmyQnwWLTaIHIk+jogtgjOdJld4Pfg5Q4PsO1nW4Ci6SO7zyemVBCkYiDgwaJC5Fq2oY9/rtwSomFIJYQ7vXcRa7YyaNc8ZRZW2yDZ7E381O+dQEHO903nXkuP5rYmGTQCrWNnEmbkoYumhg6McmxIGA3LzubKcUvVHS01bBu/awyqWqpB8VHXl3zSoFKprc44+IABYjOIOftzRvnu+ShnnLqVQIVntoWuJK0H+PYeruEZvsgRp/mAaDDwxYB8VC8BmocrQ6gaIC0nEadHIklFvOQlljA/agO6Zg54+6HmXA+75NYEyqACzmrLWKYTJrNHOvwZH4WSGvzCGjHpVPbgLPVK1WnfbFTUrMCVmsYf5vQyTbMXLeiznutpzBMp1bnCkFX/K3QWQ12GbHxrg5dRCp84K+ZLRrR8N2e/fidxPhw/NlrhWstWHzTjFwHZ0XNi5gx+AbBzAaOWJc1UIrRIMCxy0zueN6gowk4kHiP/QXy9JQxlo/6E8UrybwpSWQ2JY1vCBYrs+f1B7DMK2dtb5DUWbPi+wqP0IhI/oDtRrTnkLKFEm/WRt6y3+m0OLfnmMQoUlIjPVXut87I9Q67l14a3tjV69H0N8KBO54RgkFxaQ+VpzGpO4vihKzgmZqejmNMqZa177SwylGVf/4/l6jN9lOIHtGUZngeZzRhpTvCYrMeaBe8Ky+6RiAKiQUn0QGMDnasUUm1KZTyWd4cOtL96ByKb7HczpkcgUE05hkZMqEyDw95dNloLQnaJIp4Rl38dZYfupEKPwtN+RTgGfTzg3S5ePlJcJC57fua/Ajy1lrf2fMpXTcypMIvVJ4Gz/FG43rtSI4oIeGTeRZCmpkwrSrbKb49NAZF2GObyIO/UwXVCZZBV+EwtbGy0M3yEuXUSxSl+eLHovuwsTlHhPoWoVaOFGF9o4zw4ooI5TXSxZu++XJaYnFKOmaekn6JQzdEjdWbpvec7/r6JIjzcPGDdKocB8ZaCTAF67LY4uP6Ap0pdTYAowPJEeNxvalz7dJrdyYV8eLMx6pZCJ/QV85IcaicoGDtUl/NT6ncjrlcZpAnhK7Q0Z1r4iTUSyQFsEsbmcL3i3QH98E5wIGONK6gkO8wvMM/rkuxvAQyO5rjM2KtJR357qZcEeNbUUEU15JHu8Gdh3Er2LVNEhfniYjLcfi8Rumd2JYa8MmaQ4sDodkOhrQOBgU/Edzr7CjfVEp4L8fh95mhFafOLnh4yrTU3NILz8VWbzi2LqKgqT11wBhmUzsSApQxVCLMuE76GM/3sx2S0uZkPtC8QNlffN/Yqwj2yHC7aN/Yj1Me0XSS2d0JKuzu+gDgtGCUxV0Fep05Z57SJKy7RMGA8vMuL/Ra9li64qJ4Kc07roDzdyjE3+mp35HyPXa5AT3w9v4mz59j8c2IZvXMXKWRmLSRCE4WHtuR9n4WiO/VA88I0VPsR7cb8Cphch45F86yCnzY1dNhoxTXunQu3/jVlj+JAMS4aeyluPI7i4t06hTDzfmynelOFNuwKUvLOncZ2bTMl+0SJpsggtKAVgZ+vo1jjUt5bx3zBlLLpZ06CUgMXS4ae2cd33vfapJ+Gb82ulVohSkXcu6JAObgDJ3Vn1SOG5zt9WrPt5r81ykKJFEOxlCC5bUeqjpEnlQGjWogE9prfgaNoqMpv3PO5D3BO/zXWRCzz5+BuAkQo9ibx9Cj9lBikHkiAw07lQivLrwr9nPOT8eRuQg8cakYlze+Sz7+BsrrIU+Inp71Z3VsHnW7N8pwRMnvd093HmSbFSTsJOfR5cfYcd7yVpDdlE7TisKpxiT42RqSkHDC8gwaYiPr2BiBH/pXu/SlwUNfCTdnUCbxtJrZEJjtoojuIJB1UKOGod3XuBLmQAixBcBmaGvJ72NOvfCVMtpRE867ZMaA8r9Tn2cd9kE43DU3KMJqzFLHLKXI7rY3LStatrVEdCs/kwmdVGJeYi0vn1OFmU0Yzc+bp3TjS7RdQW6m3UJuYwDMs1yGKL4QIEUQxjMKWRLoIrwMtLhEbl/r3qFjJTKNI02NmbaEgjIEB5cyF1AlAElZxDiQpPP2cFqUgjM4TcZZ5+fyfqewUc5OQbPMWiMd29KLisHq5lAqNsXeHvMk0EbLhl43g05qS3sp8vWdD/X4RvEMsHpRN0du4wDp+Mb33MRSl8uZaBvx1zajDnXldsztMUlcjGq3gf0kUgcBghl87OB03rZFcsrdYRtcycbewa6XqOYlG5Ez5znz0JfQXmHHIeItJ4NIlIzqFN2jxVV7Y8mR8OIbPy+WFLoLhXzGXytmen2BMztpcufXma2WiA4FgR7VQsKs+HIy+T4/0ytIEJATOOFAJ+PS8X0v5hqFnowSTVi8GxsENb0Pkn7WRXIhLgOBtP2FuNGStV/mdd35eZ9OXUbkKE97vqK//zsG4FzfOczMvTRSSgge+kr4w/NXdqDWqPkr9lKHKH56wGTn4uV4V+PvQ6yGhHkQR4GQLDHgGeXQWnxhiC2KlETikBITlhl2Jxr4nzaBphK54PnQaUmaPzrzvOHtDyt/59T/zOiPG6J+Pcq3Y3y7znPuzEydazqjEtf5+nrG8PUoqWqZtdxj9ofhbRoryUS2lrGsRn8gXCWmU6eU8eGn1Q+DK+BMKS5Lez0EjrN9dh8mx2RXVe48fGoHgIt2iBzLT0QTnDb5rP93vMKpEajJcXOrTv5HaoyuzKdcC5O8jue3J3Kr5O+vE18qNhh8GlBYLwOpLko8aPRgfFQ4oQwZfRPnE3qmz0zBTaHHS6fAHsPF3DzNxohcFzkcUM6PsDyROQW6LTGYJFooXJ3UMpPTao0YeQyp1f6aOFBe30VPOHXLthG32LWOKaOVIbN9klygcNGUSkrI3vVafdYmGwUu1I2B7RAH5aRc68Q5xnlsCNRZIa72MDgmMGt9RHm9rzqelSijYq7JZ72fDuBqMsg0ZZoSm50xyRzb/WT8aeqfdvpNNfllplSU+6hwp5DPM3Omh+LrQ/ESowsaObJl7Km8AzWsCB2YwvsoiD+1hlulckVmjyiXGs/V21Y88MKuD4XrXH6dp5Cpd063v57xHr356Tzea8ac7yLK8TXxTFOM6/OM+vowvNyJSqzUqYzuKiGwKckmpkkfmUFa2Ce7O5KbJdUuqD61Ec5uzqmZ7F5bMW1lTTFjAAwgHAAy1QJnxgLAFrZyuKk0RquObM2c2PM8PYAFQsO62xyodBtZAZeDF+SBONDG8/wf6ZmFwvWnsagqRxpEwBeFJ+Saf5HWbqYDKGXDSo4k6dyAwqY9Z+Jgb8rW+TB8rWG/tzG0W39imDuWVeF8RJW8v7lavh5lPZmzV7qH3OvVQ9i3KQxRSVXvnPeP4fdnu77tf/sYRJnfR83kIX/F/brnDd4nRpj3rRV4p2V//DjGrZ7N1JF9dkn55OjYaqOC0qquG9NrgmS6UpyI0BAjpjHK2c2l6+WTH8+759rgf4zvetfnyQ6PgPUHb7HYyP9zdd95GDLa3YUoQIYzUEIYJyvA+Wx4q0ckY4bDbzb5LZqwzO48qJOudz09UlQji5hhRjd3bvWFgMkLeDuuNLlBxijf7LhD+cFTSp3wBpKKOfnZF2HM6zvV3X/lJtehizTvKIV8YN20ccrQaB5BD8bJlC6VbjFBxtEjFBTOFFQYdzKZeK8dD6JbQxGhTpYYo551ITH55PvpeI7jUGoCt618gjKD6dzaP34s90OrEY9z4FAVPJr/uL7yVodbG7gZtSL4POL4xkM2Ve+zSbXIUSXqYc8wPwLx/vo/Y7xMlylqPPdKmbpZsWIi6UxBvo6J70YYCRyT/WLg/O9Rorpucbzn/EcE1cBUjijH8rocsd74zplbixsR9698fO2BMG+rKbHtjU+15kqdeqboSkXnFEfezEZbLPOHuKsq+8le0YzKETfn4vyOA1BF/8HYYnWijA0AHFjDgrK7gRmJuW5Kik8HZ6nPOP62dK0XhuZYl+WYk9VAsnrwHbrWnAugBy8HF+LfMY0xr0P4kdfz2Nkwalksi9p5BsPa07gs07imbDW4jczOhwhdML7h1O6040K1t6C2erWR1rNWcG88YYwZ4sMkYzrH2kIlOdbnuLJnmn7KETPKgVfnBJUEpS4eox+OJ3Tdzo0n1JFffhjXQpLLGN5bfHsCalAOnr28a2C7L/P3FuxgGxWfHOCuSaBCS7CXi6V4NJf4Bvesw/tfOwov9K4m80FxeJ0Ecb1m6EQXnNtkucbo/EZtEpyxQVbMWGxY/vhECJW2YSOn+NZsSHNC/hld7P7/BML4MyD52uxLjjqbNMvlfReMQ6zkx+e41n43w+dwt8sFdGKxyEWO++UPZpuudj4E9DQZ0nN4up5w6GIdxYQKIzXI6bCaiSaaPzprQ1e67mlHQHU/gXeV2z/y9UwjHCU++giBC+qBcdwT+JqGxlOSSQFd14BfzTOpDndyEyqvYWdDf8yqs/U6+ztPjGda3uLd3XR5NBB7VpAs4+TcGrnSmPa286sIX3/PfRficvTtVLOmx0D3nq1LQZRHgDXdK+ZPrTy56+z0aq+6qbcRpmRQJ9jrTaSjEuLfQ/7x7nYKxqc2gwMbGOWQg1S/o+OsJmaltxgvbjB/nxVAyiUD3qFoGYSw1MG3AgeQACSAiwE2sgZE0WnjeEY1TpJewQOwgJe8BWeoAqh+nH7eZgxQAYxeLFwCWwotl79JbFHWlmJ4UUX+uFv+7G3tvJcAdsJAU3sQSq3RPKXSnbd/87c/uspnxr3SPvhBPDjXjC/WJC7byf27Sq5Ybgit2YQ6bbi1kMRobYvJmnoNB3Cihkslusqhe6VRurVG4+hM+4EBAAQqjo1HDZDAe3h7OZscQZvlhepieCOAVtAu7dR8H/VpCpadKTWJ+5DE+UyO2oBBwWD6zNQX3bnVH28sVmYsNovzYD5jTvbl6fK1H5M+kqzPEoklv6QN8OIZ9XHP5jfz+Wk7TZIzJMf+zRgBoJymLdo6uo8QUY8nZ9lZbyilBLeZuSeQc+73mPGP+JfFiSNa/CF/VYTa2hKrJHTg3ZmT5Zbq3gih9uU5p5ZshTB71lMczyzFGqVkneKUWYpxanzLwFBjMq3oJrMJZ6ZdMVkKL/SBOF8bgCahghYDtNQDbJRQMgVDQUggnL/tMHSSagDcXYqNj5AVoQ0cYqe6KdpowKEG2MLf9uxq780DvTEYcoRLCxbHqd33YmsEiVkNET2qO39fe/4+2t8n+3u7v7f56yflBC2BumyTMi1lfON7S4XFk7ib+26KbAGbd/sTjzjwr/wU4glzZgCQZ3+D24LxpWTRW+s1Hw0GkC3PM8ov+LBeYmgq54tRINAaRC6lhuZ3l1+OQctH4CRiAsAY8F2wEfjdA4XH7wigBeVoewR7In2hbyE4OYABwKhEd/0JOcmjFjgy15b5/okPK1UCUUA2yhrTh+6r4mPdiicC5ZT0ONjGBdmFdrLwEB7h5VIQDulFNl59X0RERMzYYL2Bvf00J+159oyHUgR4vxL951zd6OOj85QxmBahk3zB8VwTaSlxGAURyTDUjbZ/IDJ5LkzOyE2bQhhBuk5mIgkdNIl8z70BlgTjCV2E1tdDgPgojIOg2BYXVxFR0UV65xIZ6wIVBHuhknEVIOoEyDgZAnmBm06jGJgEzgUu1cG+Rfe3KTM//fzdYddiMe/6GkAaSBswtTNlofZJF9txIj79gaBepAYfn9BtAz/thgmKCl6XSkOkjGmczI+ggjW8baFchnuzKqnPVwUhadsDNwvgiMcRPcQfZj0GGTsckUxhPn+HObzk1OClb88eR6VqdGZ0RikPZCFbFzXg2iho752qjqpP9s0N67dMA6ptZ+WERgrgXzhOhv4h8g/evAVxTKoNZNqgOf+u65InJT1qGJApKNldRKu2kO0CGsDSvnRNEseliEjN2HJkCVRSw/wEOrLvUJpQfm71tLGiPpr/goUQzTJFHez1CdVTr2lK8S3/4u4Ql4102ZQOjFQ7j4ANzZdr3gAmpvPEJzy7GZpSfowRNKjeUEqYUiZok2juTLLn2EjMhhaB++P+uD/uj/vj/rg/7hUC06hsDugWdIsOQAjRv+UgCfemqeghQEFkzqhS5pv5Zn7cH/fH/THDOGNSs7/Q/4DhRP6ouFGh1O7hzLIzB4ZGSa108ac+GK4v/om5d1LlHF8YAuUeX64p+Nuzt3Bod9E/pBUyJtLPtTvUu5FlczHjECRwFE+I6PYpFUV55XZcgud6MaVzU6uQ6ES45QCN7nZ70g7tNZUH4UQV99Z6wK+lYQQkDIMkLVuhPYPGgQJQ4QpiYFAdILDx2c+gg8NZd+HfX/zlbXx9CKiwwI1Cq/RCW7dtkG4PyUD7koIn7zM5QNKLgbb4oZ1Wzpq1kEn3iHPdoYTr/TrWyazt8AoUPL3D1AsGXjx4ckfQ0pwfFIeXTUO/GC6wGDCjCkjG1S2Ml0qXBq21NR+KwV44rsU6QprDLM5Lpp9c0FqoR/I6Z1YANwZGX3zZCvcQ3JlsRTi59GYbMH6gBhnWxkYoOI+ooM+fVjJTAXgZZtsSTG+7o6U5iOq5B5Hlrvbdh00OQ3oYF5QbZbGzNXU+0qZFBL0o11lC9pR1dhqegqqx7TFxDeEhuP0bA6VAyPc5ytO8gdpNPlI7DvVrOjwkTCXOSZJ7IZV0UMY3+SbdOd7fqK6LvVErz3jTN2SkXp83lpnJUBuCOdaluyEy2s6ZUEGMiv1/twkYZr4BjFH2qqHjGyjrpm8i0KeC81F8A7T27WIFDncKm+tBtS2zEwJP2KgXe/ju8ZXhHBvYBnzeQHy2Vz02JmsuJI+WxfME11legw03RFwj2EEbSQvB+wITHIAd0sv0ofOZR/sdMn+nXMf4VEeaCGk6V+LbauZFY/g+fNOhOuBFqXs77jM80F1Wats5gUnXPc/mgOsC5DUvXHgz9mGxlBqm/kjOLytjSh2pzvM9uN7ZqvzCM54yXlwXR2QbZbCYBUOnbX/004d1Ae0mEJnUeJtPUCZLEuQf3ES8ppJ7gRHVmk04niAwoPOb7MafQKkR8PLUGMDpb5buYllT7fiv5EQVYTZUtA51ouTPz149+EMvDP9orzq7hz0An3VlxeXKl5N3nBuQLzTnTXPCRn4R2R3spHHuMbzW0c5m3dRR+oW8mYSUrCfUzaYDvfN88zb5UqnF5MMzen+5lVe93pdRwaysFIfXzpaiRNY6o4VR2DfPKtH5Zj7Cffby9OBPRURExLphLHFQk1YjXzgbSTU0G+zOS+ZeavCp2O5b+DGuOVM3xyY2sYkNIpK9KJjYJzEhvc8RAXBILFFQzhx0n2QSotuqZT0Ibx9HLYwnJzrwIxRzLc9HQOTwP1375VTTa4vxqlL/F3K+hyCUdijWH/cdZX6YKU1IvbC28t0fM9544cGZ7hqn4c/a/1+4nXLX/1mzOWU+sqdUa0xmVlJyY8q33VB9xG3YVb5zLLxgyKI0TAJSFiFTpINA41rwCW1TouVoSds9GHrMch4TPowPgsa4jnHG+2Fdew0ljlESzrxD9uxzCGVs1jDf1Q7mef5u5UnPXenFk2yEDizclF6MNGnzSr/g0DsThxxdOvQFRnmY0ZrTfGFjWv7Sy2g7ZNhG5Gpmtj8NO83CYLg6BTGlAlxIlW6bP4hXT8qGCcWgSVfWPagG4FO5em4aEaza9qdiXpNyDPrTwwF5hfGVz+3V3NxrO7zRBOjULHXaF1/HfBi8ojWovLE6fFbTYfVknIngudYMuKnHMIYjRt97KjGulQ0CeHIb36SvNp5X6chPoyGyrL2nK31U6ycU5fhBGoHioJ2GMYCN1VFHNjD7MP/VoXl4kGh/NGdjXjnpANYCprOdJpmKcjQ/u/zSrnF2N7ub3c3uZnezS/2UiYPNwUZSW7ZburjntJZJagakg3t3U7l9m5NxhOtrJWYxi1nsbnY3u5tdjtQNt10BttrIO7xTATxN9HT2H+4ToqSLqHf2LXee4FjmRMJkZRAYG2sZ9P5XdZRqZ2CbE6r7whjGMma8qqWNqd9pDcckyjNSXcGjvqOJ9hhfx5saSz1Ab49JxUuP2ecHY9JK10aBv25RhD3aRTqInnoPejho21feIDYUkwrgTCuQVsh68cGH0tx/gxWMWEe0Hpc7+yki9uf5zX0D56u+6qS8o5OhCYSC+24/1aYqL/vGTzzlE+zWG3jbZ0eghDXcGlpiWamMS70MWbkFnqHTrdz58hR0EudxT/r0bIAz6+nPag89ywk9eTo3PJ/EKxhu7BSMYSNsJA8zOMw9xPV9GRwQR9A1gDz19KmnC0JgQUsvaSEZlRHQrGVJjnglhh3Q+RV0kNdLTdvdepk9UVLIo/s2DFpXYSLVcO2L/690TEKo2iiv7VIatNP8xHLFKo3bFqGhneyjTmDtZ1iPHjNe3TQ3av5FR+nzVJw25mJmx5f8DBm+0pa45NFMep2JSRXx9ipqR/dGaBWGmY3arYr2c0gZVOF0AvyAdblnZXCqZsyoMXNIYMca9ugv4szqLGr2UBnWZ55VERExF9tKtVNt2YLhwO0Bzm20rf/aAIz2SKrk6HHf/eNRokRBRFItFxWYMTBmBSUQfj8hBDpPchxqnYSsgSva3LYp4wh7aVM47zgGl9OWLk2sGHf1xe/ddp5KogoHDJL5mFDeW8i9vH3Xu0zZyDGP+Bn9IezCDZCA3IG48j2+xbbYhvnFao2fJSnGXLg8YoJqVXxCWrsrnGniMRjG+IzhBUamBqxSv/KoSlyGTCVVYtGOVw/TLlxBHSpeK9JeSbP3/oyuXmSy7GdmfKUohes4s3bYs2IfEkAAqTmAAOkj3W3pQOXIzWqRJR6VMXsNXtoy9dLRGdJs8YLHB/U7bB5mRWvLKUnTVF6yYOp4zqLfjzUYIlMIXD85Qrfvbd5elwEhQMsnAW7nG2+AaKUjiIkAMy5pNLnthi2LsmujR5Rzyiln3Q5So/9nxefbXfWWLa1tlA34KS7Ty/gQS8hK3p5ayfVvfZFE9qxsp3SQHDcV40tD5UfdyxY95XYPCTXU3DmUobeDwjr4mpDJwR9qX6lfuI/mYidCRzOLZIqG+cY369DDh4RyKdsY5binOFdkruqPfRD9Yjk+ng+7SnJojSlMYRuThJC8yqvmubfqF7e2FrYWi8XilV/16veZp0pCAXO+z2KhdhScssx/MNRq1xglihHIBjKibSjtLVtiKweOykTM8dwKQEnYF+C+q9q7aZIiUB5ed5ubTExusq7iEkrazonFkNDBUGB00JZUGARSdlq3qKe4g06bYlKDAYGfhcwW9SWHvOERv33OEB8qtbKTUCpyr/jRzLr55hF/w0e+NjBdZIvPMqTjQ9dIVzJW++6Q9jXFN4RLDn+TbtnXKZtPQry9vV21xnRwoor7i8Wqvkhb280OHFgDLt3itASbACjPSyAbwZoTfwYeeKXPGp/2YVOOZw0tXDImRBUjHLh7oMk62x64bfxjmEtMPzHw1uXSOfe3iX6sseACMEVK72D0ZDVNZ/tx3Nz2tZvf/hLD8Efs02sOaEOgmpwZ0QjdtJ4WLYqmO0ZRohwpHm6CdpM4HjWk7ikXXu646rYLkneN6BxNMd8dLnfON1su1DVb64UHzJSiPrcqqXXyphhK4tns4/7m1uOXx/9+fr3H3X/XCw+8smU9v3ookjLz2rUVqGQGn9ikpX1Sp+wkDba/z2+43eZiU/O2M3+3NH2apt5KEdABdoB1CcU4EjLXK5ttw6910kync+odvuQk6fA0zqhjnd8kscPzkOQhSum6tqXzugWc8tP7z9/eLA8J/K56g4xQTMwRqKnFZGwjkRhqo8IO4CceXedYrofCQBJFiwJ2kElTNXTvA95IHWCEZbl2C98Paj15vPHGG53fvLFrs3pWeOtUARDkUJRdmj0ibpeUGuwuOXb6AqfscLj6NNoBbbIZVsxHBBppScrIxRv+69/b7Zvb1YCBTo5Oz0tStre8+GBA9ek8801ZhlIZXfFF212W8/iJz/N3pUtSN7d3bvZLf4KndDT/8EnK3/Xq+en/TiWsK70FlFr84OaDW9Kz/+vbOLMPocdO2liXlR8Vm/UCVdTKVLOie4kTginy4IZ2Y611ACCVA2DQittLocARQqndACFtYxzM7BHJQ/jkpxQ+uo2/DZ3IoJRrtxXaLaVytp8Y0BtwIov+4okx1ajQjmwNNHzM6HpzwODmbOT6R7jl6vRDceLioczbu3yx5S9A4nDFxnRbVhpt4h5AhmG/A0xM3AN2lu3uK0pjl7XhjEueHjDYHsrcguTbpoMSDo57wLhPsc0phpxRjm3Riofvo/qkcaWXju4NjCOeELtCc0LBAmdwRj0QbPvsjzPOYN4uZ4kaVFCK+XO1HuSMFjc3H7/U47iNtr3wkB6qsAGXUsmx7JIeiOGNjwy0s8G4C2P2VuSiiFZv57W30a70Oh0EuK6T8e7zxHE5pXjvUQfGUnevaY53VkkdZBrIPcdRG6K73ozaw/xI4UU08LjsVW3iOuVOWCX1Rbm1ltNMLUzjuC9hDo4mCNL7giFSoENKBW2Wt+pNLzCgM9pK4aYNRy6KaI+fOS9ti9q0JEHQ0Z51v3O4lcBjIkdFi09oN997HNHbPgi85kVqQ1nU77WVaicVmhNSl6YQtUv+79O23z1euummrNZujtnlubvSahgXAQ5CPPH5FGf2hYA29KDsbmwB8FCjEJVeUA21qRi8EEYcAmvqHHJSBlHqATaKsJIJFPRBvnVy09m/vd01qJXzzYDtdrw9RqfklYmH2Z47olm1caxWo2OfNLNU2qQYpdrOiU0hkZ1AHdT+rTRMO5FbNHQQJsf3GAj0IPP5kASpYkdQpQFy2CsvdzcbZWwN2BniYvuwvEo2m7oUIkytJA/6jEE1aADK1HlhUpbXCj0J3ZPhsFGGDZaZOngPFsfCZ7DDHiiJVkcHP7FIKqBoYavTU6kV/dqKH8xGrajcOzMaxQwrrJDvI9XjoZfw8GHO+UI/76pnOOeGWQPcfHD0MCpb2kjGKIw5AbGE6FQL5fr4ohi5DImBiz8hs+rkJ98AA0dPcB7+X02KvlpqfSQ03eJUZ43r8Ovcwvh8H0mjmkgi7MyfDCqy49xWMIlk2DD8eu9GM5xzgxx7mjB3ttsaNWNWOqZ+iueSJYgnIfr5Qomx/Qa2K+6PyLhuqhqUDwjVfIkQ/4Py4HcGSVzpUcZ0OnXtdL9dHhUdXTZssSaS0IZTLyW5N1vnLMteJdTACq6yLuAe9QCrQzyp+nJldZ55SE6COsVeey+eUsHndcGhJLjCajw4Xtyxpl6cWyFlA7XuqF4nsY20mUKZxh5AZbFzb4E52lsmZZmzl1iYmwtZ/4NZ1kPXtqDAdZygUTjtWWYKtPxUnU+wfWMGG9Vu/1I2V5Qgw9oh6dwBqhGxCXxzeVCN4gbjmwdWOAcEZFQ+OxrZF1qDtipICOEC5cCpp9r43s9Y0B50IOYObrqwIJHVM+dZlnnMIvZdPQFkFjCHGYRE3A0mb3IOOEVrQLNMZUsbbXsj4Lu3MWpFqxOBdeZz78Q3xkAzGL3gwv5QcABDLxmzVJiVzEkQDkOlpFoPgwuWN59HAubDcz07CvshPByyAqTI2eE2NBCfXi0gvTu89HbqmJSmOlhV3ryfOAu1Op1N6jhx9tAUv7LHvoaaYpJMCnBdNwzT+0CeYuglY9ZoQW2/xu0611Qxutcjx3aQY4H5cDK+JIoLcWaHMZXbrYiio47kJPkry9jov/bc/rhusnfy45RR2gVRHOgxRKY9uH4v37unIk8MvqMilDm3PIdkXhL1fEUc4L4nXzaSju/J52x0XK64d9BEqxZJVDN38/BKq6v3cE5mt0waTqkh3qiNQ3jvwEsS+zbgQ4HCbcdhSbslOLUzJmvGNJ2+ei1yJpc8evpPEwM1aWrKsb91BAA5KoxZ8JKFLDtVnheLjdRkDQhq/pbNsrFkNgBko2G3AeTymIbC8ccXAgDPFHYJ/bLhZrIZtns/8b4QSud9SWAds99BFGmvGXHGRiXKTVzbqB1Ahik+ncpcxJVI5wswtB6U5+Uy06z3wMJOktTEBWKlFOAPVIvE1GpT7ff8ae81plbmDaLmtW2fwLkr5Ss0cRREYkEu+JS1VO3odPfUQc51M4rh42oNkorIJFmdDfxOtkMx22ZJKaULh1B//VBr5aBlqg1t7UiDxAh6TTFLmb7MHglM2sLZZEIXWveExPyWfRlac0N7Z6naESDRnRGLrVrPx24q80lfZ4c8C/PBSR1KKV1s4FXzf62YSlLJs6gcOjFlqscf0TIrncvkmMz0zDHtD97M8uygMj8qR2zs3DtlRYZmoGIPX+i9PUfcuz7JyDK2FlVGkQnOGYAU7KseJhmhuHUBIKA6uVK9p6VEfd4qG91LmyYZHlhTy0B/3v79dx6mLExiO+ukuvOlbaKvFdvm8iqAbuOwUoDl5RzYrKcfgHDhBezn+6YVaMkshygvjbcDqud5bdumT325p+flG8Nhx+4OcUlrADKOe/ewLgFUqeGRJzQw46hGFC8Jt8QQdFMxBn4B9kGobAw4F9suaKGFFolB4ep00SlBIFRB6u7ZIkLb3Rly35CxBqyLYWH6DM7JTr5xeEoxC60JqSamVqsUaszdrHkt1GcXJSNWZnpAMIG20YUn8MxTffQDCn3z+ma0OwyZQEk3Xc5i1sEQkQNpz+myf709iACmXXahTdHgXPEhjF2ZTHNNMTjEM5RAK1a5D4BnEAyoUw3g7hkrxqBl2O9aXYAEwvT+edgvpZ8zLQui5RX1yhiFp+9RJZBdGCLwP5yyXevohSGgl56aPhzw4UZScUzXdUKhA0Uiw+UZeZILd8uRKaW0WjG5d8oY7GHEFpi2b+49vFfuqc2cMJ/p4Vy3aPsgAtD11X5HbRIj+wEoCDY+R357EoUeg1JHNvyGNQXI3/Bms8LFqngOpR2S2bFT4F4jwapw7Sn2MVKh220rFz95vtQcCx1CSnBbeMrznfKtxcPahpPlU64vezHjBfiBHqqHIgOnnFSeeyqsy+l5WY7ddgcstn7hoIBlUBAHIQQdNd7cB8ZwoKYAoyQc/YsnCI3yL58baWKATHufcpJ7fNlEU+OMqnYJ0iyZS3FKAHOVuHKO7shQni3YQE8RW4isQR8j1jY1p+c0MEUmhK5bvm/6POnQ6rqkO2yXc201D75dcwa+5nu3BKQ2wropyYX2MtKABSdtWRyEJYZiLt/Vrna1i4CajKlS4+s7MIoeKjAfrkQxwEmPl1OIkK4zLZE6jGMyJFt8l0xLAuvXqm7nUjtnKkC9rifQUKlwXPWAI88bcWChjW41wsx6clnXOrkLzXXsasmCLYsRzD2x/fYIx6gVY57uKn7YStsje3RgUUtuiBLZoGsmWE8bFCdTd6clNUMTxHcopaMDAl5yFN/C73Mwm2S99AnKERjUiDox9w6+IWLH9TQDN1+auMurU/ImY+cMpWoZmhRSIORSt3+uiSTu40kTdNhieJPhxdudNIf5V3WSCmU6V8j0QuwCtX0g5f/dmNjFEwgRmIHoAgbyRiff6G1HCQOzT8abG2y1Nn/AEl64Roitvk4ATvlWeOs2g343eL4X5/veM4c8HHp6449PEtbwzVvfQIY569rDoqhjDonK377+JQOmDFYkP/S6whk95Mxziy6AoaaMpNqUM/RGRtsCAFCAA/tRNw6qsKPPFNAGExOy9a64fh4e3pOUrTSYCgVFCMk6dEEOhg8GAHuYnJpm5e0v1o1MBSAu+80GtzuvvprO7vjJaj/NW+Tj+13a7UtVWikpVg7noZbhWxdLAXm68KyXrMAWrFcSZ6jRaOlAOpCOVM7jTCIUQUMR6NvDDMv3nbbGXS87UNvWTiyAPsgQ2unJxYmvVArUMFbdw02+ian2P74qQqxbzmEm3sTXcmgVlqoGdtMara8z1uOVFdgCoyY7pWOn0kE6OD4QBXiKSM0mVvfSMIWiWuj+frYu0+k6VUPe8iM3hsraVP80BSfQRJUK18jcVb77p3WkdYEm9Ovutupt1TQLfFz22/jCr21+QjbSPYvFFkmrdnQO366213t4DOlox138OIf9suraqFzNfdF2QaGofbAfnJ3NLt8avvwVGZ1MABxlGAxGW+802ERSXzlB2nOffQ4pOfiZTv+CxRoSkO3Gcxw4Du7f9xsW34x9ePmb/aUlYG2u9cgXvmeKQjDHvgkgjrfd4IFKyASZKYKFlkPkN3gB/SzX7pyMlx/5Gh9Re9Vja3od/bPvPv6Dpw6UOP2X0uA8Pn0NhjYi8niI3Ie2r1ly5aQUOYEcvgBNGQj+jAQfBQec+9qilVEZG/Ug44iRNQNFw/LMkIBvfAbfuI8P/gdnx/sMdZv67sypFdIsaZvOK0Upa6ORZa2L8IAYMJI8I+gyNrd/PxvoLzplXY1n2uU0HGgmyUaozKtiHMCqSkvC0HbzhU71iDJbait/9e9eNLVcpnSZwLuJjOn8x/1a+BIzSWZZEoMNoH79XwxPyuMfJk33h3S49e4yK3+6a+sIA8i+hdak4UbWCiyAFxdGRnEIL7GTuH1PwJGCEiMH/QKjApmCyhBKDicIQoegbcpPZsGbDGWwxhjHhXo7SQXcH2gbtgV8jcuJcwJxMus1OH3tmReUUVv5xI6Fdj6Uh29SlMH9AZgxp1iTIJ2Exs7oiwuJ+8v4XBa6PTedy5Mk5Jndds4Mvau5ong056RHsZFOM26xBLmHuA5S6U9+ex9CIXRfHfLTQL2tMoROH6lgZwRAsXgw8jDS+Mvk3JzXcqS/Ytt1ombPnpOK1utlzvLAFJ6c5ndYhjGipCDHU15406+He+/xC62vrdvlY21WDEr/Ba7xmJZkYnZ4Oub2OTWarBAwdrH20uzhZTrWlrzlIr6h8FmcCeQyShESizUjXbHtRVzkyRkNnEaXZ1BwSeT9B8K8ymlZDU7Z9o2mqRzGPz505FRvr7yrba65pz1uaDRm7h57h+iN/2Eg97UVsuT2b5Z1/4Gd6GVMR0ExOdSMKiv3EFtoqqREaF872l54OOsEq/AW54apPipq8WXQa5veqNprfHMicXQ8aLqqoF09vk1s9QCaSkSTJ08ulzRLLbXUUksttdRSU7d72uOGRiOJ811QnQdnfH6R861tEgt23GVtoX1wdh6eoY4VDuh3TG+00YllmxV5ZzTTlFF8raM3DjTFFQ+d9DvPMZ5LXWW8ypjbAilT7Fg0YA3J14bwyaQSyK1DYa3HgDxoLWuMyRqXBp0ZUrmi/LZ6Eq7wLjLbZAbPl7GRMOhoG6CRxjLPDJnyVcPWZ5HpUUDGTiM5F1Zr7WnbYq0/O686h8d+6YDxg4A5QkBJ45Q2Fi4IWcpyTYUBFgVsQkGubYdzuu8XpLYAKCsB4CwngVAGMJ1a4o9Kz3OcpsHEO6vrDfBlKQQpRELGsgQhWbbfjwXgBdXmPRGqS9XlGncVooRDK8vhO5rc5CY3uclNbnKTm4wma7Jm/yJIMrueVQccDzzZEg7EWupQyVkpyhsOli/ENtQtRgsJJF3bNNvu0OeybghDmQRWGwZYScvqsNdpGssVr8+PiIiInNmF2NCoXnYRFoeON++mKH9z1KavY9hqP7EwLLFko2J8ROWPTPH/0zSQWpSFk9Hxq5vUTyi+6IIpBrorMcQ3CxeG8DKcYpLq+IGMV4e99mbj2sqyWT5ARETkthAbGtXpedmm2abmEmrNCNb6XRlvrRKqVwwgDXKFjYyIu1SHZLRWeDivKnQTkPE9oXb0SezXfpGh0idtyVpf0Trfi8mQvyMYredr2YreguvmBr7//ALmr210u5Uh+DlBZAoKO87OF8E6DKAkHJOBAQmxZk0eBYgCLu/DjAInjAJYy2YODU+UdNaFcMOTNoFLkGW2e72F0bXV3EPOxH95dqsptzX7QgyasbnGfOiCJMoBUiKl4MCwj0fn0/nwzik2O3PlLZId0m8Bd4FOWUim1giZGBWmgEkXW2DzuPtNyPmNw4T1cr1mbWlKVh+qScdU/Sj1WZMxvgjqC+pATY8o1zHkQ/FooD8UL9Naoo5s4Ijz+qcSmtVEVozXV/Nq/vefff8noM9fCxUMJ4GnE1JZW3nzmVXQpVNT/eVyo4FFZ7ZapXEA1kvY6FlDfX35bOSYY445ZvV+zgaa7OIdSliyN0OxrAtPiIFRj50gi9pYl8Tlzcoe1tH2wld6Ro3ssm3qfN1cbgy0afaZ8VmQTyHp1jshg2C9hJf1OERePhs55phjjlm9n7OBJjvvR5xM0UR5z3m9tyi3PiRTpqPjTc95tc//H2mofgWxRc2hygPSyQmnUKjzfqaYtxpoQbnwSWScy7eW4VTrvY4bZRqnkp/tVmTQWk3UsMoZ898dx0fA2Pcub2qs48Wf26da5gNhIolsMkINckeN4/pMf4M9n/l1VoimDRCFa/5546h/6dkRdKzdeLmoR6WMbDeFPo0SQQ+Go7VvAm1TY2xorGPs7OC+nIILBXxmdSyVnJxORnnldRxxvo1a9quZ7tFzjO8aIHjKusuOzOCKUBdx4XfenrSNDBSMLohLX+NHTf6X1Mf1toyedwALZJ64o+fBLAw4hwAS8lwNKf6kK59KY1gipvWGYT3c2wttrAFT5o50trutOh3nbCjOYENTNNWqeBlHmcUNuJJzj3idMk6CUTZfSDTwHRIDa5ZrDU1NqC1FUnpocpMbows9uqhfRumlF3lSCX0LU7iW06os/2e1PWqPSQVlGrWCWw1L4LYqmXW0CB/a7/ch/MdMJKcYbgN5pXG1On3umwtEKcyqZZU7IqcEv9wEjlrqNd0rqQ39H6Jp1Df009fKMW17yKrjuxo0uX8Zy2jYer6s5vW7YTZKLHAcij1pkxj0Is0SS8w3AqNuUoElUGJ7Zd7PW3fr8RlnlFgUXXDZ5YveoWnUb+hnX3v262mbs2rarDVo8mbmy6WMh3p6gzVCG4jZ65meJTFwPmiOHyE8tYjrROhfSh1YUteKcYhrjIwlQ6xy3lX6wUUfhHfZmxt13I4Cz6kdGyeW/1S9bVyYH+ISlROTyvH7qCku5bkrJBFqmQ+EGZ7GPHWmpzy6o/N31lHKqW8kYj9mY1548U1O2CSi1Wu1zY3RvWv0obGpu8zEoeVWxI1JjttNLDXesowQjcdU0rczBbiKX6kPcJ04xzRKOW3/sRzTqfuP3PEYbrWWqxfrmlf5mEd81KHhCYthXmEDLx8kGkWWxoy7sTTgxFlf7GOdwU+U8Rb5r2EGvNqztOHhyRF1vtkP58rFH9VF8vA3mSRSL43KN5+9vJkyQFIhdM/OUQU9/58e3QoYo+SoB1jWv8m0GS2dwpWYp+v1sFspTxnF0KZhAPasl0uWzTsskStsKsku9GnnTZlLFOSLpZGXvTyDUElumIlxlUL85msN6o2rORNMhEn++4f5c6vPb7JTXapEMce/namWk+uJOpV/bDXUMfR6nBmHbn1SQc7UcusqhoN96fD+9/dPpqxokBXta55ACY2LUERM9222y/YUJ2jWAx9sJpPaZyPIDpU4OkIHJz8UeC4rpgyjHsoQrJswea+Nj8Q3fACZsmJI9Iyifc0bUULjPM+XxWKu6zRQx5aes/UDcFWSaFx+q9OXdsmPjwn22upX4Mm7mtBvf2bXv+rJNqZHPLbc2iGnG06ja5w+wd9r+6HjyhRV4/yVXUmOm4JjUm/igTi/eo+7tcY4jo91ovKcl3eUuU4DrbJLxkssRk5JsArY+tWG1bbXCsYJrUPeHIitL268o8czZl+zFq5UlREbvGjz64ADj5sETqqRuZ58pucWk8jW321HWt1g+Tp093Q9oT6Z9oiRUBn8as/W43QzjGinX+aAbMA0wFIdfXP/d4tftPy6aFAfvZxaPxm8RtZZZebDuLvYJ62H+EP9Q+ywKInBnExi6w7vM/lDzDp890/zeAwYiODkOWXajhpy8w3gQbLFcOr2t/ettpJiJDYW9aLHwLv6+kW15VpIYbizp8majCsMY6Xz/tRa76yUz83HkTcZihL73qktSzPQFARRGaBaadk2LsJGcf0AWCqEH4CrglRucPP7lAsioKYQ3AtJL4wlLxTTJU+W6bb8t9SHM/dxEadltWzkBtm32UcpukXpYiNfeJe1V+CBRLGe9HEdfnIMzpjQQzDPCAyCp3zm3hBiJYeeo3uY4J5nJ1NiuePDhwHUjlfLjYMNcja0eQ6l6Bali418Xob1Y1wTUwVEydGR5GQdWHJbP23eOWa/mDTtGnE+17qU8TIXfGN3YvPPEf66TiifN46ABzVAhSA47ZDA5QKmuXdFapSwwgQeKpjBuTd4qaOcKlPkZSYGLYWMY4zPXN6LzThv165qO+7B9bohXCGOCv6B6nSdvgh2fHV0hEHtAUB9mNsrUq+swBG04K5w91RoryedPZD3hwdhCMkDJv217XsdgnEsl22K8UyLpzVYfN1iRx/g0sA//bxWznGgBMv5f0LNQ+JhdvtjAYAlL62jNuSsRMgQ59/mYxwug9/SYdwHw+d/ol/GZsi6GLN4oev/gUMsTf4ZNQU7yZp3f4Vp2LMmrDUNMsIOUnl2vLO7Q00OgUIR220I/YN0Z6il3DQaExhdI15T69I6/j3i718x4+npKAB9D63qSBsZgW29PkSZkHAk6VYXuqAvVJNcWa6Xq6z+V9tUKyjzIblN8nUQbd3a2rrnGF9mtwEayrPeVVDzpXIpiPuRWHTJHoAhn1T+zBwT4P7M4zXvsBOnPIby2FD2DeOA6S4YA/CZnTWywnXOcMv1cnWgft+mWkGZb5zPBUE6eBmckPG6ALfRSyYDFbzWWy+nbpGOCK5ZUw5PZAIey8BkBARXA31B96nqRJJvh2zOwFVuAAmVRyLfuiNdj88fLikHYFk2f798ifgKBYP94ojgQqHJAN3CM6Si1L1iDIUzXFUyqpea4lm53raKYtLEVQKrCoUxTCBQEmbIXKLCIOx0tO3fJR/7fx7Byvk+S7TgGvTvH/jOeXgKbnVLtr2a0uvlD05v/DTkjEGpcul7lHXpcYRwHOtTQBTFz978Sn+wzzq3aL16mP5bD9J/rB5It1dIYbOYVB8OmVcIEu3D4JJRtfQQfNPFm/jByxuP2ej9mvWFkJYmIWuLwxWnp1LDCANJrURPjiIFaoW+pM72pcwQOguURticm+3Y+VrlPC567i/wh5qiNcx8W7vA7SZzcQSN3exMdTwZhBIzhhsDg4qua7dsLTluGJyTPDbH5vA6X3RcKfL6fChqI1M6lwcYJAOWnk5PPyEZ9OqYdDht0maqDNOpe9EVidttK2dNzkP+L3lQO6zmJKbRdEL13fDjYKY+GdVWR9vpfptO6Z5GuD6EB5Lz+vnlcp1zXjA9cV6L2rDjPnjEAluJEq080bIkcH2hegMZA5Y4qdgwS1/umT+eOkAmBPWu4K6dsDNSIMCulY4nv/RyVc4nj9Jo6545gxrKLQYIKLgaIIqCAjr3pvXlFBshPjS2wBAA6RnVfjyblyvBEjG6jAyGpQQI2GiQbkcwhmxgtlalUbfN4Gv30FTiJHPkycBPiYTu0+34lS+lWfmp6WKqK8WjZuhVN7VZdO2QrO/1r1S0bRXZ77f93P/B5u3+6y+qCRFrJ3mkVijr9V+xfzyYtpGEDjnr4XHYyC2mXEt12qU3JWYwOfUWzRUci1u/9IdU3FBrEs+7xBNKhp4Q6pEHL6EIhvpoM15Y8Nlrozk2Js1aj03gdhxK6+k8yxPx1sCtBQrBYkDaCWhvUngt+OjWeWShep6IENtNs0dzFS46H11LbdHWgFsj+FjdBJNnd1rvABlO6VR36ENVOQDLSR4fH9PfAk1D+DiiWwikKceiUH5QP0e1tBr/rcVVZSXTbc3JPLf2bWKZdSprA8xqfSAIQKTxHJGAtqtin2XXBg4M8Gh+3trKOOkyleQ051mr0R2PcU6tHOU5dWXfOCJKjoMJzj+NuDl7QM9LHlqxCGdj2lABkkFSRpljLlHN+Nn3J+9siEJjezIxGxmXYMDL7iYMIYI0eRfH5qKBaSeUk5RddFOr6iiTyBqyr4IoY0u3g4qQkEZBy5Tj6/ZR1aovh799IVxdbG9e58Nq7CxwXdCiEAUSHCH56WqjsRwpdmqM5NjXhVTgzDNv+ggA/ba4WTscXc87jOVhIYpv+/uAOMnB7vil3wRNs3sYpwES18jkhTXXllmtJAKIYKPALLT0QBDoYn2lkjGFNlm8nT6BcdQ6RbWts5dTvWOeeYBtb7HB41wV1lZR32w9G2qZt3wRm/TyJUE9SKo9rDg+CDVwn0G3fUWOKCUiiUv5qu1HazqvQs3BcnYR9/HNsKMsYR00Q0VzirrFMz/z77IOay1170Ymal3hZsQqTYy+dyWRoQZmUIG9TWd3Hs+m0245ODGIc8hVphitRBwv/itmdc46yi0uwWlJ7J1gY+j9D6lj4KKeu+AG/2ps3KbiWC4VGrpoUpdBJz6peurFe1/xoU9OSHkaATvHiQu5L/3k8G38LqdzfJdjlFv85F/eJDWMYqoIqWdqGSCEOwJVSqC/uoIxhXpM23a/ZoSGIlgVFeAP11wM98ONNW6CJ6dIg9W8e+c+MfgGXSMt6sY7uwC0AsqMmubTTjvtEZ4a6CwpM2AGc2dEkqIx7l2TBKK9xKRNQMYE4V/ZIjcDNPvRWI+tLNcg9V0Ie1CbiPIs1UqJUVHD2cE9DYHOXv3n/sKCnCWRajpL807NOcn0HX3HddSlcRSunbon8F1W6a4df9XYuZObg9+JRrpDH2jfAgQdhAxYFAHOnOn06CgI9fVqCmFNBbh9mbTUs9vFmwdwkzf5thusU9QGyTTNeFYBotTD3SIcCw/N502dDY0rSWd+JSUuns4sQGuM6P1R76shOqvLqfYF+KzHNfcst6lqdbl/KlDxIvKHUp62raGN4YjXWyuJLPQxsUX54ZZDLODQZdGlrjjCgQE0go0jjFJFktOpLz1Wx75V+ODiRmd7DKOOaLtKoEKzt+UMoh6Qqbranzh8ban1fKBomIP49hWCnNJDY9Hb/I9b+1DRntpSSogGpK9pWygXxTSTid3AfilEOwDR42Q48xEctM9iz4PD7wtGRyOk4wAIij146qkmuFmykHFoCo2ajTjS181BxUIActQP7paT4V9Txa66NlabJQVD7bd1l8xkotrpd1YTVdSsl73JitpavSimLqsW6iQai8N3L1I3yRRliKAHLiyxaG1VxfCu7raMYS4nZbD4xkTbUhbmkFyKHzJx5nL/rlSy+uZ3Gnv8/LYaJx7Oy+lpDC3FJTrFsdQ7VmHGV7Xu/OJB5hvMuSWwxpRuQ8uLj1ATl7ZAh7B+5JH2OtimmPFS7YpcjkY3Ax/pUr4IGtmll8x+FZa3R5JYYkSmzeX+NT0X3i2Wt4OQGDzJqbv4GSx8cn/2xNBJhDGI3NnIe1kNXUlcGIYFeE1xBXYa2sZGRTUIs3e5YKoz12byM48/oMI9Pvh03XQpXa11rvzIsMsKA3dyhKlt36XY5nymzV2uhG23kAoQsot1IFkJ26UsWxQhgpfVUuPg56OQn8DId091J7rwS8+0BPfmqIyzYeoKt4P2VCbASU4X3lK0e2bezmvhqRh1N/fda8ObTS42xHG4n04PYLtX8vUyPr/7DMHaGItydhxiimvbjaSok+a0UztpPRQk0CndSQwsZDvk4gs7KXNtOc9reOu3NhT4C81CY6Om2MZf20zwyXQQKCnp/AMxGCNJf3f3fdJFn6DCdWhGADgLa84izVfkCHEalFKuoNLjWivQsOhzHTyE2m++qNwwL5TSdQGK808D2ybAUEIHkaO8n/fanUybxEU+gxJcbHTXIC5dGPHzu8QR89y9gabFMrHFSA8lVFfGALilN2syDNxfd1jnIsqmigbMec2zdTKRnYLGwLqga+Rvb9ha15Z74e3z22fKFGvvMs0iOQLSxS4dk5VtJrY5xUgnoFtzIUcDr7QpoZtMfLNoUUJYbOMT4LK4QhuNi9IOEaqhcVHPCNAl3z3C1LtHvJwzHoyg2ZERcF6acBg6bbulRQmwPnybKDVTeSrD4W/CJuIlhhiUAYRDV7R+/WZlV92orhtnsLCosH/I3IPplHhrM2NILGtttVEe9z9YAKPZJhVfqU/JGAoGrzCz4hADBHYizjx3g3UztcYYvrIbLEedWnfWSG+3ZM1mOp3TfY6/jkgZtTERBEJYOMQWKIgQ2SV5UvJMGwSu42/AeYQXWePfO70DBEjfRjI4bRns9GNkNgH4VPwAnCkThuhmNu29kvKz1xYNIMCw6FPJaYMuAxhoz+U+G/E14JlcnqVNx6JTUtrkm2dniobTSmCBdlUtu0zt8ofMjqrZGFlpB6kGqh80+/GFnz/+liof9uVd0bfCD1gkXX1KFvY9b/9ZX5Izz1g3k0P7vft44SsXub5vulyAhdN9hIuzLtC2cf94hrpBlKGXLU7YQz0YO+h2/+jdvOBzVqzBSVWaNMo568AbOM6GjKOJMkvUE85eUv9uGs/69LcCFlzXCW1HZRxyH6/N562/QQ+7T9Nk3Ehsc3nnlF30+Fl/5LNRbsbldK/tDb2dX4gt+CwyNno718Nx+K1T3YsPpry/HokFg59fN/RrudS8B+XhtYN4yYim/mfdSGcIusVZhbOwqKkpcdj2rj5DTO1B0Ft3LFhsIfTi/bw2CK8/j1cN6aA3ptLme9juQp9tDbnImwe/TmHzKS41Bv0S41CkhqTytXmJNvq18lcoCmhDRngjs/MMjiHrgvUgQzAwaHMNjfhmS8rPpHyTUL6fn533ZzKQgX0TydHISt+cD7E3QzN9yf8CIcCmRnk713b6VM6XED8fOjk7P1SjytlFctSVWFrpG7ZAxbd8iTSernWSsy8qeQXoHpBv2gd9TQFlZs8Z0AnxV3cBXDe9/KxAI+cbFwFdKaXImxpFH4pzXN7rietJKvtk7ZHM2R0Syo7tPN9X+fW5ypk3Hst5782z8FNrRv7Bd/RmHVXwkhf2/HkedNGR2e/HpX68BgQ3+MXaA42QaZS6VpzINq4YBgFlMDwYYP93fXD2YTh27zR5+wsPEsdqu/btZ3jnhYF+8Jlq9w+I+7ys84lo4tB8iXi6rVQ/xBlnMMweabpMXVqln3WNSx1XYa8QcDc5ZX7JMZ0ON5mYgIsuufdNLCnqxIEh6EaP5gzdnbP3PjvXg7NPfWaf9AAtCpxJvWa3L/4/vpg/0aM7j9xJor5zl+C+kQd09ILWDofpKcVOA758+7j7u37zz/7i7dlhOHzcU9/81mBq4P7M7MUzNPmvH6i2Rnfq29W4jL6rfVL9MC8Xw1ZttqlxQzEyyHfHyziZTUCUlDQLSuvUjHd+/IbTVdLhKTeup+2KTckLbcTMSjJ2YFvhnVzZGuzOCOc8xnrIw+qjJtp9FETzqM2NHjXc+ezhonR0WgP9jv0NnVbp2d2L2sWAnpugqIYk7p/cdOWk/EoIhSWfruA09tB9uN5F0cOGzMKkoBBFjvUObw5Qtt+GqRaX4Kx9svcSTsRsRX++n7NNC/q6gP05nQZghA0Q0X6ojShPRQyRhCgmCtdDho+pj5eLuQknbJgd0kubKB4oiHaDiZJCYVqCqORokOHvapMrDn+V94fh1H8wGOM4ijIxVz3G7K09FoXJ1MxUYGqbnT8609+KUgj61m63bctzzzlCKRr1EaE6ZV5mMqKKQGf7JiwZ/1FO/1vP9xf9RVetD24MkcdLFJBw8xt8jHEu/++/8oaMpwvj08gNGAQY3snQfKmYQcw0XW5qkqgvhU6FbriWOQvbdlH+V1s6MhpMVWe6Z0gnNmTER7PBcxYTx1tUd8K+VbNq5RhEwfc12OpcZZfxskuzIUMT8l78gfqT/V4IOmgPblz2OclwM0jgOwx3hWgXT4XYkGQil0JbnGOLwmSKNePrTBS9tIIi2vsorIviwX3tpmJGVh24+rx5MyLC6P4elJpAxHCrJGA+Vb/aP38Vuu1LW1c20mQmrqT3A7YD0KimUBo1iSVKhOoQDZt5yaZBSpwviAQcnKvpcDt1WL2/CVlf4JDLMoDBpHTW+AKcs4AZnZzZX3nipJ+g4viAFZvKgqYHqOBaMno2mU1mz6ku1BdqtouFkZPrO1p77RfhXWSIO0vuboezmp/G4hBmsBVENaOi84MKLVC5d1YgML8ERXTU/4hSt/xX5n44FreR/YMDrHGTA7NTDxHDWVqLnxERNuhB5ZyTzNRfrjPOFL20utDen+YdEFEzM+JyskK8fwM9p6Aodh4x3FpfScDJCKyNpApWL0xhAMpEYvTuWDNAc5c0IrXXkGjHxQCysbJm/eVwHMeRDHW4/XQpVqtV7vcrCgqJ8Kxk2SAKaA467ZPXHRvZeKWaRyCH6yBxtSJIBtioa8GmJuOtJUqUJys7fV/sYFuJMoGpNcpUb6sz3LUTKLPXFXew/NoQ0v9N6bEQAc/69IDMEmY6lMm9o35+6RkZxaA6W9fuaXybkECU2DO8v5bSSIy6MON1qgaLp8I57J3DX5zZcIS1KdfnaotqZTM9UO2la94aSbhspxHxHhQF14wMlJr79vYr1Yms8KmMjahYcuTGJJ8wBMVFXMZStFxvZOfcEM+uxlij+93+Y/PFG2DKDti3dcXqNF2ydgSjwOJ20P1MtWlQr6CWu+NjvBqzIgRBtX4qB8zYShAbNb+5nV4hbzIttthWIvw2vnS7+JdtX/kIBq3376RM8dgZdTQZd5dxpNcMQ2ji9q86UX3WpyeE5JWMMWq+POKS/F5Q5Oq9HBH9SBNePCoOz/qcRWrUecMoz1ATNqpZIUzzNE/zx971sXd97F0fS6a3XQTD1CjzPM3TPM3TPM1TxCaKbJJkoppnzsX9MfNSylOlLI0Mjg+UylRwOAr3eR7iCmueckmFv+t027s+KF3XFaeprn3saAcNSqljvLI43eLx1shrN8UrF80+sHMeRKSL5H7FXMEEmAydgeDuwS3qRorM7nAP0xndsWqRgcsMzCvNJQlKVLFsd7cPJfisL8MrW7WfdZrUYuFLLc548Movga4/TBxZmyqG5UCaSvd+fDMX4+WQB2C64TTnEDLk6i1pO8U7/uldH3txvDCjyjaXqqQDHeP2nvqTbSmP2DPFFIOzPn/eaH9O/7Rk0mkju+8W4l7N9VJEHO8d7B3sHSSZzCazCb/bU5uaI1MM28/FzvL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The Cloud AI SDK provides tools for each of the steps as shown in the following image:

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

Cloud AI SDK inference workflow

### Export and prepare the model

Exporting and preparing the pre-trained model as explained in this section is a requirement to achieve the best performance and accuracy. The ONNX file is then passed through a few checks (for model accuracy and performance) before it can be compiled in the next step.

### Compile the model

Compilation of the prepared ONNX file generates a QPC which can be loaded and executed on Cloud AI devices. To get the best performance from the device based on your throughput and latency requirements, compilation needs to be done with the right parameters. Tune the performance goes over how to derive the best parameters for compilation.

### Execute, integrate, and deploy in production pipeline

This section details the different ways (CLI, C++, Python) to execute inferences on Cloud AI platforms and all the tools/utilities available to integrate into inference application and deploy in the production pipeline.

## PyTorch eager mode

Eager mode execution is supported on Cloud AI platforms via the
`torch_qaic` package. In this mode, operators are executed immediately
as they are encountered. See [Pytorch workflow](https://docs.qualcomm.com/doc/80-99100-3/topic/index_Eager-Mode-Finetune.html#id1) for more information on Pytorch eager mode.

## Next steps

- [Export an ONNX model](https://docs.qualcomm.com/doc/80-99100-3/topic/index_Export-the-model.html#id1) from PyTorch and TensorFlow.

Last Published: May 01, 2026

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