{ "cells": [ { "cell_type": "markdown", "id": "f521d8b7", "metadata": {}, "source": [ "# DeepLearning Spectrum Intensity Prediction" ] }, { "cell_type": "markdown", "id": "a5b89059", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "markdown", "id": "f9a0dcfb", "metadata": {}, "source": [ "### Overall" ] }, { "cell_type": "markdown", "id": "bb20a817", "metadata": {}, "source": [ "While this project is ongoing, preliminary results indicate some success at improving the reliability of spectra generated from quantum mechanical (QM) predictions.\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "c98f2fd9", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "8842816b", "metadata": {}, "source": [ "### An Example" ] }, { "cell_type": "markdown", "id": "2785abf3", "metadata": {}, "source": [ "A cherry-picked example of a spectrum where ML outperforms QM." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "8ae00a5b", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "091af328", "metadata": {}, "source": [ "A cherry-picked example of spectrum where QM outperforms ML." ] }, { "attachments": { "image.png": { "image/png": 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osh2R1b8/2DjqBk2FAAQgAAEIQAACEIDAIAIIrUFIODBWBFzuDzt4qsuidXjWWN2S+0AAAhCAAAQgAAEIQGBMCBA6OCaYuQkEIAABCEAAAhCAAAQgMJEIILQm0tOmrxCAAAQgAAEIQAACEIDAmBBAaI0JZm4CAQhAAAIQgAAEIAABCEwkAgitifS06SsEIAABCEAAAhCAAAQgMCYEEFpjgpmbQAACEIAABCAAAQhAAAITiQBCayI9bfoKAQhAAAIQgAAEIAABCIwJAYTWmGDmJhCAAAQgAAEIQAACEIDARCKA0JpIT5u+QgACEIAABCAAAQhAAAJjQgChNSaYuQkEIAABCEAAAhCAAAQgMJEIILQm0tOmrxCAAAQgAAEIQAACEIDAmBBAaI0JZm4CAQhAAAIQgAAEIAABCEwkAgitifS06SsEIAABCEAAAhCAAAQgMCYEEFpjgpmbQAACEIAABCAAAQhAAAITiQBCayI9bfoKAQhAAAIQgAAEIAABCIwJAYTWmGDmJhCAAAQgAAEIQAACEIDARCKA0JpIT5u+QgACEIAABCAAAQhAAAJjQgChNSaYuQkEIAABCEAAAhCAAAQgMJEIILQm0tOmrxCAAAQgAAEIQAACEIDAmBBAaI0JZm4CAQhkBIG2GiuaNMkmZRdbbXuyPWq2ynx3zaRsK2voSvYizoMABCAAgfFIYL/8RLc1lmc7PzHJsiuaxmOvaXMCAgitBGA4DIEDI9BpdSX9RlOGM7e80bqTrbC1uv/LvL7QTxr8hb61usgb40n5ldacbJ1Jnddl9aV7DX1ZQ/LtTapuToIABCAAgX4C3dbeXG81lWVWUlRo+bmyu9mWnZtvRcWlVl5Va42tXRYZEtfo+Zghb2v4iaH58C4E9iWA0OITAYExINDT3GBNSU1mRKylock6xqBNY3mLSHOl5WfCjE5hpdWtXGkrG+usvHBfgm01TgDHnekqtup6d83KRqspzR1L7NwLAhAIGYHutnqrLC60WZctsVuXr7Z1HZtsa0+va2Wv9fZstY4Na23VHTfZVXMLrai02po6h5ZbQfcywsd0N1p5dgbM6AzhJxL7wlwrqWl0fmKlNVaXhOxTS3MOhMDUA7mYayEAgeEJ5OTlWM/WFmto6rTKqsKhL4jovE1mOTmW09NjPUOfPW7ebW9ps63jprVDNDS3yMrKi+Kc0GWtrZ3ueLz38q24vNyK41zFIQhAYOIQ6G6uttLy22yDdJXl2OyFlVZV4WyDE1752WaR7i7rbGuxpoZ6a1i7yTatvc2uKGmznzc3W3WxOyFByRgf4/re6tmM85LQT5gN5QsLS8qtcJx3neYPJsCM1mAmHIFACglkWXFpqeW50cpWN1M13LKebs18OUWSU1JixVkpbEZaq+qytrbhep7WBh74zSOt1tKWCd8QDhwFNUAAAnEIdNZbRcVekZU3z25Z02ltTXVOaJX68MHCQjeDVVxiZZU1Vt/Sbm13LrbZ8gFb19oN5VXWnDD2PHN8THtra4aHrE8AXxjnoz/RDyG0JvongP6POoFsN0pVmucCQ9Y5EdU21O26rbmh2c1iZVlJWaklHr8cqo7Req/FqnxCh3yr9AvDuqylvsrK3EhsbrZbW5Cdb4XFZVZVv6+jbKnKd9dMt6tX94fGrL56ev/6suxya4yJiIl0NltdVbn70pHv6lTCiVzLLypx6xXqrDlu+ExkYPFwUU0/2M7mWqssLepf8xBcX91obQm+pETag3v290PrJHLzixz/SqtpbBvs9Actcm6z2mLX1kOusBWafuzdYDfNEicX/lJaZ53+cQyfDKOrtcGq3ReuosJcy9a14llSZpW1TpwnaLsb/7bOlnp/XXFhFLPCYiutqLYGt8aDAgEIhIFAtzXVLLXVshFZs+3GpuZhwoizrajC+Yv6hW6QzpVNy626tjVhR8LjY/bPT0SaKrzdm3XTBjck6czoiiv6/YT8TUtMtyPt1lRbaWUlmgXsX9uWW1jkbV59SzybFwY/YTa8Lxw+GcbIfaTY4ScS/uGM0RsIrTECzW0mLoFIdolVlOY4ABusoSGxs7SuJmtodp44q9Sdnx8yYBJTalK3RZyja6xwI69L7rCW9ohbwO3e6N1qmzastjuWlFppTevAIu7comKbM2dm/5cFd3VOwWz3+xybI4EW1cOupiorKb7MbrhjlVuz4OosnGkzC7Mt0rHOrVe4wS5zgqtq0CK3oE0Kuem2tnq3sPyym2y5BIYTWS5g07bq+tuucuE6dYNmE7uaq1zITnDPLsvOL7SZM/Mtu7vD1q1ebrde5WYVKxr3iqVEj0Ni0PVnZp6TxypZVjDb/e76KPEzvFjutpaaEiuae7XdtmKtdXRlW+HM2VaYH7Gudatt+U1XuDZWWMOgCcGItdY4gTV/ib9uQ1fEcsXMxR9FNm2wtStus6vnOsFV1zbMgvpE/eI4BCCQMgKdjVanUAVXCirrbKlLlJRMKdS58/otS4cLJ2yOGZwK6giPj9k/P+GMl5XMmW0FcpMqOTP7/cScYiuKRtXeYBXFxXbFTctt9TqXLMTZ7Nmy2V0d3uYtme8GyWpaYgbIwuAnzJL1hYk+F/vnI/ETiXiO6fE+CgQSENi9e3ffBx980LdkyZK+r3/96309PT19O3fuTHA2h/clsLHv53Oy+twX7755t2/s275yUZ8bmeyzguv61uyIz2rj7fP6nEvty1m4rG/LlmV9C7Lc+Ta775aX9j3/8etnuuPuvbzFfQ/Er2o/j27pu32e2mx9WQuW9W3fp5bH+64vUHuy+mbPm9eXV7Cg75YHNvYNdGXLmr5b5uX0tytnQd+yLdEXP9C3OK//2gX7vtF/0ks/75uX0//+zEW39z0efe2Wx/tuX1jguVjOvD6Hcp/ywKL+e+bMmdc3J2dm36Lb1/RtCRq1Y2PfA9fP7r/W8voWPxANPuiP9RUsdPfcp7Pb+9YvW9znwnZcf3L6Ft4Z9eb6G/tmqi1ZMc8l0XHf2sT937JsYf/nwrVvwS1r+jZGNXH7+mV9i2fvfR6zb+lbH938l27pm+Pbl9c3z1030GfdbvtLfSuvn9PnvrO4dg5mti/Bif3bxx9/3PfLX/6y7+STT+57+OGH+yKRyIQAon7ed999/u/117/+dd+OHQmM0ghpfLprd99Tne/3zb3lob6CG+/ru/7OZ/o+7t3Zt3v3nhHWlFmnb1m2YK8dmtl3/eMj69v2Oxf2/y1bQd91a6KvHT0fM3QLR8tPbO+7c+Fee7do5eAm7Hi878YBe7i4b9n6KLvsbP2aWxYM2NJFd+7jgPpC4yeG8AXOcCfu//76yAnoJz755BNv03JycryNC4NNZ0ZrTGUtN5uoBHJdKFqZYkA2uVmrlnjDkp1uAXSrC5vIsTK3ODps81mfPbde29DabZWNTVZTVvjZjE1+qdW4cA4nQsx62tx6pXh9jPf0XUjN0lpbq4m8OUutsdHNbEV3Pt/NZDU2WvVs1bvWamtb9p2h2Tva2bOu1bKXNlljValfVO5LdqGV1dZahY+92WqtzVFxm+2t5iPrXBhPVa27Z/T0mptrK65ssIbahTZvgasvohNHobjEJ0uXrvJJQmZe3+hCi0rNTeINlNziSmtorDUnqFxEYq3VRi3S6G5tMb8krKDclrrrBvqsq91C7PI6N4K+aJ4tcM/I3GwXBQIQSB+B9tZ2HxJnOW6WuXhk7cgtcSHFflKry9rbOhNeHC4fk2o/4XrfsNTqlEUkZ4GbHWxwmRujjLaz9aUuY1/D4gLHZ6utqG2wKGvvfEE/tnHpJ9z83P76SPxEwj+XMX0DoTWmuLnZhCWQXeoWPfc7gSa3DmvQspt25yT0zTmv3CrL9/nWHzpkWSVVVh0v9MXt/9KfwKPbupL9cu/ERmOzpEaWlVa5UL54vXWhl1WVc3xo3qbmJmuNd05OuVVXFg1+x6VbL+n/luLaFC2Y9oqP3m7rTNDW4uoma3H3q49X7+A7jfxIa6M1uwSTTmFalROIURrrs7qKXFayUvW8x5obY0SmznJZyroGfZj0RqETwy3W7L6QVMV7ViNvLVdAAAL7RcCFAQe2x4W6RQ+mJFWdrvEn9lpn5xCDPiHzMSn1E05kNjl7JrGaV15tlf1AYvDlWplb4+sH+5w/bR4Ubu2Oj0c/kQofiZ+I+ayM7a8IrbHlzd0mLIFsK6ms8E5A+53EZpBqa2jwKX8LyiutNO437vCAK3QZEePOuLl1Ue5/X9x0fXINdul827RA3H2VKI4eoYy5utDF5fuqu9qsvXNw1VluDVf8y3MtN6pNA60qcmvJClXPJrujosyqG1qGSDox+H6pONLZ1ua+PriSW2zFcTRi/z3c7JpL7qHS42bhgu8OuS5Rhhe1PaucEHN7e7nZugR6MRVNpQ4IQGC/CUScPey/OMsZoxGbd59sqP/6oe1quHxMSv1EpM1a/RR+lhWVFCVmGAz29ba78wf7oPHoJ+wAfCR+Yr//aFN6IUIrpTipDAJDEHChYJXK19vT7PbKih6ZbHW/d7gLC6y8MsHMxhDVju1bWS4rX+KvCp+9M9jJxWtnxI30dvo3OuzWs/uz9Slj36DX/Dv69+HqdefHm8FxX2BGNg9YYksbf24LFFbo0iffdvV8mzUttz/TX029Nbm4wuR6EK9XyR3rcqPT+upgW++w+fH6vPfY2S4Tly/u/IFPTVGVNbiMZAX6OG1YbjdcdrZNz3X7dZVVWLULG2yJCym5dnEWBCCQSgKfCaVel7RnxHbFqbRAqGUHiitR80LjY1LrJ/zMvQfXa2uXzBjsHwL7qeyv3qi6Mbl9Ihj2AhuHfuKAfCR+ItFfypgeR2iNKW5uNrEJFFlFZbEbk+u1lobPstlFWlwaX+msmRVWWTIeCCUWWiNu/cDMV5bLSFhgBcO+nKAa8TeV+K3KLq524SXr7c5bFtu8mUp31WOblOnv1iV2xdzplu+y/dXGTRccv76RHh0Ync7Ksbxh++3Y7CNwXfrnyia3P9lK+/l1C2x2nlNcLvPjhtUr7LYbrrL5M/KtqKzGmjpTBGukneN8CEBgL4Fsy8/P7/+5q9NG/CfprukfYMmyfJfJdOgSJh+TQj/h5GlgybLykvET2q5jaFLJvptuPzGgst03h5H7SPxEss95NM+bOpqVUzcEILAvgcIKFxpYs85Wu32TGturraYo4kRXkwtgc/kFKyvjr1HKYIhKDS9/2JtVZDUu/K2maIw768L2KmpcyuAat9yp02067NZkNbk9bppbNtjWDSvspjIXktfcanWlI5svS6YXA6PT+ZVOENXZ/mjs3CK3Nq1eL7dXigsxGWj/uk3WsfpWu6K001a6tWDlw30/S6bBnAMBCOwXAYW7Zd2xyXp7tLG5WfkI/ti721r7E9+4gO1ity3GcCUjfYzCJ33H3Vpet59Yc+UYG7R0+okU+Ej8xHB/NaP7PjNao8uX2iGwL4F8N2tV5mZP3Ma2jU3tbjGTCyNUMgiXEKGyYqxVRggejlvo7V2mQgL7h23T1qjcQm2OXOueR5t1tq+062ZqlqjD6pc2fhayl8LWaXRay6xsf0a5B7XD7b/lNoyu9GGPbtR8zY02R5N0m1bY0sGbcA26mgMQgMDoEcgvdXv8+T/2TW4T4uYRhA927d3E3l2aV5qcQMtEH+PCovP9WFevdbWn11GMtZ9w05gp9JH4idH7K09cM0IrMRvegcAoEHCZkSrLXBJ3lxjJzZy0uRmUFumskkorLxyF24W9SiWxEAylX3cpkMNSsgvLrdalTdd3o952l4BjFBqmBB/9ItOlw2+NpPQO+aVLbWm5B+tSQreP4ItdSptBZRCAgAgU7h1gcz9uaqyxpUn+vXe3uL/jVT5bkM2srLaypMLhMtHHKC2+V6rW3to6KgNfvvIRlrHwEy77x6j5SPzECB/4fp6O0NpPcFwGgf0loP1Oyl0Sht62Jqt1qd63KhyisnxvCt/9rXV8XDcoa5ZLSVzhNxgz21BfOyh66LpKAAAgAElEQVQbY3+vItZW6zIduhmnirrWlIiG1lq3N40LySiqjpMyfS/KgbbuDd1IinBvxLqT1UwlFVaujP9ulLvRJbCIP07bafVl+W62qtyFVgZntFt9eZHbOyvfKpriZQZRna4de99SiGJS38+S6iAnQQACIyeQb5VLa/yeeIpmuLW83OraEv3t9tfe3VpnFRV3uDRBrhQstrqa4qRvOz59TJSVUgKQfXqb7/aX3Dvw1VpvtQmEaqSlyoryi5w/jdlHK2ly+544an7C3WaQL0zUxv32kfiJREjH+jhCa6yJcz8IOMNZqW/YvWttxSo3nZXjQr72ZxGNc0bdnS5MbKiXy7yU9Bf/UXsyQYr1Xmtzs3j9i8EDR5pr5foC4sPcljsOLoFDe5SLjXRaS50TJEvX2dZNnRZxYRSpEA1Fbq1Dd0+vddRXWkWta9M+33nceqeWOqusXeuzAhaUlQ+/ds6FtuT6AVfXXhd66Hsw6MtCDGD3OaheusAkM3tWudHqqkaL/u4V6Wq1eqWeX73VNrkGfrYQ3qXCL3RzgC75xQq3b0yNC0Hdt/ld1tpQZUubNRKeZ2UjWRAS00R+hQAEUkSguMYalSlU1W1dbTeUuFmaqjoX6ts+sDVDxGXXa29xm427ffWKS28w96fv/MM8u6Wp3sp86FySJVU+Jsnbpea0bLcVR7911yBkMK4U5EvKr1hqVT6ce4PdVuEiDlyios88RbeLEKlxYswJ060dzgq7wakUNCrlfsLlxu3fbiSeL0zU4P31kfiJRETH+jhCa6yJcz8IOKmgGayZe0nkuRmuETnRgGDPCrtqxgybMdRrepG5SZs0l2IrK/FfL6xn9RKboRmi7MLP2lVUbU0N15ky329d6xI4zHLOqLDIiopc5qjcGTb/hlW2qTfH5lzvNnWu8MF2B1xyy+qs4brZltO7yVbddJnNmOacfGGhFblXfvYhNmO++5LjMpTkzLnRGpYmkXK/MNiXq9fW3XS2HeJmkSblVljzMLNbhZWN1njjHBdK2mMb7rjKznYLEQqLXN/d+q3c6XNtyYoOlyhkpi12+6xVFwXddvvl1DbYLVKnLjX9rVfMsmluA7N81/ZCXZc73eZevcI6erNs9nUNVhfyDbAP+GFSAQTGCQH9vbesvK5/YMnZnrV33OAynM6y6Yf0b2lxyLTpNmv+VXbDHWudzXP2Z/ZiW9babDXFIx1eSpGPGWOuJWWlPqxea0uvmC4/4Wzd0rb+VriN62ud4FykPS02rbab5k93W404m+3sZaEb6Jp1xa221gnTvHm3OEFbNsLtPuJ3NOV+wg3ZDekL4zfDXOjFfvhI/EQinGN9HKE11sS5HwREwK3JqpytH9yMg1uzNZLByvEHMNvK6pwwWDjb8rKyXKCkS3ccs8Fwfnm9tbY/4FKVL7Q5Mx2Nrg7rUHaM/Nk2b9H1dvuadjezVZpCTm4dQ73L5vXA7Xb9onk2u0D3dJn6NrlR0twCm71gsd247HG3HqDWkks4WOz25brdFs0psBz10QmfmYk2dt7nAeb6LFrtjy/z7ZjpdGRXh+u72zQmd+YcW3jdz+0Bt0asIXYBn/vSUdPSbmuW3WiLFsw2Iet27d/U1W3ZUcxa3ReO1EjT8fepo8UQCB8Bl4xAtq7zJVv58+tt0bzZVpCX058UZ29jcwr6bd7PV653mUQbrLJopCJrb0Xj0MfkVtRb4/ULbGaOE1NZbvDLhQFGb2SfXVRpjW6j95W3XGcL5sy0XDcD2NHh0t+7MOrZCxZ5m93WUmMl+4ls8Ocl1X5ieF84uA39R/bLR+InEuEc0+OT+lwZ0ztys3FDYM+ePfbxxx/bjTfeaJs3b7bf/OY3duihh9rUqewKMG4eIg2FAAQSEvjkk09s+fLlVltba7/+9a/t/PPPtywnlDO99Pb22kMPPWSXX3657/eVV17pZw8OtOzcvceefbPb/urO9fa2i1kuLz7e/unKMy176hSbPHnSgVafude3VlvR3NvceqwcW7CsfezTl2cuWXo2wQjs2LHDVq5caX/5l3/pbdsll1ySdpvOjNYE+xDSXQhAAAIQgAAEQkSgpMpFOEjg99hqJ/oT5HoIUYNpCgQgkCwBhFaypDgPAhCAAAQgAAEIpJxAkVUtLfeJcazjNisvU1KgIMVNbAa+lN+cCiEAgVEkgNAaRbhUDQEIQAACEIAABIYjkFuuBD0z/Xqt/qRA03w4Z/akfKtqHu5q3ocABMJKAKEV1idDuyAAAQhAAAIQmCAE3F5RLkFP67LrbeHepDrmEgflzix2e/5NEAR0EwIZSICsBhn4UOkSBCAAAQhAAALjjUCuFVe6vbXciwIBCGQGAYTWKD3Hp59+2p588kl76qmn7MMPP7ScnBw744wzfAaUgoICO+ywwxLe+U9/+pOtWbPG1q9fH/ecQw45xE466ST70Y9+ZKeddppt377dnnvuOWtqarLXX3897jVLly719ydjYFw8HIQABCAwJIFnn33WHnvsMZNtl00//PDDbebMmd6mf+5zn7Mjjzwy4fXr1q3zWf5k03ft2jXoPGU6PO6447xNP+uss3z9sun33nuvvfTSS4PO14G/+Zu/sTlz5mDT49LhIAQgAIFwEEBopfg5KLXkO++8Y7///e9Njlnpgw866CDbunWrffTRR/bee+/ZVVdd5R3zwQcfHPfukydP9tfEphlWJn45at3jggsu8P+qKFXvm2++aY888oht27bNzj333EH1qs5Jk0ivOwgMByAAAQgMQUD2VTb9D3/4gz3xxBMDNv3dd9/1gqi7u9u+9a1v2emnnz7IZgfVRtv0KVOmDNxNNv3555/3dvucc87x22mo7Ny5095++20v7Do7O63E7ckWW1QnBQIQgAAEwk0AoZXi56PZpZaWFrv//vv9COc111zjRz3lTHXstttu87NQRx99tB/BjFfOO+88P/skZxsU7Wkl0faTn/zEXn75Zbvooots2rRp+1wu4abjP/3pTwdVqxm1aAc/6AQOQAACEIDAIAIaINMg1u9+9zs/AHb11Vd7m/7aa6/5Y//+7/9uJ554ouXn59v06dMHXa8DmqX6/Oc/b59++unA+7LpGiyTvX700UftK1/5ih1zzDH7XC+bLn/wi1/8YlC98i9EKAzCwgEIQAACoSKA0Erx43j//fe9883Ly7MvfelLVlpa6jMHyQlr9FIOVbNSmtFKJLTkXOVAo/eSjkQi1t7ebhpFPeKII+zLX/6y5eYOXiGrWbB4xxFZKX7QVAcBCEwIAj09Pfbggw96u3vhhRd6QaTwbYkrCS/NcmkgraioKKHQ0nmywdrwPSiy6RJrmi2Tj1C9xx577CCm8gfY9EFYOAABCEBgXBBAaKXwMWmEUk55w4YNdvHFF/tZqaOOOsrfQQ52xowZduaZZ/owP4WFJCoKCYkNC9Goamtrq+keEmmnnHKKd/bRRbH/zzzzjP3TP/2TF2ka8dS5CiWUA48NRYy+VvXu3r3bv4KiY/oyEG9NQaK2cxwCEIBAphCQDZTtlZDSrJRsuqIRVGTTCwsL/TGJpc2bNyfsdiKbrnW8mtWSnT711FPj2vQXXnhhwKZL7OmeCjPU4F2sD4htgPxAYNejB+4UDhk9uxZ7Hb9DAAIQgEBqCCC0UsPR16JQP8Xsy+nKGWtWK7ooAYbCRyTEFGKYbJHQ0ToAzYbJ0crh69+gaKRUdctZb9myxX8p0DX6kiAnrRj/r33ta3byyScnFFuaKdu4ceM+yTTkmOWQdXwokZZsPzgPAhCAwHgiIDsqoSX7qPDrWJsuoSO7qwQZWmeVbJH4kU1XkgzNdp199tn7JNOQMAsG52SHZcflX2TTtfZXNr2srMzfW7NhiYoGypQgSSIw2ueoLtVJgQAEIACB0SWA0EohX40QajGznKicZHSYiG4jh6oQEI1gygEmWyR25OjlYL/+9a/b7Nmz97lUIuj444/3C7J1jxNOOMGv51LmwubmZrvzzjv9jJbuHS80RZUps1VDQ4MtX748brN0XwoEIACBiUQgsOkSXBJVsTZdId4SYLLRsrnJlsCma1BMEQdahxVdZMe13mvhwoU+iZEGyVS/BtsUmr5y5Uqf9VADeprZSlQUYaHMhY2NjX6AjwIBCEAAAmNLAKE1irzjZfnT6GS840M1Q6OXDz/8sL9Oma30ii5y/lqcrZASjYQqpl8jnxJcctaaYdM6Ao3GKqQxXlFI4w033GDf/va3B95WWyUIly1bFu8SjkEAAhCYUATi2e4gJC/ee4ngvPXWW96mS8DJdsv+RhfNUimUUNt4qOh3DeBpXZiO3XrrrV446fehBsGUMEk2XeuFP/jgg4FbaEarra3N/v7v/z5REzkOAQhAAAIpIIDQSgHEoAqNbmp2SWJHI6EatYwucpRBuvdEqd1jmyMn/sYbb/g9ubT/ll4aQY0uum+8PVx0TAu0tTasq6vLhxUmKnLIOl9OPygSa5qhU6r6odaUJaqT4xCAAATGM4FkbLoiFHTeSGy6bLFsumajNEAWm0FW4eAKD48OERfHaJuurUIk2IYqapN8hgRZ7Bqt6N+HqoP3IAABCEBg/wkgtPaf3aAr5dQUzqH1UgrZUAx+dNHskBys3h9qw+LYaxRjr7DByy+/3I9mjiSDoISfwgUlmIJ9twY13B0IFmsrZCUoQYIMUgjHI8YxCEAg0wnIHsqm66W1WrE2XQNqGsRSWGGsKErERn5g06ZN3qZfeumlfiBsJDZdfkZp4CW0hgtX1Cyb7HesDdfxZIVhon5wHAIQgAAEhifAjofDM0r6DIkVOVuFfGiDYiWRiC5y0k899ZR3kolSu8feTHV0dHT4sA+ldNfI5EiKvhy8+uqrfu1WsuJuJPVzLgQgAIFMJSCbLrupLK9KdhFr05X8SCF4mmlKtIdWLBtFKGirDtn0OXPmeKE1kqIBMw2+SSxJAFIgAAEIQCC8BJjRSuGzkePT4mSNUioRRYvbuFhZoZSoQiOY2otFAkxZA3VcwkvnaPZL4R3acyu2PPfcc/4ahZfIIcdzrBrZVPYq3VsiTmJPI61y5kqGoS8HylCljZIpEIAABCCQHAHZdImo+fPn20MPPeTttWyx1r8qOkHHFL6naANllFXkwNq1a/1sk8IC5QtiixIPSWypHgm4eGHf8gmy6bL3sulKZCSb/sorr/h76t+KigqbNWtWbPX8DgEIQAACISKA0Erxw5DYWbBggU+nK0d81113eQEksaQQk7lz5/oMUxr91Aip9saSo/7iF7+4j9BS2J4WSmtzY42ann/++X4WLF6adY2Mav8sOWK9r4XTul7OXG1Q3RdccIF36hQIQAACEEiegISQNhOWPdVM0t133+3Fjzan19rV4uJib9MV1q2wQK290nkSQdFCK7DpGjxTFlnZdImxeOnZFRKoZBey7QrxU8IjXa/7aR9GZZ6VTWfwLPnnyJkQgAAE0kEAoZVi6nLKStcrEaXZJL30sxzzhRdeaN/73vf8BpdynHLUyv4kgRS7KbCcqkJEJMIU/69rh9qcUgubJdo0e6VwQZ0rxy9nfOWVV/qkGPFGTlPcfaqDAAQgkFEEFDooMaVZpnvuucdWr17tbboSWGgQ69prr/Xv6zwJrUQ2PcjiKrGkNVmy6YnWdelcvRRq/tprr/l7y2coOkIC7c/+7M+8H4lNopFR4OkMBCAAgQwggNAapYeo2HuJmx/84AdeRGkxcrDvSSCYlG69urraO+bY9VNyxDr/5ptv9iOZRx11VEKhpTCWa665xoeSSLQpu2GQ5l31yhnHGzUdpa4nXa2+SPTs2GmvvPOR7d7TZ8ccnmWnHHOYTZo8ySYlXQsnQgACEBh9Auecc46PCpBNl40NNoqXbQ7211JG2CVLlviMs7EDY8F6r5qaGm+nFemQSGhpYO773/++XXHFFb6uwKYHa20VShhb/+gT4A4QgAAEIDBSAgitkRJL8nzNHg03g6SQkGCflNhqtTZAjjyZhdLBhsWxdYT9911OXLW90W1/dacLj4zssvLi4+2WK8+0rIOmjHivsbD3lfZBAALjm0C8dOuxPdKAmga+4pXApmvz4eGKfIPCCofajHi4OngfAhCAAATST4Csg+l/BrQAAhCAAAQgAAEIQAACEMgwAgitDHugdAcCEIAABCAAAQhAAAIQSD8BhFb6nwEtgAAEIAABCEAAAhCAAAQyjABCK8MeKN2BAAQgAAEIQAACEIAABNJPAKGV/mdACyAAAQhAAAIQgAAEIACBDCOA0MqwB0p3IAABCEAAAhCAAAQgAIH0E0Bopf8Z0AIIQAACEIAABCAAAQhAIMMIILQy7IHSHQhAAAIQgAAEIAABCEAg/QQQWul/BrQAAhCAAAQgAAEIQAACEMgwAgitDHugdAcCEIAABCAAAQhAAAIQSD8BhFb6nwEtgAAEIAABCEAAAhCAAAQyjABCK8MeKN2BAAQgAAEIQAACEIAABNJPAKGV/mdACyAAAQhAAAIQgAAEIACBDCOA0MqwB0p3IAABCEAAAhCAAAQgAIH0E0Bopf8Z0AIIQAACEIAABCAAAQhAIMMIILQy7IHSHQhAAAIQgAAEIAABCEAg/QQQWul/BrQAAhCAAAQgAAEIQAACEMgwAgitDHugdAcCEIAABCAAAQhAAAIQSD8BhFb6nwEtgAAEIAABCEAAAhCAAAQyjABCK8MeKN2BAAQgAAEIQAACEIAABNJPAKGV/mdACyAAAQhAAAIQgAAEIACBDCOA0MqwB0p3IAABCEAAAhCAAAQgAIH0E0Bopf8Z0AIIQAACEIAABCAAAQhAIMMIILQy7IHSHQhAAAIQgAAEIAABCEAg/QQQWul/BrQAAhCAAAQgAAEIQAACEMgwAgitDHugdAcCEIAABCAAAQhAAAIQSD8BhFb6nwEtgAAEIAABCEAAAhCAAAQyjABCK8MeKN2BAAQgAAEIQAACEIAABNJPAKGV/mdACyAAAQhAAAIQgAAEIACBDCOA0MqwB0p3IAABCEAAAhCAAAQgAIH0E0Bopf8Z0AIIQAACEIAABCAAAQhAIMMIILQy7IHSHQhAAAIQgAAEIAABCEAg/QQQWul/BrQAAhCAAAQgAAEIQAACEMgwAgitDHugdAcCEIAABCAAAQhAAAIQSD8BhFb6nwEtgAAEIAABCEAAAhCAAAQyjABCK8MeKN2BAAQgAAEIQAACEIAABNJPAKGV/mdACyAAAQhAAAIQgAAEIACBDCOA0MqwB0p3IAABCEAAAhCAAAQgAIH0E0Bopf8Z0AIIQAACEIAABCAAAQhAIMMIILQy7IHSHQhAAAIQgAAEIAABCEAg/QQQWul/BrQAAhCAAAQgAAEIQAACEMgwAgitDHugdAcCEIAABCAAAQhAAAIQSD8BhFb6nwEtgAAEIAABCEAAAhCAAAQyjABCK8MeKN2BAAQgAAEIQAACEIAABNJPAKGV/mdACyAAAQhAAAIQgAAEIACBDCOA0MqwB0p3IAABCEAAAhCAAAQgAIH0E0Bopf8Z0AIIQAACEIAABCAAAQhAIMMITM2w/oSmO++//74Fr507d9rBBx9subm5lp+fb4cffrhNnZoY/Y4dO/y1r776atz+TJs2zU477TTLysqyKVOmDJzT09Pjr3v33Xft008/9e8deeSRlpeXZzk5Ob4NFAhAAAIQGDmB7du3e9sqG7tr1y5vw2Vfp0+fbkcccYQddNBBCSuNRCKm62XTd+/ePeg8XT9r1ixvo6N9w4cffmjbtm2zrq6uAZsu/yGbLn8iH0CBAAQgAIHwEkj8bT+8bR4XLXviiSfs3nvv9S85ymOPPdZKS0vthz/8oZ155pneSSYqb731lt133312ww03xD3l4osvtl/+8pd24okn2qGHHjpwzgsvvGD333+//c///I93zHLec+fOte9973t24YUX+jZQIAABCEBg5ASeeeYZ++1vf+ttrMSWBrwuuOACb9PPOeccO+aYYxJWKnv80EMPWXV1tX388ceDzjv//PPtV7/6lZ1wwgnebgelo6PDmpub7b/+67+8TT/kkEPs3HPPte9+97venxx//PGD6uIABCAAAQiEhwBCK8XPQrNKL774oq1YscKPfkrkaMTzzTfftI0bN9rNN99sP/7xj+28886zww47bNi7X3vttd6xRo+WyrlqZiyYofrkk09M4uy///u/bdOmTfa1r33NCgoK/Ajqa6+9Zv/8z//sZ7dKSkrsuOOOG/aenAABCEAAAv0EPvroI3vppZfs7rvvts2bN1tFRYW36Vu3brXXX3/dfvazn/lBsYsuushHKwxX/uIv/sK+9KUv7RNhoEEw1Zmdne0v1wyYbHpjY6M9//zz9tWvftXbdIk02fTbb7/dJk+e7MWWfAEFAhCAAATCSQChleLn8t577/kRyC1bttgpp5xiV1555YDQ0vH6+np76qmn/LHPf/7zw95dI53f/OY3BxywLlBoiRzypEmT/PUSVGvXrvVhKXLYumcgtDSK2tra6l9HH300QmtY4pwAAQhA4DMCH3zwgf3hD3/wIuvkk08esOkSWn/84x/tjjvu8DZd733hC18YFl1xcbGVl5f72amgaCBMvwc2XeLuscceM81oKWpBNr2wsNB0/OGHHzbNrj355JM+hBChNSxyToAABCCQNgIIrRSi7+vr8yElDz74oF9DpdFGCSUVhflplPJ3v/udPffcc3b66acnJbQUdqjZMMXiB+u8NLul0cyg6BzdUyEnCmWZN2+ef0uOWevDFMaosMIZM2b4kdR4RW0PXsH7e/bsMb10nAIBCEBgohGQ7VOUwpo1a/xAlWz6nDlzPAYJK9nh1atXe0HU3t6elNDq7u72Nl2DZbLpWucl2x1t0yXudE/ZeoV/f+UrXxlAL1Emm66ZrQ0bNtj8+fMTPpZ4dl0na52YbDsFAhCAAARGlwBCK4V85bg04qgQQQkaOeLoooQUGs1UrL1mvpIp//mf/2n/+7//652wxFpZWZkXU0VFRQOXK3TwlVde8aIu3j3PPvtsP8v2zjvvJLylHK8WeEuYBUVOWnXrOAUCEIDARCMgmy4bqJDsU089dZB9Vaig1tzq/aHsazS3O++80w+MafZKkQ2XXHKJffnLX95HpGlQTmGJGhzTK7ronmeddZY98MADPnJiqCIbLvutV3QSjt7eXtOLAgEIQAACo0sAoZVCvnJcElrKGqgRSgmr6KIRTIV6aCQy3oLo4FydJ6deWVnpHbtCR1RnZ2enrVq1yq8X0NotLZzWe8owKOGm0JNE99T91LZE5eWXX7Y//elPPiwlKIGTbmtrS2r2LVHdHIcABCCQCgJ7JBx277G7n37TntncbdkHTbZrLjrFTpx2iE2NmuVPxb1Uh2xrYNMlcGLtq2aktO5VM1pD2VdFJMiWa82ukmZoFksC7o033vAzYoo4+Ku/+iuf3EK+Q8JI0REzZ84clDgpuKfEmLISDlU0Mya7rtBxicGgSHRpwI8CAQhAAAKjSwChlUK+cl5yzBIocoax6X41KyURpVmj6Jmj2CbIoWv91lVXXeXj7yWgJJQkeJRk4+mnn/aOUyOhEloadZUQ09qt/b2nHLvqUJhMUNSPoE+xbeR3CEAAAmNOwEUx79rTZ09s3GZNbW/bEdlT7YqzT7ATcj9b75TKNgX2TzZWtjWRfY2NBohtgxIffe5zn7Nvf/vbPgRRv8umK9GFMhlqzdUjjzzibbqElmyvhJTCBGO35Qj8iO4pfzNUUT0aAJQgi7btwUzdUNfyHgQgAAEIHDgBhNaBM9ynhmAxc6Jq5eB0zlDnKfW7XrHJMhR2qBFKJbhQ2vjZs2f70BOV6Pj+2Hsnc0+tGdO6MqUqDoqctL4M/OQnP2H0MxYqv0MAAhlPINpWyx7GFh1Lxr5qBksvia3oIpsuIXTPPff4EHHZYSUyUgl8ROx9k72n6tAMnJIpKRNtbOhgS0uLfec734ntEr9DAAIQgEAKCSC0UghT4SEaqdQopASKQkOii2axNKqoGaogje9Ib68ZLo2IKn4/GM3UKKscqhz2UPeMznIVe1+1WY49esRWXyDk1IfaXDm2Hn6HAAQgkCkENJskmy4bqBn/WPsq8aLBL503lH0diocyxSr8UJEKmsVSkT2WTdesVWyYefQ9o/dRjHePwKar/dGCTfXvrw+Kdx+OQQACEIBAfAIIrfhc9uuonJnCPjTLpDVTb7/9tp91CorCN5SZSrNVRx111H7dQ2JKAisQRqpEDlMZBpXmXfeMLtH3lEBLVOSQVWd0kdDSsaFmyxLVx3EIZCqB3S50besHEXvg+S32YWSXzTjmMPvamdNtyuRJNtn9HVEyh4Dsn0K5NcClbIGxNl3CS+tbdc5Q9nUoIhqAk12PtukSblrTJfutDIXRJfqew+2LmCh6QmINuz7UU+E9CEAAAqkhgNBKDUdfixyXRiG1wbAWGj/77LN2zjnn+HVUWiitzIDazPhb3/qWT2Qh56qsURJOctRaCK0ihy5nKmerWTI5YI1sSkgpEYYWSSvMLxjNVEiKMg6uX7/eL6qWY9YxjY5qby3t8aLMWBJjFAhA4MAIKCHDlp4d9h+PbLS3uyP2laLj7Kun5zmR5QYq0FkHBjdkV8umyzYH2WJl05XFVbNcgeCRTVaKdYX8STTJpsv2yj4rU6yKZr0kmgKbrkE52XTZel0vf6FMshqoU1H9uo/SuGs7ECXNkE1X/bLpmv3S/ZQ0iQIBCEAAAuElgNBK8bNRRqnLLrvMfvGLX/i1VErNKweq/U60h9a7777rHagcpISTklvIycqRL1682LdGC6Q1SqoMhUFmQTlqxdT//ve/92Es11xzzcCsmEZSlfZdG1wqa6DuKbEnwaWMVrr3d7/7XTvjjDNS3FuqgwAEIJDZBDR4piQVt99+u7fpmmmSTZeNvv/++/0slzYq1jGF+SKY5dgAACAASURBVK1cudJvbiwbv2TJEg9HWQllhwObLkGlMPJHH33Ub70h+3711Vf791Ukqi6++GKf9EjnaA2XBu20Z6JsugbVLr30Uu83KBCAAAQgEF4CCK0UP5tp06b5DYMlnjTq+B//8R8Dd5AI+/GPf2znnXeed6Q6Ry+NVgYjnzpZM1xag6VU7sEC5iCsr6SkxDtc7dOlEEQVjbhKRElMrVu3zmex0sJqFX1JqK6u9vu0BIkz/BsUCEAAAhAYloDsq+yt9smS6GloaBi4RjZY9lV7G+pnCaatW7d6mx6dCl42XQNf2vsq2L8qsOmKNtC+WPIb8h8qWu81a9YsW7Rokb+nfIHElora86Mf/chvYhztNwYaxQ8QgAAEIBAaAgitFD8KhfopBFCjkZppUkp2hQ1qBFMjnhI8mqVS0gmFlmh2SyOk0RkGtR5A2aeCPVy0VkohJxJqmqnS6Gm0aFJdgcCTs1e4SZB0Q1mu5s6da6eccspAqGGKu0x1EIAABDKWgGyvbLKEkEL6NDMlm66fNWt10UUX+TC+ICxQoklrp0466aQBJvo9sOmyzQoblK+Qj9A6XomtIHRcFylqQbb8wgsv9INyilaQiJOtVwi4bLrCx9UGCgQgAAEIhJcAQmuUno2crV7f//73E95BTjbe+3LIev35n/95wmvjvSHHq5fWgFEgAAEIQCB1BAK7PFSNGlCrqKgYdEpgm0eaTl1h4HotXLhwUJ0cgAAEIACB8BOYHP4m0kIIQAACEIAABCAAAQhAAALjiwBCa3w9L1oLAQhAAAIQgAAEIAABCIwDAgitcfCQaCIEIAABCEAAAhCAAAQgML4IILTG1/OitRCAAAQgAAEIQAACEIDAOCCA0BoHD4kmQgACEIAABCAAAQhAAALjiwBCa3w9L1oLAQhAAAIQgAAEIAABCIwDAgitcfCQaCIEIAABCEAAAhCAAAQgML4IILTG1/OitRCAAAQgAAEIQAACEIDAOCCA0BoHD4kmQgACEIAABCAAAQhAAALjiwBCa3w9L1oLAQhAAAIQgAAEIAABCIwDAgitcfCQaCIEIAABCEAAAhCAAAQgML4IILTG1/OitRCAAAQgAAEIQAACEIDAOCCA0BoHD4kmQgACEIAABCAAAQhAAALjiwBCa3w9L1oLAQhAAAIQgAAEIAABCIwDAiERWi1WW1FtdU1t1hUZB9RoIgQgAAEIQAACEIAABCAAgSEIhERodVtb0212wxVn2/T8IiurqrXG1k5Dcw3x5HhrzAns3rPHtn/yqf39vS/Ytb96yn7a3G69O3fb7j19Y94WbggBCEAAAhCAAAQgEG4CIRFa+VZcUmA5YtXTYavvuMmumjvD8gtLraKmwVrau8NNkdZNCAJ9Tk9JWD3+2vv2+xe32pOd22y3O6j/KBCAAAQgAAEIQAACEIgmEBKhVWI1LZ3WteVxW3n79bZoXr/o6tm01lbcerXNn5Vv+SXlVl3fbG1oLj7BEIAABCAAAQhAAAIQgEDICYREaPVTys4vsfKqOmv0omu9E1037hVdvbZ13Sq7bclldna+m/0qq7K6xlbWc4X8w0XzIAABCEAAAhCAAAQgMFEJhEpoRT+E7PxiJ7rcWq29ousBL7pmWk7vVtuw+g674aq5fj1XaWWtNbhzWM81UT/C9BsCEIAABCAAAQhAAALhIxBaoRWNSqLLJ8hoaffhhbcvnj2wnmvt8pvs6vluPVdRmQstbLGu8DGmRRCAAAQgAAEIQAACEIDABCMwLoSWnklXW7PV11RaWakTVMs3WE/woLLyLM9l0ejpWO1CC+dbUVGFNbQxvzXBPsd0FwIQgAAEIAABCEAAAqEiEGqhFelqtca6KisrzrXpZ19mS25dbms7eqzXsqxg3iK7cdka29jdZV1dG23NsuttXkGWE1wr7GonxurbQ8WZxkAAAhCAAAQgAAEIQAACE4jA1ND1NdJprU2NVt/QYE2rOz6buXINzSqYZxUVlVZZVWGlhdlRTS90a7XqrKW8wmrKyuzWdWutpqbRKpoqLDd0HaRBEIAABCAAAQhAAAIQgECmEwiJ0IpYZ0ujNTpx1dC01tyk1Wclp8DmOQFVWVllFaWFFi2vBj2c3BKrbVhqLcU32LrWZmu1CisbdBIHIAABCEAAAhCAAAQgAAEIjC6BkAitZjcTdbWt6A06m+NCA8utqrLSzWCV2j6TV8PxKCo2F2lo6yKs0xoOFe9DAAIQgAAEIAABCEAAAqNDICRCq79zOS40sLzKhQZWxIYGjqTz+VZSvtgi2WVWNJLLOBcCEIAABCAAAQhAAAIQgECKCIREaJVYjUvd3lAyc+jQwOhOR7qsrbXdurWXVlF+1DtFVlnfYJUpAkQ1EIAABCAAAQhAAAIQgAAERkogJFkHW622tMhyS+qsM+ketNrSsvlWVtFgJBhMGhonQgACEIAABCAAAQhAAAJjQCAkQmv/eprtMmP0draPQJzt3324CgIQgAAEIAABCEAAAhCAwEgIpDF0sNNaGlr6RVKk1f/b29XiMg/mWnQgYNzORLqtranempSd0G1WTMkMAs+91WO3PNBuUyZPsktm5dmcGUfZ1CnpGwvYvafP3u7eYf/7zJvWs2OnzZp+pJWccpT19fVlBnB6AYFxQmDn7j32xMZt9tBLW22X+7uUraBAAAIQgAAEwk4gjUKrzeqrojMNOlSbVtlNV68aEbMctzlx8Yiu4OSwEnjt3Y9NL5W8I7PsvIJpTmilr7V7nKB658OIrXjqDSe4Inb5WdPtvMJcQ2al75lw54lJQIMez73Vbcse7ZyYAOg1BCAAAQiMSwJpFFqltrT5TittbrGW1hZrXqvNibMsK2t4jtkuZjA7t9CKS6tsaV3F8DNgw1fJGRCAAAQgAAEIQAACEIAABFJGII1CK9eKSiv8q8qarCL7CmsqrrX21morTFn3qAgCEIAABCAAAQhAAAIQgMDYE0ij0IrubKGVVV1nuYXF5vYapkAAAhCAAAQgAAEIQAACEBjXBEIitIqtsq6eva/G9UeJxkMAAhCAAAQgAAEIQAACAYE0CK3Psg0WllZaaaGaEpWBcMTPptBKK0sJNxwxNy6AAAQgAAEIQAACEIAABEaLQBqEVpBtMMsWraxwQstthmVxMhAm2+OsRbYSoZUsLc6DAAQgAAEIQAACEIAABMaAQBqElrmMgS67YPe+q7H6j+1Hj3Ml1CgQgAAEIAABCEAAAhCAAATCQyANQqvcGroi1rAPg3jHwgOJlkAAAhCAAAQgAAEIQAACEBgJgckjOZlzIQABCEAAAhCAAAQgAAEIQGB4AuNLaEW6rbO93TrdjBgFAhCAAAQgAAEIQAACEIBAWAmES2h1t1p9VZmVVrfE8Oq2ltpyK8qfZjNmzbIZ03Mtv6TSGtoRXGH9YNEuCEAAAhCAAAQgAAEITGQCaVijlQB3d4tVl5TZbR29ljWv3Lqs1PL3ntpZX27lN621noFLe23ruuV2dZlZbluDlbPLcQKoHIYABCAAAQhAAAIQgAAE0kEgNDNa7fU1Vi+RNXOh1S4tswHtFGm2pUv7RVbBwp/bmpe22Mb1K+3GeTlmmxptaX17OrhxTwhAAAIQgAAEIAABCEAAAgkJhERodVpzU5v12kyrami0areLcZC0PdLcYE1bXfvzFlldQ7WVFuVbYXG51TphNjur19qbmt12xxQIQAACEIAABCAAAQhAAALhIRAaodXe2evEVKmVl0TvixWx1uYWHzKYV1ZpZdEhgkUlVuJ+7+10yTHCw5OWQAACEIAABCAAAQhAAAIQsJAIrW7r7nZPIz/3s5BB/3DarblF01k5VlJWMjDL1f/c3LkSXu5CXUqBAAQgAAEIQAACEIAABCAQFgIhEVq5lu1FU2Rf0dTebC2d7nhWiZWXxma8cAJLSQdzs2MEWFjQ0g4IQAACEIAABCAAAQhAYKISCEnWwUIrLsyy5W0t1upyW5QW6XFErM2t11rnIgqVhbA0SEEYPKnONmvrcr8UFVlhCJ/e1q1braury78+/fRTy8rKsmOOOcZOPvlky8nJsYMOOihhq3t6euz999+3LVu22CeffOKvnzRpkh166KF2/PHH23HHHedm8z4TnpFIxN5991179dVXTdfGKxdccIG//+TJIdHW8RrJMQhAAAIhJSAb+/bbbw/Y9IMPPtiOOuooKygo8PZYvycqH3744YBN//jjj623t9fb9EMOOcSmT59ueXl5Nm3atIHLZfN1v9dee822bdsWt9rzzz/fX4tNj4uHgxCAAARCQSA0QqtU6mrdBltaXmFW7bIOdjZZbd0GBynHSivLY8RUlzXV1HkRVlBSEkqh9cwzz9i9997rX3KUxx57rJWWltoPf/hDO/PMM/cRSrGfhM7OTvvTn/5k99xzj23cuNE7aDnTwsJC+853vmOXXnqpnX322QOXdbvwyYcffth+9rOf2fr162Or87+vXr3a5s+fj1OOS4eDEIAABIYm8Oyzz9pvf/tbu//++71NljDSAJZs+jnnnOMHshKVN99809voVatW+QExiSgJrZNOOsmuuOIKu+yyy+yLX/ziwOUfffSRPf7441ZXV2ePPvpo3GpXrFjhr0VoxcXDQQhAAAKhIBASoWVWXFNrixvLbXnHCrtpyYoBODlzaqy2Imo6K9JiNaUVdus6t3Yra45VVZWGKnRw+/bt9txzz9ny5cv97NKPfvQjO/HEE71geumll+xv//Zv7R/+4R9szpw5dvjhh8f9EGjU9J133rFzzz3XvvGNb/gZsL6+PtuwYYP98Y9/tNdff93Xo9FMzXIFRbNmCxYssGuvvXZQvcXFxTZlypRBxzkAAQhAAAKJCWg2Sjb9v//7v/1sVmVlpRdIstMvvPCC3Xzzzd4eayDriCOOiFuRrpPYOuuss+ySSy7xM2Gy6bp+3bp19sorr9j/+3//z9v0aL8gm37RRRdZdXX1oHrlQ7Dpg7BwAAIQgECoCIRGaFlumTW0NFnR0lprbGl3GxbnW3FZlS2trbLi6ESE2dkW6XIiK2e2La5vtJriUPH0I50PPPCAF1mf//znbeHChT7UT2GAChN57LHH7Mknn/QO9fTTT4/beM1cTZ061YsoXXvkkUfanj177HOf+5y99dZbXmi1tbV5px4ttOR09QVAM16xRfceauRT9e/evdvfJyj6WSEuOk6BAAQgMBEJfPDBB/bQQw/5WSjZ9PLycm+X33vvPW+bf/GLX9jTTz/tQwhnz54dF5Hs8oUXXujttaIbgsEz1ReEfasOnRMttGSz8/Pz49r0bOcLh7LpaojEXGDX9XNQZNd37twZt60chAAEIACB1BEIj9BSnwrLrKbBvYbsX7FV1a+0SreXVnHsuq0hrxv9N+XIFCa4du1aO+2003xYSeB4JazksJuamqy9vd0fTyS0Zs2aZXpFF9Uth/u73/3OnnrqKVN44XnnnTfoHI2+btq0yR/XOrDDDjtsn9j/RBR0ndaVaSYtKLrnjh079jmW6HqOQwACEMg0ArKBstsK3zv66KO9TQ/Ctk844QTbtWuXD/HWWiqFBCYSWqeeeqrpFV0Cm97S0uIjHlRHdEi4ztU5Wqcb2HQNwAU2XaGHwxWJKdl0iTmtDQuKjmsWjQIBCEAAAqNLIFxCK6m+ZltRWXlSZ471SZoBkmCRw1W4x4wZM/ZpgmL6JY42b968X+JFTlcjkbqPRj1jw0a0gPrBBx+0559/3p8jcacvBt/+9rftlFNOSRiqqEZq/cFvfvMbu/POOwfaHIyAKtnGV7/61bHGyf0gAAEIpJWA7KgEiqIINPsUa9MVVSBxJJuv8MCRFtlY2W0JNtUlIRVd9J5muhYtWuRtumbSlARDNn3mzJl+ZmyoolD2u+66y68tk18Iiu6re1IgAAEIQGB0CYxDoTW6QA6kdokgOWU5R406xq7BUlYqjYp2dHT4maKRFJ2vWH7NZKluCTaFraioXmWtuvzyy/399bPaolFQOdcXX3zRx/hrtDW4JvbeEmJy3lpDEJRA2GkWjgIBCEBgohGQLQ9susL+Ym26oga03kr2VjNPIymy6RJREmkKA9SaK9WlIsGlEMOysjIvrJRtVvfQOi+df+utt9p1113nrxlKbEm8zZs3z68TVqhjUCSyFFnxy1/+ciRN5lwIQAACEBghgVAJrUhnizXU1Vtja5sTFNonSxtlDVOyy62xq8HKhjltLN5WLLwcswSKxE9sCnfF08uhKmxjJPHxWu+lsJK7777bz2Ipw5VGV7XuSkX/SigpxbActP5VO5R8QzNcGtEscdkZNaN2xhlnxEWhsEQ59rlz5w68rxFUfXlQPVr4TYEABCAwkQgENl22UPY8kU2XcBmJTVfkg0L3NIglWy3BpHDxwKYrCYbW6kooKURQA3Q67+WXX/YJkWTTNXAmmx0bbhj9fFSfstwqTD2IUND7Em1r1qxBaE2kDzN9hQAE0kIgPEKrvd5tSrzEVrs8FyMqTowlIcdGVOWBnDxc3Lwcts4Z7rygDXLgmsWSc5Vo+vM//3O/GDs6u5WcqUJaYsNalDxDI7BKwKHQQL2fSGhJwMWGIqqtesWGsxwIH66FAAQgMF4IRNvqaKEStF/H9sema2ZKNl1JNpS8SNt2REcbSGgpuYZe0UU2XeJKCZU0IyWbPpTQUvsTCcSh9v0aL8+HdkIAAhAIO4GQCK1ua1q6dK/IyrPZC8ustKTYCnOzk0jd7jY7DgllzVYFa6e0D0r04mM1USOS2vNKwigYuRyu6Uor/D//8z/eIV999dU+lETONpkiJyvnXeQ2dVZbdG8KBCAAAQgkR0BiRDZdg02a3Y+16RoIk12VMIrOADtU7YoQWLlypd9jUftgfe1rX/MRCskWhY7rfCVeSrSZcbJ1cR4EIAABCIwugZAIrXZradVUVp4turPNGqP3zRrd/qe0ds0IaaZJ8fDK8qRU7Nq/KigKF9G+KQrhC2LxEzVA5ypMRJtSvvHGG36PFm1qKZGVrEhT3RJ3WhCta5iZSkSb4xCAAAQGE5BNl7BRhkEJqlibLvGlmSWJsaE2LFbNOlfhgkpMIdsum66BMyW1SFakqZ5A3Gk2LTaUcXAPOAIBCEAAAukkMDmdN//s3l3WpcmWvDKrLA9ZzvYRANIaLM0gSVwppa4SUShlukST9tHSImY5WO2pEixuVligjkWvgQri91etWmXr16/38fnaj0vrsDRyKvEkZxuEsigroDIZ6l5az6VF1ppR05cCOXalDtaXAIWcUCAAAQhAIDkCsukSUVrnJKElm67sgsF2GLKveikBkey61mnJFsumKzwwKLLHssP33XefT4AhYSWbHqy1DWy6whBV9Luuj7Xp8hOqW1kQtRZX96VAAAIQgEB4CYRkRivXOQ1BynXJIsILK5mWKf2u1lD99Kc/9XteaXZLC5GfeeYZ72QlwJRFSqOY2tx4+fLlXoQpwcW1117rbyFHKpF1yy232A9/+EP7xje+4WeyNCKql5y/BJdGWjVLJcff2Ng4ENOvNug87c+iPV4k8K6//vqE67OS6RfnQAACEJiIBCRoFN5XV1fnbboSB33hC1/wM1kK/5MgUmIKrX+VoNIWGRpAk41XtlcViaz777/f+wX5hyuvvNLbdAkqhf8FNl0CTD/rmJIfaYBMSTG0VYdsutbbyjco/PCqq64acn3WRHxW9BkCEIBA2AiERGgVuzVZOXZHU7t1aiuS8Tup5VPtKsOf9j3RyOWvfvWrgWcup/l3f/d3fsZLIkmjoholVdpd/RwUpX9/4oknTBmvVq9e7RNZRKfw1czUF7/4RT8iqlFUnScnLCGnzTX1exBSovf/8R//0e/rxYxW2P78aA8EIBB2ArLVGhz71re+5Tcu1n6DQZEI+7//9/96e6yZL9lfRRVoEE0/B0VZYyWSgmx/GkzTtUFROPm5557rbbo2NtbMliITZP/lI2TTNaimdbfyIz/+8Y/t4osvZkYr7B8e2gcBCEx4AiERWrlWXlNjc5qXWu3SZiuvL3NzW+OzaKZJYYGKvddsltZkaQG1nLAcqESY3pcQ0jFtKKw1VAoLDIrEkZyokljEK3LKChkJskYpXFGOXsfl4BVKqPf0u0ZNlZVKo7AjWdsV774cGx8EdrkvaW2bu+3ZN3t8gy849Wg77Ti3wbUbKadAAAIjIyBbKvspmyyRo30JZdM1+6TZJtl02WydF+yHpWyAsvNB0c/azyoQUbEt0NpezVrJf6iobkU5SORpva9El+qXOFMmQr2nOvU+BQIQgAAEwksgJELLLLu4xpqbs62yssJKyqtsaXWllZUUmUs8OC6L9kTRS5sAJyoSQvHe1+yTXskWzVRps2IKBERg1+4+W9Pxjv1/a17zQP7xijNsxjGHOaEFHwhAYH8JaD3VcNkBNXimWanYooEwvZItElQLFizwLwoEIAABCIxfAiERWi1WU+qElguR0B7FHatutavcyxc3wtc/xpcAsjYs7m608gRvcxgCEIAABCAAAQhAAAIQgMBYEwiJ0Oq2ztZ1tqE3TvfdDvbxDsc5k0MQgAAEIAABCEAAAhCAAARCQSAkQqvYKutut7L9STmYHZ4Ni0PxRGkEBCAAAQhAAAIQgAAEIJB2AiERWoVWVlWVdhg0AAIQgAAEIAABCEAAAhAYOwLaF3bXnj7b8eluf9ODp7ptjNxLRdlWx3MJidAazwhpOwQgAAEIQAACEIAABCCwPwQksp7s3Gb/8odX/OXlxSfYFeecYAdnQBav0Aqt7vZWa23Tvlrd1p3tQgurSsfz9lr787njGghAAAIQgAAEIAABCGQ0Ac1ovf9Rr7W+vs3389yCabbHHcuEErKEzxFrb6qx8qJcmzZrrl121dW25IYb7Ka6ZuscoB2xpooiK6lssDaXoZACAQhAAAIQgAAEIAABCEAgbARCNKPVbS01ZVZ+6zrr32Y1AapIizW1dNi6rVdbaWfEWluqLP62vgmu5zAEIAABCEAAAhCAAAQgAIFRJhCaGa1IS41VepGVY7MX/9xWPr7Rtu9YaYtiN9HKLrPaxltsXp5Zz9oaq2noGmVEVA8BCEAAAhCAAAQgAAEIQGBkBEIitLqtqb7RNrmtiefc0mKtDdVWXlJoudnxO5PvNjduql9keU6WNTc2G1IrPieOQgACEIAABCAAAQhAAALpIRASodVura0uYDCn3Gqqiy2BvtqHUG5ZpZW5Wa1elzSjPT3suCsEIAABCEAAAhCAAAQgAIG4BEIitLqsS9NShcVWlIzKUley860o3/2rrIRxu8ZBCEAAAhCAAAQgAAEIQAAC6SEQEqGVbdkSWJGuEYimbmksU3xhstosPYi5KwQgAAEIQAACEIAABCAw0QiERGgVWnGRy3rR4TIKtiX3CCItjda0ySxLs2DJXcJZEIAABCAAAQhAAAIQgAAExoRASIRWkZWVF7lUGBusrrLKmofJbtHdWm8VlXf45BnF5WVWOCaouAkEIAABCEAAAhCAAAQgAIHkCIRmH62iqlqrbLjM7thwh11W1GLznIAqK+7u36i4u81lGay31k4lzWi25rUdfq+trJmVVlvFfFZyjzr9Z+3cvcee7Nxm//KHV3xjvn7mdMvLybYM2fw7/YBpAQQgAAEIQAACEIBAaAiERmhZbpnVNS2z7vIqW9HRYWuX67WX09bVduuS1ftAy5q5yOqb6qw0NzQsacgwBPY4RfX+R73W+vo2f+ZZJ+bYcUfGbpQ2TCWj8Hafa9fuPX32hBOB7Vs+9He49At5duzh6W/bKHSXKiEAAQhAAAIQgAAExoBAeISW62x2UaU1tpVaVUOd1bv9sVpaO2xrbxSFnAKbXVxiZS68sKqi1ArJgjEGH5HMv0Wf6+LOPXvsgee67L9a3cI/V0459jA76rCDM7/z9BACEIAABCAAAQhAYFQIhEpo+R5mF1pplZupqurvb6TbpW+PRFxWwlzLTbSD8aigoVIIQAACEIAABCAAAQhAAAL7RyAkyTDarbGmxmrqWweld8/OzbX8/PzBIqu72apLS620umnQNfuHgqsgAAEIQAACEIAABCAAAQikhkBohFZT3a1W1zBYaCXsplub1d221tY2tViSGeETVsUbEIAABCAAAQhAAAIQgAAEUkkgfKGDSfauu6XZ2pR60LoskuQ1nAYBCKSHQJBw5JNPd/sGHDR1smW7l8qkSZPS0yjuCgEIQAACEIAABEaRQBqFVrNVFVZak1dJEet2SS9625ZaSX7t8N2NdNvWnr1ZMhRWOPwVnAEBCKSRwC6X1XHDG932k1Uv+FZcftZ0+8GFM+xgJ7aQWWl8MNwaAhCAAAQgAIFRI5BGoZVrhYW5FnGZBQPNZL09tnWrn6ZKrmQV2KKl1VaS3NmcBQEIpJHAR7277MUtH/gWnFswze2fpnyPFAhAAAIQgAAEIJCZBNIotEqspqXdaiJd1t5aZ1Vlt9ra/IV2Y3Wp5Q/LOtuyc/OtuLTMSsjxPiwtToAABCAAAQhAAAIQgAAExpZAGoXW3o5m51tRaYkXV1n5bg+t6morHFsG3A0CEIAABCAAAQhAAAIQgEBKCaRfaPnulFt91xard6utWG+V0udLZftJ4F/+8IrlHnqwKdxt28ef7mcto3fZzt177LHX3rNft272N7nynBPs4ll5dtCUkCQSHb2uUzMEIAABCEAAAhAYFwRCIrTM7ZM1fMDguCBKIzOCwDObu0Pdjz0uucSb23fY71/c6tt5TkGu6ZhNCXWzaRwEIAABCEAAAhCYMARCI7T6iXdbe3OTNTW3WntXt3VHkkjcnl1qNY0kxJgwn1g6CoGQEYjs3G1vde+wg91somZBj8zuN6ukrQ/Zg6I5EIAABCAAgTEmEB6h1d1qNWVlduu6EWQdFKysbKscY2jcDgIQgEBA4JnN223xfz7h0tRPsu/PLbDKLxV60UWB3aiYSQAAIABJREFUAAQgAAEIQGBiEwiJ0IpY69LKAZGVlTPTiosLLT83e/ink92fSGP4EzkDAhCAQOoJRHbusbe7+2ffP4jsdGnrU38PaoQABCAAAQhAYPwRCInQanfhgh2OXpbNub7ZmuqSSfE+/mDTYghAAAIQgAAEIAABCEBgYhAIidDqss4uBzynzGpqEVkT46NHL1NJQLMqmk3J2rXHJruotfDPqvTZbtfIjyK7PIapUybZIQf1Z/JgbVMqPxkToy6tk9vx6W7f2UMOnmJTJ7tAzkmTJkbn6SUEIAABCISWQEiEllm2ogSzXbhgEtGCoaVJwyCQJgL/+8yb9tir73uRVX3JabZbGQhDXNS+LT077OcPvuLT559z8jT764tP82ub+H4c4gcXsqZpQOFTN7jQtP4tu/+5Lb51+hydX3iU2+oAoRWyx0VzIAABCEw4AiERWsVWUpRly9u6rEtLHRBbGfNB1BfqrR9E7IHnt9j2T3baa+98lDF9C1NHNm/bYXqp9Oxw64Tcf2Euap1mINa7NPpbeiJ26MFTbY/71hzuVoeZ6MRtmz43b2z/xFpf3+YhfHdOr5vR5ZM0cT8R9BwCEIBAeAiEJDVWvlVUl1tBT7PVN3SGhw4tOWAC+hKkmYv/eGSj/eKPrzrBpRhRCgQgAAEIZAIBiVrt4df53sf20pYP/L87dyN0M+HZ0gcIQODACYRkRsttWFzeYE0/L7fymjKriNRbbVWpFTKzdeBPmBogAAEIQAACo0RAUcq9u3bb0ntesKfdVgeKYtjh1sxRIAABCEDArUEPB4R2a6ypt9ZIoQshbLMVN8y3FTV5NrO4yAqHS/HuNixe2lRjJeHoCK2AAAQgAAEITDgCH3+6yz7cm9xmwnWeDkMAAhBIQCA0Qqup7jZb0RvVyt6t1rHOvRI0fOBwVq5VDXcO70MAAhCAAAQgAAEIQAACEBhDAiERWvlWUr5o/7rtZrQK9+9KroIABCAAAQhAYAIR0JoyrSBT0qCPe/u3lzjm8CzLmqqMp2SqnEAfBboKgTEhEBKhVWLVjY1j0mFuAgEIQAACEIDAxCQgkaUtAe5ct9nue7Z/S4CbF37BZp+Uy5YAE/MjQa8hMKoEQiK0RrWPVA4BCEAAAhCAAAQ8Ac1qaVuJF12WRJWP3MwWWwLw4YAABEaDQEjSu49G16gTAhCAAAQgAAEIQAACEIBAegggtNLDnbtCAAIQgAAEIAABCEAAAhlMIE1Cq8kqsif5hacH/MqusKYMfkB0DQIQgAAEIAABCEAAAhAYfwRYozX+nhkthgAEIAABCEAgRQR+/0KXvbz1Qzv2iGy79PQ8O+TgKTaZDIQpoks1EJjYBNIktIqsYumNVtidAvi5JVaUgmqoAgIQgAAEIACBiUfgN0+84TtdlH+EzT3lKJ/qffIUUr1PvE8CPYZA6gmkTWiV19Raeer7Q40QgAAEIAABCEAAAhCAAATSTiBNQivt/R71Bjz7/7P37nFxV3f+/zvXmSRGiImCtzDxxniFqBG0WvAKrpdgawu61tDd7SPYx9rQ7W6Dv91Hmz/62OCufQT36xqy7gqxtSG1CmnVkFYb4i3EW4i3QL1kYtUQEwWiCUMS8vm9X2fmA8MwM9zhM/A6j8dHM5/LuTzPh/f78z7nfd7nrbekoaHBHF9//bUcf/zx4vV65aqrrpLTTz9dZs6cGbMOhw4dko8//lhefPFFaWpqkq+++kqOO+44SU9PN8eFF17Y6/kPPvhAduzYIa+++qq0tbWJ2+2Ws846Sy6//HI555xzZPbs2b2e4QkSIAESIIG+Cbz33nvy+uuvGxkLmT5r1iwjX7/5zW+Kx+Mx8jlW8vv98te//lVeeeUVeeedd+TAgQMmjwsuuEAWLlxojvC0a9cuefvtt80zkOnTp083ZUGmQ58kJiaGP+Ko329+3CL/31Nvy5TJk+Tac5PkenXLm6r/HumNgRGq/egxS/703l75c+PnhsnfZsyXC09NkMlafjyko8eOyQd7v5Zfb9st/iPH5Ioz58rNF52se31xY+WR6D+8M0c6j5m91V758Ise78xUZc40vATA+nXfl/Lkm5+ajK8/7yTlj13uxl+ioTXMfdre3i6ff/65PPPMMwJjCwbTtGnTZO/evfLZZ58Z4+mOO+6QM8880yjNSKmjo0OgYNetWycffvhhjzz27Nlj8klISJCTTjrJGFOHDx82Sri2tlbeeOMN2b9/v8m7s7NTcP/7778v3/ve94xi7utjIFJ9Bnquaz8SVRTW0U6Ro0dlWieOIz2ymnzksO4c2WHO43pomqRtOqYcjnWOvIDDnzbqOfno4V51DK3TFL1udRyWqUdR3yPm/8f048maNkWOjbI//zHdcBOMwpma+ipTsLWv4T4LLI+OPMsenRjy45gKVbuvcTrQ94E6BlgG6mhpf482y2h1jnbe0g8405bgexB632R91y09b8kU0a/JaFnw/AAJ4O9zksqzycdUnoSkKZYy1vM9rukH03AmyGPI9E2bNplBLFumNzc3y6effmqO22+/Xc477zxxuVwRi0YeuG/9+vXS2NhojCzIaOgFyGgYYHPmzDEyHYNwR44cMfc8//zzsnXrVlM+7j+mMhXy/6OPPpL8/HxJS0sblQG0UJmuG04F9pzSutj/Pnaks0suhgLYs++IPLMvsFfVyTMmy9ULjpfJU6fISP9l4A04qu/Me759suHVXaZKWZ7j5dy5LmOooL6R5D1kuqV/28c6RI6NsUHWqTKzeX+bPPv6bvlK9/maNalTcs6eI1NU34w0v4gv8Tg/ab8zOz76XN+Zj3u8M3hn1UIf8QGCcY64R/M69e9z194D8tRru835lMTpcnKCu1vGq1wXvcdIcxi6weB58ciIhtYw9xoMHow+/uEPfzAK8wc/+IGce+65ZhT06aefllWrVhmFDIU6d+7ciKW3traambCysjK56aabjBKHQt25c6c88sgjJu8zzjjDjKTC0ILix6zXk08+KVDod999t1x66aVGecPg+5//+R8z8gpFHs3QirRZI85FOh+x0mEn8dwxZdHp75BJLa2SeLBFOg75e9zlbvlCpsw8IiccahFXR88PqOkt++Vos/7Rqa/8SCd8lx3VP+oZrftl7qHoCwdntU0T6/PjJeHrL/W+QzL7Kx011Q+lyVDco6yUj6qhNe3LfRHrO2X/PnG3HOi6hvuONKtyHsNRuaP60TB5f0tXnWa2zRDZN10Sv26Rw4c6ZNaBKVrHZtPfTl+EjpFy0Y/HwDutX2QhyXXgSzn6hb7X+JikoTVsf7qd+mE87YDKkY6veuQ5S6bK5NYWmf51W9c1GO6DlVuRKnzw4EFjYEGWIn3/+983Mvwvf/mLObdmzRozy3TaaafJiSeeGCkL45Hw7rvvyn//939LRkaGLF68WBYtWmTyWLt2rWzYsKFrdgx6A3IcA2Q4DwMNZUKmf6HvFgy+X//613Lqqaea8lJTUyOWiZPROEQ7HzWjQGbSqcYfBm2MblBjUC0/OYbZI5VHs7+CXGyLmoVb5euR5lnG0BqNdEQ/0lCmLdOnfPG5lq9/u/rBDCMskrxP+PqIdKpMPzpzulijLNPDmdgyE/pxuurHGa0zVScmyBEjW8Lv5u+hEoj0HYB35qi+M5OmTdVjWkCmE/5QUZvnYWhNbWvpktvTv2pVae7u+u3S3wFdOlmmqEfYJP3WjVedSkNrWF6Z7kz27dsnNTU1cvLJJ8s3vvENuf76640xBKWImS24nkBpz58/X6644oqIpcOt5LXXXpOkpCS57bbbTB4zZswwihxK9+WXX5annnrKzFDhHpQJhQwFfeWVV8q3v/1t82/Mmk2ZMsUYaG+++aaccsop5lykhJFSjKIe1RF5O+EcjDicH1DCSKfOonz+H/8p7epu4zp8VP6xtV2NGT0fkua8O11m6OjcT9v8RlmHpnk7XbJXld1o6ROUnvVVh6Qd0lm2KGn2W9PkyLPT5R+0LYf1w2JGwxTZ/9LMMVF6qO+Z7Ufk5wd6Gq+o+ol/mSGZ+mGaejDQlqRGt+ydoUoiSrtG63Sivgc/b2k3xSW8PU2mPjVN7m31m/di1o6psv/5GWPCcjDtdyvff9T3NvydPuE9fW9/43K8sTiYNo/lM5APFx46Ir/4quf7DqP8uLdmyDf0Q/TcgwGj15ubpCMnp4jox9FwJAx8waCC+zfka25urpHHKSkpxvUPg2gYGMNg1tVXXx2xSAyEQW7D1e/mm282hhZkNNzIIb+fe+45M9sF+YxzKPPZZ581HxbZ2dlm9gr3Qz6jbOQHV0bohL4MLTyDA/LcTjDk4MrY7wTDSmX6/of+Ww6pbkIyxlpQbuN/d7YektsO9xwwC83/BJX3n693jZocgoxc9HWHnBmUgyc3zZC9bv1gNnVXea/XwuW9S42Yg6/OkI4xNrJsbpCZ/6IyEu9/4jvTZV+18htrQd7vlyb+bgz/DsA704x3RqHH60e+U3sB8uMs/Yb5RfAbZt7bgdnmX7QFvhHmvqW69NfTjS5NWLpUjrvmGnHNcDu1OTHrNTyaKGYRE+ciFBncPWAoYbYJM1knnHCCAQAlCcWMc3D9gNtJtARjCvfgXjxjz3whD5zDSCfWbqEslInRUih7zJJhLZY9qoqPADyPNV1Yv/XJJ59EK1J2795t3A5hkNkJfwgwsnAeRlp/E5QYRhM71E3ysI7YYk7qtEgPBwen50e5NkDzLlIuAzqH1Q4xVzxofa19IqEkjgRcuQdUznDdrHNC4omUmdYTTqkJ9jX9PdosI1VrWmh9g33f9V6gjvsjPeXMc7HeaSewdia1odUKK6AiroLSSRS86/b7fvxRvwxXwDjIV8xoYbAKshdHqDyGfMWAF9y1Y8lXyHufz2cMKY/Ofs2bN8/AgEyHoQTDqbq6WlpaWoxMxwAXZsAgw5E/ZLudYIhddNFFxtCC3I6VUHfIb7ixw0XRTnArR336mwK64Kh0qA7pUJkeKal5GzuNgRw6XmuEw6Sw8qPJ+2MtOk4YuyWjdhUys0s/ov57R63oCVtQj/diDN7ZiQQe3zAL7AYHPIx7/LZ1qaXeUSPv2zRy5GloDSNbjBrC6IFCgyLFrFZoQjAKKE0sbv7yyy+jlgz3ELggIuBFeAAL5Im8UQYWZENhYmQSShMKO1KZ+DjATBryjZZQHgy4l156qesWKFcofZQ1IENLcziixtZHx58sX56APyOdeg942vYoPvl4txznmiq79h+UTi1r7qzpknLCLJkEd9xhH/fUtmid9uhs1J7gCMoZ82ZJImbNdIQQxuEnLYfkc53VipZO0HtPSZwhH+77Wtp1RiM0nTTbJacl6uzWiNS9d40wwvmFjsju/vJQr4tnn3ScHO8Oujn0usoTw0kA/dCqs6Af6TuMdHLCDDl5zkzOaA0n5AHm5Zo3V2fyh0ctQ75CzsJQQgCKcPkKQwmDWxigiiVfYUDBGINMx/ra0ASvhOTkZOOtAP0BPYJ1t1jPi0EyzFqFJhhfkPXwesDarVgJ+cAA3L59uxlssxPkOmbN+psw0o+PHt/sJPk8TKZDhp954nFGLn6ta4lCE2T6fJXpmCAaqRkB6KmDOvPz0b6DclhnxxN19n7BvIBJ3qyj47a8XzB3lnSqEvhY5Xy0BA8LtOUz1RNf6t/1FFUOZycdJ7OmB2Y1oj03XOeNQatteP/zsdcxw9WmeMzHfPvoS79r/9fSqrMuM3R2/AzVq26sj8MHA9OoEnAlnWTc8eM10dAaxp6DOwZGEKGcoYBxhCa4DsJ1BIZRLLcNBNTAgXvxTGiy84UyRlkoE7NOdkSqWGVilDRagjEGd8a77rqr6xYIGzyzcuXKmIZhrzyhVXXh9uPn3iAN0xfKJOuYTNVF7OHiqWDR6XLBqcfLQxsb5aC6/iDqzD/fkKp7mIyMD3qHzrI9u3W3/Lr+Y1Pln91yrpx99okyTX32D2uf/bbuQ6nZ/lmv5tgnrvGeKH9/5QL5dc07KoB7ssxbeIrck3XmiNU9vFJwXXxDN9n85R97jy7/x+0Xylnz5wgjJYVTG/7f+LBrfH+fPPCHnSbzu648Qy66yn4Pwt/44S+fOfYmMFld/GTq8Kg2GCqQs7bLXrh8narlwHDCfbHkK+Q58oH7YXgQJLgCwniC3kAe0A34N2Q68se10NTfMvEMdMitt94q1113namjnfBvDKph7Ve/kn5cTpo2XZ4852p56fA5ZmRqmnVUZbsYGf6LvAvkdyoX3/k0OCwdzBQy/SdBmT5S3nhYM9nYfED+7w/vyd4DHXK5Ruf7+S3nmRpsrO+W9/fd6DUG2X89321whrd9wbyZpi3PvbRLoxXu04HAKXL/7RfJgqTZoyJPYQjCwPvN795SwzUweGPXcbR1TDibifQbA2gdqmMf0ndqq0YgPFONrJ9/K02S5x43Ku/BRGLdn7ZO1kmKScMk0/tT3nDfMzzaaLhrFcf5wThBwqjHZP2AD0/2aIh9X/h1/Lav4fnw0ZPw3/a9GKHsq8xIZdnnoPxh1OFDwE62Cws+LmLNwEXKF3U5OH2WtLoD6wAmGy4BNvb97XPmSeeJc+SLWZ/L11OOyMGEeTJNZ+ymjcSoEUaoVHD65xyS/TMDHwOd85K0PD0QzEKNsPbEA3otujGK+k1KSpbW2Xtk/6GeESPbE9VgG6m6RwCMqFlHmo9pfXuPaB87UUMon6Ish2lUP0LxPBUkgGh4nS2TtR8Cbln+hBNkqs44T8VgASmNDYEIcnewFYF87UumI+9Y8jy07EgyHdcj6QXkifPhMt/OL7Ru0dqH8mCoQYaH1hEDdLZbe7RnQ8/Dw2CSWkqHps1QmR7YJmQS6qcy/cBsjYSnM3IHIBdn9tR5XTJd/x5GKqz6JKz9PTZTWo5rlv1H2+XrhLkyNehNEirvj847UYOFHtU6RvdRnoMPOpXxBxO+0vuOSId6BshJySpPE0ZFnk7WtkzRtYatsz+R/Qd7DrKOto7pz3sxXu85pgYvgjV8nbBX34NOmXucfhfNVbmuM6XYnoBplAkMo0wf5Zqb4mhoDSN1jDQivC+UG0YMocxCkz1iCYMmfFQz9D7b6MHoZmhwCtyDfHGgDPs+BLyAIsW9gy3TNgqRl51gaKFNkQzG2NgCHwcI031sciC/nmEwAk9bmK3T4+jkqXJUbzs2Vd3d1OCbpIbWcEeeMx8tkzXcPMqbElRg+m9TnhokkyZ3mvK7rkVoYKep3zTpnIL69lSCI1n3CFVRPhr2NLQtoTfpyPNkbReiITKNLAG8N+YdDr4Plr4bk8zRe5BkZGvC3EeCQH9kOmarcF8smW7LfNwbLtPhkQC5DYMK+gP3QuZipgsyOJJMt8uMFk7eZoE8Q2W6fR75Rjofm6HKc/WNtmW6fW+nth1yFP+PJhcRaXBEDS3zNxgov1P/FiH/kEJlpKVy0eqc1KuOoW2GbDcyPqgLkCf+vkdLnmIbjEmH9SNf2xCN5Ujox9j9PvGuYguPySrb7X4w74U5xjZ678TrifHRYkcbWv5mn/jUN75VktVX3aOBH52doGgxeogog/C1R7CK0ASFiQhTkdwKQ++zRyDhfx+uZJEn1gzY7iZQyjiwQBvKN1aZ4S4ozqY5/LWDazXWLp02B0swRWbA7z5KMfOOmy7TNdQ4NtD7UqNWwaWDiQRIYGIRgGyF3IS8hetfuHyFkYS1V5D5seQrZD7W22IdV7jbOOQ58kUZuA96BEYQZpwg/+FCGJpCy4y2XcdE6iXIcJfKaqyPxAAdZDfOhUtsnJul68lO1XW2Ok8pbbr2Bi7rTCRAAiQwkgQcZ2j5fbVSXlomlTV1smNvcEYodblsbSyVzCCJ+rJCqUoukdICr6OML4xCQpkizC82okSACiygthMWHyMoBfbEirbfCu7FwmgYTrg3fMEy8sTC7LPPPtuUhTKhnBFkA4YZrocmPI9F08gP+U7kNF1nGQoumy83XRQIUnKCLtSGe124QgajEvXnTzst0Szw/vnv3zW+/0wkQAITi4Dteod9C+E+HS7TMaCG0O6IPhhLvkLeI5AGov/BMAtNCHqBAwEusN4LZcJwg4zHvaFBLPAcykRwC8j/8EAZE6t3Aq2doq5cZ+saqofuXGgGxBCwAOt8se42NEHWX332PMk8Y55uz9Ep/735Q6ne/ulERMY2kwAJjCIBRxlazTVFklu4RnZE3/NQ0dRLVflaebCpRurq9SjLjh2SexRhwk0Do5DXaLz/+vp6E4IdyhIKGJGftmzZYiL43XnnnbJgwQIzUrl161YzmomQvbZRhmfOP/98qa2tNc/Ye2jBwEKemBW79tprTVmhZf72t7+Vbdu2GUMOih+RrnA/Qr8XFBQYY2yiJnudQ4JGpMIRmiKtr5h3nEtO1ZmvA/4juil5tHkv59C89tyTJGOBrg/Sj7SzdOHucLteOqelzqoJ/PXP1/UbP7s5sPj+otMSdLG0898XZ1F0bm0gN7BuFdt1QJbiQIh2yHQMbD3//PNmY3gEm4Dchrs3ZDqMMoRkz8rKMo2DvEcEwT//+c9mPy0MfEFGIw8EpYChhf25EIHQLvOqq66SJ554wuy7uHnzZnM/ZtVQBxh3OTk5csEFFzgX3ijVzLhcqmGFGS07BWR6z79DeDRgRguRZjt0jSuiJTo9zT9hhnzr4tNMXc875XgzMEjpMvK9hncFrO+47HS58qx5MkcHZedpZOGRcn8d+RaxhLEk4BxJ01gmBUEjKyE1RwqKCiTX2yzleffJph6EPGqM5UjNik2y48FCKclrlPJs5zgVIvQ6FCb2N4HyxMbCtqG1a9cuY0AtWrTIjERitumFF14wYX1xzja0PB6PXHrppeZe7KUC5Y37YWghT4yMogx7P5c5c+aYDwGEGEa5KBMRBGFoffTRR0Z5Z2Zmmg+B0UhQBAiLu8hzgjFqDviPyluftIr/yDHj1oGZIggspxsEaAeU8jc1MiHcBy88NcGxRtcizxxZcrlHXDqayzR6BKaoYXuGhoPGwTQ+CcDQwsBWuEyH1wLkKzwYLrnkEoHchlvgK6+8Ys4jkqttaEF+X3bZZcYw+vDDD42Mtg0t3IsZL2xkbM+KwSUQG95jBgz7MtoyHYYW7kc0QegMlDEqSYUhBpwWzlfZrf8+pBsTv/VJWzCcu64DC8r7OSovQ+X9qNRtgIVArkP/nHvybLn+3CSztcibH7foNg3O2wEvSbdAQXRefORjEI1pdAhgoHKyDphdf97E9gIaHdrjvxSHGFp+nZkqky06k5WyuELqqgrFY2ynGqnq1QfJkltSI7WSLen3bdPZrVopy85zjAshXD9gMMGI+v3vfy+PPfaYGd2EIs3OzpZ7773XbDYJf3746+M+/B9++naCS8jChQvlZz/7mfzf//2frF+/3sxiwbBCqN5bbrnFKG07wXUQe7kgNPvTTz9t7sdHAPJBXf7lX/7F/D+Wu2IvzEM4ASXm0iAYP831mj1BYGTdu2677k3il4vUyPp/6uLh1hFIKLiXP9ivI7hDKGwEH8WHBfZUKf32RaaUo9qW/bp3FWeLRhA6syYBhxGA0QOjBp4Hv/vd7+Q3v/mNkdnwKIBc/clPfmIMLdwHVz94KuB66HouXDvvvPPkpz/9qfzqV78yhhNkNPLAzNTixYvliiuu6Go5XAcxc5afn29m1PAM7od3A8q65557zOBaLHfF4cQImYdZo3uvOdvIQex9CJne2PyVMbwwwPMvOV7de8jqIe+Hsw7DlZc9A3ZnRop8V40YbJWx5NFX5TWf7lTMRAIkQALDTMAhhlaj1NbtVmmdJSXltpEVq6Vu8RYVS27pHbKhoU4aJK9r/Vasp0bzGgwhKMq7777b7HOFRdUYhcRslL2AGa4lxcXFZsFz+CaWuAcugPfdd59RqnYeMLYwaxYpYQYMihfGGO7Hgmooacxohecf6fmROAdj5RzjP3+xUWiJM6d17zUVaXHUSFRiHOYJt4brdDQWhiDS/BNmjkr44XGIkk0igX4RuPjii42Ld6hMh3yFTLc3loechbyGF0J4oAoYSdiw+J/+6Z/M/lWIHgu9AI+EaDId67YwQAZjzI42i7Ig06FPxiJBpsOt+j90fynMbM12a7RdRBVUg4sxg4bWI2CLtcOhbPEbM4ZMJEAC8UnAIYZWs0YXVICeTMns70xtole8HpEN+mD/97cfvU6CQWS79kUrFaOWmImKlBAuGIp0IMoUSh4HFm47JWEkdLZG+rtYN9DtneLL0kJb4Ct/V2aKBsfwy1+/PCQ1DdE3OO7d3uE7g1lDuJXgYCIBEhh5AjCIcMRKMJwwwBYpYeDLltGRrkc6B0MOh8fjiXR5TM5hRmimRmyFd0LvFH8yHYNW37n0dPmGrsWBUTPLpeHcx8iuAdvparRGZtubNs+QAAk4n4BDDK0gqAF9M+pGuGYv3AE95PweYQ0dSwDGzXFqNMLQgksk3B7HytByLCRWjARIgATihIC9Fue7amghYaNav0YkpHt4nHQgq0kCcUDAIasrk8WDmazGeqnHzFZ/kt5b59Mb9cH+ToL1J1veQwIkQAIkQAIkQAIkQAIkQAJDJeCQGS2v5GanyP1rtkhpcZXkVhWIJ1bLWuultGiFbNOtjVKyc8Ub615eI4E+CMBLBO4j37r4VEk7PcHc7U2erVG2oo9DwGce9zzwnUCgDKyVmqabZo6Rx0kfLeRlEiABEphYBKZp1LgbLzhZFsybZRqefvqcPiP3YSkU9lu8M2O+XKl7bkEveObO4hqpifXqsLUkMKwEHGJouSW7pESyqu6RLevvkExfjRQXFUp2enD9lb9VmhsbpaFZD907q7ysSrZhM+MEDZ5RnE3nwWF9JSZeZvCLn6rHQl1HhqM/CW6Eybpvy+2XBFxO+vMM7yEBEiABEhh5ApDpGAy7QLfkwNHfZHSBGmiXLZhrDiYSIAESGCpCiJlGAAAgAElEQVQBhxha2gxPkVRV1kt2wVpp2rZe7tOjK+1eI7edu6ZnW12psqSySoo8Q0XA50mABEiABEiABEiABEiABEhgeAlE940a3nL6lVtyXqXueF8ty/MzJMkV5RFXimTkr5TqhgapzOPqrCiUeJoESIAESIAESIAESIAESGAMCThnRisIwe3Nk9IqPdRdsLGxQXy+Vmn1+8Xt1lDnHq+ka0z3RAYaHMNXhkWTAAmQAAmQAAmQAAmQAAn0RcAhhpZuWFzpE0+eBrawt+ZQw8qbnq1HX03gdRIgARIgARIgARIgARIgARJwFgGHuA42SmXRjXJucrKk5xZJWVW9+MweWUwkQAIkQAIkQAIkQAIkQAIkEH8EHGJoBcF17JUdm9bIj++4XBYkezQwRomU1zZKa/xxZY1JgARIgARIgARIgARIgAQmMAGHGFp5UunbLhtXL5clWaligrG27dZQ7/fLPTeeK8nJ6ZJbVCZV9T7hRNcEflvZdBIgARIgARIgARIgARKIEwIOMbRE3MaYKpXKOp3BatkpGyvU6MpRo0ujD3bs3SGb1vxY7rh8gSR7sqWgpFJqGznPFSfvGKtJAiRAAiRAAiRAAiRAAhOOgGMMrR7kE72SW6hGF9wGm3fK5oqVanSlmZDvbbu3yPr7vy83npssyem5UlRWJ80TrtvYYBIgARIgARIgARIgARIgAScTcKahFUpMja7swhI1uhqkGUbXulWyLD9LUtW/cO+OTbKmpFzqnUyYdSMBEiABEiABEiABEiABEphwBJxvaIV2SaJHvBrvPTMzXdLTkwNruSZcl7HBJEACJEACJEACJEACJEACTifgkH20YmFqFV9drdTUVElVTa1s293RfbMrRTLyssUT63FeIwESIAESIAESIAESIAESIIFRJuBMQ8vfLA1qXNVWqXFVWyc79oYaV0mSlpsnhQWFkpeXKR73KBNjcSRAAiRAAiRAAiRAAiRAAiTQBwHnGFp+n9TX1kqVGle1tVukqS205gmSmmMbV9niTeyjVbxMAiRAAiRAAiRAAiRAAiRAAmNIwCGGVq0UJt8oa8OMq5SsXCnQmauCvFzRJVlMJEACJEACJEACJEACJEACJBAXBBxiaPnFb3YidklSRtC4KsiVzGT6BcbFW8RKkgAJkAAJkAAJkAAJkAAJ9CDgEEPLI3ml66QoL0+yueiKrygJkAAJkAAJkAAJkAAJkECcE3CIoZUuBcXpcY6S1ScBEiABEiABEiABEiABEiCBAIExMLR8UldZJz4t35NdqDNYqEj3uYF3jEc3NGaI94Fz4xMkQAIkQAIkQAIkQAIkQAIjRWAMDK0GKS/6vqzvcEl+dUHQVdA+N4hmuvKlmobWIMDxERIgARIgARIgARIgARIggZEiMAaGlog70SWu1p4x2gPnBtHMRAbMGAQ1PkICJEACJEACJEACJEACJDCCBMbA0MqTyma/VPZoVKRzI9hqZk0CJEACJEACJEACJEACJEACI0hg8gjmzaxJgARIgARIgARIgARIgARIYEIScIihVScl2Zka1KJKmvvbDa2VkuueJO7schNYg4kESIAESIAESIAESIAESIAEnELAIYZWq/jqt0l9Y7OYfYv7k9zJguVZHY0NNLT6w4v3kAAJkAAJkAAJkAAJkAAJjBqBMVijZbfNL80+n7Qay6pZWvE/v098jY39MLbUMKspk7o2PNTaj/tHjScLIgESIAESIAESIAESIAESIAEZQ0OrVoq9t2mY95Be2PGgXH3ugwPqFpc3UzwDeoI3kwAJkAAJkAAJkAAJkAAJkMDIEhhD18F0KSheIouzUiXJNbhGJqQulrLyIvEO7nE+RQIkQAIkQAIkQAIkQAIkQAIjQmAMZ7Q8kldaKXlolr9K8hLvkA3eZVJdWdivGSp3okc8nkThLloj8l4wUxIgARIgARIgARIgARIggSEQGENDK6TWGtjC402VNG+6pKen98vQGkKb+SgJkAAJkAAJkAAJkAAJkAAJjCgBZxhaki1lDY0DbGiz1BQXSZW7SMpLcyVxgE/zdhIgARIgARIgARIgARIgARIYKQJjuEZrqE3ySX3tBllfWSMNQ82Kz5MACZAACZAACZAACZAACZDAMBJwyIxWd4v8vnqpqa2ThkY79HuE1vo1vHtDndQ16bUEP8O7R0DEUyRAAiRAAiRAAiRAAiRAAmNHwEGGll8aygskr3iD7A4N+d4Hm6TcPMns4x5eJgESIAESIAESIAESIAESIIHRJOAYQ8tfVyIF96iRhda7EiTF45HkRL80bmuStgQEynCLv1k3NN7dJh2SJGmL8yQ3t0CKCrO5Pms03xiWRQIkQAIkQAIkQAIkQAIk0CcBh6zRapXa8kqBJ2DK4tWyvVldAxsbpL6+VHJ1jy1X9gr9d4M0+lqleXu1LM9xi8/nF2+2blbM+O59djJvIAESIAESIAESIAESIAESGF0CDjG0GqWuvk0tqhxZoRsQp8cIIZiYnieluoarLLlWinILpap5dIGxNBIgARIgARIgARIgARIgARLoi4BDDC2dqWrVqnq84k3uq8q47pHCshJJb14vJaX1DIbRH2S8hwRIgARIgARIgARIgARIYNQIOMTQEjEegP7wdrvFjQutfoEd1iN5syXbK7K7tkYGugNXeFb8TQIkQAIkQAIkQAIkQAIkQALDScAhhlayJHu0Wc0N0uALbV6iJKobYYeGfO9tTLkl2a0LuDRABr0Hh/OVYF4kQAIkQAIkQAIkQAIkQAJDJeAQQ8sruZkpalFtkRVFpVKrgS4CySPpXjWmdtdKeU2YOdVcL7WNGgdep7wYD2OorwGfJwESIAESIAESIAESIAESGE4CDjG03JJdXCQZalPt3XSf3OjNlXIfmpks2XmZ4tKg7+sLsiWvpFyqamqkqlJDwWcXyybEz/BminoQMpEACZAACZAACZAACZAACZCAYwg4Zh8t8ZZIVZVP8grXyA5/oiQHg2J4CkuluDxb7t/RJBvuv0c2hKJzpUrhigI1x5hIgARIgARIgARIgARIgARIwDkEnGNoKRNPXrmu0SqW2rpm0f2JA8mdKaV1deIpLpHSmi2i+xVrcklSRp4UryiTkuwYseBHmfOxY8ekvb1dvvzyS/n666/lyJEjMnnyZJk1a5bMmTNHZs+eLVOmTIlaK8uyzLUDBw5IW1ubHDp0SI4ePSo4j+dmzpxp8kF+U6d2dx3K3LNnjxw8eFA6Ozt75D9t2jRzf7Jarm4TWYSJBEiABEigPwQg0zs6OuSLL74wMv3w4cMyadKkLpl+/PHHGxmPc9ES5PdXX33VJdOhF2yZPmPGDF2HnGh0Q6hMR5mQ6SgTOiA04T7I9KSkJKMTmEiABEiABJxLwFGGlsGUqOu18sKcARMzpaiyToo0LGGrRiAUtwbJcKDNACXc2Ngojz32mLz88svy+eefCxRpRkaGfPe735Wrr77aKMhYCYbSSy+9JJs2bZLXX3/d5AFFC2Wcnp4u+fn5kpmZaQwuO33wwQfyi1/8wtyPD4LQdMopp5j7f/rTn4rXSyfLWOx5jQRIgARCCcAo2rVrl5HpW7ZskU8//dQYRJDp3/72tyU3N7dfMv21116TZ555xsjo5uZmY7xBhl9wwQUmn29+85syd+7crqJRDmQ69MjevXt7dMqJJ55oZPqPf/xjufjii9lhJEACJEACDibgPEMrJiy3GhwOtLCCdX7llVfkqaeeknfeeUeys7Pl5JNPNrNSL774ojmPUc077rgjZgthrEHJYlYLSjwhIcEodvxG/o8//rh8/PHHsnTp0q58YJxhNmvBggVy3XXXGSVsJ3vkEzNaTCRAAiRAAv0n8MYbb8hvf/tbI9MXLVokt99+u/FUgEzfsGGDkekFBQVmQC1awv2Yndq3b59cc801ZtBs+vTpZoYLBtgTTzwhu3fvluLi4q4sMJMG3XH66afLN77xDbnqqqu6rqEszGbNnz8/WpE8TwIkQAIk4BACcWZoOYRaWDXgBgIXjx07dkhDQ4OkpqbKtddeK2effbZRpjCS3n77bTM6+Td/8ze9XP9Cs4MbisfjMacwgzVv3jxjaGGmCsbUCy+8IK+++qrcddddxhUw1BURxhQ+Br71rW91ZQmXFjzvcmmkESYSIAESIIF+EYBMf/fdd6W+vt54A8BIwgwUZqMgi998800zy3XDDTfISSedJHDTjpQgg0877TS5/PLLjUzHvZDH+/fvN94KdeoaD93wD//wD0amh7oQ4l7MWlGmRyLLcyRAAiTgfAJjYGjVSqGnUGrtCO5DZeTOlUpfpeQONZ8hPI8ZJcxC/eUvfzE+/IWFhXLhhReakUsoZfxeuXKl7Ny5U3w+n5x55ply3HHH9SoRChmKFoo7PGEEEwmGHMpqbW01RliooYV6YL0WjDsYbBg1xegn8oy1hgD5wli014jZZWNUNdL58LrxNwmQAAmMNwKYhXr//feNPIXrN9wF4d4H4+hv//ZvzQwVjC24FkKew/sgUoL8hYcDjtAEIwpGFYw5zGhBpiP/UEMLZYXKdBhzkOkw1CDj+0q2TI8m2/t6ntdJgARIgASGRmAMDC2/+Jv3yl7dAmtYkkvzG5aMBp8JDBIoSihk+N2fddZZXYYUFCNc+qBU4fKHNVxwKYxkaMWqgR1oA4oXxhVcAsMVLRT2e++9J9XV1WZxNWbUrrjiCsnJyek1+xVeFvKHi0vowmvbfSV8MXb4s/xNAiRAAuONwF//+lcT2AgG1BlnnNFlSEH+pqSkGDkOGYk1spDx0QytaFzwrN/vNzLXDnARHiypqanJ6Ixnn33WyHTUA67hGIxDII5QoyxSOTCwkD8OlGcnDADiYCIBEiABEhhZAmNgaKVLYdlqyR62dummxsOW1+AygjKz3UCg/BAJylaAMIbwG0oS/8ZCaMx6DSRBQWItwJ/+9CeTB1wTkaetlGG0paWlmfO2myD8+z/55BNjdOGDAQuu4b4SLX344YfGRQaHnWwlvXXr1i53xmjP8zwJkAAJjCcCMLJgjMCACo30Cu8AzCpBpmMgDQGLYDANJNky/c9//rPRB3BNDNUbyB9uiqeeeqqR6ZgVg7siZtlqdC9JyPbbbrvNeEfEStAbkOlYa4Zn7ATvh9DfsfLgNRIgARIggcETGANDyyO5RUWDr/EIPwmDCcYQ/t+fBPdAGDBQgkhw6Yjkpgc3PihMGEDhIdhjlQNjBy4qWP8FP34sgIYLC/KzE2bRsFgaih+GHuoA5Y/IhTCSfvWrXxk/f7gaRgvxjvpD8WItmZ1QNj4IsD7MXjcWq668RgIkQAJOIwBZDnmIIzzBkILLNwyl7du3Gzc9yFMMWkEmQgZGc72GPIehhWcGKtNhxMENHPIZ5V155ZU91tFi8AxruiDnYejBCEP9N2/ebNaFrV+/Xs4//3xjiEWT6WgrZrKgP+ACiZk3O0Guw1WRiQRIgARIYGQJjIGhNbINGmruCK1eWVlpIkr1J2VlZZn1V7YbRiQjC/lAYePA9Wj3RCoPChzK+H//93+lpaXFLJi++eabe9wKv35EKAxN55xzjnFvgSH4z//8z2Z9GIwlRLGKlLCmDKOq//iP/9h1GcoYHxs///nPjfHJRAIkQALxRgAyvaqqyhgnsdKPfvQjcxmDUmvWrDGDYn0lyPSBJsh0rO36r//6L2ME3XrrrSaaYWiCcYWASqEJLumQ4Qjv/pOf/MS4iZ977rkxB8FgxH3nO9+RvLy8Xq6DCMKBtWdMJEACJEACI0fAsYZWa6O6sTU0iq+5VVrd6m5YlC2jEaAcShZKLjTKUyz8CFIB5YcgF0hw1YikfDHqiTVQUHx9+dUjH+QBhbxu3Tr54x//aEYmS0pKjH9+fyMIQiFjxBMuhhjVxRqyaIYW7oEBGBo5y/bp7099YzHiNRIgARIYKwKQ6SeccIKJ+Bqe4LYHQ+zpp5+WIvW0wBoorKfFmiusu4VcRNTY0PVNdh6YBcMAGwazokUcDC3Plulw58aaK8j0e++913gjxJqVCs0Dg2qQ4ZjpwsAbDuifaMmW6ZDhoXoJ7epvmdHy5nkSIAESIIG+CTjM0PJLY80KNSjKZUNTW3ftU5dLdpeh5ZeagnQpdZdIeXmhpA/ztlpQsnC/O++88/qmp3dA4UFhwX0Q7h0YocQGkzCGcB7KFG4iUIhYX4VZpr4UHJQ6DCPsm4VRRyQEtIArCYyn8AXT0SqKsmHc9WcmDQo5PF/UA+fCg25EK4/nSYAESMBpBCDTMXgGd8DwhAEwyOfnnnvOuGQj/DrWY8ENG4NUcOGDoQW3PcherJ2CXMQzOCBbbdkfnnfobzyDgS7IdLj/oVzIdOyRhU3lw2VvtLww+GbLdNzTl3dENA8K5EO5Ho0yz5MACZDA8BFwkKHVKnUluZJ3/zYJMbF6t9RfJzV1TbJt7/cl2+eX+roi8fa+a9BnYAT1ZQiFZw6lZUcWhDvHtm3bzKwVZrugULEpJYwvjHzai56RB0ZEEYkQSh0fAvamlzCy8Mzq1auNMoRCxr5ZuA8JBhTOQ4mibIyqYs8X1BuGH65hpBY++fDNh9GHjwQYkEwkQAIkMJEI2DI9UlRAuAdCrsLQgbeBvccV+GBQDHsTQr4imATkJ4wvGDr4jW02cA5u2rZshtyFTIcsh7yH0QZjDANtb731ljzyyCMmP8xife973+uKPhsq02GU2TIdstuW6SgXoeThBg4ZjzW3KIOJBEiABEjAuQT63ohjlOruryuRQmNkJUjaklVSvXWXtLRXS374Pru6b1Zp1UrJ0m2l2raUSEnl2K8dgtKDUWVHA6yoqDCBK7DIGkEsHn30UaNo7ShSdiALBJ/A+qnHH39cEPUPCUr2+eefF+QBQwl++lgHBkWMEVEsYIZ7IgwsKHAYWAj/++STTxrlDyX/2WefmaAWttshjEDUzd6La5S6lMWQAAmQQNwSwOAUjCgYNFjfBe8CyHQMpj322GPG0LrooovMjJY9OIdZrp/97GdmnS/uRYJMf/HFF826LxhJ2HID4dkh0zFbBpmO/+M3ZDrWxUL2Y50wBu3glo41su+884488cQTJuogQsujbvg/EwmQAAmQgHMJOGRGq1Vqyqtkt7gkY2WdzmylS8AjsCEiueTsEr2/Qby3rZfaqlpp1g2BR2P9VsTK6EnbDx5uIBiJRBj2p556yihEKE6cg8F0/fXX9/Dlx2gqIk9h5BQGE+6FMYVzMNSgfGFAwd0kdA0AZsXuuOOOrvVWeObVV1+VF154oauKMP5gjF122WXG5RBKuT/rCKK1kedJgARIYCIRgFfCpZdeamaesE4W66oQyRUJMh2RAhGECO6FthsezmOQC27kkN9I+D+MJMhn/Pv3v/+9iXAYKo+xzuruu+/ukukwthAwA4NudrJlOtwbIdMRwCg0+mzXjfwHCZAACZCAYwg4xNBq1L0+1GEwIV9Kim0jKzajxNxCyU1aL2s1aEajjK2hZdcUC6mhPOE2glkmGEBQhPbGwZjRCk1w+0AEwYULFwoWOSPBaINRBHfBaMl2JcG9+DfcXaB0sccKFDQMLLiyYNE0RlxhbKFOffnzRyuP50mABEhgIhLAdhqYfYILH2ajsNUF3Awh07GmC7I7NFgQXAUhuxEhEDNiSDCQoBuQT7SE/JGvPWgHfYDw7fBQgAcDZrtg0GH2DHoEMh0ynjI9GlGeJwESIAFnEHCIodWsrhEKxJsu3v4Gt3AnixfTWI0aldAZLI3Rgw0k+9pE0q4ulPjDDz/co/ZYJ/D3f//35uhvguINN+L6+yzvIwESIAESiEwAA2cYsMIa2f4kuBk+8MADPW7F2rA777zTHP1NGGzDwUQCJEACJBDfBByyRgsBKBSkv3kARlOraOR3kUR9Nr77gLUnARIgARIgARIgARIgARIYZwQcYmh5JN2rUS+aNKJg5GVZvbD766qkZreIy6OzYL2u8gQJkAAJkAAJkAAJkAAJkAAJjB0BhxhaXsnN82oojB1SVlgktX0EEmytL5eCwjUmeEZ6Xq54xo4fSyYBEiABEiABEiABEiABEiCBXgQcskZLl2cVlUph5Y2yZscaudFbJ1lqQOWmt4oPVW5t0CiD5VLvQ9CMWqnd0mT22nKlFkppEeezevUqT5AACZAACZAACZAACZAACYwpAccYWpKYK2U1FdKaVyTrm5pky1ocQTZ7N8n99wTC6tq0XKn5Ul5TJtncr3FMXyAWTgIkQAIkQAIkQAIkQAIk0JuAQ1wHAxVzewulqqFRNq9eJvlZusFu+GbFCSmSlpUvyys2S2NDlRT2O0Rh74bzDAmQAAmQAAmQAAmQAAmQAAmMFAHnzGjZLXR7JLtIZ6qKAif8rRq+3e/XqISJkqgRBplIgARIgARIgARIgARIgARIwOkEnGdohRFz66a+2C6LiQRIgARIgARIgARIgARIgATihYCjXAcHDs0vjbW10jjwB/kECZAACZAACZAACZAACZAACYwYgTE3tPy+WikrypPMdK94PB7xZuZKQUml1PcR4l2a66Q0L13Du1fS0Bqx14MZkwAJkAAJkAAJkAAJkAAJDIbAmLoONtcW6f5Za2RHR0jVd++Wpm2bZH1lpayqqZXizPB1Wa1SX14sRSVrZYeJ8Z4+mHbzGRIgARIgARIgARIgARIgARIYMQJjN6PVXCmFBUEjy5UkaTn5smTJElms0QYT0Ny9W+THBbp5cWt32/2NVWp4eeXye2wjK0Vyigslc8TwMGMSIAESIAESIAESIAESIAESGDiBMTO0GsrKZBNmpBKyZGVdozTUVkmlzmLV6L99W1dKFqyt3VVSWuUT8fuktiRXvOl3yIPb9uoFl6TkLJdqDQVfW5rLYBkD73c+QQIkQAIkQAIkQAIkQAIkMIIExsjQ8kmdGlRIaSXlUpLZc9fhxMwSqVyRpeZUh7oJFkleerrceP8m2a0uhq6ULFm2rkGDYJRKHvfRGsFXg1mTAAmQAAmQAAmQAAmQAAkMlsCYGVoNPizMSpXcXG/Eunvy8iRdNyzu2LFJNjTp1JcrRbKWrZOGxjopK/BK+MqtiJnwJAmQAAmQAAmQAAmQAAmQAAmMAYExCobRKn6svXIliyfaJlnJyUGXQHUTzCqS0vJSKeAM1hi8IiySBEiABEiABEiABEiABEhgoATGyNCyq+mOPjPlDl5zZUtpTZkU9PQuHGg7eT8JkAAJkAAJkAAJkAAJkAAJjBqBMXIdHLX2sSASIAESIAESIAESIAESIAESGHUCNLRGHTkLJAESIAESIAESIAESIAESGO8EaGiN9x5m+0iABEiABEiABEiABEiABEadAA2tUUfOAkmABEiABEiABEiABEiABMY7gTEOhtEqjY0N0tAcAbNuUozAhLpbsfga9J6owTASxZPukaiXI2TNUyRAAiRAAiRAAiRAAiRAAiQwkgTG1tDq2Cb3X71Q7o/Zwi1yn95zX7R7XPlS7a+SvGjXeZ4ESIAESIAESIAESIAESIAERpkAXQdHGTiLIwESIAESIAESIAESIAESGP8ExmhGK1NKajZK4bDwTZb0YcmHmZAACZAACZAACZAACZAACZDA8BAYI0NLjaPc3OFpAXMhARIgARIgARIgARIgARIgAYcRoOugwzqE1SEBEiABEiABEiABEiABEoh/AjS04r8P2QISIAESIAESIAESIAESIAGHEaCh5bAOYXVIgARIgARIgARIgARIgATinwANrfjvQ7aABEiABEiABEiABEiABEjAYQRoaDmsQ1gdEiABEiABEiABEiABEiCB+CdAQyv++5AtIAESIAESIAESIAESIAEScBgBGloO6xBWhwRIgARIgARIgARIgARIIP4J0NCK/z5kC0iABEiABEiABEiABEiABBxGgIaWwzqE1SEBEiABEiABEiABEiABEoh/AjS04r8P2QISIAESIAESIAESIAESIAGHEaCh5bAOYXVIgARIgARIgARIgARIgATinwANrfjvQ7aABEiABEiABEiABEiABEjAYQRoaDmsQ1gdEiABEiABEiABEiABEiCB+CdAQyv++5AtIAESIAESIAESIAESIAEScBgBGloO6xBWhwRIgARIgARIgARIgARIIP4J0NCK/z5kC0iABEiABEiABEiABEiABBxGgIaWwzqE1SEBEiABEiABEiABEiABEoh/AjS04r8P2QISIAESIAESIAESIAESIAGHEaCh5bAOYXVIgARIgARIgARIgARIgATinwANrfjvQ7aABEiABEiABEiABEiABEjAYQRoaDmsQ1gdEiABEiABEiABEiABEiCB+CdAQyv++5AtIAESIAESIAESIAESIAEScBiBqQ6rT1xX58iRI/LZZ59JfX29fPjhh3LgwAGZNm2aLFiwQC699FJJTU0Vl8vVZxvfeOMNee2116SxsbHXvXPnzpW0tDS59dZbu65ZliWdnZ2ybds2effdd8Xn85nf8+bNk/PPP1+uuOIKOe6442TqVHZ3L6A8QQIkQAJRCECm79+/X7Zu3Sp/+ctfpLW1VaZMmWJk+sKFC+WCCy6Q6dOny6RJk6LkEDj99ttvG70AmQ7ZHJrmzJkj5513nnznO9/pOm3L9DfffFPwLPQJnjvhhBOMHoFMx3PQL0wkQAIkQALOJcAv72Hsmz179hiFXFNTI/v27ZPDhw/L5MmTZceOHXLw4EGjkL1eb58lNjU1ydNPP23yOvXUU42RZCf8hrINTYcOHZKPP/5Y/vjHP8r27dulpaVFoKjdbrfs3r3bfARcdtll5rm+Pgj6rBxvIAESIIEJQgByHANYGzZskE8//VQ6OjqMDH3rrbeM0QUZC8Onr0EsGErPPvusvPLKK2YALCEhoYtgcnKyzJo1qwdRv98vf/3rX+X555835X/xxRdGpmOgDnkhZWZmSlJSEmX6BHkX2UwSIBrCp6gAACAASURBVIH4JEBDaxj77YUXXpBHH33UjIAWFRWZEU/8+5e//KX87ne/k7a2Nvm3f/u3fpV4/PHHG+Po3nvvlYsvvrjrGYymQrmHJnwAPPLII4LyzzrrLCkuLpbZs2cbYw2K+qWXXpI1a9bIokWLqJT7RZ83kQAJkIAYI+ehhx4yhs73vvc9M5OEga0HHnjAGF84/6//+q89BsOicZs5c6Zccskl8nd/93dy5ZVXdt0GmR7u6QC9sXbtWiO/TzrpJFmxYoWR6X/+85/lmWeeMR4P//mf/2mucfAsGnGeJwESIIGxJ0BDaxj64NixY2YGCzNRmLmCIr3qqqvMbNRpp51mfj/11FPyzjvvmFFRjGiGK9bwakB5YpQUyjUxMbHrMs5DMdsJs2aYSdu8ebOkp6fL9ddfLxdeeKF5Fu6FuP/BBx80LoV2fcLL4m8SIAESIIGeBD7//HN5//33zWDZHXfcIdnZ2cZlEDL37rvvNoYWZrY++eQTSUlJkRkzZsREaMt0eCiEy3R4PtgJ7orQJxggO/PMM+W6666Tiy66yMh06A3cC5m+c+dOM7Dm8XhilsuLJEACJEACY0eAhtYwsIfvPFz0YETBPfDaa681ChIjmJiZuuaaa4zShNKGnz/O92Vo2QYU3E1gwGEWCwYaXA9PPvnkLleVr776yriYYF0WPgYwC3biiSeaVsHvf9euXcaPH/9H/WD4RUowFnGErh+AqwrqEb6mINLzPEcCJEAC44kADCgcMJAwcAYXQRhJkJNZWVmCtbRbtmyRDz74QLB2ti9DCwZUc3Oz/OlPfzL5QqbjubPPPtvIZXu91ddff22uQ2ajHMyi2TIdZezdu7fLLRyyP5ahBRluy3b8305wgTx69Oh46i62hQRIgAQcSYCG1jB0CxQYFB4UJBYoz58/3xhTSBiFhBKFkYQRSPjX97VOCwoXs1ZYA4BRUyhk5Hf66afLLbfcYhQvRlCRcA+UN5QmyjnllFO6WgSlDEWOmSyMyuKIluAOg7ywvstOUNLt7e3mPBMJkAAJTCQCCGwEd2+sp4LstdfKYkYJctY2fmAQISiG/TsSI+gByHUESNq4caNxAcS6LMjm3Nxc+eY3vylnnHGGeRT3oGwMcmFQLXRwDLoAa23xHOQyZt1iJegF3Id2QJbbCXnDmGMiARIgARIYWQI0tIaBLwwSKEckKONIPvMwejDb9eWXXwpGNmMlGGpQvjhgKGFGCUqxurpaysvL5b333pOf/exnxoiD8oSBB8MMxlj4+i0odyhm3AdjKlpCZCusI8NhJ7QLBxQ1RlaZSIAESGCiEIBMh+yF+3aoa5/dfshaeCZAPvYl02EYwdMBboAYjIOOQAAjeCxUVFQYF8TS0lJjjCEQBspGmZDp4TNlkPtwPcSsFFzVYyUMnEGm/+EPfzB6w06Q6yiHiQRIgARIYGQJ0NAK44twunDzw//7kzA7ddttt3WNFkZSyMgH56Fcobih5GIl+N0jmpQd+AL3Y0QSC5+hlBHFEIYRXE5s1xC7jPDyUSbO2UZTtHJh3N10003G599OeAbKHFEUmUiABEggHglAliOoBY7wBHkM1z8Etfj3f/9343mAmaUlS5Z0DUyFrokNfR6yFQc8GvqS6XDvg4EVKtPPPfdcMzP261//WhoaGoxcD5fptvwOLxf5hMr+8HbZvzHwh+iEmG0L9WjATBdCzT/88MPRHuV5EiABEiCBYSBAQysMImZ+oJD661aB2SKMZtr+9fh3JKULxQaljlHQcGMovB8xi4UjNOE3lOWmTZvMOi+s98IoKRQuykaZKBvlhIYaxkcAjCXcF3o+vEyEGMZHBpSynfAsZsHg8ghXFiYSIAESiDcCkOkwpCLJdMhkzPpAbsIND7M8cOmDax3kJQwd/DuSTMezOOwAFbG4wMjCEZog0zGg9uKLL5rZLRg+kMO2TMe9qFc0mY71v7beiVY2ZsMQHAnrdcPXaCGAEg2taOR4ngRIgASGhwANrTCO2AwYkaXuuuuufhGGIoMbB9ZewYCCywcUI5SaPZMEZQwXD5yHcu1LOUYqGHlBscKwgwsiFkTjA8AOuIHy4EIIwwj3IdkzUnBXxMdD+F4toeVAuYeP3NojtbEMtEh15TkSIAEScAoByHTMUn33u9/tVSUYVnDJxvYXP/nJT0x0P7gKwnvgo48+MsYWZDoGsUJluj0IhUEsGFCQyQNNkOkoCzIdegRrbZGfrVMgv6E3cNj7buEc5D6Mw9B1Y9HKhqEIfROucyDr+wrIFC1PnicBEiABEug/ARpaYaww4wSlFBp+NxZOKEscMM5g4CD6IIwuuIVAiUJB4xxGS5EvXA3tQBmx8g2/ZitdKFh8HEC54yMAriGY2ULeKAdBOc4//3zzOIwuhAnGaCk+HHAwkQAJkMBEImDL9NBNgu32Q0ZC1sPwgHyELMX9MJwQcAhGENy2EfAC/8a9MLIga2EY4Tm4+0HWDzRBpqN8yHQYU5DpkON28A0YQpDnKBtbdyDZHheQ6dkabh7BMphIgARIgAScS4CGVljfwHgZ6AwOFC9GFzFqir2ynnzySbn55puN8YXR0N///vfG4MF1HPbiZpzDaCrWRdlh2zHrBbdAzELZe7NgRgyuL1u3bjWjrFD2MKZgZMFoQ1QqbI6MdVtQ0jiHDwXUBc9gJguhiaOFdnfu68makQAJkMDQCPQl0yErMVgGwway2Z7pwfopyHCcw+bvSJCjmHWCTIcroi3T7cEzyHvIdLgAQkZD5mKwDcYS9juETIc8hpEFF3VsPAyXQQzSYeYN8hvloWz8xqAd3MVxHvXEVh8IKY9/w8DD2lomEiABEiAB5xKgoTUMfQMljdFIKFYYO/C5hzLFqCMU73PPPWeMo0WLFpl1UHaCofXQQw/JjTfeaEZEMToJpWwHu7CNKRhfGD2tra01ChruLZgxwwcBRlSh1BGhEOW8/PLLJi8o61dffdWs58K6Kxhy4eu+hqHpQ8pi6uRJkn56ojxauEg6j1ky7ziXuKZOiRi1cUgF8WESIAESGCAByGzIWRyvv/66GcCy3fsga2HsQLZiJsw2ziDvH3nkEbnkkkuMHIahBfmNiH+vvPKKCQMPowpyHOteEeYds1SQ6ZD3yAeGIfQEIhTCyMJz+A2ZDt2ACIUwwlAvp3spXH9eMmX6AN873k4CJDC+CNDQGsb+xF4oUKKVlZXyxBNPmBFLuKHA7eP222+X66+/vkdp8LXHJsKYvcIoKRKMNvyGwbRu3TrjWgKFDrcVGEtYO4Z9tOxZMTwDd5cf/OAHRkn/8Y9/NKHfYbBhlg0hhQsLC83IJ/z1nZRQn8SZ02WR5wQnVYt1IQESIAFDABvAw3Ng7dq1JhT7o48+agwhyPRbb73V7GsYuqUGjCrMXMEDwQ6fDpmOEPAw1uDtADdBDJDBeII3A+Qzts8IdSnHtbvvvtvIdJS7YsUKI9MxGAc9g2fwrNNkevhrc9JsHQzUATUmEiABEpioBGhoDWPPQyEjwtOPfvQjY2TZ0f5gJMHoCV8jALeUxx57zLiJ2C4g8NHHDBfyQXALuA3abi14HiOkyC9UwULxY/QUSh+zZjDU4M6IWTXMdsFdBQrb6Up5GLuCWZEACZDAkAnA+MEAV1FRkXz72982s0+Qo/ZG8Jj1CpWrmGFavXq1kdH2pvKQz1dffbWceeaZRqbDGMMzMNAwMIeBMhhWofnAEIM+gacCZq+gTyDTUR+UYbs0UqYPuYuZAQmQAAmMKAEaWsOIF8oRChZHfxIMJ+xdFZqQh+333588cA+ULZ6D8sXBRAIkQAIkMHQCkKuQ03Dt60+CIXTDDTf0uBV5wOiyDa/+5GPLdAzAcR1Wf4jxHhIgARJwJoHJzqwWa0UCJEACJEACJEACJEACJEAC8UuAhlb89h1rTgIkQAIkQAIkQAIkQAIk4FACNLQc2jGsFgmQAAmQAAmQAAmQAAmQQPwSoKEVv33HmpMACZAACZAACZAACZAACTiUAA0th3YMq0UCJEACJEACJEACJEACJBC/BGhoxW/fseYkQAIkQAIkQAIkQAIkQAIOJUBDy6Edw2qRAAmQAAmQAAmQAAmQAAnELwEaWvHbd6w5CZAACZAACZAACZAACZCAQwnQ0HJox7BaJEACJEACJEACJEACJEAC8UuAhlb89h1rTgIkQAIkQAIkQAIkQAIk4FACNLQc2jGsFgmQAAmQAAmQAAmQAAmQQPwSoKEVv33HmpMACZAACZAACZAACZAACTiUAA0th3YMq0UCJEACJEACJEACJEACJBC/BGhoxW/fseYkQAIkQAIkQAIkQAIkQAIOJUBDy6Edw2qRAAmQAAmQAAmQAAmQAAnELwEaWvHbd6w5CZAACZAACZAACZAACZCAQwnQ0HJox7BaJDBxCNRIQeIkmTTJLXlVrROn2WwpCZAACUw4Aq1SmetWeT9JEgtrJ1zr2eCJR4CG1sTr8/HV4tYqyXXjIz3woZ5d7ut3+xpLM8VtntPDUyR1/X6SNzqNQGtDjZQVF0huplc8ie5gv7olMdkj6dl5UlhaKXU+v9OqzfqQAAkMhADl/UBojdt7Ke/HbdeOy4bR0BqX3TpRG9Uh9ZU10tiv5jdITdU26ejXvbzJuQR8UlOUKZ6Ft8mPH1wvm7Y1ye62jmC/dkjb3t2yY8sGWXvf9+Xq9EwprPI5tyn9rJm/tlCSdfYvt7K5n0/wNhIYjwQo78djr8ZuE+V9bD686kQCNLSc2Cus0yAIJEhSgkjHtkqpaejH4/WVUrlD70tIEH2MKU4JNJTmScGabdImLkldvFwqNu+UPS2WWBaOdmnZtV02rl4mWUkukbYdsrYwT0ob4ntmq7GuQfbGaX+x2iQwPAQo74eHY3zlQnkfX/3F2gYI0NDimzA+CLi8kp2dqm3ZIZWV9X20yS91VTXSpB/nGZnqPtjH3bzsUAL+Wikr22Fmr5Ly1TWwplQKs72SnGjXV10HPemSW1QmdfVlkgOLumOHlK6okfhdCdYsDQ39m7N1aK+xWiQwdAKU90NnGG85UN7HW4+xvkECNLT4KowbAul52ZKirWmq0Y/uWJMW/nqpqtot4kqXvNxEiXUr4DTr7FdxQbZ4PYlm7Y/bnSyezFxd96NuijG/2JvVlbFECrLTxaNf/263rh1KDHk2asFhz5kyE8WTni15xeVS22utUbOUZ/e1uNgnZcF7PMV1IX3eKlV5gWe9JToV6G+Q8kJ1xdN1TpPcBVIT9nb4fWrcFOVJpjdZErE2TuuV7M2UPDVmetcrtJh6qSzW5zzJQQ4eycwrkvL6Ibi/+RqD/BMkuyBPkmO9yboGr7R0qSxZtlxWFHh69Lm9Vs+dWSY+9HddmRTlap9hrRfa59H2FVdKfYy+HjQXLa+1oUpK9P1KN+8X3hGsKyuQkqqGHgZhXVGyric8Wb6/CaZlh2z6/smB9YXuPKky71J/+nIo70qdFCVjTWOymDXs/kapMn0aqHdisg52FKpR29WlzVJXVijZ5l0JtCszr1iqGqO++LF6kNdIoAcByvtYwSTGWN4L/vaLJDfdE/jbV53pzcyT4jCZNqBX2kHyHrKvprRQ1wR7JFllGwI5JXpU/hUUS3m3AIzYPMr7iFjG90l1sWEigYgEOjs7rQMHDlj33HOPddNNN1ltbW3WkSNHIt47Zidb1lk5LrFE0qyV2zdbS1Pw7yRrycb2qFVq35hvJYlYrrSV1vbqfEsnOixJWWpt7vVEi7V5eUbgOu5xJVmpqWlWakqCpY5oWo7mkZJvVezs9aB6rW23VmYlmXvMoc+mpKRYSQmurnOu1KXWxj1hz7bvtFbndD/nStDnUlOtlKTuMiUhw1q+tSXkwT3W6qxAvglLNkaoDE7tslYF70lZFtrSdqs6P/BsyrKN1salKSF1zreqQ0upXmqlJQTbIwlWktYrNTUphE+atbQ6vEGawZ5qa0lqd7sTkvCcskC/uVKtJesqrHyTr8tavC60XVGaYp/etcrKMH0/wOfCst21KivQn2nLrY3r8q0U02cuKyFJ22byDxyu1CVW5OYNkovWY2eFlhdaRkJIP2sdUvPXac8F0vZVOVZGRqp5d1GnhJQ0/Z2hxzIr8Lr3py+H8q5stZaZvy+Xlb9ue/A9jcBJOW5v36PvVYrhinc49L2XpMXWugivSR+9PSKXDx48aD388MPW/PnzrRdffNHy+/0jUo7TMkU7n376afMePf7441Z7e3R5OZC6Hz7aab3u+8K6fOVzVsryp61XP/piII/3fS/lvTIayt9wf2REoBv2DFbeq8SqWByqw1JU3qsOM7rPZaUtq7ZW5fSlryK8Cg6R9yq0rfwufabyLyXVSrP1mZHNCVbG8s1WJE1GeR+hX4f51KFDh4xMS1BdChnnBJmOtQxMJBCRQLwZWsu3t1tblwUMhYT86oiCztKz6/ITjMDPWLXLaldDyxhNEQytPRWLgx+1SVbOys3WrpBvkZbtFdaStICyMAZb2HfK9uVpgXyNIbEzpC7t1q7qZVZG0GBJUcMo9NE9FTkBw0WNqWUbtX4hPdO+a6O1MmiEufAx23VtKIrX6jK0khbnW1n6UZyxdLVVvXGztXnjdlXpwbRzlV4LfGSn5q+2toZ+KO/Zaq1eHPioloQsa/Wu0NepxapeElS64W1q32VtXJZlJSUFja4BG0z2h79+zKvRGskIivhih53ctTpoaCWoAagGbYZ+COzs0pJ7rK2r863UoDGUFP5eDZoLbPHlVlrQUExbUqFMg72tRsrmVYu7DL6MVaGW/EZrSVKgH3IqelsrttEcvS+H8q50G1ppWRlWStpSa10XKK3zyqyg0Z1gZeXnWEkpOdbKzXuC7zDe+yVdHNNWhrapP700MvfQ0IpfQ4vyXgdbBjywNtLyXs1AW4fpgGeW6s1uKdVi7VyHQSkdPDQyLFb9I/29O0Det2+1lnfp/SVWxfYQc0r12eaVKveMsZWkg1E95TPlfaQ+Hf5zNLSGnylzHEEC8WdoKQz9eNWVWpYk6Kh5pCGllgprMQwGV9AgiGZotduzY2Kl6gxQxPFe/cgOzKgkWPnVoYVt7xLG+DCP9OzWZalG0UjSEmtjSB9uNEagKqAoz1kt1dbSrCxrcf5Ka3OIMTD4GS3LsssUF0Ybt0aorxpL+QFjyZWhRmWkd84ooIDyTFkawmtPRXDGUfOO+HG9x1q3ONDmwcxM7dEZKHuGR9RQylm60qpQAzHUKI5U3dBzXYYWuC+uCPkwsO9qtzbb/eXKsSq6uA+BCwz+YLtdGaus3mZHe/fsYsoya2tXhWMbWn335XAYWiF/Pz3gdv/NiKTorHL4H+AeqyI4ku3KqYgyENJXbw3vdRpa8Wxo6btAeR/lDyKaB8MIy3uVZKsyggOQ+jfeeyhIZ/FtD4IBG1pqxI2pvNfyV+cEBlATcsIGFO1uaLE2Lgl6hWAAtqt3KO/DtUGUF3fIp51oaHGNln7VMo0jAumFUqjTBNJWK5VVvdf/NNdUSW2bftJnF0qeJ0a76/U+XcYlrgwpKsqOHDDDWyhF2VqWxryrraoLWfeTbiLbtbfskYbyvIjPpmvQBjwprc3S3FXN7rUrfj3Zu/Z6f2Ke+oDXaWj6EsnuCvoQox39udQVDSRTioojBAfx10lVLeLcuSS7qEjSI+Xp1mcLM0ybdtfWiB2OxF9fK/VYUqSL1wvyvBGeTJa8wtxBR35MLtD1eOuWis4Qajc0yaY198n3b1woC2ZgTVuuFBSXSmVNvfRa1hahJjoKqWvNCiKs9XKr732upOCZjnoNrBHspyFwkdZaqarTF1GJZRYWSG8yGr69uExWrVolq1fkSmJ/lzX11ZcR2z3wk67cItGlbmEpXdfumbda7aw8XecW/oLqOg1v8KFo73d4lvxNArEIUN7HohP5Wl8yYihyrVl1U4MR+EZmRlo36y3QdZtBMRG5gtHPjqm8V41co3reBF/StaaFnkj1TNTgS3mig70ijfoN0Ri8h/I+8vdMJITj8BwNrXHYqRO7SfpBr8EcXCoO6yqrxNcDhu7BUQlBmSC5GuY7khKwb/c1NAQEQ2K6pPf+Cg7elqhBCwIX2xrre+3fhcAX3RHwevYKgiwE9J0/xEBzCxZ4m+B4W4olt6BUlVZzn8E6hq2/NeiDru3tnRrqpAE2gWiQhvTwj+fu2z3p6WKuNjdIoy9w3tfYGKi/26vBHrrvDf2XW/e3Sh+k4hWl6C0ol/rmnbKxYrksyUkTRHKH8bt7xyZZ/6AaXrddLgs0wIQJ1BDL4tLgKNnpXV8hPSurAT8CNoRffI3NgWtD4CJ4XwzTZGUa5U306uLx4mI1YHPFG6VakYnq2Wh9GfWBgV3wer2Bvu7xmC4ID9bT5U2PYDzqOEGy2xjjHf7W0XuvB9Y03h1XBCjvB91d0WTEkORao/hgiahc82oQnIgpWXWqJ+KVfpwcQ3mvgaLqg0akN9MbcQDVNECDVhl91tGo9wdHyCjvJ7S8p6HVjz9t3hJfBDzBEbOOhkqNcBZSdx1hqsT0SpJGDOw12t6zjc2+5sCmt3vXyNUa9W9SlGPhfTsCD+r9wc/vrowQXahUDbpMHcVH1LUeedy4Vk2B3ilZjYbKJanGUGxaf5/ctvBk/ThFNCONmldZ20eUw975DeSMK1kjKEV4ALNrPnO+Se5fGJ3FpKvXBPZ36tD7gxH6mptbAxzV6LQ/wnsVkazXep0c4Ak15HILdfaqVg3k1hbZuXWjVKxSw2txhqQYy3W3bFn7Y920OFtK6qKED9TIWFqVyClRow8aI6JDJyEDzw+FS9eMpUujUA658b2rHK0ve985mDMucUcdQQjmp7wi24aRzw6mFnyGBECA8n5w70E0GTEkuQYPDVQnplxTmZc86JG1QGPHQN4b7xNjN3XIlnsWRP0mmDTjNllvjE0dcwy6q1DeB3hM1P9OnagNZ7vHMYHkPDWkimXTBuyp1SAlpemmsQ3qNrjN2FkalrWPj1uNVBMA5NKNMRGavS9cakh1J780qstg9j2bAoaH5pGiMyKZJsR78C6d9andtjtghPTIW13ptM6N6hJXVl6uLns7ZO/eJtmyHscaua8oRbLUoCgvU3ezPivVV6XDriMEd6RHbBZq/iWk9McoSux2dWsNcoyWtykvSrmR6tKfczpb6NXw+zgKi/UBv09nN1dIccla2dG2Te4vLJHcxnLJDm9sX3XE/Wodd70bQ+GizwbIaKbh9ehPG/u6J2Zb+np4eK6PRLOGp2bMZVwRoLwfXHdGkxFDlGuBysSWaz3U5eBq3/3UaMl7ldhBbaZBhFOCA2+xKt89w69Kg/I+Fqpxfo2G1jjv4InZPPWTxrqfDeulqUr3Pyotk0xdNVRZidmnFF0TFGXNVQgs7HllUnKh1Pjw/ACSfsQXFgeMrJScVVJVWaxGVtjztYWSqLNawYGvsItu8egamDIcft2gtq5W6mprpaamVrbs1pmZNXdIts8v9ZqHZwDVGuzcvRv7SWk5HbrOqkRnjEq8AyjU5tilaCI8G+tahNsHfMqtboNFlVKb2Crpd2yQvbtrpFL3ysrODTMFYtZDFaVtMwamtnS/q6FxMUyhvG3tPeCGjeADTqzTCDaXWcczAcr7iL03yL/hocq1QF208Kjl+6U1ilNBxHYM9OQIyXuMkgY0hq4/K62X2sJwpR6josFnKe9jMBrHl+g6OI47dyI3LVFnrfI0HJ2Yj2r9vwa3qGnS/6fqbFevqYzepJI9yWYtiTT7+hlIoTuPRp05M67cCYultCqCkaWXWlXTRNVDodVRd7Z0bUtxWZWuL/LJ1lU5GrJBZO+mFVJa131j37MHrer2ENmsCy0u4r9tl0K4BDZHvCPqyUTbL07dLuzJrV43K+MBZtudha71CXry9co2/ERydl5wLVir+GzfxtCb1KiNmpf2V6D+LklUN0iThsDFrT6KJpcOfb8G3fjwFvbv94i+K/2rAu8igWElQHkfjnNs5L1bXYaNs0iI+3h4zVSpqswbpC4aS3nftea6Q5rtdbq9GxfxDOV9RCwT5iQNrQnT1ROsoe5sKcxDnLjdUqdR5+qqavVfuq1xXmG/ZqcQ2CHwIdzQHWWunwib1SAyakQXG0eOHdFq6jRwVZMomcUrpCAVmTdLY5ew10/n4NezP5oBp66KDY39bED4ber2mI51TuoIWV8/sEy8Hk/AYPU3SoMvPOPA79Z6DbYxYBgNUpqta99mzJH0ohrp1wApfOyD5SRGWjDWgcXLketogleYZ9Ut0V7kPQQu6tcoXsO0NTrTxkopKiiQgoISqRk2Y2yE35Uo+HiaBEaUAOV9T7xjJO811GswaFCofgrreV+9Bi8a6NvgAHmv8Xazg1GbGuvrBzY4SHk/0A4fV/fT0BpX3cnGdBPQkNwaiAI2iU/dxMpqm0yo9oLCwHqtPkllFoix09Q8q9LZpMh6wSflubqwNz1PXeq670jUUT2T7IXBYYW11q2QkhqES0cKcR1rrpJCjUCXmJgr5ZELxAKhbhe2Lkd3DWUeDE7QoQZBb1vBLw2VGnFvwMZMsIr6EVOQi3k0kR3lpVIb0arRMkozdZInUwrK6rtm69y6TiozGIGpqqZ3zTQGrlSW1w3C6PRqkBGzZEr21pRIcZ+WSLNUrSgXE7rElSm5mcE+CjYx8L/dUqsBR3o3T9001VDXN0hnKbP12eBDQ+Ai2scF2SZKh+yoLJe6CNOb6LM169fL+vpWfSd6VNT86For1vtSjDMj/K7EKJmXSGDkCFDed7MdO3lvop2qXIZcq6usCQZRCu11laVl5Wat9MCSA+S9Dr3mFmQHoqbWl0upvc1HWEP8dUXiRQCrwspuXUx5P7DuHmd309AaZx3K5oQQyCzSPbVU5O9YLxtgZ6nxVGCUQD+SfkQXrwi46bVt0FDrReoOGPIF7m+ul3LdJ6R4017ZXXf6RwAAIABJREFUrW5ocDW0kzc707j3yW6NOlgeDG+O3+qaVl9ZJLl5NZK+Yqlguy+4jtXbGSPsrbtV2to2SUlekVSFh3ZvbZAqDfddiak5/eAvCInoka5f/2aCpKlSg3/UdRuGCAShgTPyynQ2zBSIegT+1///JkreipLAXlW71+pMoc6wNIZkYpexYpuuf/KJP9nTHd/Bg/2UggbFCt13TMNA2hgDDNVI9Xkk1VR+IEk/rFaUST6M4Y4mWXub7uEUjDroU/8/Uzs1Slt9OiNZVSqFmelyx3qAc0la0YrIe6AkJIm/RveHKgvhpzn5ajTEerkxsyRVoz92L+0aAhedGctbURR4B5oeVKZqwPqCTPGelOu7Wgaz0CUZRcUhgTvUNccYXR0a3KU26NbavUjbVLKPNLLvSh+F8zIJjBQBynuVeWMs73XWpzC4n2LHlhLdx9CWUdrpwboVlPsl1QxiDiQ5Qd6rt3jBCilKVT3asUMeLMhT9/3Q7VdapVEH/XIL1kiTBrDyqWHm6Woi5f1Aenvc3TvkbZiZwbgl0NnZaR04cMC65557rJtuuslqa2uzjhw54qz2tqyzclxiqVOgtbx7G/auOu5alRHYyV1cVk5FhH3qq/MD11OWWpt7tazF2rw8w1IbQPPXw5VgpaSmWqkpScE8cS7VWlK9K+zJndaqrITAM1puQkqalZaWaiUluPRcgpWxfLPV0r7ZWppi55tipWUstlbvtKz2nautnKTgeS3TlZBkpaSkWClJCSFlplj5FWFltm+1lqch/+66JiUlWQlg49L71+20qvMDdUpZ2rOlG5cEzrtyKqxYu7fvqV5qqa0W0i5lkZoSKMOUq21bpm0L57irokebwDHJbo/hV20tMyzQR72eDs+tx+/2neuspRk2625uXRxsHqb/kqysZRut8Ldg1+qsrnegYnWOpUaypeEVrdS0NCtV62nn5UpbZm2OUL1Bc9GW7KxYbKV0MUV/az+HME7Jr7B69nS7tXFJSkg/u/T+JMvu0n715aDfla1d/ZSxKuz9M73Sru9Y4B105VdH7LedK4N/j6nLrQh/rhGfGcmTBw8etB5++GFr/vz51osvvmjpLOFIFueYvNHOp59+2rxHjz/+uNXe3j4sdTt8tNN63feFdfnK56yU5U9br370xbDk25UJ5X0AxaD/hi2VHyMs79u3Wyu79B/kLuS96kwj11xWmuq/iqCcSFiycUDvhxPkffvOCis/pVvXagRC1YOpVorR7wEdlJS10toa4U+K8n5A3T2omw8dOmRkWoLqUsg4J8h0zmiNO9OZDQolgD1WjOtagob6zuuedeofpUQTXahxa4Usy8+SVH28ualJmnQzjcTUDFm8dJVsbGyQyjxPWHZeKa6tk3XLFktGilsnsnboBr5+SU4vkJXVul6sNFv3lMqWFeXLJEs3eXLpHE+zPxAK1u0t0t3kt8u6lUskJyNV5z30mkYaRJCG5NQsU2a1LraqKgwr052po2t1UrEUZSLPNhO8wZO5RFbV1kuVTuXZ65JaBxnmLjlPNwZu3CirUEaqTqs0KwtEckhOk6z8ZbJ6c6POnmnbwuF6CqW2Xp9bkiVpSVq3DtRN1zrlLJXVWmfw0wi9Jg3UHc7tLZDyep/s3Lhali/JkYy0FFGDNlgDDUeflCppWYtl6coK2dyI0d7ciHuF2VX2FNVK/eZVskRdC/2+RmlS7kno62XrpB6RCns1Tps/WC5aqLewRhrq18lyfb/SsOFXmzpDupMkNStflq9TN9Cq8MiSbsktq5SVi7Exs0v72S3JWCsWoV7h3dD1exTelahl8wIJjCABynsHyHt3urrS10v18nzJSk0y8n6vylFP+mJZVhHQf56gLzTk/UAcLJwg793eQvU2aZDqlUsDOlqXCDQ1aUAnDVyVlqNyu2KrRgoukUx37xed8r43k4lwZhJMxonQULZx4ASOHTsmOuIry5cvl48//lh+85vfyMyZM2XqVO4KMHCafMKpBHzl2eK9Z4t0pCyVzT7dX8upFWW9hp2Ajn7K2rVrpbS0VHQUVBYtWiQuNWDHe+ro6JDnnntObr75ZtPub33rWxq9OsKX4QBBHOk8Jm990ir3rtsun+lIzxNLL5dFC04YYC68nQRGjgDl/cixdULOOjsv1dXV8sMf/tDItuuuu27MZTpntJzwZrAOJEACJEACJEACJEACJEAC44oADa1x1Z1sDAmQAAmQAAmQAAmQAAmQgBMI0NByQi+wDiRAAiRAAiRAAiRAAiRAAuOKAA2tcdWdbAwJkAAJkAAJkAAJkAAJkIATCNDQckIvsA4kQAIkQAIkQAIkQAIkQALjigDDx42r7mRjSIAEBkrAU1Qn/qKBPsX7SYAESIAE4o0A5X289Vj815czWvHfh2wBCZAACZAACZAACZAACZCAwwjQ0HJYh7A6JEACJEACJEACJEACJEAC8U+Ahlb89yFbQAIkQAIkQAIkQAIkQAIk4DACNLQc1iGsDgmQAAmQAAmQAAmQAAmQQPwTYDCMYezDY8eOyZEjR+Srr74Sv98vnZ2dMnnyZHG5XDJr1iyZMWOG+d1X+vLLL+XAgQNRb5s2bZrMnj1bZs6cKVOnTpXDhw9LS0uLdHR0COoQmqZMmSJut1sSEhJk+vTpUfPkBRIgARIggZ4ELMvqIdOPHj0qkyZN6pLpkMH4jSNWam1tFRzREuS4LdMh36FHcL+tR0Kfgw6xZTp0CxMJkAAJkIBzCdDQGsa+gcHT1NQkVVVVsm3bNtm3b59RiJdcconcdtttctVVVxnjqK/00EMPyaOPPhr1tnPOOUfuvPNOueGGG+SUU06RDz74QB544AFpaGgQGGmhKTk5WRYtWiQ/+tGP5Oyzz46aJy+QAAmQAAn0JACZ7vP5jEx/+eWXZc+ePWZwCzL9lltukeuuu65fMr2yslLKysqi4k1JSTEyPScnRzwej3z66afyy1/+Uurr640eCU1z5841Mv2HP/yhXHTRRVHz5AUSIAESIIGxJ0BDaxj7AIbOM888I2+88YacddZZcumll5pZJhhfGzduFIyG3nTTTX2WmJGR0esejHB+/PHH8uKLL8rBgwdl/vz5/3979x6tW1XXf3wp3ioyNdTwUgimaICoSIgIAmJAqICgiPcbSYZmjewyHI7+Sa1GqdXIn1YjyYQThFwVBBE0FDkiyFWTKLwEiGCiKCq3337Nft/zWyyevc/enH3OXs+zP3OcPfbZ61lrPWu+55yf7/x+51xzNidO0hm44YYb2ogZA7z99tuvu/7BD35wO/chD3nIPe6ZAyEQAiEQAvMTuPLKK7tTTz21W7t2bfeYxzym23HHHdtMha985SvdmWee2WYQ7L///m2Ea6H01Kc+tXvta197t1No+je/+c3u/PPPb6NXHKwKxLEVHCz39Z1Pe9rT1l1rdgRN32KLLRb6ynwWAiEQAiEwAgJxtJahEEwv+eEPf9iM8bnnntuM4AEHHNAZebr55pu7D3/4wx2DLe2+++7NIRIVnS8Z+dp5553v9rHpiCeffHL3ta99rTNKtd1223Wbb7753c553OMe1+2xxx7dIYccsu64aSa+q5yy+b4zx0MgBEIgBP4/AZp+8cUXd2eccUbT9H333beNIAme0fQrrriiBdZ22WWX7uEPf/iCmk7Ph6NPNN29r7322s4U76c85SmdwFg/Pfaxj+123XXX7uUvf/m6w6Xp63PuUpYhEAIhEAIrT2D+3v7KP9vUPIGo5re+9a3uq1/9anO4XvOa17QI5MMe9rBmlL0b9ad/+qfd5Zdf3owq47mQoyWqOZxiKPp52WWXtQgnB+4Rj3jEPfiY2y/a+dCHPvQen+VACIRACITA4gkYUbrqqqu6G2+8sXvb297WPetZz2oOldGmV77yld1f/dVfNU02KiXo5R2r+ZLgmp9+oulf/vKX2/td2267bQugDRNNZwui6UMy+TsEQiAEpoNAHK1lKCdTSa6++uo2/YNz9cQnPnGd0WUoTSNkRDlZnC3nDB2phR7DC9EcuQsvvLBFPb0fMCldcsklzXAff/zxzfBvvfXWbSrhXnvt1Rw0UdP5kjzoQPipxIHkOOoQJIVACITAaiLg3aybbrqpOTneb7WgkERHaeujH/3o9l6saYT+v5CjNeQmAEfTjZhtueWW3aTp4q4xaub+pi8KopleSP9pOo1fKGDnerMtStf7CyX5fnYlKQRCIARCYOMSiKO1DHwZM1FP70qZ+uGHgyWZ5sEAO+b/XqZ23lKSyCqDa2VB0wOf9KQn3e1ykVIdAdFWyQga54iBdq0VDPfee+/ukY985Lxf6+Vr0Vk/leTLszqW9wHmRZcPQiAEZpAAJ4szUvpdq7YagaoRLI4Oh2mpTotFi2g6uzFpWqHAGGeuRsF8N4dJQM/7uKYd0nTvjS2UvM9LvwXgXFfJvSyilBQCIRACIbBxCcTRGvD1ThUj6PdiEoNrFahbbrmlnc4wTlrql+FklBnI/qjRYr7De1lWvPJdRss4W/1khEyEU4fAohe+6/rrr+8+/vGPt9UPL7roonaNyOx8S7zrLHgp+5RTTll3a46WKKh7xdFaTEnlnBAIgWkgQFMFrjhIpv4JKHE8aKegmOndNJ3+GUmapOm01A9nZqmaLrBF010vSGbWQz/Rcu/z+pym035BurPOOqstiMR5suKsKeTzabr7yZ/3g70LZlGmSvJVNmsayivPGAIhEALTSiCO1qDkzjvvvO6YY45pLzkvJu22227dO97xjnURzUkG2X04LX7uTTKFxTK/poxMer+Lo2dZ4P5+Lgy36SycMM8noumFbscmJSsViqAeccQR6z6uRT7e9a533WPZ+En3yLEQCIEQmAYCf/Inf9Idd9xx7VE5WRySo446qk0LtMrfe97znjZten3p3mo6R4umP/nJT25BsOEUQM6e4JlkJgRtdx79NzOBpnOgBN7o+nxJcO3QQw9tq932Z1L4P1vnfeKkEAiBEAiBjUcgjtaAreiiPa+s6reYxMh5/6peVhbdnGR8zYkX9TTPf2hUF/oeBtl0EaNsVrcSxRw6cwzxpKimc00tqamNRunmc7Rc77n67xm4Tn68Tzbcn2uhZ17sZ+5/8623dVfdcEt3x513dVtsPjddZou56PF95zYAXexNcl4IhEAILECAw1Q/dRonhuNiirUR/3PnVos97LDDml7SyNJ02rqQpnNYaOZSNN0MgdJ0iybZQ2sxms4J9Fx1Pk32XvBCjpbnNyJnpkXfLrFHm2KBjRu+/+Om7fedcxTn/iWFQAiEwKojEEdrUOS1P4kVphaTOCiMGANtCXXTUMy793/TUCwywRiapiK5/1KWWjcSZUSLsyPSupQpfIysH4mT138Zepi3/rn1mfO9a1b3GF6zoX/fPmeAv/SN73ZHHXtx9/0f3d4duOOjuncdvH33wPtvdo+Ox4Z+V64PgRBYnQToFyel3ptFwTYYfm699dYWpLLQ0H777dc0lmMiIEbT/Z9+03TvwNJuuihoRdPpu/OWsriR1WlNU3SNmQSTVhucr6Q4ZH1N9/0LJefL+3AhJE7XUpzDhb5joc/OuvL6bs9t57jdL5q+EKd8FgIhMLsE4mgNypYhXYoj5HLGzmpQIoSmc3CO6t0tU1LMja8NhU31qBecXSfSyuDpBPQNX0UfL7300raghZE2kUz37SdG3w9HijEtI+yY966sdCjpOOg0JIVACITAaiKwkKbTX9pIO03B5vTU/lSCYvX+LQ33PpRpe7TWsu9GppxrmnbpMt11z3LsJmk6GyEgV5o+XK2Q9tcqsH1Nd5wtcK3vMb1waA9WU7kmryEQAiEwDQTiaC1DKXFuLNFrvr3lft///ve3F439Ler5wQ9+sE2922mnndoc+5rm9/Wvf717+9vf3jak3HPPPdv5lRhS0Vb3Y3RNdRnuw+Jci2sY8friF7/YDL7ncH9O1mmnndamxDju3j5LCoEQCIEQWD8BTpUVXjlYRx99dHuPy1Q/v2k6/a6pf6XNRr5oun2xnvvc595tk2Ka7lpbfLAPBx988D02KPZUPnNvms5emMro/jT9zDPPbAtimBZO09e36uD6c5kzQiAEQiAENiaBOFrLQNf0DJHNZz7zmW0+P+fmpJNO6k4//fTmJHG2OFP77LPP3UbLGFQrT4maDvfG4kBxsryjxdBadGOSoyXKyYn73Oc+11ajEgH1PI67v47CK17xirbJcUVqlyHLuUUIhEAIzDQBASu6/OIXv7hpulVczznnnDaaRNMFzp73vOe1d7Rqah5Hykqv9Nfn/VSBM06UlQRp+nA0y/mutSXH2rVr2/f1Nd1omUWLPJP3iJc6+2KmCyyZC4EQCIEREoijtYyFYlqgKYCcK5sHm+bBuWGsOVlDw8txYixFLYfT+kxP4WxxkEQu/e6/Y1CP7ZjpI1YXZMAZaN9vOoyRLBthGi3zPsDwhetlzHpuFQIhEAIzR4BT490tzpVFM0wBNx1whx12aLMMBNf6usw5E9wy7XA4rY8uC365pymK8wW/3L80vbYasWgHTXctO0LT/R1Nn7kqlwyFQAjMGIE4WstYoJwqRna4ofB8X8ERMr1vUrLoxfOf//z2s1DioD3jGc9oP0khEAIhEALLR4DjtM0223RvfvObF3VTDtSaNWsmnssx2nfffdvPQqkWybBQRlIIhEAIhMB0E/jfJemmOw95+hAIgRAIgRAIgRAIgRAIgRAYFYE4WqMqjjxMCIRACIRACIRACIRACITALBCIozULpZg8hEAIhEAIhEAIhEAIhEAIjIpAHK1RFUceJgRCIARCIARCIARCIARCYBYIxNGahVJMHkIgBEIgBEIgBEIgBEIgBEZFII7WqIojDxMCIRACIRACIRACIRACITALBOJozUIpJg8hEAIhEAIhEAIhEAIhEAKjIhBHa1TFkYcJgRAIgRAIgRAIgRAIgRCYBQJxtGahFJOHEAiBEAiBEAiBEAiBEAiBURGIozWq4sjDhEAIhEAIhEAIhEAIhEAIzAKBOFqzUIrJQwiEQAiEQAiEQAiEQAiEwKgIxNEaVXHkYUIgBEIgBEIgBEIgBEIgBGaBQBytWSjF5CEEQiAEQiAEQiAEQiAEQmBUBOJojao48jAhEAIhEAIhEAIhEAIhEAKzQCCO1iyUYvIQAiEQAiEQAiEQAiEQAiEwKgJxtEZVHHmYEAiBEAiBEAiBEAiBEAiBWSAQR2sWSjF5CIEQCIEQCIEQCIEQCIEQGBWBOFqjKo48TAiEQAiEQAiEQAiEQAiEwCwQiKM1C6WYPIRACIRACIRACIRACIRACIyKQBytURVHHiYEQiAEQiAEQiAEQiAEQmAWCMTRmoVSTB5CIARCIARCIARCIARCIARGRSCO1qiKIw8TAiEQAiEQAiEQAiEQAiEwCwTiaM1CKSYPIRACIRACIRACIRACIRACoyIQR2tUxZGHCYEQCIEQCIEQCIEQCIEQmAUCcbRmoRSThxAIgRAIgRAIgRAIgRAIgVERiKM1quLIw4RACIRACIRACIRACIRACMwCgThas1CKyUMIhEAIhEAIhEAIhEAIhMCoCMTRGlVx5GFCIARCIARCIARCIARCIARmgUAcrVkoxeQhBEIgBEIgBEIgBEIgBEJgVATiaI2qOPIwIRACIRACIRACIRACIRACs0AgjtYslGLyEAIhEAIhEAIhEAIhEAIhMCoCcbRGVRx5mBAIgRAIgRAIgRAIgRAIgVkgEEdrFkoxeQiBEAiBEAiBEAiBEAiBEBgVgThaoyqOPEwIhEAIhEAIhEAIhEAIhMAsEIijNQulmDyEQAiEQAiEQAiEQAiEQAiMikAcrVEVRx4mBEIgBEIgBEIgBEIgBEJgFgjE0ZqFUkweQiAEQiAEQiAEQiAEQiAERkUgjtaoiiMPEwIhEAIhEAIhEAIhEAIhMAsE4mjNQikmDyEQAiEQAiEQAiEQAiEQAqMiEEdrVMWRhwmBEAiBEAiBEAiBEAiBEJgFAnG0ZqEUk4cQCIEQCIEQCIEQCIEQCIFREYijNariyMOEQAiEQAiEQAiEQAiEQAjMAoE4WrNQislDCIRACIRACIRACIRACITAqAjE0RpVceRhQiAEQiAEQiAEQiAEQiAEZoFAHK1ZKMXkIQRCIARCIARCIARCIARCYFQE4miNqjjyMCEQAiEQAiEQAiEQAiEQArNAII7WLJRi8hACIRACIRACIRACIRACITAqAnG0RlUceZgQCIEQCIEQCIEQCIEQCIFZIBBHaxZKMXkIgRAIgRAIgRAIgRAIgRAYFYH7jepppvxhbrnllu7mm2/ufvjDH3Y//vGPuzvvvLN7wAMe0G299dbt92LTXXfd1f3kJz/p/ud//qf73ve+1+7l2IMe9KDu53/+57uf/dmfvdv9fObnO9/5Tjv/Bz/4Qfv7gQ98YPfgBz+4XXO/+92vu+9941cvtgxyXgiEQAjQ0r6m33HHHd1mm23WNP2nfuqnFg2IHt9+++1No7///e93t9566zpNf+hDH9p0ml5XKk3/7ne/276fbXGMHaH/NN3/o+mLLoKcGAIhEAIrQiCO1jJiv/LKK7tPfOIT3WWXXdb913/9V3N4fvEXf7H7h3/4h+7Rj370kr7phhtu6E444YTuM5/5TPef//mfHQP/+Mc/vjvssMO6Zz/72d2jHvWodfcrI+67zz777O6iiy7qbrvttu6XfumXur333rs7/PDDu4c97GF3M+RLepicHAIhEAKrkMBVV13VnXHGGd2ll17adFggi2NE07fddtslERE4K03/93//9+Z4Pe5xj+te9KIXdXvttVf32Mc+9h6afs4553Rnnnlmt3bt2hZ8Y0f22GOPpulbbrllC74lhUAIhEAIjJdAHK1lLJsaySoniLN17bXXNidpKYnD9ulPf7pbs2ZN9yu/8ivdC17wgha5dPykk05q9zzyyCO7+9///i26+q1vfav71Kc+1Z122mnNGDvfZ77//PPPb+e/8Y1v7LbZZptEQJdSEDk3BEJgVRP40Y9+1AJmj3zkI9sMhauvvrr75je/2QJZS0kctn/7t3/rjjvuuBYAO+CAA5p2c7hOP/307r//+7+7t771rW2UynFOGU3/2Mc+1v7vfJ994xvf6C688MLu29/+dvfa176222677aLpSymInBsCIRACm5hAHK1lBG46xw477NBGjjg50le+8pVFf4ORKenyyy9vRlnEc+edd+523XXXZnxFN0VEfbb//vt3j3nMY1pE8/rrr28OmCkpT3/607tDDjmkTWv5/Oc/36KxH/3oR9vIls6CKSqTkk6E7/e7kv97Br/r//6u55x0n6Ucu+2OO7s73G/OEb3rjrnvmft929zfm3V3dfe5z1LulHNDIARCYOkE6NlCgTCjV5wZms7JoYNmGywl0Ut2gH6bMvjUpz6123PPPVsw7LzzzutOPPHE7txzz+0OPPDANqr10z/9091NN93UnCza/uQnP7k79NBDm6abrcAx8/PMZz6zzZh4yEMeMu/jlKbXVMQ6kaNY+fbb32zMhqbb5/gMNf3222/rbuvu7O4bUd9QvLk+BEJgPQT62ubU5eqvrudrF/w4jtaCeJb24fbbb9/5kUQjv/rVry7tBnNnM+SmqYiAvvSlL20OkimDKovfV1xxRfucs7Xffvu1aSwirIz461//+u6ggw5qzp5UUVhRVNMZt9pqq2a0JyUjYSK3fir5zjrmPTFGn7FfDoPsO26/867upm9/p7v9lu90d/z49u4H333A3Hdc1z3wfpt18bMmlVKOhUAILCcBjo/pgENHpL7jiU98YudH4hR9+ctfXvLX03SO1iWXXNI0fZ999mkzFUrTTUn85Cc/2TScppsRQWtNGzeSxckqTf+FX/iFNrJ16qmnNltg+uJCjpbvpuFmW9D4SvScMyd5D8z39d8RW3Im/98FNP3GG77X/eT7c5r+g7nRQJp+3dy9aXpE/d5izXUhEAKLJGAWAk2bT9MXeZtlPS2O1rLi3LCbqRg33nhjmxYi7bTTTnczoha0MO3ENBMGf/fdd2+OmUgrI2pqoDn/lX7mZ36mOVuOMaTXXXfdvI4WR+zkk0/uTjnllHXXex73d60oAYNvCuN9lsliNkfuJ3d013731u7Ouf+ffNr9uwv+z4Pa/WOTN6wu5eoQCIH1E6BvpubRNQaazi2Hw9H/ZgtgGAVz7x133LEtZFGJphvF4kCZybDbbru157nmmmva89B7AbZKRrtK09kKtuApT3nKvBl1L7puZoNpipXk2wIb0p//+Z93H/jAB5ZlCiJN/9FtdzZNv23uO9Zp+pyiL5PZmDev+SAEQiAEaJvgmSSgRHdX+l3WOFojqpeMVK1wZdSo/7Jzcz7mfn7u536ujSox3Jwr1/DeJZFNK1JVcg+GeYsttmjTCv3Mlxh/Bns4jcb9VVS/l7sDMt+zbMrj8qsjxME02se5NaVntSRl650P7/95t8+iKcs1Yjl2hgRZ/o8//vg2DdcU3aWsDjr2/K3v+UybM+puER1BFHqzWsqentFP7d50agtScHg2RtuvlWDp9yMe8Yh1qxWWptPszTffvGk658roEwfJM9J7P5WUj06Ddmo0jr1YKNFsATgLKPUdNtfQPh0R58xSuZcTqWy162c961kbpVwX4r6Sn2nXZr14dYCmr6Z2XZpe7bqm6C5XcHgly3Ux312aLv80XaBGMGc1pOqrCirJ8xve8Ia2OuzG0PSl8lwdJbAEKqKERnD8Xkzi3DBkHJoNNVYqCiOr8+dejO/wnoyiSmQ6CEPpGsZZRNZnw46i641s6VT0p44M86ZBWtHKu1/9VPcnYPI4a4KFtc4mo2TlL4uMyOdqSerb+9///lbfjzjiiO4JT3jCKIRpU/BnlORf2XOy3va2t81kHZ+PpY66KWjeD3rVq17VPe1pT5vJYIpJSZbuAAAgAElEQVS6zYnpv1tFz+im6YB080lPelL3ta99rY36c3xMFxTQWo5OCs60l0bT4qHhL93mXNX7Uq6htfR8Pk2nXRylhRIbwtH41V/91bu9f0vXq/7Tu+EzLXTPsX8mX2z4xRdf3Nr17//+77eynDXbNV85qDsf+chHWvBMu/be9rAOzXfttB/Xfmi6GT+c7NL01bINAk3jZPl5yUte0j3nOc9Z8dGcTVWnaLqy9yqN4Pmb3vSmNvo/hgGCOFqDWnDBBRd0xxxzTHsReTHJVI93vvOdLVq4MTrok4wDIznp+ELPu77zCdEko+6ela/13WOh7x/rZzpAjHDlX143RjmONf+eS7nLPw5+VotR1lGVBCN0NOV9FoMJ89U97ZkR8tsoibyPwSjN97z39rhp0RYRsuhEJRoqMczy7/2p6oyZ3vee97ynaXp/hsC9/f66zvdM0lDPUs+z2O9Yig3gLE5yGN1D/uZ7rsU+y9jO067rXeLV2q5L06tdrxZN52RLQ01fLY5WBdwxqLJf6Wlzm0ofOFo0jdap70b9xxJAiqM1qAUimy972cvaik6LSUaBDM0vR4EyeLVxJcEwJZAh7DeUGvEynaQqlChpefMiGv3zGR33Wd8Gm5M6AJX/hT5bDKMxnzPM26x1OtbHfjXnf1jW9feQyfoYTuvnw3wOeUxrvobPbUowfRbZr8QgC7L84z/+Y+uU25+QccbA9D66vlxOp1Elmizabqqf7+0Hc2i2kSmzIzyn73WNZzQ64cczVmIbTEc03Xt9QaFhGffZLPTZkOE0/T3M12pv18puyGSaynMpzzrM52ov+8r/UhhO67n9vPbLfVgnViJ/cbQG1K34xOBZgncxiXHmHE2KGC7m+v45KoTvdj+OkyXieeWcrYp6mgbjJWZTWxhvTpZ3sFxrEQ0rSdXmyAy697Lss+W+C61OtdRnzfkhEAIhMA0EaLrVWWvlPs/M6eHAWCad3nqXpT8KIpA1nLZ9b/Na71nRaNMTy8aUppvmIhjm+TwDJ4uz5/vpOV23jLskcEbTTYO0wi37kBQCIRACITBeAnG0BmXDebm3Q62co3pvikH0f8fq/SiGlvEsb9txjlNNWeK06RAYIRPV/OxnP9uMcr0MLRp6zdxqVN7PsrcLg8x58hK36ywJb24y42sImTF2vt/mK7tv0t0JVJkMRw5XEyf1Xf6rbq6mvMtrjTiMIfK1qdnTnBod39Tfvam+b5Km17scRoU4WrSxHK3+c03SdA4SfaffQ0032kTTcRUEo+M02v3Vsy984QtNrwXHJCNTNJqjZcpiOWUcKzruM6sRPvzhD2+azvFyTPDMSoV0PemeBLBaze1avasA8GrTNfnV9rTn1ZZ3LaE0fTlmWd2zZY37iPI2yk+Hx1T2m/3xXBo3uul5OpFG0UdGkMPjZVQv5nkZmWEWQSWAOrQMgRGro446qr24x1ESxZTch7G2CTFj6xoG9uijj+7Wrl3boptvfOMbmwHXqEw7cb53EXw/A8yAn3baaW1FMd/1ute9ru3dshwjb9NTIot70noxXkfHUvjLFcle3Lev7Fk1PYlR3mWXXVrnZLXMZ0eeGGsr2sYv//IvrzpnsxZpsFUEDVpNZV9a610so0mTAg2CWqXp9sKisfa9soqfuuNzGlyaLqj1O7/zO23kqhws32MWAmfKu7/1HijdX7NmTfe5z32u6fxb3vKWNh3Q/XQU3IuTZfsODpV6etZZZ7Xl2jmKprhbwCSafk8NpWum2a/Wdq1PIMBgMRD1cDW2a3pu2rD2MaZO9z1r6/IdqSnRytuKiwI6q6k/U1ormFXaOIayj6O1fHW8GWGreHGQGE+GuVa7srKZPU9M69OZZUz9/d73vrc5RjaeVDlUCgIpGlPXWj2Jg8V4Mxw2vFSJRCw0KELCQFu1ympLXuz2ff/xH//Rjr/whS9sgqsjNYZKt4zIl+VW+OnoWHmRw7HajJK6ZuTUjzq1WuqIfPpR5oIXOiR1bFkq1shvIq+COEZb1H3/Xy1lr2i0cyO5yp5O+nuYfxpO0zk3NokXQBPU4iQZneJ04acO4ef4+973vhZRp+m4FmffRdNd/6UvfalpumAbR4+mWxmwNF3niF4LutH0Wq7bCqnu/eu//ustgGeka/jMI692G/3x8FCW2rOyNUq42tq1PoR6qU+xmtt19XlWSxsprWHLt9pqq1U3qif/9FG7r1kAYyj7TB1cRtkXZfRisygnZ0o0xY/kmBEtoyeVnMNYet+Koa5U4iiqycnikLm3hToYZCMvHLVKDIoIq1Ezxt/GlCJaKtsznvGM7td+7dfWGZt1F+U/jQCDLMK80Kafs4xKh47zX+/1zXJeh3kjwJxswYvVmNR9Ec+axraaGCh7dZ8ztFDqazqdmKTpdFokWdLB5TC5L12upOMjoEGXL7roohY0c29R9+fMLcFMp/uazjZYkMm9rYR7xRVXtGt1nr0/TNPr3dyFnn81fladzdXcri1r7We1pcW261nlEk3frGnq2NJ95gzE/1qIsT1ZnicEQiAEQiAEQiAEQiAEQiAEppTAfaf0ufPYIRACIRACIRACIRACIRACITBaAnG0Rls0ebAQCIEQCIEQCIEQCIEQCIFpJRBHa1pLLs8dAiEQAiEQAiEQAiEQAiEwWgJxtEZbNHmwEAiBEAiBEAiBEAiBEAiBaSUQR2taSy7PHQIhEAIhEAIhEAIhEAIhMFoCWd59tEWTB1tOApZSvuaaa9reYjfffHPbX8QSzPbZqIU3LaPvHL8tlW+pZptIP+EJT2jn2Y9kmlJtxGyvHpue2uPHMfmwx8R2223XthWwrHQx+PrXv97OLQaWpLbPW21B0F+Ceqws5MWP/Yfk3Qbitl2w9K8lui1lX/ts1B4bzrf9gvpx7bXXtj3p1BlLdG+zzTZtw1j7II0pKUub4NoU/brrrmv12hLgynb77bdvv/vlJY8237X3kzzKb+0hZ9lye8kp70pVf2wX4f6+yzHnYYKhNrJS+5R4fuWkjNVtmwLLv7xvvfXWrc1KxUnZ2vjd3lTad+VdfbBRuXbR30PPdeqQ69QhmzvLrz238KoN48dUJ1bjs9iX7Oqrr24/lry3fxDNltR59aI00KbPylXZqSPsgKX0pyV5dnXc9gB+1GfHtHP1kqbbN0w97du10nXbBajn02jX5JN+KUvt0obUEs0qTa8l7WmS/Guz2i97hhVNZ/O0d3vcKfsx7ptpOyCaVtomr/JP29RvZVyp8ulc5Syfytk5NFo9t7dUbVzsfPdiA7QZ2uZ8tpHNoG1snT39VirJ+yS7ZssGZVx9Fnlhz5zLFuBUW/bICzvFXvXz0rf1ruvbNXUCr6Et2FAOcbQ2lGCuHz0BoqJT9pnPfKb78Ic/3ITXhp+/+Zu/uc7R0vG68MILu49+9KPdZz/72dZgCZWNoV/5yle239O0OSgxYZAZmI997GPdWWed1TbQlk/Cs9NOO3W//du/3USlRItROv/887uPf/zj3XnnndeYOXeXXXbpXvGKV3Q77LDD1Gx6zbGyB90JJ5zQypVwMzTKcLfddusOPPDAtk9ROc8MDYOj/G1Me9VVVzUjzSAfcsgh3X777df2sZNWyrEYNjT1mmE944wzunPOOacZZeVtH6c/+IM/aL/7jpb8XHnlld2aNWtaHWeQdVJ0So844oi2l1PtpyaP6ooOzb/8y7+0DdgZNMcEKDB5/vOf3zqqkzb6HT7rxvibY3n55Zd3xx9/fPut48khlPfDDz/8bo4WTh/5yEfaflT+r/OtYyHve+65Z8uPva76wRQaYM+rY445pvviF7/Y6aRrDzoiRx55ZGsPOrdjqhMbg/OY76njbBNnun7cccc1XXvxi1+8ztHSrnWmtOtPfepTLZDmGu36oIMOanW49t0ZS7uejzdNlx8d5DPPPLPptPpcnWpOFk2nU+VolV2z6fa555471XaNPbvssstae6fpNv9WZgIqNF1ZasulecqZ7lfebTZe+4u+8IUv7F7wghc0LXOPsZU9p8Gm5vJKs9VhAaI//MM/bFrVd7Qqn+yAH/mkXer48573vO4lL3lJq+N9nfb55z//+dZmaJy/2UZ7tNI2gdXa7Hm++rgxjw/tGl1nn373d3+3lXX1WdT9T3/6061/IyCoTnCq5IU+H3bYYa3vVjrtmcuunXjiid3ZZ599N7umX0g/2AL3Wa56sdkfz6WNCSz3DoGVJkCgiI8Ops6iRqdDySiLjuh0aag6lCJmHKuDDz64Rbx0Xj/5yU+2EQ1OiSj4NCSdasJDmDkQImGcJSJNqBhlDAg20WKQPvGJTzRGRP5Vr3pV64jgwzEl4MQah7EzkPfTTz+9O+mkk1qnWqebsWGE5UcHRZnLu+igdOmll7bz5d+GsC996UubIXYeQyTyZ2NZxmosEVAGtiK1Ipbyx9ngQChjZaXDVUkd53gy4Oq3usAYuQdjxclQL5QvA8O54JzooDLA6o8Oivqkw6Ne2HDddctlkJbStjhanl0ZcZi017Vr17a8q+8V3da58qzyv/POO7c8yP/uu+/eOq3Knj7YtLy/yTA9OOWUU9p3vOxlL2vXYKpdqRM4i7COsaO2FI7TfK4OaDkddIzjT6d0rqpdq/M6rOqqTpTNnmncJZdc0srfcUGYsbTr+cqDrplt8I53vKPZMU4CnX7Ri17UtEnbNYKhDmv3fbtGF17zmte0ABPN69s1HfKxazom7BON5lzSLp3o5z73ua3ds9ECR0ar1AHlqU2ffPLJ3bHHHts9/vGPb3ZA29fRVvbaPa3Aamxlzx5zLpQhXeI4CCY9+9nPboGe/ibzbJNAgjqubOVTPad7nDR5ffrTn97YyKfjgkennXZamwXx6le/utk69xSMpaH6SDR1JXRdWdfIXNk1Nkf73nXXXdfNpGD/BIO1f2nfffdt+VYnjNhyxpWxUcv+5uU4Hn300S04yf717Zo6w1bg5brlyv909BrnU54cD4H1ECCqRif++Z//udtyyy1b9I+IVQMSJTRMrxMmqmMUYP/992+NrKbW/c3f/E0bHWHY/ExDIr5GZggUEd1nn32aAWJUCC2R0lHUScbA8LmRL6MkxYDIya/ff/3Xf90Y1JTLMTOQN2LKiOh07b333q3TrewZZaM5phvprOyxxx4t/4y3UTyRPJ0Wgo4NA/f3f//37X5f+MIXWp3oG7mV5KAzoWNlVIrB0cFShvLfT/IniWjrWAow6GxytBlybP7sz/6sGWSGVh7VA0bHNYwR48VJYexw4YRccMEF7XwGue+gbComHGWdjppKooy01WHSiRQkEUBR/soUMx1XbAQRRHexMU1WJNNnDLHOGwdW+1HuzhHp/bu/+7vWHtQTzldNyxl+d/7eOATUT9ouoMLZ4iwp/xqRrDqvXetwadd77bVXC6IoK3XmQx/60Lp2LZCwEnV4KXR0PgVEOP50i53SsZZnLPzQdHV7aNe0XefTctqn0112jROizY890SPPri3TaG1ZPjkk2i8bZnRTXXCc3eeAYYSXdsz+6Qf80z/9U9M7dUOnWrsfUzJyrkw8qzJlmziMwySfRmnlU52ufCpnevWv//qvbZaKfLqPYwLP+jtmfWgTtM1UQfVAG/jgBz/YgnHaCnu/Emlo1/RlBEf6idOo7rNNbDt75vlpg7rBDnK0BcbkGRPncaTYNX2boV1zPrvGQVVXlksTshjGStSifOcmI1ARa0ZYlFOnUWexHC2N0ZQgoqtRiRgRHMKrE+dv0R2RRB3zaUnEhGNQo3c6m5wvhkh+CZT86lQSHyKm4yjf8mxus//jZYqdTq0o6DQwYHzq/SP5Z4B0jhkvefJ/PMoh0almrER9GXAGhtCLihn14EjoxIj0DcV+JesDQyM/Rm90pDwnYzJMNXVWG5B0OBgZ0yPUdYZWXo3m6syoD+qIjp16z3jrjHAonIeR+sGRZZBWiolgiE6XKSWivjXtcZh/dZzhFc1XtvKhXujEVFnLu4CLvPvhYGkrOiem3+DkfJFR00i1H9qiPQwd2+H35+/lJ6CsOFFGFpWFMtKu+w5vtWvTX9VZdUS7Vu91MLUXOqFdq+9jTzRKkIiTJA86gjSdQ6ENsms1Q2Fo1+hY1eGhXXP9NCQBQuWr7dIheu5Hu6z3cOSb/tfon0CQwCH9ogGu44hh4Dz1R9sfW1LGysuz03d5nJTkkw7Jp2BB5ZNDJZ+ulU8zEOQTQ7+dr71oB0Y03Z+tF5RkVwQv6P9KpaFdm/R+dDla8slG4SXfyrjYsX0ccPmWtHM2zY9XIoZ2zbRbdg2f5bRrcbRWqiblezcJAcPKjBPB0iFjoPqJoWWIdaxEujXQSkRdAyfKzhNJnJZESIgFETX1681vfnOb+mT6yPve974W5apkJK8YVOe7z4DxJtg1VWvsDJSbkSwiy8AwGMrP8+tUcDh00nW0JGXP+HCmGKsaseKM66SL6jFEOnbT0CEblg9jXOWrPnMW6j2GMlYcL//XmdNZYbyNhmLJANc0PPdWH9QTHR7OCEM2rYkBrg4cp0p5aw/yZbSPJvR56dyqHzpt6kvxmtb8T+tz6wjSMQETQQYaXaNZ8qTtV7v2d3/Eqt+u1WHtmuM29mTkRkBQQEHU/a1vfWvTdFO//uIv/qK9g6xOSkO71p+JMbRrK9mhXgpzQRXPjoGgmDIzUiGoSNNpmnqgTugke18HByNDpV/K3uf0SxtmD6ZZv/r5NGrb12n55LDIJ52ST/YLLxrHpqkXFZwwEkrvjAD6fFrqxaQ6JFgmD3SALsibsmfXtCN5rtkQdT27hglNEFReznqRqYOTSinHpp6AYXGdbAKs8+Qdnb4IVQZ1QnXAdS41xuGIQBklgqbhTkvSSSyx4CSJ+Ji/zPgYhTCVUl5rmhiDRZR0NocMCLYIG2dkGhgob5E6ZWpKhcURlK2/lbdRDFMGCK2ElfqirGsVxn45u5ZYqwPVkZmWeuA5a8TSb/ngbPXfSWCAHGOE1IOadoQJluWA9PPM4cBF28F02pK6jocghFEBgRgGtj/Ci0MZ6Um8sCpe05b/aX5e5WUUyu/Xv/71bSpsRawrX8qu2nXpl7LtJ/XXMe1aXRh7or0CaPIl8m6mAUfLdDpBNQuCyBN943T07dpwZcW+XXO/aUhmWtBw06Pf+c53tjzW7IUamRcUUt6cME6WdkvT+064vE67flV5yacf+aThw3yWftEpOu2nHIi+A1L3q/vgPC31Ylh3tWV9H9Mm9fnMviguVS/ms2tDXsN739u/42jdW3K5brQEiEmtIKcTaSRLVLoiN/0Hr863jpfGNzTGhIeg+3yaOtkYEBXPLmplfr4pU7gwQOZgM1giWKZdOJ/Rmo8BAcJqmhjofJWzUI6WPDA6OiE4SPJOnJU1AzysJwy3H/dTD6YteeZ6dnnrT52Vl4rw+3+Vr99YOV+dGDLxNybYOW+aEh46G0a6ddiVufcYtQV1oHhpD5X/fv4m8Zqm/E/rsyoXbdb7OMrN1B9OhdEJHathWky7Vr7T0q61SZ1f7Vfn0RRWoxUCYNh4j8UMDvXYcflfjF2bBidT2WqP8qQOKDea7pjnZ+tout/sGVZ+tFW8Zkm/+vVcHuV/ffksPa/+jnuUXevfr+7jntNSL+r51QU/+jYVQNPvoRHyKhWv9dm14tVnsyH/j6O1IfRy7SgJ1LC3VXUs+WqKWE37E/3zuSF0EXwNUOeKwDBKw460hkucfN6Pao8y472H8rw6kAyuOcxe2pe8o4CFKK4Xqw844IAWyV8MA+dMAwMGQkfMqnnK08pcpp0w0kbz/vZv/7Z1SkS7anly+aqy9rufql4QZ1ynLXnmenZ5G9Zx+SlnqTokVR/qfL/7ea/jzp+GOiGPVa46q6YGeiFex8xor3agvUjFq67By7F+/oe82oVJG5UA5hYystWA1cT+6I/+qNU9ozymEipLbZzGO+b/ymyW2jWngWYZzTLCI9F0eTZbwZRC79lsNTf9q9q8+jvUtGKCz7S0X+9T0XX220pxAojyZmSTplswwlQ507/6tmq+/Ds+Tfo1qXGtL59lu+q8fnmXhk/StmmqF7hUfdYOrE5JI0yx9e5mf8XB9dm1Ia9JzO/NsTha94Zarhk1AU4E8TVH/wMf+EBboroiGkYzdLR0wkU9RDxMKyS4BNxn/VXlGHdOmaj+cErdmCGI9lVkczhtpF4iNrolmquDaX4yEdJZGTLguBgBYOSngYE8WepWmVkG2DRB09+IsU6JfCv/cjRNLakRL3WHoe7nU70wMlYvXI+53Cc9m7rv2f2WD5Hf2szX+bhoF5LpJ4ysOqNe6KxWB7Y/LUVUGZd6+X7S947xmPas3ZtW4j2P3/qt32rTTJV/OVLFS3vAS/7Vh/p8Eq8x5nXWnkmUWZkJkGm/9n6rQJnPajVZQRSabxl05Uq/tGt12d+V1F/HpqVdl6bTMJrVT9ohvdfRVGe1VcfKrrFhPq/Ut2tD+zDWemOrBfk49NBD2wI+pWGmDXoHlZNpqrjOtTzRfB1ntguT/oIK06pfw7KRT9okn3R9mE+2UD2Xd/ZbvShuxaBv69wHYwtlTUu9wIQmq/vvfe972wInAsz23DKLR74rVb2Yz64NeQ1539u/42jdW3K5brQEiIQVpn7v936viUx1kDwwA+29LcbVlMLnzK1GVavSccy8NCoaKBEdnSwvzDJu8638M0YQnEWRT+JLPPpJnnCpVQcJrZV6/M0JGTLQCfcOgFUbp4EB0VWWGOhsyF85CYS2loDFQWJ4jOrplBjxkkf1o6JkXp4VLa5lcMdY3gs9E0NTdZwTrT6bbuW4Oq5+CExUtBwHkWEdMx0yZY9HrernHuqJzqspTBiPPSlLHQvTZU2v0i5+4zd+o+2jg00/qq9DawRUR03n3cvjtQksAy3fRlAY89qzZ+z5n4XnEzjB2x533svq67r2bslqddcCQEbwRbItdKHstWvlpa7227VOuBHNvgM2VlZ0im3S/nSo+0nddrzeMRUk6ds17VtblYZ2bb7VOsfGQbujR/SbptcItOcsDcJA+TqH/tN9o9e40TOfyT/9MrODpk+Dfs1XFv18WgHV+9jlUGPF+ajtAOSTw6V9YGfKqWtqARF2gN7RNjZwWuqFfJouaJsOy9ibUlyrKdKMvk6wa9qFa9hBLPp2jZ1Xz0or5uO+1ONxtJZKLOePngAxsepcdRT7D0x4GVcG23QhzoPOk+mFGpiG6v8Mr/NMUdHRtrKVxjctSf5MrRDd1VG0IhFRZogYHhFAoswwEyMdaec7XvvOEGPCa1ERAiQ6NA0MCKu86nwwJPJUzpWydIzBrcieDrW8EWGrMRJeXETLOZ21hLe6MiajXJ0GBlJEX6q59ZxIzoSOp3xoEyK/RgTkkYFhcHTYLOlulEBwQrtxDV6Y6Kw439/ajntpE+7DMVNnfLYSSYeJwZSH6jx6DjzqPTzP6zmxYIxtVq2dWwTGSKd67x6ur9ER59dqXaK72pD6oL7onLiP+2OjAzctU69WooyW8zvVS3XW9gQWL+kn9ZGuKTufmaWgfNRh5aYOczRoGn1wvnbt/9p1f7RjOZ95Oe+l86uNWl2QplsVTt4qGGi6JJ13jKZrl2XXTLlT5+VfW+jbNUGFaUi0l4PEaaTj2qzERnlHjwZipEzZb8EkAVLB1drSARec8KMTFs+gAWNL8kbLaRudFxiV/E176FJpmzzLpwAy/RY0VM5slz2k5FOgSD5xoW10S3BCu3CcDWQnbQnju2pa/Upxocl9u1bvVg3tmvau3ZulYN9Dzy3IYpVR3PTt6Iaf6hew77TByJd60bdrFXDEcTnt2mZ/PJdWCma+NwQ2BgEdHw1Q50hj6f9olCIZGqTRLB1ODZKoWTZWp5Oh4pB46dpO9Bwu0xXMiSdu05Aq2mfHeKJFZIgNcfHuGlF99dyywKJZOBF2HAgtPsSXoDPqNgXFw4avHM6xM5BfHSnGVHkrf8dE9nQ4bLZb+0FxNrEhyPJow0LCyyAr92OOOaYZMIbMNDPGfkwda0ZRBFKnUSeEI8EYcbQl+ZI8t3N1SMxfx8RnIv6mWXGkvdvhncbKPx6cEgZMUqf8ffTRR7fOjk6c7QLcux81bCdvgsT4qqPqq7I1aiGqWaNsylwelaXP3v3ud7cOptEQU0rVY3nU8fS7nNLqwOCJq46azguupifh5VybPouclhHfBFle1V+hjikboxlDXVcXvKOjI6lTSduVu/IX1TeSWVOh1HUr9NF6ddgURJ+NqV1PKmjtUhs0ha5G49k5dotG07qXv/zlzRljw/p2Tb0XeNRe1OG+XbPHFlZjT9qiH4E/5c9msWNsGk3nLHDCOU/yo04of2ycW06maeWuweNNb3pT6wtow2NKnpszpUw5lcrPVHdOsaCA/opz5Fm7oO102jH59PeaNWta0JR2WZ2TTcBFXgWM6Cb953T4Lrb+hBNOaG2IHTDavxK6rhyGds0sBLaHk6SdyqcypQVeDznxxBObhh955JHrFoKh637YAe2Edsi/ACwNYAerXpRdM3uDJhx++OGtj7Bc+b/PXGO8+5vfY6pteZYQWGYCH/rQh9r7GRwsBlZHm2gRnlNPPbVFRkT3NU4NU/RHZ0on1DVjE+T58IgG6XwyqDYiFsWTJyIqimMlHsu96yQTZsKFAcfMamzFgDARaAz8uHbsDJQnI3L22Wc348RhYnSJprwysDrJOmM1bcA5on8WSOCkEegSYVMRnMuIE/mxdMjkk8Nz7LHHNudZ8rdyVm8ZIZ0Oz82p5jjgoaPGeKsj8sJw77vvvm1zZlFvx7DSQWV4bAWAiU4ac+G+oobahNEDdWS5DNJ89XnScc+ns/yXf/mXrX57Ph0TeRco0MGwaIDV2bQFe8mJCDvunH7AwLE3vOENbdoJAytxSnVedNJFf/F2jU7sQQcd1M4V+ZRWIv+TmKzWY04wM0YAAAQeSURBVIIqb3/721uHylTA173udQ1FzUrQEVeeVYfpgLpr6pgO5TQ4y6XRNF0H2oiFOikvRm/YMppO3+h8366de+65LSBD0+R1Gu2atk2/TBGlz/RLu1Pm8kznlCdNl0fOgzKn6eyBznRpulFMms6mcWDHounVfmm1kXPaRnvUY3lRbvSHRtE2i4KwyXT/uOOOa05oP5/03Dtr6jidl0/2wb04L95pK23D0X1pm7ax1dyo10rpGlvct2vquvrPKRYUYdcs8sUhfMtb3tIWwFC2HFF1v1+e3sPXLnxGv/HhYOoH+p6+XbOBsfP9dp/lyv90hOdXq/VIvpedgCFlgiIiVh2qMjyEmmATrYoWcTI0ujFGvRaCw3gwvpat5iASKlEiIiXiL2ojT5V0lp1vOhXh1nHhnOhUux4Dka+xO1ny4xnlkUiaVqGTLQLseM1RF/VmtCpxOI3uHXbYYS3vIl46KuqDCDFe/Y75Quw31WeMiedWp+dLOh21CXcZZ3VAHjFR7jhwGrDqly9nRd7VA5Fkjjgj7TyGzrTBlXKy5FcHs6aSmT40TNq5vMufcj/qqKOGp6z7GxP13j0rGcXUaacVHE2RUO1BO8FL3VguQzzvg+WDRRFQV41Sqr/96c3aR41a61TpVOqQKTvHTbUbW7ueL8PVEa5l3asNl0Zz+tXNyk/frmmz8j/Ndo0donnKjtNoBEP7q/zToxrxwFCbp9vqBVaChzRdUIUDUptcj83J8uw6+fLCcZTPYfI5bVO/5V8+DzzwwKbJ8kmz2Wt/0+r+iK38cqIEyrCkbeoFXjSQA8eZW0ltW4xdU99r9K32xBxy8reyNmunytm92TVBQ857367pF9AFdmA5858RrUklk2MhEAIhEAIhEAIhEAIhEAIhsAEE7rsB1+bSEAiBEAiBEAiBEAiBEAiBEAiBCQTiaE2AkkMhEAIhEAIhEAIhEAIhEAIhsCEE4mhtCL1cGwIhEAIhEAIhEAIhEAIhEAITCMTRmgAlh0IgBEIgBEIgBEIgBEIgBEJgQwjE0doQerk2BEIgBEIgBEIgBEIgBEIgBCYQiKM1AUoOhUAIhEAIhEAIhEAIhEAIhMCGEIijtSH0cm0IhEAIhEAIhEAIhEAIhEAITCAQR2sClBwKgRAIgRAIgRAIgRAIgRAIgQ0hEEdrQ+jl2hAIgRAIgRAIgRAIgRAIgRCYQCCO1gQoORQCIRACIRACIRACIRACIRACG0IgjtaG0Mu1IRACIRACIRACIRACIRACITCBQBytCVByKARCIARCIARCIARCIARCIAQ2hEAcrQ2hl2tDIARCIARCIARCIARCIARCYAKBOFoToORQCIRACIRACIRACIRACIRACGwIgThaG0Iv14ZACIRACIRACIRACIRACITABAL/FxVaGveZSXmHAAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "id": "529c7b6b", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "4b410b87", "metadata": {}, "source": [ "## Method" ] }, { "cell_type": "markdown", "id": "8a472424", "metadata": {}, "source": [ "### Motivation" ] }, { "cell_type": "markdown", "id": "0e4d5da2", "metadata": {}, "source": [ "At some point, a colleague of mine mentioned that predicting EI/MS spectra using quantum mechanics often succeeded at predicting fragments, but failed at predicting intensities. They posited that this was because they were modeling the electron impacts, but not the interaction with the detectors. I wondered if the intensities could be predicted using ML (in this case, deep learning)." ] }, { "cell_type": "markdown", "id": "b684fe97", "metadata": {}, "source": [ "### Problem Formualtion" ] }, { "cell_type": "markdown", "id": "5356a9bc", "metadata": {}, "source": [ "#### Descriptors" ] }, { "cell_type": "markdown", "id": "7d414c25", "metadata": {}, "source": [ "At its core, supervised learning seeks to map a space to a space. In our case, we want to map (something?) to intensity. What should that something be?\n", "\n", "In our case, we will create an input feature space comprised of three main types of descriptors: 1) absolute m/z, 2) surrounding m/z, and 3) structural fingerprints.\n", "\n", "1) In the case of quantum mechanics predictions, we can (somewhat) reliably predict fragments. This means that we can somewhat assume that we can have the m/z for the compound, but not the intensity. This means that our (something?) begins with the m/z shown in red." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "7e493d2d", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "8fce95a3", "metadata": {}, "source": [ "2) Its very natural to use absolute m/z as features, which we will do. We also want to assume that the intensity relates to other mz in the spectrum. Why is this? Loosely, we can think about the interaction with the detector as a competition of sorts between fragments. We do *not* use convolutional layers, though, because the competition is not based on simply on local phenomena." ] }, { "cell_type": "markdown", "id": "61086322", "metadata": {}, "source": [ "3) Finally, if we are predicting fragments using QM, then we can include information about the structure. To do this, we coerce structures to the Morgan topological fingerprints. " ] }, { "cell_type": "markdown", "id": "002d6423", "metadata": {}, "source": [ "#### Output Space" ] }, { "cell_type": "markdown", "id": "015816c2", "metadata": {}, "source": [ "Because we are predicting intensities, each spectrum, such as the one above, actually becomes n training examples, where each example is a single input \"central\" m/z and and each output is an \"intensity\". " ] }, { "cell_type": "markdown", "id": "e142e234", "metadata": {}, "source": [ "### Noteworth Complexities" ] }, { "cell_type": "markdown", "id": "b13f4eaf", "metadata": {}, "source": [ "#### Imbalance" ] }, { "cell_type": "markdown", "id": "7d2178a6", "metadata": {}, "source": [ "The vast majority of m/z:intensity pairs have output <10% of max with ~90% of the maximum being the rarest class. Therefore, we implemented, in our Dataset, a custom subsampler that, for each spectrum we interated over, a probabalistic sampling for each m/z depending on the output intensity. For example, those intensities <10% had a 0.6% chance of getting input whereas those with >90% intensity had a 15% chance of getting input. " ] }, { "cell_type": "markdown", "id": "63923550", "metadata": {}, "source": [ "#### RAM" ] }, { "cell_type": "markdown", "id": "73014e33", "metadata": {}, "source": [ "The 200,000 spectra, if assumed to have 50 mz:intensity pairs each, generated 10,000,000 training points. With a dense input feature matrix of 450 (m/z options) + 1002 (surrounding m/z) + 2400 (Morgan Fingerprints), that leads to a 10e6 * 3852 * 32 (float32 in tensors) = 1,232 gigabytes going to RAM, as the lower limit. Hence, we implemented a slightly complicated Dataset to generate these features on the fly for our training (with non-constant length, whereas we had probabalistic sampling)" ] }, { "cell_type": "markdown", "id": "0e789b48", "metadata": {}, "source": [ "## Discussion" ] }, { "cell_type": "markdown", "id": "9ef8b227", "metadata": {}, "source": [ "### The nature of machine learning and molecules" ] }, { "cell_type": "markdown", "id": "567e643b", "metadata": {}, "source": [ "I think the core problem with machine learning and molecules is that the feature spaces that are commonly used to describe molecular phenomena are very chaotic and because of this, interpolation suffers. Consider this graph created during one of the trainings" ] }, { "attachments": { "image-2.png": { "image/png": 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7K8bAIfGzHp6g18V9KHYR3Jf2/WYHtpu1bYqvY4fi/Rns4sPoWWbDpziZGm/W2HMN1USi/AZj2nD48OFANCApqEa5gcEDKhFBj1IxgwfIC45+fJ7K8XKPM3jwYOPFeTCgaG9vD+oSqhQKFOf51Kc+ZbfddpvNnDkzkK2f//znQbmCuH3jG98IZYHFgvNDzBI5S9vRU8W5io272PH0vhAQAkJACAgBISAEahKBM27GdWin2b4WT/Q8YR8wOCoc4y9xQlV6uZqavOZaGfTRNrNNL5mtesRsxztm/IwqRUB0h3g1WPMXzC75stnUq3vsVYlEcds6HPK4S5CaQmVzue+xfbFIn0GI8o+Te+x0Tt6D3ND/RO/V1772NbvsssuCtTlEC4UKdQq79Ntvv71TEsW2zz//vC1fvjz0b6Xg+JA/FC2FEBACQkAICAEhIATqFgGI0+73zFpeNNvzgZeK7TI7ddysr6e8Da5qjJxqNuPTZhMvMxs1o25h6LEXts+VJwjUmz8z27ve7Mg+VwpPfDRcyvpQqtY9aXbc/w3hHT3TbNDIHndJIlF+SyAwON9BaFB8UHJyA8KDmkNQopdPjnK3TZ+zfb7yk1Qi9ud8lOuxDf9GuZoyZUpYQ2rq1Klnz3HllVca5X6sH5VUsEL26oyBY6E4oYbR45WC91Ha8seTO279WwgIASEgBISAEBACNY0ACfm2lWbv/cFsw7NePuSTxyfbP7qkRKQO7nB1yntx+jfG5Lx/Q01fdk0MPgkQrW+bvf9Hs80vFxm2CxWUYO5eh8phRnnfpV/xsr4RPa5HSiTKbyG9SJTwQaZQfyAcuQH5oEcJ8oMteTESkz6HwEB4KNvLDQwnOD7noayP8/IeBGr8+PHhlchc2o8eKlQpjCbSWlHFzo9rII6AWKvnEib2w2L929/+dpEHVm8LASEgBISAEBACQqDGEdjzvtm7vzZb+V+FL4TeqKNOtFb/KipUja5uTPuEkymRqMKAdfG7lFhucoUQgpsl9n9otsIVq6nX+OKtc3ociVJRqN9ESAnkiD4kyAqL6+YGqtK6deuCStXkhhHF1muCHGFAAZl69913A0HKjc2bNwfzCtafSj1T7EOfE4Rq165d4Ry55YKMB2WJNaPYphiB4jycF3WL7ejtSi8IW7EFgrM8w+e9DV+aI3vNWlebffia2ZY/m+3yX3THj8RZhvM+gQ4gBISAEBACQkAI9FoEUCxO+8T1B894juF5RqdBS4a/KPV761Gzg25uQJ6iuLAInPCcjzLL/d5uctxNJLLEKS/rO7LHy/42xPuUZZ9u3EZKlIMNMRk5cqRdd911tmXLlmAxfs011wRHPJQjHPLef//9QLKuuOKKQFKwO8epD5UH+3Ms0SFE2JizLWs/rVixIhyb46BO8R5ECRv1sWPHniU9l156qa1cuTKoRWxD2V/qicJ2nfMsWLAgEK9SJIox5AeqFO93VoaYv0+X/IyEHmqTveaVL0DbZrdC9C9RXx8jdcnUIo+9OP49ZKwaPbsEdB1ECAgBISAEhEAPRACiA1nBlY2+F1QhTAQa3LjrfB3z6KFBYdrhk7Vtrl5kiSNuq73VJ3X3eW4y0vOR7nKBS2Vtxw5GMkG/FjgMcFOzRkzMfDkbnxSvu+Ae4cbH/T91bttM0WvleSGXpK+N+zvCHft6UIhEddwMSNDixYvt+9//flhQF7WIV2trqz333HPBKe+mm24KPUuQKEjP008/bbt377Z77703kCgUqquuuiqs+0QP0+OPPx7K+iBfECQW2oXIUFaHiQSBcsQ+fMZCvb/85S+DGsa5OeeyZcuCucQXvvCFc9au6kHPUOGhMCOE+tTizYNvufvKthXxi5O2xmqUJsFLvugOLP6acb3/AnH7djnmFMZT7woBISAEhIAQqFUEIEwnnSwwkbrLe10OeU8S/27wPpfRTU5ipntC5DkA6wRVkgegbKBycFz6abIE5IU8ZZ9XH433CV3IHBHIHu0YKFYQGi/aSmM6X3JDboSJwgknFJyXyWWc6ej3gSCMuSj2abFGEhPO9RRcO/cp10Qi6/UFs4mc3ras+13g7USiOgBGibrhhhtC6dyzzz5rDz/8cDCTgOTQa/S3f/u3tmjRorOKE31TECiIDmoUAUGCTN1xxx2h5+mZZ56xH/7wh+E4DQ0NhuLEOW688cazNursw7nvvPPOsC/E7Hvf+14o6+MYELBbbrnl7OcX+HnousPv9V8OG5aZvfz/xl9S/LLMDX5BMRux5rdx1ogv1eQrzYZFctl1A9GRhIAQEAJCQAgIgaoisHOt2cbn3fDhSVcVvEIllPO7ygBRGDTKq1K83+XSu8wmXVFZHoCygVKRVeE4C4YTpaAIdRAvCNTBVi85czXruL+POsRaRaOaKiN3+aCjkm153Wzt49F6nTwIchEqdJzEsTYSk8vTFjomTqjqKSDI9KChupUbLMDLvehhIRLVcUNQkSAzCxcuDAviUpZHTxNue5AoXPLod0r9UHwOwcJwgvcJCBGfN3nf1K233hpK9lCycMyjJ2nu3Ll28cUXh/OkSPvMmjUrEC2IFH1TEDP24Vhz5swJylW3l+NV8rAGmdpf290d5/2n4gJqxY7DzBRyOvL7am8E5Rcpv6wqmYUqdg69LwSEgBAQAkJACFQHAcgSDnlrfuMTq8/FNYFQFYLS0xEHvEcGtzyIzHwnLtO9MqXcsi3yBswhKskfSOohUttXRWc/2g8OOZE64cpHf/9skLvDjfQ8b9KCqBQNn1Q+lpC7/Y7DB0+7dffvY47U7gpULunr6+rT/i1RcYFcoXqBAw6C9RAojZDRIeOi6phFMcRNkSolcBjq+/WwEInKuyGQGV6U9nUWrOXEq1DQA8XrkksuKfRxwffogeJFf1VNBzNLqE7b33ITieXZLgU5ff0fzWbe4Os2XO610b4gnkIICAEhIASEgBC48AikHh3KpUjqk0IEuUiqAQl9ucFxUYc2vhCrTnb6hGmhoKzuoBOptf4iYUZ1GD45bpn1vBCoIT4JS28VRCqTUYRvR9kc+0LksNRe69Ux+1piHpPGCgaU27H465zb4jnIU0jwswQ4QBxRoCBQ5DuFgooc8KKK55RPMqPazL3dxwg5rAD/Queo5nvgHEoWZ8f7u/eD0qMZ6Ooc24+aGcls6T26dYuMT0C3jkknq2UE+CWM480Bn01hZidLnPZfoPzi4BcXMzXjXNZXCAEhIASEgBAQAt2DAKSDUjN6iuhbwfyJ0jIUmErUnTBqSuPcSIC+6P3e+5MlWISVdYHm3FreeRuceI1vjqWAlH1RilcqSOobvQIG4sik7zu/jPvllwTyM+tP8fnhPU70nEBN8glfxpkpKBk8EEv4qNLJErvWxPNNubrjPHVAorhunqUmX+j4kBtFZCFRPH9XfTMaf/RAIikSleVh1jbZEaC2F0KU6p2z7om0zy8ZXgohIASEgBAQAkLgwiNA+dhOT9ixBWcSM/UVQTAGu2suvUqsozR6lis9/nM5EaypN8YJUnKCLHHYS/yZUGU/eqQhR1kCsypUrBmfjGSw6EKuOQfDzKLpxqhAgcFRH2/BcBJ0xpWhY15it+PtuMYUY6MFIYR/zrVCtChRQzlCuRo6ISpI7Z7X7G3p6IHyEr4swT7gwIs2h8yELcvBq7RNIkFj50aFjYn2ra7OoQLmmkZAtCDCE73aCzIN6RoypkeqcSJRVXqW6ve0/suEXqdMUnoeChCw3Drp+gVJVyYEhIAQEAJCoHoI8P80fTes3fi+l5e9/4dYPUJpXQp6cbD+xmiBZHay9wRhfpBVmYJUUKZHspz1//awLpCX+LdtikQEEpXKDfksWaNDmiizC+X/rtKEBN1f066LNtpYYjNu2gvOObdvw34QnElXxu3f+FF09styN7Do3rjMzR+8tI/eHpJ/1DZIX7hWV/FQqiA+oWzN1TyUPYwqyrH2prQP0gbJHeekox5IVMIXbKa6wkYp5WAnorvWusLn5JlnMhAoJ8NDnaTOdII766aIY5Z7U4VtRKKqAHpdn5JfbJQBVLL6N794eqD7Sl3fL12cEBACQkAI9D4EUIa2vmm28r9jzxIEJVh65wTr+lCe3/bjSEYgVVOu8uTXE90sgSoDqcg/bql9Q2+QKza5VthMzFJKx3ggF4GoOBFCKSMZh0AR/Dzvy3EJlVWP+PbrI4lJ5wyJu5fhXfrV6AjMzycOn9sD1dn4TjlpCuNw8wnyHZQiyhX5O7QwgKGPhfGhnlz1Le8DmuqfubLERHE5wTVTlojBRb0FKt6MT/nz5GQKBRQzD0gmRh70tkEcQy7pP/fgEInqwTenJocGeRo902V4d6+hOTTLqtQ0Z9IMirReietNTQKlQQsBISAEhIAQqAICKDuUn739i6gCQAwKhm9HGZsvuWIfvurkw0nBhPnRUCFLfwplbZCJRHAKnqPAm+QEKF78zTh3OxGiVwrjB1z8UMvCNvRtuQHF9IUdznlecsj79NFcdGt0gkMholwMRYr8BKe9Mb7dGCdb4MAxMXEoJyB3rElF31Lr2x8RNZSUFBBQzvnWo7EsjZwo9/Ms50tlbZVMSmc5fjW34dogsLxGee6HIsU6Yn39fVz8KIfE9j3Lc1bF6xCJqiL4dXlqfoFRRz2u2V8Xx5muUrNQ/CJkbQhqrlmAVyEEhIAQEAJCQAhcGARI7iEWm1+JRhJZzoJSsM2Vq0M7I3EZ4KpUqQh9Qa4qQKQoe8tS5o/NdzK1oHQPEkSp4YZnXe3xEr/cNScT2eJaUDEoA0PhgIAxiUtOQZlYWNjX1SZIHZ8nswxK5bKMKf86IUMQKI4NCSsUlBAGp2I3kuDax10Sz8WYs5Cp0OPlk8uobWkR4ELnuVDvQTAhgkyEY6wBmQE/yiu5hq4gN+kYTKLzqsEQiarBm9ajh8yXghczQ/xSY4E9Zo3CLw1k7tzomIlg3YAr/zrKt1lrrXs0CBqcEBACQkAIdCsCqW+G5DX9GwWEme2zPTPdOqKeezL6hXa/H8vScnugOhsxhIAeI/pX6EPq78k9AQkJRIT/3/n/P0c9SOV22FpDiCAypQKSM2pGdNrb9HI0cXjzocJ7kVdghMHCtfQcQdaavESMPqSUiwxzEserUARlytW1chd/5XpRoPJd/Aqdg/dwPTxKqZqfD3LH+lClAuJEGSAmDOUaepQ6dmefc22UHVJCSK8X5ZDkcmGC3LFicpx7RJld7r3u7Jh1/JlIVB3f3KpeGr8E53w2EihmkXb5bE1uaR9kidmmphviugszrq+vxsmqgq+TCwEhIAR6IQLMnLdt/shhjlnzEV7aRdLXFTPn9QIpysjZ/p0yLiqZUSTiRcIN3pAysIcgULaG+nSWxPjPl99t9ubDkYCVOh19MrNujluhPm32Mr4sAYla8bN4v8MaU07oSgVKGb03w5wQ7nElJAvJ6+vkARWO683t2ersXPSGQTqmXxfVtO0rOts6foZydelXYl9VlmspfcRsW/BctL4T1T+IIspjMHxwPOmJgxhzf3DMw1K+T++mEb376rM9UtqqEgSQZpHSmz8fHWyYvWJWg188EChmsob7LMvUa2K9MF9M6l8VQkAICAEhIASyIsCsOeVazJjz/8w+T+oxHqDPhfIuSrfGXOQJ37xomV2jZUNZ4ci0HQpCJf/fkkijSFDGhiq1892I9xH/GWIF3pAo+qLHz4+KECYOsxbF7el1oZcIUpFbRocSBNGdcFl0AUR9oUSPyde2LZkuybAE3/6Wj8fL/yb4vc7SGsB5UVemfiKShSxrOHFcqmd41o55PpMl0rXidIjrHM8g5YCMOZeIgS1EFAKVrL2DG2IGQphlHKW24b7u8AWR3/p5tLxHQeNenQ0fB2Nn3CiA5HJ8v6pRbljqWrrpc5GobgK6V56GL9vES+N/XvySpbYZhxp+UfALE/tPtlEJX698PHTRQkAICIHzQoAZctzftv7ZS7qeiLPnlB7l9pxQ8TDx8jirT+UDVRL12KibcA7fAAAgAElEQVRfDpCUvfF/MP8XB5WDUrxSAYHyfiUmQCGsOPutfiyWqQVnv45IE6jzXUVBsZjghGA8qspXI7FZ46V3JOuJSPH/f6MTE4jTgr/scP9zcoMaEhSu3CS+kzGetQT3xJ/jZyFRQV3xErvZPs6je2PZXeoBMkoUU/h2EM90bUz+Bjtzz2eyBtcJocTQgoV633HsgqOfHwOSFSaXnTChoqFAofRQOpcflKqyPaWEiZxRssq94RiFCFf+PtzyYBHv++SqXPS9YXe/8r/yz9rxs58bfFiDi3sDxhh4QPwKnbfIUerpbZGoerqbPfVa+HKFWSb/5RvWa+CXsX+BkYa7U6buqfhoXEJACAgBIVA+AiTL27w06o2fxAb+fALFEY97H872VbFnhn/PuS2WIZV/tvrZgx4b1Dn+RkHKXei02FVCIHiBIYSVfiWIR75tN71P2JC//uOoWPD//wSfTB3r5xvq6ypd9NlIwg51ECRUDJx5g0rjn3MOLMTpG8rac5Q7ZsbHGLIGRBKShy06ZGDtbyO5yTWwgGxA9Jq/EE2wIJLrn856hrhdaGHwa2XyGNyx9oZEYW4BkeKzoOLxuatjxdQdCBHPeSBgXnoHvg1elji6qWMfGFJe5O6DikT+FXrPfJ+0zhaE7MPX4kRE/v6FfkaJXPVoPAZVRyJRhVDSe0KgCxDgy5WsLLvgcDqEEBACQkAI9HIESAxJJFcvjSVIWGEXCibuWGuHGfQPnvHk0dUA+mCYwKvHxC+YavgLgkmSTQk9PTyQgKDO8P+xKz3DvKwMFQEysNeVpVJBiRnEa+PzrhK95cffUXgPknEICK9NL0b1hbWbwjqQ/qJfihcKIuoRk6kk9I2uGKZ7AuFAIaqkSiXkGmXoAzwDEDeUMMaCKQWKzCEnCZgr0MvEM0PZ2qQFETdIJwvt7nWymMWYA7zBH7II7vRioUqBA89iOI9fb3q/0LPJul4HtsaSRUoJIV+J/IIr40NxpWwVIw9wKLiPE8ygejlhpF8Qy3ruK9tzPfSWZQnu7573Y4URzxrmHdx7SCzfRa4Jsga2kMaglBUgeFnO1YO3KeNJ68FXoaEJASEgBISAEBACvQcBEkjKytZ7+RGz6yXDiQUlaPTrzPtSnIHvrqb4VE7FmFOpIeVUJO2drYWTXAaTiQGqD9uTlCdHudzEFAUG4oSSQ+9RsvamTAynN5QHEloMNyAu4EBvC/sEVcnLI3NL+wKZgeR4wj/12pj0//n/y26LvtP7fljyhFK+MGYSaU87IRI+pKIBoWDB1VDu79cbKlhKhSfoqVUAglBuQGrABCKCygKZgHwHm3EfC9glUodyhLLG80dZX6nguJA01DbIYrhn/uKcvEoFzw3j2bAsKmXbVuaVEvqxOC7lqhff4WWUi+I95jqK7cO1QNow8ph5o1/jhI71tDKqeGFywokwvWsHnNAN8HvGc8c4U+sG95v7j/rG8SHxEL46IlMiUaUeXn0uBISAEBACQkAI9CwEDrhREesGHW3LmGT78EmKSfqw90YdCepHd4QTuDBz7zP9R5ysMGPPuSndIsHuLKlkWxQIrjeUffl+EKK01lHu8HHKa3nR+21+GZNZzsn+oZTM94MIQGhYggQyOeWqqKRgrlCovwkChUox/844VtQP8GZR1CyBKoGig0EEyTMLqmYJSB7Ob5AtiFSW3qNgTuFJ+igvLSNhrzS4F5AmxpqwC0TXMUwBLnNuj/ckC4k6X6e9/X7/1//JbPmD/vy46vOx8kt/vlD2IExsy3i5pxDpYvtwbUw+sA/bzbo5mmuUixvPGM8F6hPPHeW1/Dtg51iythTEfe7iaJbBmqChF6s+QiSqPu6jrkIICAEhIASEQO9BAEIUmvKzqBQdsKRSM5K8002+ryef9N3gHEvCz7FwmEMFIZGvpJws9w5Q6oVbIK5vOMcxYx/O4+dFbYEMUX5FfwyGFxCGFJAmFnKlTwVyBPnCwCEkpV5KNtrHj6scZJD+GbZZ81vvaXkqOr+RVOdiA/mhzwhVi78hARAp+pVQbiAtjBVsOA9OepAJjs8Y6cOhfCtfrer0ifPrJOFPx+x025wPw0Kzfv4Zn4yqF4l+qcCQgX43cKw0SU9klnLAzkoCUbwwh7jkC1H92vJ6VPJyS/vYBhWLa8Bpj3tVrgFDKs3c8U68rzynxWzVkzKEO+G7v4lKK+YPWfaBeHENbFtu8B2k5xA7dJRH1M9coxG+Q6l3DtWTQJli8qAOQiSqDm6iLkEICAEhIAR6CAKpBCs1uJP0kFAxe52axTtTHnrIZfT4YUCIeJUb3B+IAKVHqFKoWWlB0UCiPPElEUe1ofyKZI+eonKD+09y+t6TsRcLB0HKn3LHHMiL9xpBgJiph7DQ6A9h2vRSdEpjrSSSz9wEPZW77dkQiQON/R88Y7buCS9ZfKPwSHkOITP0KRE8j/TOQMh4QeQYLwkvZYGhl8XfR9XhecX6uiK8/VyBzDnuWSOVu1FqxlgggJSJ5RuHkKCjQNHHxLaX3fXRQrtZz1XJdig9kDbUG8rVwHFfS7xv6fuO8jfcjSIgq6gvo6aXf6agFjl5xamQ5yfXdbLY0SjNRI3EsY/ts+wD0UWNCuWi/rsqyz5gT58TZJ+1pDY+V3hEaeJih5MsrgVFEvdBesTq4PegSFTh2653hYAQEAJCQAhUhgCJA/0IbZ6gkwBCnkj0wuKUnnwozh+BZFRQ7pFIuiEIECcUjnd/FQlVrmpDgoeN9VV/E3uBBngyXG5w/1teMHv9R/E5KLQ/pGqLk54d73YQbVeZIETM7LNWDwvVFwrUJEqoWFyWpBmVY9V/Fz9P/jEwhsAwgWQ2GTig/pDoF0v2UYZCr5ETqnKCpJzeGxLucgNSyfjoyVrx06jm5Zb2pR6oS74Y16Sc5jh0Z0CeggJ2a+wDKvZ9r5QsoJJCzoKDn9/nLMFzzDpp5URSsZhA4BUwLkF6uZ9MMGDCkdWGHpXqrUecVF4WDS145mo8RKJq/AZq+EJACAgBIdBDECBxJiFGPWBmF0Uhf2aa2evJV3lJiyfL9R6QSUgks9UnXJkhaQo9PZ58kpRXmlyCG3bQqEX0wQSnN591LxWQAJJyFJl3fx3L7I56wpmvsKAiUX734nedSP21N97flP1+BRMJf7EQLT0iPAOdhm+LykQZHr0jGA2881gsjSq1H5/Tg0KSjYqEI1qWoI8F9WCXP6O4w2UprUKRguBhv33Qsc4t2Sp2TojuMN9v7MUfqbDFti32Ppg0ucpE6SOEAtWOZ4myRvp+GFNwvauA6BY7Z7nvMzGSXPdylefznTDhuQwOixnva7njzt+e8k4IL/b1pYLvHYYUEP4jXjaYJcAGpTMQQ39eixH2LMfqIduIRPWQG6FhCAEhIASEQI0iQLKDzS/9K5RvUYoFcchNNMNCpT7Le8RLs2joRgmg5yS5rPX0S4cYpH4akn4SxGTLnG9fTJIOHrtd7WGmOiS+/h5lUMHgYEZMrPmbJLmSZJOeJRLoaQujmkPDfafhCgoN/iSJm5fHfehRKhQke4edZNBTgtLAPiSYREni5zhRfofSheLDdZcKCCC21SSkEENKt5i1zxIYGzDWsDaSnztLcD6IJ+WMkJMsJIoyQ8wspl8fk+wsVtjcHyYMzuc5h4gNd8LNfaD08aDjAqZ8f7gvkCcUqZL3JQswFWyTzsvzyKurozuvi/LVpJYHExT/Tp1j4e7fIb7zbMd3iX46nvOs63nxe5LfIZTSQqZEorr6adHxhIAQEAJCQAjUEALBnMCTUnpGaOx/+9HCgycxp6F/3e9iks1M7mxXpRqdXHVnolR4dMXfJfGhV4LkJ6gXnuzT20DiihIwzlUGrgVlAJLE9iykymw2pTsoJWyfAjWK7UMJlr9meFIeVCknZeUE29OgftlfxHExYx+SOT//OeGJH2OFrGIBDYF428eFQlYy/N7SQ0QCz0KrwWygRDnbaT9/UIb8lcVVLozBz0NpH+olBBycsyg97EqSm2WtovxrTSVcWRQ89k1qy2Vfi+oa9zictwDe3GPwnnZdXFw3lAyWwC1/fLk/h339ldUSvLNj1dJn9DWxkC5EMjx3GUnyOc9oGfuwbtTMRd4fd0387kLmmfRJ5+V7xKTHxZ+LZa7cf7675QbKWjkLIpd7/G7cnt8ICiEgBISAEBACQqBSBEgKUKC2vp7tCCxqucrJFmvSMJteKjHPdtQLsxXkZKcTp/V/jISIkkUSbxJbzAko88KBjJI3ZrFR4ChNe+MnTgZ8W0rjcoPkHSXuPd8GtYrA6Qy1otwgoYOEcQ7OCeHh2Ln9Tah/43xcOLdh143aA4HKOnvO9aPYMDM/uilD0thBiCpJEtmHWfrc8ZeLSdbtIbw8e+U42aEiYou+4C+j6QQ9W4G8QqY6gqSaZBy86RXimeBcivIRQOHlmUMBpK8y9EWVIEWsw8W2EDCe8az7NPo+KEMTXV1iIoRz4taI2x/fr/C8+ORHKp9kQmFvS2VKeuiv8+9lHYRIVB3cRF2CEBACQkAIVAmBsE6K1/ej0JBsZwlmd3Grosxt6LgOIpVlxy7aBvUsuJ75OFCYAiHq6DFBQUiqASQHhY3+oQ+Xx+b5c8rTfL9QouiJP9d05ktx+/VPR5vtYsNFlaMMzWELDnAk8/xdrlqRSNzMG1zd8mOwACr3gsQRIoI6hqEHahmmA8Ha3M9djnITSt+cmFEyl3q5il1Xej9/XaFS26fPUXsCqSlXtfHtuW8ohmd8vKWCbUmI6SUqZ2HasHjqmIglifpILwUMjn5+70nYeYZS7xR4k3CHSQJFRQjwPIAzZYyQ15aX/R7nENZCB6WkkEkNyi8pR820j59juu/DgsCoxJwX1S+U9/l3h98VqIt817m/3OewcLSTLZ6H8LP/HikVHIPvLP1jfN/rIESi6uAm6hKEgBAQAkKgSgiQsNP3A+HI2gBOIoQasq+lexNNkmzKxIK64ioR6/6g3EBeSKpJ1lB3ggGDJ9pc1/uuQK38b782em7yo0N1YY0ZCCT7bXszEq78TQv9TM/F2t/FvqaJl1VmJQ5hoV+J/qqLbvMxfxDvBUQJ5QQDD2yomZmnFypLspc/VogUpg3M0Ke1eyANEDWEgUB+PJ0iSQxYOnEg+eX9fNOK/GOnn9mWewBRIyk9BpEqoTqEfX07LNiHemIa1oJyQlMqOM+oJn85bsl2v9Q+uZ/TRwU5nX1LVOhYXwh8UDNGODHD2pvrKZcUlzOG3rBtKmOk9whlD0v7tNhu/nPFs4fCwz2d55MZabHdTPv4s8A+GIBw34jwPPr3p9iC1JChtBQA66pRvlrqeWUfiDtjPJ8FkXvQvReJ6kE3Q0MRAkJACAiBGkPgpCfr+evXZLqEDgKSlXhlOmaJjSBPLNy57olorEDvTSgd80ScfgdmiHHcmv1Zbxp3QoVRBiVbWZQbXOje/kVUJTAtyBIQkeTWdcAVDXqcKg6/BshHKjeC7ECwcvtxgoUz/SVlRlBunCCEsjTum6uPEGAUGIhpUGU8OSRxJZnl38ziQ1ZQsUr2HXnCCuGj9I2ySNz5wLAgcc0bO9cDIaLHDEt1eqpKBesW0eNVyfpXuccm0absi+eGpB58UP9SIl5qHPo8GwIQ64v8O8l3lEkH+gzP6bfzZ59nkJ4/+pX4G0WK57DYPokkzfj0R/swgVJOcAycE/k9gt1+qeA5ufzrsay2Tgi2SFSpm67PhYAQEAJCQAgUQ4DEkWS0ksQxmDF003/D9CrRKM76Q61eSnjQSUu+KoOaBBliAVpmvlm4lZLDLD06kEH6JyAMWbYPeDohYXvUk0xGD8Vugr9PUsaLMqZigUKS+kuOu7KWpfQt2HR78ofy0uaz7Tu9vBH7c5z9IFOQB4gaLnGoaSxaS/I6YV5cQJderVLOgZTJkfjiNMi+F9/hx3WiS8lnqUA95F7NvT2WSJFMowzmE3uI4CAneax/dfHi2Et2Pq52KQlG/ajEXKDUdenzjxBICg4L9/J87H6/w/GSMjt/5sMC0f7+eH/mWFsruCH6M8U9/9g+/szyuyoQfyf6lLrm7pMV93T/Uckw1uF7wHPH74tc8s+5GB/fDSZoeE4hhSJRWZHWdkJACAgBISAE6hQBEkhKU+gXQIXIQiBILEI/j/cFXAhb5FyoQ/mZx+510RwCZamY+kXys2tNtNeGYGEoUWzbj91OP09WR7n8fUMvD4rYBQ4WbaX0b8L8uA5TrmtgwVN7gorKQ7LJGDGuoLyR/rDQd+WJYwpKGTEKoaxzjqsGkKpmJ0NYldNXlvqxcs+DcQClfyTGECEMNnge+Dek8rifA0tvcM09V25vSZMrCSSmqFgcK5USkswyRsZNqWHjqHgtbDt5QbQ2L3jNerNHIsDvmdH+LEKWsJnn/uLoiIqclFCendzJnEL78EwEk4iO545tKpkASiBB2Kb6xAG//1hDjAkalKlgPgOB4vdjh8LNs8q6ZN01cdQNN7KbpsC64Up0CiEgBISAEBAC3Y0AyQizuYlIZbG17ucEitIZ3OLKLaGp5PpIwMMaVk6gspTmkWhtfC7bGkeVjCd/H9QeZqsvdDD7PcZn6i+/22z598+1Xi927lmL4v2lTO61H7natiGaKOT3f+Bgxkw8NuUEznSoSySMq5dGAgsxyiWLJL1Tr3Wb9q9FZYhniMSTcjuC9ZuwiYdI5c7uJ2WC0qiLbnEC5aSQxBgyBnnj3LucNKMskminhJleFFTTOkpiI1C96U9/hulTQnVKz2BQYf25gVAVjGL7+DPTFcFzipEIkwj0x7F2FM86fZX0S0GcKFflZyYA6ihEouroZupShIAQEAJdggDqBS/+QwwObl6qRaJLz0dyUauTcozzxivMtjo2F30mzvxDPkoFM8r0sISFZnOSCsgOZWbgHmaZ/R4M9LIbEuOBFc4YMyOMgxoz15Tq5TekFxprKLHztZ0qUYdCT4wnbVkULJJ5ZrBJ/im1SxHW3vJeM3DA+ILxgDGz3riHkSxW8vyxD8dgRpzr2/Cslyy+GbHOxSX0Gc10YuP9HkkVWv2r6ChYlIT6mMNaYH5cSvi4t7idTXLVhyQTB0HKJIP65duGc/hzQA8XvWC4oYWeKw9KsXiPWXzK9fa1RKc1ygcpV6S8kPFBwsEtrF/lEYwt/HkkWSVxxQAC7DgeSlkykagEu3gG/VltBMK981c/SFPGqGSfjIcOm/HMMR6+z339mYPk0SuKmUt/f4Yh8TzbdfjciUSV86BoWyEgBIRAvSNA0ko5BjPuezfG5A2LW5JdknmSN1yZSBIrcfaqN/xIDEhaKbFh9hXSmUqpcklISDScYLCGDs3c9CqQXLB/MFjw/XC4ImEGd0q5IBPM4Ab3uaaYFJOQl7O2D0k06zVBoDKX23UQAsZMYsQxSgaJnePAOClTo3coX63JPwbXhuoCkQjkyAOrdMgTzoD0WCX7bJ4/sOP4PH+QDohIucFxwJOyNs6J+oOpRXLfA1vKjyj5m31znEnf92zsD8tf86rQucEK846d70ZSzaTDMD8Hs/TBfh1y6vgyDvqsMKwIKkJecJ8xphjnJAo8KBM84WoXih1EMKhWjnl+YpoSZvbnpRAC3YUAzx4kv7O+xO4aSzedRySqm4DWaYSAEBACNYEABICFVV/7YUy8cxUFEj+S2Cu/GRNMytgUkWigGEAiSO7f/GlcNyo36U6fXfqVaDgw5cqPkGPtJRaBfetRsw+eibifJSCemHDM2bdEZyvKZvo5+coaKCyU52UmUDkHDs52niaE6/DjdBaQLUgJ7nIoKIFE+diLEin/DCJASRrrOyUige362t/6YsT/E3HIJXCBdDkZ4fljkV0UrEqCsXK/eH4ppWv1sWL+gJIEcUFBgqgwe77DyRDEtmT/VBqIEyRKOiHE2K1TdkXZHonluDnljTaRJBrxeSmEgBDoUQiIRPWo26HBJARO+0zdgaMnbPv+djt87KQNcKl4+KABNnlEow3s39cn3/jPWSEEhECXIUCivHt9tFfGfCAoF16SkRvM1rd9GEkC1tTz74zOTuqxiChRZjXLyc5oL8WiLyCU5aEeOKlAkUj225CHFKgT9NK8+bNo6gDhOYd4kJT7e5tejioNx6OPJmtSDTlBMUQFKzdQQVAzNr7gBCPvWcg/FqYN850g0o8TmtX9dzTlcuCQSyYZDyWK0xfGEkgWBkXVRIGCQIED/UdHXbHBFCE3IJs713g/0/f8c3/+UPNYB6ri8DFCFHEnO+WEDIUolb4lUsfYz1lgOOPJMOZA1a2kJDLjKbSZEBAC1UVAJKq6+OvseQgcPX7K9h4+Zh/sOmyb9hy2LfuO2pHjJ62/k6gRTqKmjx5sM8cOsamjBtmYIQ1ecisypYdICJw3AiSPzLR/8LQnzM9HFaXQQUkImWVHZSAxhzTgXDagPuvdC0HQ6XsodZSY0YuCmoEjGwk4RgCQEcohk7oA5gSueRg+bHktYlvoBJBZSs4gUxAweg6GT45blppQguBSnoaaBZHKpEg50aFEkVK70MDuv2cZJ2We5+zfQUKG+/VOucoVttu8DO7SqMjRCwE5gvRAJilZZKzgw9ix82afYHfsz8/elqhAQaBQcAoFqhSY8qJhHSzoLzufHimUtsGdlL2l8rhC4+nsvXCfHUeFEBACdYuASFTd3trau7BTp8/Y7kPH7PWWPfbLN7faW1v224H2j2rx+zthGjl4gN02b4LdfulEu7ZptDX27yciVXu3WiPuTgRSsk5ZV2ieJ3nvSPBSkgc5oudizeMxWc4yPmyb13vp2SVfirP5dea6lAWCgtskkkQfDK/OAmLBmkMof7lqTbF92IZtMQ2grwrVJNxff51O99Z/PJvA+32GRLE2EqVvGINguV1KHQl9QT521hRC7aEP7p1fmG1+xZ8TJzBJKePYECUWAp33xUiKUp8S5YqQsMNOvPY4KYKksz1jQPnJtWMGh7ZNsZyRHqgsAemkt6n58xGHos5kWQ7WyTYYMvDqtDQxf3/IpZPI0FCvNCsfHf0sBOoFAX276+VO1sF1bNh1yJ5dt9N+9som23fkuCtQ55ZyQLLajpywJ99pta1tR+3EqdN2+ZSRNn64z/IqhIAQKI4A5IkyPAwGUDNQkWhqRxGASKEwYInM31lc1TgTTe4Ht8WeEZrwWSNEkR0BiAzkIvTbtJUmNhyZfdiWfdiXUjYID4YWvMe9hUA1ePKOQhOMPzoIM05zEGX6tXLtsguNGKJzxTeiGQJ9TtOvi31LWGaz0GdaawZ1DYc4FEn+jeKWG4yFY0FCAnGD1LnqFLbzf6dAZaPsj/Hll/Cde8SPfmIM+/2ZZi0rcLhQJieQT47P9aHCljTZ8O8TSiH7QXbzMSl2PXpfCAiBmkNAJKrmbln9DfiMz6Qyl7riwzZ74b1d9qGX8BUKtjnpRGqvE6k12w/a799utZGDBtrYYV7WV6qkpdAB9Z4QqHcEIEUk29tXepLtM/2UQUGSwkKvXg6FSQQLb5K40lifv6hnZ/hAzHDtQ2k46UmmojwEUJDo64EMZCUOnIEknn0gsBATSt9a3Q0OI4NEgFGDUJ8wT6C8jpI51B/6lSAC2HpjIJJPpnB+Y7vUr0RZIiSNFySFZ4ZjcR6UR86DEoVpRqHfwbyX9u8MHXqHUKBKEpScg3DtKHOHd/m1+jgvVLCuEkRx1iLv8VoW71ln58JufJqTTlQ4yjsvlELW2Rj0mRAQAt2CgEhUt8Csk3SGAArT0ROnbJWTqJVewpclUKqWrdtlC2eNsXmTh9vggXqUs+CmbXoJAiTlwfHNS8Vw2sPtjGSTZvcUlBuhRDV/Ic6ah/V4UAvKCIgU64GEUjJF2QjQ61QOcUgngLxiSLHLVZgPnvWFdF+N5OjsAJy8oIZM9WS++Y5IALjXGFJg+kB/1JY3ovJ4ViHy36H0bM28MRo+QL4gECkgRJCCQAy6OMCAkr5yg+eVZzqVrJa7f5btUWqZbGBdr4OtEfNCihSkEsUtLHbrvWGQKPVEZUFY2wiBmkVAmWfN3rr6GTgECiOJ1g4nvixXduLUmVDyt3nvEdve1m6zx/t/XgohIAQiAhCobau8x+TnHf02hz5OkFATKPFb8bM4c84aPKV6ZfLxpd+Dvg9MCBRlIgApcXWnknIvFuLFsOG9J2OPU76ihLZ/zLfBpAHFiZj9magiYeaA2nTACQFueJBnCBLW3ihXKEuQge68pyhalZAzxtgdfUdg0nRDxJG+QRSpUIKZM3nA+CGp85fEbUd0GH+U+VRocyEgBGoHAZGo2rlXdTtSCBGOfEecTLkolTnY9qAbTxxsr2AGM/NZtKEQqDEEmJXHnhz1aZuXbZHsFQzfDttqSsroh2I7yrJ45VubF9ofpzeSS2y7L1Q/SqHz1st7fV3hoAxtuCsXJODHKWMupej5PihJqXeNkr5iPWwQYvrW6Bta+0R0DOR8KJC8IHDcP5QcSBRW3/QvFSvNu5C4hzJBJ/GsA8UEQBZ1jmsI7nwzz1XMLsQ4mSygN4w1uuiNolwPIwzKKiFS3BPGz7pT2MJjKAKOCiEgBOoaAZGour69tXFx9ERR0sffH8UZG2AnbZAdt/7m5Mrryk/4v45aQ/h3qjNnPalTF7KUozYg1CiFwEcIkBRjKd3yYkygs2BDmRIlYpQi8f2iz6lUYCZAwkiPTHJkK7WPPs9BwHHGppt+G+zQUZaKEaK0F/1FJOv0rlHKl4Xsckyc7GYvisl/csVj8VdePSEgKJTMsZAuONC7Vyro+QI3nsPuKJsL2EN6sWd3MoXCh+MgJYUod3yGVXp3jKUUNvpcCAiBbkHAp7UUQqC6CLAG1PDGATbQ/07Rx8tRRthhu7jPZru6z3t2eZ8N1tSn1QY6lcqNQb4+jfqhqnv/dPYehgDKEovmhh4oT6CzxEmf/UcFYYadJD1LTPSEd67bX7ZTuKUAACAASURBVFdSjpbl+L1hGxSgSQtiX1qw0S4RYE0Cz7pPYSHXUsqVHy84+nmyv8+TfhL/LPuUGEbXf+w4jJphduU3sz9/0z/pNu+fqgJp8bEyaUBJ5JSr4/3AnTKsNcUEn0IICIHegoCUqN5yp3vwdUKEWEB3gluVTxzYbuNObLNP9F3jBOpDm9CnLRCn09bXKVWjbT8z2t48Pcfe7TPbdg+YEhbdnTQip/m5B1+nhiYEugUBlKhjzJB7s345gfU0s/o4uDHLT98H7mencyYuUgkfySsEiuQRN7JCzmzlnLs3bpswA+vZt8Qyto0vuBLzbseaUUmZ98Sccj8WvaXnBpLLWk9praZM2PmxKO0L5Wdl1ExnOnYXbAQWmF3MuD6Wl6LQfbg84pDbp0cJH3hBoDDMGOsqXnc/e+l8LNKrEAJCoFcjoN8Cvfr294yLH9Cvj40d2mDzR5+xPiN3WdOeV+3Tfd+2WX2329A+nhB2xMkzfe2gE6kpfXbZ1AHHbOPo0TZrZD8bPsjLLBRCQAhEBEiSK0mUQ9+HJ7L0OEGOKPs64GWByYmsr3/PSHQpu5p1s68hdFm0vBbu54cAxgj00uDuBv6QBHCnZI+AuNI3NdlVD0wh6F3bUoFDXngmeiCBSugFW/bpceFeMEHZocwUIo96RjndkHGOVXN8/sY7ZvRwKYSAEBACVUJAJKpKwOu0HyFAAQSTe58Zu89umvCuzdjv7kcFop/rUSPsiN3Sd6VdN/iAbZo+3SYPm+8alUII1CACieiQIIYSKxJc/yLQU5H6KiqZZceWGqc1SFE5AUmiaZ4FQumNav68lwW+FxN63OBIbFFBKLsKY1TpUjnwdrotStNkt8SGmFJ6x4K27b5uEs/FICcKlI6BP0YgO9d19KCBf1ZShJrlpBjjhp5+37jWMbPN5i2JOCRrfq4fE4nUA9XTr6PTG64PhYAQqAcEyvxftqsvuc3WLl9pre1exrVgoTX7//uKXoqAJwvj9rxhZ3a9EgAolp6l9wcd321NW39rDXO9sf2M/6er/1B76YNT45cNkWK2/ZC/jvmMO43+lDJh1lBpgzpqBmVOzNqjWmTpi0IFwOmMRn32D19CJ0ooA7xP8zxle/TkVDquGr9V3TJ8fo+hAKKynKIc058PFBjuD59BdEc3RbWKdaCwMS9lS4/ChXviKL+X3M+auH9+rbgFjnFVFEdBvidMCjBBUBPj75anRScRAkKgyghUmUQts/sX3WmPHptgf/Nsqz20qMpo6PTVQYCylcN7rHH/ejtzeMtZBpVPpBJPYu61n9vgDmlbZ332t3TU0LtVr0II1AoCWJDv92d952qzvf4MB8tqd8eDpGA7TckcPTAkvfxcTpB8oiQ1fTraV+9xNalUjPIZ/unej4LVNPunL1s5i6umcrEjrqCgXOEcx7FQxSAGQWXL/1aXGlgXfp6UP/qCUHvoHYMYDnAViDLFnqCugQ+kqZ+rLgXDiS2EiPWcWEiXdaDodeoseKamuhkFBDndh8627wmfgUMifz1hPBqDEBACQqAAAlUmURNtovcx26Z2nzDFRcp/2St6HwIn/N7v3RgSyT6sEVIiQhp2xmdp6dUgEWUmv9xEs8Q59LEQuCAIUJ510snFHnfPW/+02erH4jOMvXgKkl7IzPyvRJOHgd4LE4hNxsJVElBIQfMX4npR2JUHg4gOZePsiXw7lA0Saxzf5t4W/10J0YGQcA18JylFw2Kdc1I+BiGkBJDkn2uDJHR3cO2MEUe7fS1xjR/+zfo+QYFzNZtyMUgjWPfUCPfGXxMujcYKuO2xDhQEPN91DxIC3pRgBhMGV7eyPkM99fo1LiEgBIRAD0KgyiRqoX3rnuvsoe+8ak8++JC1LLnHmnoQOBpKNyFAghNmhj25LDcgXSRrCiFQCwjwjO94x+wdJ0/v/iaqqPlr/bDNQXdfW/WIf+6qDmVMJM1BRcgYlH/RY3PyL2KDPgvvpt6SdAgSbNa8gWzN+Ww8R6UEgkkQVJG13s+IqkZpImVmOP7RZwVJaf5iNEZgPZ3ujsO7zbavMlvj4wN/cKVEEVKRSijnLjabeaP3JTnWPT0o95y1KI6ShXRxsoPAng0nWpBWFCgIFNuyAKxCCAgBISAEugyBKpMoswX3LbPlTffbfQ/cb4sWLrd777vHFi9stuaJapDqsrvc0w/E7CrJGwlXucFMejVmtssdp7YXApSTUea2/k9mm19xorStCCauVlHiSp/Uh6/HHqXhnjSjkoTw41AOmErSQsmcqyioT6lkju8SSTSLl7IfatC+TXERU3qkktpFGR9ki7/LIWlp5Md9EuPAVrN1nsijrLU6UUGRyrVXP+DXCSls9zI6En2ICtdTyfc9nbecv/f7+MB79dI4PpTrXOKKYtOGmoNS5T1kaUFbyFUqUUS1gniBXVLvUAurVaIYCLCXbIIl933ygqhopv634HTnChRlfxBwtq2UIJeDtbYVAkJACPQiBKpMopbZfYvusye9lK/dzSXa1z5s/+dOf3XcgIaGTsoqGpfYI22P2JJedLPq9lL7DYxN8CR7JDSlGqUDEE68SMLotyCBVNQOAikxJWk95WsQUYbEvcTKORHiSkrKugIBxsaLZBQiEBrafWyB5Puvy/MZF4k7isjG52PJW5bx7msx++CZ6JSHkQB4Hdrl5a8fxJI5+nsgS/RAjZ7t3yN3cuNnytQIEn0MJijXgygEA4uOfSAyKFGV9gKBDcSCtY3W/s5s6xuFr4jrhjDyAkNK/Cihyz0vx2I9KlS4oBDx/fZtIQuhP8Zf5UZ4zjxa3zZ77w9RJSt0DH7fQG6DmuPYYKxxiatm3Hfe935Na3MCSukcn7NW0VDHFFtyLLa5L5CW7g6wwcUOx7qmG2KZIuMDqwb/nTi6KT4LKuHr7juj8wkBIdBLEKgyiWqzluWv2irPpQrFsWNFPii0sd6rXQTS6u8kdMyGM8NeKki2IVDMsJMMKmoLAZzHMFSgX4eeuEZP/EdMjzPmVU36IFD+e2fvhkh4IADJWnmwGzxUksynOwPhoF+IcrfcHqjO7hy9LpTh0UMFsSORX/nfUf0hwYeAhpI0/97wPbj0K9FQggQ/N9iGEjBKutI+gRRm7LMqOEbHit6ntx6J4yu4Td6bW5xogefMm5ww++RJCggPZAW1DLUqTKw43hDDAUymVUCiODbXuuHZWGqYZXz0F634mZfBXRMJK8TwnV/6fXsvqlQJO4jUMCeo87/qpXJ+LayrVbVwbMAUI5LUF9XX7yuKWaW4Ve1adGIhIASEQO0gUGUStcC+9d3v2yI3lGj0SbWyorHJvIBBUQ8IkMhhXUv9PrPl7z/lV9Uxi1zs+kho594eZ2JRCZK6QdkNs/0kqThvkVwy6w3pOp8EuNg49H55CGAEsv0tVy3+HMuPSJhRV7iHqCYkzagm9NDQS9NdgfoBQWn1sW1b4WPzEjBm9VEpmPFH6WGRT8aGYx7qQ7nBM3nUy/BCKVmJ5/vssSF1vt+utbGnB1Vlh7/OGkV0bAhB49ioZ0e9JA1FF0tryEh67oPrG4l1FwXnoRdqX0tUbLIc9ihEybff5/uxqC8B7vRTBUOK1ljKmJzZIH6Tr/Q+JS9LRHFJUez7nlSuoCJ5XxbH43z8TsgS7MPYNr0SsdywzLF/NypuPKcp+J3FtZxxggX2kBXMM86WXGY5WRdtE5Q6v97uKo/somHrMEJACAiBWkegyiSqyRbfc0+tY6jxny8CIcnz19RrnfwciQkPM8Kh+TsncWEbkkIUqyk+Uzz/zliygnJwxJMkZrFJmNiXZIiEkUScfg8SnOHe0D64GxPz88WlnvbnHpF0U8pG6demF52kuJKS2zvD7D73lsSccqpJV3TP/eKZo0QO8k5fTyjrQuVxApWC5HjMRbGsCwMCek0GuRJKhFI0Jy/sQy8TP/PsQeAhh4nEhO04pv9dTqBAbVsZVZ/d6wrvmcxZGDvnYGxDXCVpvICTB3w/6YeCbObex8IjjO9CINmP7yrY8Ey896Rj/4f4HvciRSBSjuG0hWYXORm65EsdxNrVJXrCCn3fmVyBbI307zukAoLGttyXLBFK+/x3xwYvoWRs294svBeKD9ttfT0qhJRPXup4p/WcCu+ld4WAEBACQqCOEKgyiaojJHUp548ACyuSjNBn8ObDZpT+0OidgvIjksM5t/lq9l+OqgDJ6gEvKWrxmewVP40qR65LFfvQeD3PCddld/m/XUlQdD8CJNqoT5SitbxQ+PwoLpTR8Qolat5n0h33C5Vi08tmb/zEVYc1hcdGwoyCxotAnZriCkkIJ0WoTCgpkHmIP6WmrMuDugYZICANKFjp5/hu6T8hoNudROW7+BXbk2vAjW/OrR2KGZMUFyAYFyWF5ZLCRPh2oq75db30H4WPAaGhtBdyCxlCDWSiBXxRigp935lk4ft++dddwboqkrtcBSkrDB++di6J7mw/+tPeetRsxiejnbgU787Q0mdCQAgIgbpBoIeRqDZbu3yZrVzZYi0trdba3u5lfr6WVFOTNS9caIsWNGklqbp59IpcCMoRiRLJJ6oSs80kamdVJSdaQVXyhIqZ5j2ecG98zuzPD0UFKncmm1MwK3+URMxnulMfypg53aNwFLnEXvc2s/Zne2c84ew0OlQayrvoiZlydSRUFyoxZWy7vd+Ivh5MFzoNxuaEhBIvzBrogyGB/vBVJ4aurHGN9HdxTJ5XykjZZvYtrmL5M8ezzd8825SZQRpLBaSAV77jXWf7sS19V5A6FpLFbOJCBKQQta3cvhu+t5hfbHEVB0WyJAlz3A/t8IkVnyRhgoSSXUgLivPHvu8d5YxrnETyu2HadVEpKvf6w7pLGRVDyCREfI8/Cyhg/G5SCAEhIASEQN0j0ENIVKst++69du8DS23VjuJlFw0zbrJ7HnjQHri7WWSqXh9NeqMGeBJCAzw9KCSbJEooSsziMxt9tiHdkxxmstf/Kf5dEBPfhlIeCBkKQJqlRtG6UIl5wXH04jcpc9vnSgJKFEpNlqAvZcfqSAYgHzwXFyJCX48n2/RBoTaVDH+e9jg5ocyLdYcg8ChrXBv7p8Z+jkNpF4k1hgnNn49248MnRtMCzlusNC93DI1+7ZCuvU70TvmEQJZAwQFzSB0liBeKRGFmMMyvh1JHiEQWV03MDlCb+Q7jeIdhRpaAPEG6wJRJFb73hQL8KX+E3AYrdz8Xf3O+LEoeCii/a4J6lZFEcd2hJNSJK8qZSFShO6P3hIAQEAJ1h0APIFGt9sjdvujuo5sslz41uEVrMJtwNWp/h0vfsU3P2X98Y6EtX/mkPfnAQvM0WFGvCJDMQHRS30n+dZIskehsXt4xm52/QYGf6d9gBnv69dG4oCub7AucTm91IIADH6ToiPfCZElk2S0kpU6gcUVDzblQJIpSUErFsjhCphsKWaIUjXWH1vw6KiKFbjbXsNOJ4M53PYlnEsBJB655c++IfTqcFzwC8cpL2CH8JP6orhPmdahcGZSrNI7U25MV70LjL/UeExKYQ9DHhgJ33Es2S0VYz8qVMSYwWGMqE3H1g4YSQCeeHzydXSGCvLY8H1VBDCeyEPi+jvkgH2MwAMntxyx1YX7/uN9Ze69KHU6fCwEhIASEQI9HwDPV6kbbUlegAoGaYNf9zb/b/zy7xrYfPePcqc3a2vzlJOrMvu224tmf2L9+/QobYfvt1f/nW3b/Mv9PW9F7ESABo1yJhTyZdc8SJJRHPLFCeWCWXtE9CFBeFpLljDP7aVQksSTOZSWzZV7SCR9XfklYlkNAyD9wBRTTgiyxYZkrKa/FhH6ik0JMCK76ZlwQlbK43GC9LEoBr7jb+/i+5iTqsqjAZDlP2iaUzDlxyD92Occoua0TIZThy32crFeUJSjVnf2ZqFyd9u9jucGzlBaULbUvx4cMoWhjBJIlUP0wDmGtqLLCscAEA+VLIQSEgBAQAr0CgSorUW325ENLbYdTo5v+fZk9eW+RMr2RE23Bom/5625bvGCRLfzOq/bQg0/aA4uWqKyvVzymBS4SQkSfBGU+WZ3BgnrVQaTKUR4KnL6it+ix4Py4k5EM8jNJbihX8+SrXssLK7VfDqVVXv4FLmDF/YO0QHxYZwpzB1SD0JfjUQl+lY4NowyS+UxKj4+dclJIP70zlNfhPEhpGqVfe/0zVBJK4pIxAr0105xwQKZQVHCVPOTEPwuhBDOMLUZMi0Sqooc1w07gjRo1a1F8pjkvduChLyyn9JBr4hkf50QGswuunbWvKlmjKkvJYBp6+r5D9Bgn5JTxce5z7MqdcPIsYQQy7RNxjDveideU5f6GBYS9x2uYK3Jy/8zw4GgTISAEhEB9IFBlErXSlq30xGHEErv3niIE6hycG23BvffZkgfutEeXuwGFLbGF9XEfdBXlIpD6ELISqNzjU3JzsoJZ8HLHmLYPfRp+Pno5SKJJpsOaPp5o0ueF2QC9MiRiJHr1tt4LPTMk9SSbwYQggyKV1g7DspqAeEJ8w2K1Tp4hoWkRXMgCOEJIwznKCNQaXpCpzAk6pK6j9ybrqVC7wppFm+J9RvHAnGK6/wZjbbRgFe4TAgP9GYBYjWrqIBmOVYOrrfxM6SGlkaUCLNgeq+9K1rMqdfzcz7m3lBtyTyFKq/1v7OK5XjDiPianQhYCZi24UKLrGAY7cP88lDNmiHK2zT0cRJvFc1HB3nnM1wJ7OyqcaXyoR9yLS74QTUAmuvK3+ldxrbCSZiN+Iu4ZyyiAN6WKCiEgBISAEOgVCJSZcXQ1Jl6u53mFNS+wZp8IzBSNzbagucEeXevufZl20EZ1iUCYbfekrZJyJZSL7lwUM1hUrzJb93svAXsmEilKjeASJIYkcMyAz1sSzQeYNa+nQAlg8dyhfp0oAFlc6QKZmOqLrHrpG/1HGDiseTxiF5zTSNCd+JC40zNFedyUq2J/TjnYjXQCRl8PmEPSsigPqIYoY1muI3csKFecI5f4c/9ZUBYjlZTUQwTPqjRONiCLl94Vifh7/gyVCsr/wCMQKN+/OwIDi+F+HRCRsGiuEz5KOCGoEDp6u5gkQPHh2iivG+H3l/eyqMJ83/neMhFxztpxGS6O/RLJwe0RVRBTC1z+uJeofTyf4MzvBcbHmlQQ9dW/LH0CFKyr/ybex+7Cu/SotIUQEAJCQAhcYASqTKIaO8wjWq0t84W2e5+UJ6VeyJeVd2U+tDasHQQwGmDmlxl9ZrSz9LUEZzDfFuWC/bojUJ52OQl46+duhe09MSRwoacjR41BgSBho1Tt8r+Itt7d7fBFAk+fWVJ5KNUCKxLM8y01xMCDBLvZE+x1T2ZzpYMQTbg0utu9u9RJ1AtxP7DLVS7omcLQgISYZLzp0zFhz3pvIeEQANzz3nvKk39XfToNx2W8Ky+QwVYnxuUEOPDcJoKUyg95vzOTk7AmlePBcwLB2vxyvN5cMhEmFVBcXG2hZI7tA2HpJhIFjpTtQdywVQdTCCnvo0TRLwTBSKWZ4IAqhQrHOlCl1EkUyYvviNcevkP+fSkVud93zC94nnlBlCBwoXzS8WS8kGjuS8Jr0uVxEWHOgSsgznu5phEQeMgZeF/0GVcUPxmvs7vwLnXt+lwICAEhIAQuOAJVJlG+/lOT/ye7apmX9ZktXJDhetc+acs8J21obramDJtrkzpFgLI37JXHXhyT5p1rSl8oCR4JMLPSlBSldWBIjujjQCEgkSIZZKHXlPSVPvLHt0jHxoHt/T96gv6H6Db38S0jqdq3Ic7ek8yRcHJtxIVOyoLrmSfnKAcktJhuhAVUPeFFRWABZBJOyBRJeiWlhlwDKtTFTlRw6EOhoCwt9KXkkEkSU5Jcrn3WokiScWMjyYaIFgoSdcxFeKFq8Bo5PW6ZBTu2QSVp/mJUubb6rvQn5Y8t9L04HuDA2NiGRW3ztys0Rt5L+w9x8t4ZYSq0P9tzD2beGMcAAdm/pYNI+f3j2NwbtmEhakrX+Hd3R8DbX/R8dWarnraD6EGC+Y5AXo/5c3HGr+ds+LG4dggUC+dSDmhO9im7xLWxVOR/39PzwPulyhwhXU2fis8TvytYS+zono7fERAoJ15sM+f2qCKPbio1Gn0uBISAEBACdYZAlUlUsy1e3GTfWbXK7v/WPda89Lu2pMkThCLR3rLU7r37fnvVc96LFy+25iLb6e1eggCEZ4YnOjSKZyFRKFBX/rUnzSTZJHweqBo07u/dGJUMEtRU3hOS3Y7tKoGUY2NvTUkQPVClAkIA2UK1abohErpS+5zv56hP29/yiYz/9ln+VyIWidhAakiGZ95kNt8T2OmuHPSFXFYQkBuSZjCBoAZMPIHOLZ9D8ULBuOLr0cENxYEFVuklyhIs0EtjP6rS2XK4DDuyqO+M6+OG/Hvt72IPVm7ZHUkzhgiX+9govUSdWPfEx6+h2Om4fogNLnaoH5UEzwUKKmSK9ZX2O+NDfQsEyj8DO9SncklaJWPpin1QkvstjsTwzYfiumAYdqSAsKNizXWigoo5/Tr/BBLlxDsLiSr0fS9n3PwemH1zfDYgentbnOg53kmhpReslvAu59q1rRAQAkJACJREoML/zUseN/MGC+6937780Dfs16t+YHc2L7UrFi22RYu8R2riRBsJn/KZytbWtbZymbv3LVtlYS3eGV+3B+7NIltlHoY2rDUE0qzyWE8cmQ2GDFDmhJqSW+qTym5I4EnGSJZReyA1zC6TeLPoKeU6mD8ka2hmmWn6n+TPGWpMuQFZIMmFCIRSIFSXEsEMOxbs9GuwH0nzhVofiaFgVMAisyv/x4mU/00pX35PED/Tj4SCRAJLiV0lpZBB4fPXuLmRiITeFL9O7gNlVSSmYE5ijdEGERQKH2NWE5CgarhCQ08OpALikiUYGwSOEi4IyTS/74yN41EyR7kX6ha9UzxvKCP0wUAs1/zWcfRzdhpOxGd8OpZpng/B4dlMSmkwI3G8uD8op4yxkev1c2VR4Dodbzd9iIKGQoniA1lnIgOFjdLc5DA4qikST9RCsKOXqvmOOMBC33eOGcrsnOhedMtH3/dKMMnFG/Wa+w7enIPnhWellvDuptuq0wgBISAEegsC/r9BlWPi3fbQ0la7++777A+bdtiqPzwcXsWiYcaX7btLH7IlHdVOxbbT+70EAdywUAhIbFARKPtKFsYknCgIGBvM+GR8kQxDCLa/7WVirvpseDYmzLk9VaH0yhNSSsSY6SdhCjbksPqMERQuJ0/0RGVd14ZDU1pIbxQEJ5CVMs6ZcWhnyxhRMyiVgyQxw14oGA+EDswgJiSoGGGkIKlEPQj9OZ7AU2ZJOSIYFkpcuV+swYMDGiQT1z3OAQlg5p97yH4oeKk/q9C4Cr3HWCA++51Ih7LIjCSKY/GsgDfXxthwywtGE35dXDM9apR1JYULQwp6dFAxt7oqxf0KBDSnPBEiwHODIkLfDAYYhTApdC3F3gv7+wvHOV61HpBnvpOYiEz25x7VkXJPCBMkhYkE+qoSbtwfJkR4Xgp937nnfN9nupJLv1Iq7awUp3RenunQ16UQAkJACAgBIRARqD6J8nGMXHivPblysS196Lv20CPe87Ryk+33vOpsNEywixcstMV33+NW6Iutk4o/3dfeiAAlXMxmozJBfPZ8EJNpki96UMY3RyKUEuA978eSrdd/WBgtyrhI7teiMvjxSPxJyAZ4cpY5PJkmGcQwotyAVIT1r1yZulABydu+Ml5j6IEqEVwLJXhgiYoElpRVQTR2rYtlbSScCe9kJFDosGxHkjy6yT/lVSBQFlkPqtyA9CTyU+6+bM/YIMulFo8lmYeYQxYhbGAD+c21SU8lgCyqy/PT3WYhlVx/tfbp688TpIhXqQD7Jt+u0PedtZp4Rnm+0ve91PH0uRAQAkJACAiBChDoESQqjHtksy2590F/8YM78LW1Wbv3+lMTPzHU9SmEQAkESJpIwlCOSKb5GSLFi9n7tGDrB8/EMr4ShwuqAqoGfTmoFNhQp+OgMAWlxBN91JegOPis+VkFxs9HEs1Yyo2g5gyPpYWQHQgMqg1kh2sITe1+Lsq3KkkUUY0oe+QF4eAcpQJyQA/Tvs2xd4USvJYXYj8VJXfJKY7rRQmgbwjHMqyjA/5lBn1TqA3lRlIwzqdsLus5KfciYcekABKf+urAirFTgkY5Ggvn8nwouhaBQt93CDDfQb6nCiEgBISAEBACFxCBKpOoNlu7fKW1tjfaRFeamr1aJkajjRyper0LeN/r79Cp7IYkvhhxwYEPhWnHaicDG7NhwPaYCOxriWVZlGxRMkjCjEpFGSAkgRI1kmaa+yn14mdUGUgdzeehrycDWYFAoWxA2uiPYn2pPRvi+YNi5CSKEiiS89Cj4ySFc9AXkzVQuOjToh8pvweq6DH8vChk+51EbV7u1+9j2vyKj81VPUheChJbSB7YUAKIIQBGHuWU1nEs8KO8j3sJdlkWwg0W2/5LhPI59oNwcq0QRfrkTjv+/X0bxgKGxPmU13GtqTyR+05JH3brnCeQSf8dBsGqhOieBVT/KIhAlu97wR31phAQAkJACAiBrkGgyiRqmd2/6E579NgE+5tnW+2hRV1zUTqKECiIACSE0rOgIDn5yRIoLPTZYEIBwUF1wckuWIHnkIeggHgCD2m4+HOuTNwQy7coC4NUBcMLpNVOAhMMzAJQLki+W14ye+exaJiBCpTbb0O/yJRr4rpSnAvSlVV9QXmizDAzgcoZM2QSS3R6yQrtz7HpkcKwA3MGxjR3cTQE4DBZSQsECmICUQQ7yhtLBWVemIBALFEiIYmU2GE0gXLIeCFQmFdAtMAYAhyUi/OIUALopKkSA5LzOK12FQJCQAgIASEgBKqHwHlmD+c78InmJnyecLV7nhpq9873gNpfCBRHIPTLOBnJ4pSXf5S9H0TXPNQX1giinC03XgknKAAAIABJREFUTtFH5cemj4qEnXKuifOdPPhr/lc7rLpdneksUFJY54dmeAjU6z+KBgvB9tlVldw45oRwyxuRJKC2YPUeeowyBMoIPUsoZOUGClw/v45c++9ix4DErP5VvJ5xzdkJFMeDmKDsXfnNiN1OVw9LBRjMujkqP5hmrP+jv56OBh+okChTlOCh9LFe2CVfjP1dWfpwSp1bnwsBISAEhIAQEAK9CoEqk6iF9q17rrOHvvOqPfngQ9ay5B5r6lXw62K7FYHUI1VJeRUKFsSBHqmCQemYkzScASnBW/N4VIdYGwhnNsgbBAxVJJhN5JCi/q5iQJxYUJRtExmjbJD9CgXlbTjqUU637vex5yZ3/StUL8hcMrZAKUmlhbjG4YY21GcwKGuDYJQsNXRSg2qDggepy9JHxRggn6h2lA+ilmVVotiO8c52UgQZQ0Ha8U68ntzSvrTo8sTLo4U9KhNrCK35jROoP8XSSzDIHS+lhtyntE4Vip5MHwo9ZXpPCAgBISAEhIAQKIJAlUmU2YL7ltnypvvtvgfut0ULl9u9991jixc2+zpRXhqlEAJdiQAkgD4lenYoncvSZ0ODOqSLtZuyEAfGS7ng+qdiUg85IsHnGJgLDHy+Y90oeqScSDEOStemeiJP2RvlaxCwDcuK247nYgJB2PRitHnH3ICAHFB2SAlisi5v8PI/1jjC9IFxsD4P5xrVFN0M6XfqLCh5Y5yQuqylkMkUg7HwYi0gcxyyBsRp3MWuGH0plkpy/7CNx7mPYwdnPD9mUJW8jBKcIW4sWMz6TcXUK66VNah4hXviqhz9S0RWkpf1GrSdEBACQkAICAEhUJcIVJlELbP7Ft1nT3opX7ubS7Svfdj+z53+6oC6ocGTpmLRuMQeaXvElhT7XO8LgXwEKGHDTY2EGSKVpc8G1YZtIQ6FeoDyz8HPbIcKhAKTeqJYpBbCMs+fWNQo1BXK8OjLCQundqhCuN9B2CArWUgbRBDjBBSyHe/Gcb7vZWwtTqxQW1LZHYQjWEN/OvZtsbDs5AXx36//2MdTgkRBYFBsWL+J85UTEL1kilHOfmlbepzoFaPXDOzS+lH0heX2N3GvNr1stuKn0QAjy7kgqyhkM2+MRDfLPtpGCAgBISAEhIAQ6PUIVJlEtVnL8ldtVZH87dixIh/0+tsmACpCANWHsjbW9yERJ4EuFSywisLR6iV6kJJMQWmfl/5BhDCfQIXCehkigrrCMUOJmW/He2EhXx8X++DulrVcLo0FskWJGmYOrW9H90FIVb6RBeOhlwuzhcv/IhpeUD4IwWHBXfqd8lUmervGzo0LnI6/xMmWOwbuWpMJhbMb0evFdVZqO82+wXnPSROqEbby9KDR08WCs7xHUDKI6+K+Ft/GFaksgbLF9phgUNLHfVAIASEgBISAEBACQqAEAlUmUQvsW9/9vi1yQ4nGcnvcG5vM59EVQiA7AqFUy1/Troslb1hSH2p10uJJ+RlPys+Gb0PSjnJDOdn0hVHZyEyiOg6E0pRbMsj5IQSpdKzQyMM+TorKjQNbY8/VplciySi0P6Rqj/cLcR2YK8z7shPEy2JZHGrbthVedufkMqlXYMBYWSgWBYveLcwsULWyGEuAdT/fFpJI2V0lvWjpOsAulD76PTFeBQJLeMoGc10TC2x2zltgwn6QThZtFokqhZg+FwJCQAgIASEgBByBKpOoJlt8zz26EUKgexGgPAwigLLx1iNRuQkOeB2BLTdqEe5tLBqLdfn73uNUVnjSX/Ziu+zjqkoliTz9PSgx+epToTGjPOEiiPsdBGnSFc5LmuP+u9fFcj0IT6OTinGuQkGAWF8J5QyjDBYCDpbrJchewNiPQV8Yr/MhUYWuI/89VLRyCFTan/JLShRRtxRCQAgIASEgBISAEMiAQJVJ1Fpb+sBSW+sDbV5yny3xPE4hBCpB4Iwn+Pjd7T9ywnYdOmZHj5+y/v362LCGATZhRIMN7NfXPQNQojxI7umxmbXIScGUWMa2f0ssZUN9yV04FyMKbLFRZIKTnSfqpYLeHJSeUTOjkUWp7dPnfZ24QFISUYEQlDS/6CgVRL2ix6vk9n4yVCTUKErYuG4wgPCBCX+n3i9UM4hm7kK+U66OJXMYN5Qyo4CIsm4WZYDnuxZTFgwp76uEgIa+Nyev3GeFEBACQkAICAEhIAQyIFB1EvXI/d8Ji+3+3UKRqAz3S5sUQADCtPNgu23Yddg27Tli2/YfdRJ10klUXxsxaIBNHz3YZo4dEv4eM5TeHA/IwqimqMagqqDiQJDCorlOHHCxS4k/CszkK6Ob2/aVBUaQ99bgsR+t24SZReZwkkdJGaoQChGlc8ldr9gxGC/XERz5thXbKu99v55QxrY7lr8Nc9c9jkPfFq/OAkMK9mXBXSzYwe0cMuXXAPnCQn2KW7bPczWPRXO7w/UOxSzYtnvZ4UlXl7IQSizSwZzFdytZN6szrPSZEBACQkAICAEhULcIVJlENVkT6tOqNmttpTzIZ64VQqAMBE6dPmO7XXl6ef1u++WKrbZ2+0E7eOyjsqz+ffvYyMED7LZ5E+wLl0+2a2cOsH7+Xt/QY4MyBXFx1YhXsWC7mTdFQwbWIDqboKN95YarQpARHPkuuyuqV+WUsKXxjHPlZv6drhJtjQYUrD+Vv9gu44bkofZA8FhcNjOJ6hgz14FJQzk9WKhkkBQMMt7+RezDOuw9RWl8wQXQSeRFn40ECiKFgtcdgQU7bn0QYHq7uLZSQb/WCC81HDPrwpcblhqLPhcCQkAICAEhIARqBoEqk6gFdu8Df2dLl/zAnrz/Xlu66CFb4hPJCiGQFYFNew7b8+/vsv96ZZOrUcfsyAk3ZsgJSNaBoyfsmbU77XBHid+c8cNs1BAv2ysn6KNq/nxUWVjHab/3IKWFbDkOJWH0Cs2+2WzOrVGF4edKAmWo6YbopLfWz7X1zejYl0ukIDHYpnOu4V6OV0kvEKrTQD9OOUSP6+G6IEeU/83/SrRyDxbmTuwgJaw/BdnCOhylp7sCEjrS+7yu+qZPzDwSlbJS557l94v1tcrFoNRx9bkQEAJCQAgIASFQ1whUmUS5Odji79qy5Yvsuw981+5d0GwPLvmWLVm0ICy226ljX+NEa17QJO2qrh/P4heXeqBWbWmz59/bZeu9lK9QoBUdP3XGWg8csxWb99koV6W+fu2AoE6d7ZEqtGP+e6znxBpTwVbbicLeDzqMHNwyHPUJYgFxoGdowvxoxpB/jKw/o/SM6OjZohwQsoQqdTLHFp1zscjsZCcznL/1reieF4wl8hWy/BM72eA6cB+ECJXbr8T5KJ0DB0gLBBNCCYmhtwhFiJK+7ijhy700zgdxu8iJ5ZF9kdhyn8AkV20767zoit8cV8y4X9091vxbop+FgBAQAkJACAiBmkKgyiRqqd3deKf3RH2E2aYffMf+8IMMGDZ83X7V3vWL7R496v00/jpy5IidOnXK+nqz/4ABA2zYsGHG4r/9+5eG7OTJk8YaV4cOHbLjx4/b6dOnrV+/fjZo0CAbPHhw+DsFZKC9vd0OHjwYzlko2H78eE8OPcpK/AsdrE7ec4HJjp08ZSs2tdmfN3nCnCF2OJH63dut9snZY23WuCHW0L9MIwFIw2Qvn6MvCHt01Kj2g7GPCAMKyvggGF2RkJPoj70olpnNXezlek4GcJCDDEDoRvu5GA/n4j36oiBEbW7VfdrL9DoLVDO2xfiCvytVYdgPkldW31dnA+uCz8BmopNOrOIho+89GRc+pm+L3jbGDG4Q00tdRcN9EeKlEAJCQAgIASEgBIRAGQiUZgRlHKweNn377bft+eeft2eeecYOHDgQCM/s2bNtyZIldsUVV9ikSd5vUSL27Nljq1evtl//+te2du3aQKZGjBhhN9xwg9144432qU95+VBHQLjefPNN+9///V979tlnCx75pptusn/7t38LZE4kKkKEmUTL7sO2fX+7HWo/t4SvIIj+5vGTp23f4ePBfGLH/mM2fUyFvTok4iTeLPRKss7PkCfWROrycJIESUEFS2szsV4SSlIia5x/8oLohLfiZ24ysbfzUXA8XPMmu7V5pQSq8zNU/1MI6BAv65t7eySgmGic8t4ylDIIJ5brQ1xNSwv1Vn/EGoEQEAJCQAgIASFQQwhciKyvjMtfZA8sX2H3U7fnL/+zjGi0rmyfOnz4sG3evNmeeOIJg0iNHTvWmpqagkq0e/du+8UvfhHI0O23325DhgwJClV+oDhxnNdee82WLl0aSBiki+15H7LEe6NGjbJp06YFdQslChXqww8/DOe54447bPhwn03PiXnz5gUlSwTqI1BOnDptuw8f8z6nk3YKhSFDsNVJl7Dajhx38wnMGiqIRFxYN4nXhQ7O18e/pgNLfFVRlShNw+b8w9eiDXm+HTsGD2yH+sK2/LsLVLNdu3aFZ7dUTJ8+PXwXuiXCGl1+vSzOiz09PWMQXsgnbnz0lNHD1QXX3y3Xo5MIASEgBISAEBACPQqBEpnZhR7rSGta4DPoPSD27dtnL7zwgr388suBrPzVX/2VzZw500gQn3vuOXvsscds6NChNn/+fJs1a1Yo7csPSNTWrVvDMf70pz/Z1772NVu0aJGRPG7cuNF+8pOf2CuvvBJ+Xrx4cSBRKSBJU6dOtX/4h38If+fGwIEDM5UR5o+nnn8+7cTpmCtLGEeUGyd8n5PeJ1VXgSNe6I9inSsnCZtfiT1bSb2i74lepenXuzpzWyxnq6AMj8mAf/mXfwkTDuXGf/zHf3QfiWJwECTwoGRRIQSEgBAQAkJACAiBLkSgyiSqC6/kPA9FCR4qFMRm4cKFduutt4byublz59rkyZNtxYoVtm3bNnvppZeCulSIRFGa9/rrr9umTZtsxowZdtddd9mll14ajgMhQ22CkKFSURrIe7lBvxVlfyhVis4R6O9K4PDGAS7QfFwR7HxPFyIGen+av+ouBrryMslL9OiXutQt1rFjb2fpAI9G7+UaOzeWIUKeMH6oIFCSHnjgAfv+978fJh1SoKh2Fiiv48a5KqQQAkJACAgBISAEhEAdINDNJKrNWlautVb31GtqbraJ5dXvRbhbH7F77n7Q1tpiu3/ZfbaoC24CBhL79+8PfUwoR6hNuSoRpg6U1LW0tIQeJ8wiCgXHef/994OpBORpwoQJQb0iIF3Nfs3r1q0LySfKF8pVCvbl+P/6r/8a9mF7SgqvvfbasF8ylih03vQex+M4vHKTWsbLmHLP19lxauEzSNBsN4eYOLwxkKIj3iNVKgb4+lCDG/qHRXcn+H51F/Q3YaZAyRoGC5SynexwbYE0sYgwykwXlLD9/d//ffhO/OAHPwjKLc9boXLT9P7NN99cd3DrgoSAEBACQkAICIHei0A3k6hldt9Cd+Oz6+zf1y63e5vygW+xJx980lq822nRt5ZYc6E8t73VVi5/zl71bTrm2PMPUvbPKEiUKaFG0Y8E+ckNFCJK7Chh2rFjh7F9oYCk7Ny5MySUzLznq1XMxKMyUSKYnPvorcK8gu1bW1tDbwnj4Bwch2337t1rn/3sZ8N2lP0VC9z9KBtECaP3KgXH2r59+znvFTtGrbw/oF8fGzu0weZOGGZrth+wd7Z9dL3FrmGE25pfOmVEIFHDGrv50S82qAvxPiQJ0nSBXecwPGlqarJ//ud/PkvSCxEpLnHOHLdBVwgBISAEhIAQEAJCoE4Q6GGZ5Ep76N6/d5J1k33f3fCau9I5opMbhnkEJAoFB6KS3/wO0UmKEuSkmKID6YEc8TlkLJ/wYG/Oi88hPJyX40KuKB/EtY8yQD7fsGGDPf7446EXC6ML1LEpU6aE/YsFBIztH3nkkaB41XOQrMMVFs4abXvcYGJ1B4kqVlTmm9rUkYPs7mun2TQnUX27QI2pZ3yzXhvP63/+538GIrVly5aCihT36p/+6Z9Caez1118fymUpW1UIASEgBISAEBACQqBWEehhJKrnw1hspj3ryPN7RyBoqFyjR48OJA6SxDb0YV100UX2ve99LySnv/vd70KPVWckivK/r371q3bNNdcUVKL+7//9v1mHWTPbTR8zxD7TPN5OuMnEi+t32+a9vs7XiY9K+/p5Aj+0sZ9dPWOU3XrJBLty+igbMcjtyBVdhgCTDljwpz6p3Gec78vnPve54Ga5fPlye/jhh+2nP/2pXXLJJYFQXXfddWcnKLpsQDqQEBACQkAICAEhIAQuMAIiUQ4w5Xo44JHwnThx4mM9TySF9BQRlOgVsjdP94nPUbUK9SDRm8TxOQ/nw3CCY6Fa5duaU/aH8kQ/FCV9K1euDI5+nQUEi+0pncpNZDkvvVo/+5mvIVRnASGaO3G449jHxnh53/pdh2zXwWNhTah+/t4QtwafNKLRrpwx0q5yAlWXvVA95J7m90klxZZlAVBb//Iv/zKUm+JQCaH68Y9/HBwrUVkhVJD/pPj2kEvSMISAEBACQkAICAEhUBABkSiHBeLDbDrEhjI71m3KDZJBjCcIypCKkahEiNra2oJxBMpSbkCueHEeCE8j62N1EpAt1CUIFr1WxQwt0iE4Py/IWW7wXiny18kwevxHECkI0oJpo2zngXZr8cV0D7SfsAZ37hs7pMFmjR9ijQP6qYSvG+5kbp8U5aqorLmufDhS8oJQQewhU6+++qr98Ic/tB/96EdnCdUnPvGJTlXXbrgUnUIICAEhIASEgBAQAkUREIlyaOhdYgac5A7yw2w5/UkpIC/vvfdeMHto8kb6fJKStoOsYBCBlfm7775rR48ePQd4jCkgQ5Tp4f73/7P37sFtXdcZ7yeRFEDqAegJyA8RtmMTcWyTdtIQcZ0QTtIIeVVIejNk+hghnU5Ft3+InumM6Gn/4HQ6I3p6Z0zPnY7oTntF3Tu9otI0oto0otIkopyHyLixQMeOwNiOQMWyQNsSQb0IUqTOXWuDoEASIEGZJPj4dgaxeM7e++z92wfk+c5ae61sYiy9kVqhdEzq7qcWM5bsBMTwhE1rRaCK9WlEhK/ueyoqEAFZKImKszfjmTkmkNonpfmkVFRlK2ox1c+f/umf4q233pogqNRK9dhjj41bqGZ64ZDtGjxOAiRAAiRAAiRAAvNBgE/lQlUtPuo+p8JJH+b0zfjjjz9ujmmgiNdee828NdeN8XpcrToa+EHFkr5tr5CEwRrRT0XOo48+agSX9qFuSyq8nE6nEUK/+MUvjGuePljq23m9rp7X+mrtUiuXirmU5UvFXHd3t3ENVFen9LDr83EzLOU+U3vVbGJx0g9Lfgmk8kmp5XWmomuXLqg0jYBaqPT7ovnZ9KWF5lVTl78nnnhiStTLmfrneRIgARIgARIgARKYawIUUWNE1dLzhS98weRq0ge3EydOGKuTWo70gU7F1P33328e4vSt+Ouvv44f/vCHJiT55s2bx0WUPuxpNL2XX34ZP/jBD4wb4I4dO0y/r776qnkg/MpXvgK3Oxl6UPdIqeBSF0JN4qvueyqiLly4YPpQUafj0Dw7TMI717c/+5tvApMjXc50PRVUGnRCP6FQyORlSwmq//3f/zWusPod1Ah/+kIjm1V4puvwPAmQAAmQAAmQAAl8GAIUUWP0VKB8+tOfNnui/ud//sdEEdN/q9VJ93Xs2bPHnFfBpO5/qbxSmjcqFXRCHwBVjH3pS18y+5g0RLnu9VC3Pn2Y1H0en/vc5/CZz3xmwtt0Pd/R0YG3337biDV9MFSLlAoqjcin19WHSj4wfphbnW2XGoHJgkqTYaugeuWVV8x/9WWGWmhVUOnLi8kpBZbafDleEiABEiABEiCBpUOAImpsrfQBTIXO7/3e7xmhpP9VVz0VLvqzRhBTS1FqX5K+BVf3OxVaainSog99el6j6vn9fuOyp+57KrL0gU/3XKk1K/3tvPavboTat1q1tK7uldL62r+6OamIm5y4d+ncYhwpCXx4AvrdeuSRR8znz//8z82ew5Sg+ulPf2qCUOh3Vl3+tE4u+w0//KjYAwmQAAmQAAmQwEolQBE1aeU1MIR+ptsQr000lLh+MhXdu6QfDSAxU1HRpW/R9cNCAiQwMwEVSNkE1alTp8x3T62+aqF6+OGHzcsNFhIgARIgARIgARKYSwL5EVFDETSHguhwTppKIoZOk44peb49UwTweAQRrWObSwzsiwRIYCkSmCyoNAiMWqg0qMuPfvQjY83VhL5qodLAMBRUS3GVOWYSIAESIAESWHwE8iOiMICeU8fQk5VHH7pPHEN31vM8QQIkQAITCaig0kiZ+tEcbRrgRQWVuvtpkBfdr6jWKRVU6lZLQcU7iARIgARIgARI4E4JLLCIcsLjq0Rl4k6Hm9bO7sFkQ9Yc9MouSIAElgEB3eOYLqjC4bARVD/+8Y/x/e9/f4KgeuCBB5bBjDkFEiABEiABEiCBhSSwwCLKj8aOzoWcH69FAiSwwgmooPr4xz9uPppSIOXylxJUGgAmZaFKBYlZ4cg4fRIgARIgARIggRkILLCImmE0PE0CJEAC80hAo2GmCyrNCacWKs0LpykJNH+bCipNmq1pBVhIgARIgARIgARIIBMBiqhMVHiMBEhg2RNQQaVR/PSjqQW6u7uNoFJ3v7a2NhOUQs89+eSTKCsrW/Y8OEESIAESIAESIIHcCVBE5c6KNUmABJYpAc3Dli6o3nrrLSOo9KPJtzUohUb5UyuVpi5gUIpleiNwWiRAAiRAAiSQIwGKqBxBsRoJkMDKIKCCSpNr6+db3/oWXn/9dRMyXXNQHT9+fIKg0mTYLCRAAiRAAiRAAiuPAEXUyltzzpgESCBHAho2/bHHHjOfv/iLvxh3+Tt58qQRVFu2bBkPSnHffffl2CurkQAJkAAJkAAJLHUCFFFLfQU5fhIggQUhoFH+nnjiCfPRKH+poBSag+p73/seBdWCrAIvQgIkQAIkQAKLgwBF1OJYB46CBEhgCRHIFpQiJahSUf50D9WOHTuW0Mw4VBIgARIgARIggVwIUETlQol1SIAESCALgclBKV599VWzh+q///u/TZS/lKB66qmncNddd2XphYdJgARIgARIgASWEgGKqKW0WhwrCZDAoiaggupTn/qU+SQSCbzyyismwp/moFJBdc8995g9VPqhoFrUS8nBkQAJkAAJkMC0BCiipsXDkyRAAiRwZwTsdjs+/elPm8+NGzfwi1/8wliovvvd7+I73/kOBdWdYWUrEiABEiABElgUBBZQRIXRXNuEzsRczDshb3l9qGutg28uumMfJEACJDCPBEpKSuD3+83n2rVr6OrqMoLqP/7jPyYIqt///d+Hy+Wax5GwaxIgARIgARIggbkgsIAiKoqOlkM4MjQXw5Y+bEDNHHXFblYmAcuyzMQHh0dxdWgEwyO3ULh6FexFBdhQXAT5J5OqrsxbY15nvW7dOnzuc58zn4GBAePup4JKrVP6KS0tHXf5o6Ca16Vg5yRAAiRAAiRwxwQWUES5UeHfiXjGoSYQC3eiu08Vlg2uMi88bifsWjcRRywWRbR3AOZsWRUCFW44nQF4MvbFgyQwM4FbtyyMyGdoZBTvxhOIXrqOK4M3jYDatt6Gj2xbh5I1hSgqXCXCavXMHbIGCdwBAYfDgZ07d5pPf38/fv7znxtRdeTIEfNJCSq1UGlOKhYSIAESIAESIIHFQWABRZQP9e3tqJ8y7xja64Ko6fSg+oUmNIQC8DqnVEIi1om2xnrUN0cQDzagudEP99RqPEICORG4dH0IPbGr+HHkPfT0XcXla8NGVK1etQoltqSQqnpoKz7h2YSHXOtz6pOVSODDENi4cSO+/OUvm88HH3xgXP7SBdX9999vAlZUVlZSUM0AOtrkg/fZLgyV7sXpaNMid/vuQK37abzUZ0PVAfHYqB37yxauR8Xjz6Mb5dh/Nox67wyT5ulFTiCB1qAT3zw2BFv1UcRbg8kXxYt81Hc+vDbUOL+GIwM27DocQ1tNhge7WXee5bsy637YgATmhsACiqjMA4611KLmxSgCh8Norckui+xuH2qaOlDh8cP3bBC13gjaQtnrZ74aj5IA8N6VBF49348Tb8Rw5nwcFwcSYpG6NY6mQPz4SsQidS0xggGxTq0pWG2sUyW2vH9duHwrhIBandIFlVqo1OXv3/7t38wnFeUvn3uoEtEOtLa2oq29E+FIFLG4egs44HC74fX64A/WIFST+aXYClnGJTzNOCLtrWhpbUdHOIxoNIb4gPiCiOXU6faY9Q3I+tbU+OExLiMs80cgiiafF892JfdCOHYdRrStBjlJks46eD/1InrM4CjG52+N2PNKJZDnp8IoWpvbMeAKoTaYmyDyhmrhb/gm2ptbEQ3V0aVvpd65dzDv1B4otTz96Gwfjp55N2Mvo2KR0j1SP3v7EuI3hrGxpAhPPbgVxWsKuEcqIzEenE8CKqj+8A//0Hz6+vrws5/9DOfPnx/fQ6XJfDVkuuahWhCXv0QUbfUh1DWfQu+UPa4DGBDX667eHnSdOITn68tQ3dCC5jpfbg99swI59nAZq51ibXIHG9HqEedxuzzwz6pPVo6Hm1EXqseh7oGpMGQPX99AN/p6unHq2Et4rr4Ke5tb0BT0TK3LI/NCYKC9BW0xeUEx4yNTQvaht40JqHkZCjslgRVPIM8iKiJvMOWvsMcDd65vs5weeOQVzFAkjIgsn2fFLyEBzIaA6CP85E1xlTp3Oadm78QH0frK71C6eS3uchSLiMqpGSuRwLwQ0EATX//6103fg4ODxuVPRdW///u/49vf/jYeeOABI6iefPJJqHvgnJdEWB6YA3j2RJ/p2lZahZraEGp8FfJrXPexyv7WqPxeFytGc8sR2efagyPP+hEOt8oDXXBuXbATnejQvx8ZXsnbxWOBz/WzX/14e51YEF9EtxHHDpTvChlroq9C/0bL6iZCQ/gVAAAgAElEQVRiiMnf3va2FrFCdqG37xReFGtUrKVzWk+S2Y+ELTIRcLgcGOjrQEtbFKFaT6Yqt48ltF6vsR46RPxmkMTTt+dZEiCBGQnkfcd8QocYiyBq/pFDiUuQiZjWy7VBDn2yyoogMHhzFBf6B3Hu/evouzLlFXpGBteHRvHWe9dx/vIN9ItVioUEFguB4uJiEzL9b//2b/FP//RP2L17t7GUqrvfX//1X6OhoQEnTpwwEQDnpsRl/2rNmICyoXz3YXkJJg9qYpUK+CvglZdhHo8XPr+4Wze2yrnT2L9Tw7XL/sNDIQSb9LXXHBYJwBGeq6nN4bCWbFfRFnHPGxNQrirsPyliuK0JdSqivBLsSdY36aZZi0YRTZHwQVSXSpjcoV4cESHdYv4us8wfAZsE5/LDJd+nTrEwzfRtiqvFSt51OOSlSoUsEwsJkMDcE8iziJKIfR6ZVF8bGpvCOciiODobG9Guz79qvZp7HuxxGRO4IaHMNQrfpevDE/ZATTdlDTZxTVz7NILfBxJ8goUEFiMBp9NpIvz9/d//PZqamvCNb3zD5KM6dOgQnnnmGfzDP/wDXn755Q839HAj6luSuytcu1rQ3lID73QeBE4JJtTWhn3l+gQnLn4NdZMetONoCdiN8PPWdUod+f3eUoegL2n1sNud8FQEUCt7YSc8n8ea4bevwqqnX4S8Zwd6X8SnpA/TT33YzFEDS9j1mKcO2nOqxJr95rjd14SoHIx3NCHk9xorS/J6Qck/GBn/W5SItKIu6BPvh+R5t9eP0OTxpPUvbwRlDvWoEVFpIsxqv043PL4AQo3y4Puh3v3F0OxP8rL7m834s5VERy08hokXY0iyVR07HkdbQz1OqCi1lWFvaxvq/dP/hbV7RTi1NWJX5S7srg3Ck8g2uTjCrfUIBYSJcNR1sjs9Ighq5H7qzBixd/I6JSIynhoJFiIuK8rU6fbCX9OItuneviZk33SjCPyx+2nVKmknIt9fU4fmjsyKL3Xf2P16f8j92FSDCrnmqlUe1HZMRKhjapJ5+7weOGVMq3Rc2n8we/8zLMKMp+2+IPzyXmKoSwRS8lbP0kZeeLTIVgmJduwLyD2fpVbqcDwsz2AS1MvnlcjH+t2S757bU4FASNxiw+IWm63EO9EigcF8HvfYve6BL1iL5s7MfCd3E+tsEZHulxcw8l3R+8Ke9l2Z5rKT++HPJJA3ArJPJK/l7P5KS/7EipOVzSrbucfaf/CodfL0WevcuYvWxYvyOXfOOnv6pHX04H5rT1XpeN3y/WfyOu6ldPFEImG99tpr1qOPPmrV19db8nBl3ZIY3yutXIzfsP4zfMH66v/1E6t03/dm9fmH771hnTl/eaUh43yXOIFoNGqJZcoSy5S1f//+DzGbQev4bpcmVrNgq7IOnMu9q8GTe6zSsd/xlS+cTWvYbx3eZTN9unYfto7vLU/+frc5LJfLMfa7Xv82yPldB63xlv1HrT2VlVZ5qWNsPC6rTH6WqIVW9YFkrXMvjP1dKd1rnU674sWDO02/tvL91snje60ym85n8vVcVvXhi9bg6f1WpSP5t2nieGxW+b7T1uBkBINnrP1VY4wMJ5clIeotlyM5R52HrWyPdfzi5IYnrT2u5HWqDqSdPLPPKjfcyq39Y5PvP7zLcpi+K60Xsq7BoHVyT2mSjcwznfjkK4//fPGgtVNZKOvqo1Z/1oqzPCFMXth5m4nNUWqVlZVZpWlMXDtfsM5Mgpm+TqfT1sHhclmusXGae9G1yzqYicPZg1Z1WYq7zXKUllnlZbIW420dVuW+k1PmefFA1e3743C1JXolyRGl1p6Tt+d+8eju5L1jzkv/rlJZa1faPeuyql44M+keGRy/3yU639T7Jyvac9YLlToXm1Ul9/fR6uR9X7Y3/c6e1Di1nrad1sEzqbW9fR/drj1onT24yxKD4tg85bsg61MmrBzjx0qtnQcmz0V6uHjU2j3OGMIg2c4wtpVZuw/LGox9f3YdnnxH9Vsn91Um7+Wx70pZWblVJt/p5POgfFdKq62DU27eLN+VrOx4ggRyIzA8PGz19vZasrfYkheP1pUrV6yRkZEZG2PGGvNdYfCsdSDtl6z5xTjDx1G13zo95S/YfA906fZPEZVcO4nKZ0lACSv4Tz+dlYBSwfV/nohYv353YOneBBz5iicQj8c/BIPT1t7S5O9m267DUx4+p+/4jLWvbKxt1QHr3HjltIdK82Bdbu0+eOZ23/1nrcN7xoQVHNbOgxPVRzahpN1nO9c/JqJQKqJLHhR3vnDSujj2t2Tw7GF5KBwbZ/kuq7rcYZXvOWydTT3/9Z+2xD0x+ffJUW0dnfRceGZfSgTqA+TZNEaD1rmje8cEGazS3ccnPUBneTDMIKIsEZDJB1NY5SllNRn+oPRn1spmTRStkyve/nnwaPXYA63L2n1yrv649ovwHhNzjkpr79GzafOWh/c0JmWiUNKvenudqqyqMlmH3QetM+O8pa0IHCOA5VlhipgYPG2J9dOcs5XvFhGRtlCD56yT+3eOiaOkWE6nMn7dMl1/m1W6c6918OhJ6+TJk7ev33/Y2mXEgQjOnSLGUzeQdiT3yIFdY3OWlw0The5ciKhzcguMibvSPVa2pTo3JgYd8vLh4rhAniqiBk+PvUiQe6V01wHrdPpXrP+MdbC6bOzFRpm1d8JDV791NPVSRdf2+Lnb6yeMj++tkhchKdFqsyaLqIsi3JIC1WXt3H/SOpe2+P0i+naPr9/+SQI7y3cl+63NMySQE4E7FVF5dueTX0N2L2rbwzh9YC92lrvE+Jy9OGQT8+4Xjsum5Xr4ZrJPZ++GZ1YoAXvRamx32LHeLkl0JYx5LkWr2QpXY/NaGxzFRbk0YR0SWJQENLHvHZdYGGHjoaP7MioyxXKYpusK+H26N0oDAslemgw1h3qicDdISO1QWt9OL2okCmvDmDtgh0ZkzdD2jg71diHmF5eoOsk3OPa3xO6tQWNdlfkbNNR9DG3OBokeKy6LqcAV6p7YUIMyveCABrVIv7Kk6GiPmITwLokM2FzjTWNkhyfYhKaQaYleCbrRkd50Nv+WJPOhYJJld0sLMnl0JTpb0a5+jjaf1PXm1HukM5IMPGCTtaqYoz+ukWbUt+pAXKgW17ImGcvtnu3wCpO2pl0SvgLoaWlASzTDUHtPIeJtFte0ECrGA4hI2xrp2598WojK3rj0pjHpq0kjYzh2okkCYIRuNzTRGv31cp/tLpWL9eFIY2aGiLaj3d6A9nZx9wz6zd7DVDdxXT/j9liJuqZ6+NOjYsk9UtvcALHqyU0kuS0lAMRcF2dAXBT1FuhtQ0tHJhdKiZ4pbpKabiBQM10wlxhaJXJmj960ZXUSKKQWvnQPTmcFQnKP1eptO9SDFnFHHfewi7WhuVWDy8jeyHqJzhjw3F5bYRxoapWw7HH0Zdp6LAEvGhqOCX257F5JkVA/MUy+s0LcRFsbUSkMh7ob0dhOv765vofY39wRyL+IMnNxw1fbhHb5Kx2/eBZnTh7H0aOHcfiwfo7i+MnTOHtxEHHJS9JSF2Beirlb/xXV0zrJ86SJc90b7FibY84nzRG1ae0aic5XYtqxkMCKJBCTPFBjD0Rut2fWCDyy18I88sYlulumZyKbH7WhTA/8XgRFWJln0rDkLMrUdtaj0QZlElVw6l4Rd0XF2F5bG/whEVCT+5b8SB4zEZlHLP0BtgKN4QQG+y8i3Jw5iWqF7L0aZ2AE6Z0Uu4wrCJUA6BEx0Dm5jwQ6JbeT0VB+CebhmXw+88+x2NiAZK+SRr+dixJua01G+SurkX1lmTt119TCaEIVHBn3KZUiKHtupu7OcoqYT67OkN6b4wOWpK6tHWNitg6hjPN3IiB7mVQbQPa8ifadWoaEc13t1PWXms4aERPWIPpFaNVNuUGkgrsCFeb4kMmvNefFLt+VmqQIbBNxOuUrIXNqCcuX1RUUAZiZuxlTvEOYGzWIyloRUPYMI7WLEA+JU6mUgY42pDRborMdnfr7wCYvOjIKdbd8bwNGIE8p4yK/ErUZvoOmvuy3qzUieQDtsp6ZpOKUfnmABPJAYJGIqNszt8uG0Qp/AEGTyE8/QYn8lNxQmgc+vOQyI6CWpace3IJP3rcpp5ndvbEY1Z+4B/duYnjznICx0vIkkBY0QDf2z7bcbpOQMNlTW9skYIMvy/OeVyLDmSsORRGJTm17R0fk4S/5oDuptQYHMIc0Et3UR3fZdT9uYco0Dw0iIfEkMhYNXJEkJwwy1sjtoF3FkVEAvWJxmPSAKWHfW40ZyiEBFAIZxEeWa6Qmo4EwslSB2M9q3ckAHhocYspnQhAPCSYxZqqzifCsyNanvUKCGRiJjLBYw6aUaSxjTuFpRKmMfZynhODvVAEhZ7ySoDbrXCrEsmQuG5H6GVZDr5vthjSD1OAWqfWcPGoJymA3I5OhZeh7cvVZ/2yHTwS+3gKaM2qyoSYs1iM1xJUGQxKAZZrOxSpsUMldUmEifGUuXvmiGDE0IKzGligaGQu+Ip5E2ZraKzJHBYxK8mYjLcXSlfE7aIZxWyQPZLFeZx4tj5LAwhJYdCJKp5+QN0uRcKf8cot+qD82C4uSV1vsBFJ/9MvvcaLqoa34pGcjtq5bg6ICUVZpRYVWsbj+lbnW4amPbMHnPurC1vXJqFKLfY4cHwnMC4G0h+s7eTDUNklDlkZXyzBCt4iPDIfNofFzccSnvHbP1miG4/IALnpoapHjptjsWcVQ9idzebkv+bAaxVI0HrEtXWx88dAc5eq5bR3oFXe1dI+ucVc+h0QRzDGBvU7XnoKRLkim0pnFEbXUJasPHfsmijOJLnNsO545lbwz4tJgyvLqOmURpRnXQS2dRrcM4dQz900VeqlxFH8NR5KXlXGODXTC7CRKXNYbUiomomhvrrsdhXHC/O7Ds11jnc+C2KyqistbSN1cB9olQmL6+CVaXluPdCUWvNBUS2v6NRIyb9PSNv1czYsB01DWZ2yBYmJONjOUcxm/R3pOvreZli4m1jnTtu8lPJ31vliFx5/r1lrQnDaZVih5kv9PAvklkOdku7cnnxDTeHNjk/wC6JAEjWO/gMr24XSkEb6xap1NIbS669Eo/uaZ/v7lFyWvvlQIaOLcInHTc5YU4buvvoNfX7yKgcGbEmQlOQPdO6UufIFH3PisdxseFdHFQgIrmoCEbnbLM1v3kLooRQWFdxY4EoimTEjZ3MXGrTSZu03+vs9sxcrcYoajc/4HJIGIuPH5nzlh9npIxD+UigXGZ8Kcj41F9pW1d/WOickZxjfD6YqaECobnkWXpAdpEVNEwLht3Xblc+i+mVn82nJ7PGK76cNQPIKIPLH6MwoIHxo6z6JuknElJvuVAs93TZpXQgTR2N9xhwulWZ+0b080o7iegcPU07etUjZX6fh+t6n1UkfEopTpXtCXBpmOa7NYO2oDQbyUzEgsQRjLUVGlFshUA7nfO06gWz3l5q2IG524uTY82yVJrGWvYKhObKdyB3TIPj/VUOJCGUo9OGUZQ/rLkKxz1bbjL1DSvn+S8sOUtJcrUy+T2ao5fl35jriyWvPSept2cFOvyiMksJAEFoWIirXVSj6Cl2b4pSNuCs2H8GKP+OV2yqfJn/Etx0LC47WWLoHNIpI+ed9m2eu0Fr+TRLrvSBJezQelQSRUQN23ZS3cEoRC/81CAiuegLreeIAT8oAWaZe8TfUiqnKGEpHf2cknSpu4+GSWX8mH32zPrclHtmkebHMeyzxVlCAKobqkgCrd+QJaJd/VhE36etn2EJxijZoTG4VH9rv46tF1SvaM6L4YcX93jrvyucx+lFloKMnHpYEwuiQQQFjWKo7ajHtpxDqnYnoSQqcn06qpOEm66dkCzbL1KPM+sTlfjfGHetnT1tgpyCeP9sNeUfIvSXJpI6Bs5djTKgEUJgTM0P6jElTBO+/WKI8IaX99F05IrqXWSB3qvQkRVG1mP1x5SAJxzDDVdLfcab0Ox62Tad+/lLCZznKZ5dz4dd0hyfPVNP6SfIbh8jQJLEoC+XfnizTJG5WkgHKU7cSeFw7i6PH9yeg2E5BJxJfQTpTaBtD9Ygj16T4MixItB7WYCdiKCrBFXPkevmsDnnxAXfa24Qsfc+HzD7uMq9/HSzdix6YSieTHiHyLeR05toUiUIFgQHdhaAyAZrREcr+uvh1v1bfjYuvwBbPs08nkypW6RMrtSB7fs7p25T6ceakZkSAKZn+JYxcaWzMIKDklIebn0D3dY9y1dK/KQIcERxA3q3FXvlIRWNNuhpmKwC6Jb03EN93IL5HVolOrzPJImovYdGs7y15nrD6+J20IMTWpzXWRyHItbcbWKAHtWtA8RUDpmbgET5kTqTz96N1ibQrIHTDUjdY2+UImxLWvXcYmUQND4q0zU7Gn3GRlr+F08S/G3f7k+5dycXSmoo+I+2TKKDXlehMCftw+65ZOVF5DzkfHDFpT2vIACSwRAnkWUfLmpKkJ8jINpbsOIizRl5rrZNNsID08bIqkG4H6NrQ3VMoXsFesUu1z+AdpiawWhzmnBHSP1Gr5OMSt7/6t6/Cxuxwmet92ZzEKxd1Pz7OQAAkkCfgkgpeGHdaHtkaJppqTjpKN/k31zebtOFwSpa0ms2VAQ59n2t+vzcY3sds802xEz+8qxcTF0Tw2e2QzfUYTUBwdbRp2eu6KOygeHEkVJcEkYuNR+UrFKjVLDSVuWQGJjpgUyQOnGlDXEs15oJn3yElgALHGmNsl3AExbi1Q0RDt5hEdEQl9PucyanzPlYT6l/llLBEJjx7NeGaOD0qUwbEIeJG2dkn9Ih46qqF8OUZl1IAfJmKEBAHJFNRjbLSRznByL58raY3Ww17j/iklEYFsXc9Y4p0dY4ErJp72pCJgGqsnVVRGeDy4ZAjkWURF0N4hf15tVahvDuUQulzyQ9TWmT8cA/KLObxkMHOgJEACJLDECXhr0VRXbh6eBk7VSw4aybEz3TNQPCz5koJ4zmyyd2FXUyMyeokpFt0g35rpkTciIavDRnzYfIFJ4mDMjSyL29BC0namTGT6kJ3hwvGOBtSPWTB079K07lMZ2mc8NJ4zakDcuOolJ5JK1TIEa/wZq8900FffhD1GR/XhWG0ANWJunG559eG7U/JoBcSlzIhD2ROU7tjnFTFnAu8NtKEpm+ky3oYasUxUBGrRGp1phLmcl5etMn8j3sRi2pjlIT3RIeHLJRKwP5QlT1S2S2mgi7FzalmcWqLyIrgpGdpdTmYWmFNb3ekRzRmlIeKHwm1oFLfOPpm5hsD35NKh3D81flVRQ+hqaUZGVGJ5a06akeHyy56/sQW2y3fRZyBHxAqW6UksgpbmjswvDXw1CJoY/fIyXKyemb4v8uoEzQGxfFUEUS8vCFhIYLESyLOIiiXNyPL2bor/eDZiTq+8BZGTC+kikG0sPE4CJEACK4aAhFZubEXzLn0CGkLvkW9JFDqJAicJS9vlTbbmxIlF5c205JNpqa+Rcz48c0wf7B2o3Ce5a7JYoRSfzWVHp7Spl1f4tx/cY2b/ScOYCAvW1UzYj+NMbeTv03w3yQfa+X5ozbbUXknDYbzheiU6X3Oa+EiIhahFLEbBNlQ07IHJGyzuU53hTA/g2XrPdvx2zqiBE4dwTL3MynWvVLb6MxyXh+qm1hew0+Rt6sGRb1XAK+HU9eFcI+VG1f0qIiHEJdlsk6yLX6wRn3rmiEnWaiurxsHWhon7cER0N5p8RhIprz4oiZMnWoY0kmGtiIAjvX0SzMI5fTS8GYaeftpd0yAJYgW0WExfFBHf2BFLu6fiiLTpC4CX0NPXI4/q8qA+i741LHfS0jUkXjSSjDft+T4uFqjGgB/18RD27TImHiQknHdOFtvZjCG9ruSMCqkiGTqFI3oDODQZc2Zr79RLOBFsqE3ekz3Nsq2iGRNuy1gnmmTf1UvmK1wpiabT9rXJnrxaYwYdQneD5HRqjYxHVkxIO315Uh/1oCyJYeKlZcx1DTvN92XgmLwUrxVX2LSvQ7J9AHUn+tAbjcs+vFznM3WGPEIC807Ayms5blU7YKF8n3VmwjiOWtU2OV62zzo9ZXynrX1lcs6x2zo+5RwPZCIgDxbWa6+9Zj366KNWfX29de3aNevWrVuZqvIYCZAACcxA4KJ1fN9Oq1R/R2OGj6PS2nPwjDWYscdB6/Aum+nDVn3AOry71JJHX8vmKrPKy8usUkfynDyiW6XVR62Lk/s494JVlTYGm81m2aoOmHrnXqg0faF074S/If0HdyaPu7L8/Ti73yrXdrZya//ZyRfUn+Vvk/7NkjHtOpw+q7PWC1WOMR42y1FabubgMnNwWJX7Tlr9gyetPaVjvGylVnnlLuuAuYYcdyX7rDqQNssz+5JjQbaxaNvT1l79e2jWwWaVZx50polkPTZ47ri1ryq5FjOur8yjau9h62x/lu4Gz1gv7HTdvk8cLqusTNbWlWIl6126yzp4duIdMr5O0/ydP3egamwt9wjBiWXw7EGrujR1/+g9VZq87vg9BctVtd86PenGzOW6/cd33773bTKfclnrUlfy3h2by/jYZF0cZeVW5d7j8h1Iv9+PZvlOZOJ4znqhUudis6oOnJta4fReq2zse+iS78mUpbh40NppvieZ76OzB6vT5uOwSnU+ZS5L9E9y3eS7sOfolG+ffMmkX3Pfpuo5LJesq/ne2cqs3UePWnvN/W6zdh6cPKp+6+S+yrRryHXlvigb42j6NH1Mnm+W78pUKjxCArMiMDw8bPX29lpPPfWU9cwzz1hXrlyxRkZGZuwjz5aosY2K4g/fmavFVup2ROUrJm8n+H5COLCQAAmQwIISEJepxnZJfHsah/fvQXVVueRUc8CmVhYJWywCApU7d2PfgeM4q2+lJRRzuptX5qG6EWyR3+0H9iDg1pDoPZLvx47Scgk2dEBctyW625Tf955aNLfsQVWpXtsmuY5kz5SEEJz5WplH8OGOelEnUQsP792FylK75DrsFj4JuCtqsP+ozKtRosnKG/iG5r3J8WrwAZlfxvDasxqI5IwKiuzTIglicwkoMFP3dk9ArDdiWTx9GPv3VqOqsgwiBo2LnE3DUpeVo2pXcn3PiHWqo0nc9lI+bpM7l2S6de0RnDm8D7t3lkv2ojh6epJrW1a5E7v3HxUrVxtC3rldNbtX0qGIFeio3J87ZfxOcbPs6YkiZnejfGc19h08LRbTevju4LLOQItY417A7irhYpf5SOLZmNizAnsPmMjBOhdPqAlN1eVwyX2ZkJxKcnNOJjN3P8seqJC5BVxmj9Rsr+QNiSUofBT7d+9EuXzJYt3d6JZ7115WiV17XsBxeeZqzmTd8oTEAn0cL+yuQrl+/4cGJMiEE96de3CgQwJwBOW7ODaYqRZip4meGDl9EHurq1Cm15X7okeSfDnHrxs2fbCQwGImsEplVv4GKIElar14WuzFpdWH0dFaM2ZaFz9puyTD80zME4V4JxolutNzEomidO9JRCTM+R38DszfdPN05SHJ7fKb3/wGf/Inf4Ivf/nL+Lu/+zuUlJQwcEKe1oOXJQESUAIJtMomqW8eG4Kt+ijiCxUGe5nBjzRKgIDnuoCqA4jIXh/PMpsfp0MCJEAC803g5s2buHjxonlOFq8tPP/88+Y5uaCgYNpL59kSJT7d9fWoErtx75FvwicbDpP+12OZyxPytk7e8hgf+8aQ8b9XAQWHBKKoo4CadmV5kgRIgARIYHkTkI3/Tc0a2MEhe0tSLyGX95Q5OxIgARJYLATyn2xXXDJaxY3DX3MIPV1HJJLTkdtsel/C1z760kRWtjLslgzdtZ7FgpDjIAESIAESIIGFJpBAuKkeLbrxv1TCx2cNfbjQ4+L1SIAESGBlEMizJSoJ2R2UMKPik7uvulJ8iLOAt5Wisno/joqfc0sm/9wszXiYBEiABEiABJYVAYn6p3uRgg1qhZLw8Y0Ns88NtayAcDIkQAIksPAE8m+JGpuz3SuhSMUnvlFc+CISRjUqoS3jkkzDrnkZPF5JsuiZg024Cw+YVyQBEiABEiCBOSEQbUbA1yDJa/swYJIz2VC2p2Xa8PFzcl12QgIkQAIkMIVAnkWUCCbJhq1RitwVvmSEHxFN3gq/fKaMlQdIgARIgARIYOUSsGsopTgGZA+Uq6wCwbpGNNb6Zh2RbeUC5MxJgARIYO4I5FlEdaDBL1H4hlzYfTKGFv/cTYw9kQAJkAAJLGYCdtS0JVCzmIe42MbmlrDSsdBiGxXHQwIkQAIrkkCe90RJrieT/COBRDyxIheAkyYBEiABEiABEiABEiABElhaBPIsoiRRYG2lOCYMoL25BdGlxY6jJQESIAESIAESIAESIAESWIEE8iyigIr6DnRKNnN/TKILSebtpjbJYq0ZvllIgARIgARIgARIgARIgARIYBESyPueqHp/PdrFlS8hwSUSkUN49mvyGQNls2WLdy4V7EG0xlsRXIRQOaTlS8CyLFgyvYEbN3H5+jASN0dRVLga622F2LrehoLVq7Bq1arlC4AzIwESIAESIAESIAESQJ5FVBzRzi50m1CtU8vQUJYTU6vyCAnMO4EhEUxXEiO4ODCI85dv4N3+QVwbHoG9sACb1q7BfVvWwu2wm3+vtxfN+3h4ARIgARIgARIgARIggfwQyLOIqkCo6QD8sEs+qFkCsHvAKOizZMbqH4rAJbE8nTnfj/+v6zzeev8aroqgEsOUKfai1UY8feWx7fisdxvK7934oa7FxiRAAiRAAiRAAiRAAouXQJ5FlAeB2trFS4cjI4ExAm+LaHq55z1898wFY4W6NjSK0VtjCkrqDI2M4sbwKP4z/C5iA8lIk/dvXUeLFO8gEiABEiABEiABEliGBPIeWGL2TGNoqwuipr5dUg6ykMD8Ejfx6AIAACAASURBVNA9ULfkExYL1MtvfoBfXbiCgcGRCQJKR6B6amjkFs5duoFfnLuMH0feM3umtD0LCZAACZAACZAACZDA8iKwBEVUFJ3tx3CkpQ3h5bUWnM0iJKAa6KaIo9NvX8Ive/tzGuG7Yon63msXjUUq3VqVU2NWIgESIAESIAESIAESWPQE8uzOd5tPItqJtvYOhCNRZM27m5BAFOEOdPRIO4dE9Fv0eDnApU7g2tCIcd+LXRnCdXHXy6XcHL1lrFDnPriOHZtKsN1ZnEsz1iEBEiABEiABEiABElgiBBaBiEog3FyDYN0x9M4iGJ8rEIRviUDmMJcuAd3r1HclgesipnK1KqlrX+JmUkhdlXbbl+70OXISIAESIAESIAESIIEMBPIuohId9ah5RgSUDs7mQKnHA7czgUhXDwYcZSj3Sv6oWBTR3gEMwYXyXUEEAjWoDfnhzDAhHiKBuSSgwkkDRozewd6mhAgwdQVkIQESIAESIAESIAESWF4E8rwnKo725haod17prgM4ExN3vUgYnZ2NCEieXZu/Qf4dRiQaR+zMUezbaUc0moDX74NntiHRl9e6cTYLRKCwYDUcxUUoXD27r4rm2123plBCnxcs0Eh5GRIgARIgARIgARIggYUiMLsnwzkfVQQdnQOilnaiobkWFdOYlpwVQTTKnqkmdztqAyG0xuZ8MOyQBKYQKFlTAM/mtdgsOaDshbl9XQpXr5LQ5oW4a2OxyR3FQgIkQAIkQAIkQAIksLwI5PZUOG9zFguTxin3eOF153IRjyTnrUdF7AjqGzsZWCIXZKzzoQgUiyXpbhFD921di20bxDyaQ1lrK8BHJEeUBpVwlBTl0IJVSIAESIAESIAESIAElhKBPIsowHjlTQmzZ4ddT0iYvim5oLx++L1Ab3sbIkuJNMe6ZAmIYQmf9W7FUx/ZktMcVDz9ceUObHcUQ5qykAAJkAAJkAAJkAAJLDMCeRZRbrg9QjQWRjiaTtYJp7j2DUnY86lCyQ63XSwCEmyCHn3L7G5chNNZJZub9PPgtvX4/MMu/PEn7xULU/EU1z514XOIC9/TZVvx9cfvxuM7NmKD/KxtWUiABEiABEiABEiABJYXgTxH5/Mi4CvF892n0FDbCE9zHQImYoQHFV4RSifa0dwWgz+Y5usX60R7RGKhi6mKsSWW1824mGezeZ0N5fc4oXuk1tmLcO7967gkuaBGbt1CgQiltbZCuMXd71MPbEaFCKi7mBtqMS8nx0YCJEACJEACJEACH4pAnkWUHf66WlS2PIeuE8/hi952HIh0oNbjFuHkg+3EKRyp8SNRV4canwipuCTkbWzGCY1FUeGDePWxkMCCEVAhpYEifs+zGRf6BxG9dB0DgzeNsHJtsIu1ah2KJPjEalqfFmxNeCESIAESIAESIAESyAeBPIsombK3Hq2tUQRDL6E74YR7zOjkCTWirtkvVqoeHHv+GRxLp2MrQ6ihBjnFosgHVV5zWRPQPVJb1q9BiQSQGBkVS5QcsBUWoEjCodN5b1kvPSdHAiRAAiRAAiRAAoZAnvdEJVfBE2yWPVFncby1DhUpHz27D40dHTiwuwqljtRq2eCqrMb+tg40+6eJh87FJYF5IpDaI1UiOaC2iGXKLcEjtq63Y4PkklotYop7oOYJPLslARIgARIgARIggUVEIP+WqBQMp+yPCk5y0HP6UNsi7n0Svi8ukfpgl4AT3Ai1iG4fDoUESIAESIAESIAESIAEVh6BxSOipmVvl2h9VE/TIuJJEiABEiABEiABEiABEiCBBSGwKNz5FmSmvAgJkAAJkAAJkAAJkAAJkAAJzAGBPFuiOlDnq0PHlGS7M8wskRAHPz+aIs0IzFCVp0mABEiABEiABEiABEiABEhgLgnkWUTFJc9uN7ol7dOsi61ChBQLCZAACZAACZAACZAACZAACSwsgTyLKC+Cdfskte50RaxO8RginR3o6O6Ds2oP6kM+uO1e+KZrxnMkQAIkQAIkQAIkQAIkQAIkMA8E8i6iahobUZPjxGIdUremEc0dAXS0iJDKsR2rkQAJkAAJkAAJkAAJkAAJkMBcEVhSgSXc/nq0NQcQPxRCqDk6VwzYDwmQAAmQAAmQAAmQAAmQAAnkTGBJiSidlTMQQsAxIJaoNkRyniYrkgAJkAAJkAAJkAAJkAAJkMDcEMizO98dTEIT7jqBoUgYUWk+KT3vHXTIJiSwMAQsy8LILQvXh0YwPHILlly2qGA11toKsEb+u2rVqoUZCK9CAiRAAiRAAiRAAiTwoQgsPREViyASkzkz9+6HWng2XngCKpoGh0fx9vvXcenaEEZFVDmL1+DBbeuwae0aEVELPyZekQRIgARIgARIgARIYPYElpSISkQ70FzXgBMSEt3m9c4Q1W/2MNiCBOaDwNDIKH4rwumVc5fxy/P96LsiESdviiVKRJRaolwb7Hjk7g148oHNuH/rOqy3F83HMNgnCZAACZAACZAACZDAHBHIs4hqR623Fu05JHzSMOd9A6mEUjZUhIJ05Zujm4DdzB+BK4M30XvpOr7/q4voEhHVE7uKGzdHRUDdvmZxUYGIrGu40D+ILz66HR/dvl4sU7b5GxR7JgESIAESIAESIAES+FAE8iyiEohHe9E7q2S7DpTvbkZrHXdDfaiVZ+N5JaBWJi0XBwbx07c+wLHwu3h3IPPbgkERVWdFXEVFbJWsKUBx0WpsLFlj2nOf1LwuEzsnARIgARIgARIggTsikGcR5UVNw35U5DJ0ux1OtxcVPj98Hm6IygUZ6+SXgOqoiIij/+p+F/03hmccjAab+HHPe9gm7n3l927Eau6RmpEZK5AACZAACZAACZBAPgjkXUQF6+vzMW9ekwTmlYAKqPcleETvpRtiYbqBIRFIMxUJ3CcufQmc++A6YmK12rrehjWFVFIzceN5EiABEiABEiABElhoAnkWUQs93Zmvd/XqVVy5cgUDAwMYGRlBQUEBbDYbNm/ejLVr12LNmqSb1XQ9DQ8P48aNG7h8+TIGBwcxOjqKwsJCbNiwYfwzXXttq9d///33zbWdEtPd5XJN14TnFhmBW6Ki+kQIaRCJGxKRL5dioveJa98HIr4uxAfhKC4SEbXkUrnlMlXWIQESIAESIAESIIElTYAiatLy/epXv8KPfvQjnDhxwgiZkpISPPjgg6iursYTTzyBu+++e8YFv3TpEl577TV8+9vfxq9//WuoMFMh9NnPfhaf+9znUFVVNW0fv/3tb/GDH/wA//Iv/4L7778fX/rSl/BXf/VX07bhycVFQAXRteERicKXm4BKH71ara4mbpoQ6CwkQAIkQAIkQAIkQAKLj0CeRVQ7Qu4Q2mW/05ztcrIH0BxpRmCWrFXonDt3Dv/5n/+Js2fP4uGHH4bD4TAWJbUIHT582FiovvrVrxqLlFqoJpdbt27h2rVr+PnPf47vfOc7xgJVXl5urE8qyF5//fVxQeXxeEz/6UUtX6n2KuT0Zx2XtmVZegTshQUmhPlsS6FshrJLxD7uiZotOdYnARIgARIgARIggYUhkGcRJfly4n3om1V0vhnA2OLIHANt+nbxeBynTp3CmTNnjMverl27sGPHDnzwwQf46U9/itbWVuPS9+ijj+Khhx7KKqJ6e3vR1dVlPt/85jeN1emee+6BHj948CDC4TBOnjxpxFi6iNJobtevXzfnI5GIEU+lpaXGnY9l6RFYLZlzNcKes6RIhNQqjIxayMWupAJqg+SJ2rLOhsLVsxdgS48UR0wCJEACJEACJEACS49AnkWUD3UtBxGIhdHa1IwTvYCr3A9/hSTSdbvFBQ6IS36oeDSCcGcnunoHYCvbhdqQXxLtigDLxNvuvaP8USqWjh8/bqxGTz31FD7/+c8boaTWJRVTr7zyCt5991387Gc/w7333gu7WM8ml5s3b5p6KphUAH3jG98wFq3V8jD8wAMP4He/+51xFWxra8MnPvEJcyxVVET19fXhX//1X7F161Z88YtfxG9+8xtjmWJZegTUinTPxmL5lJi9TQM3buKmRo6YpqhkWm8vxF3OYty3ZS0KRXyxkAAJkAAJkAAJkAAJLD4CeRZRbviCFegI1KPDHsSB082o9YlyylgSiLQ1oLa2Ca0dfrS31aNiqo7J2HKmg+p2p656agH6gz/4A3i93gkWIBVWKobefvttI2xULGUq2o/WUTe8Rx55xOyDSgWi0MASurfqjTfewI9//GMRh3Hj7pdyC9TjL7/8MhKJhLF23XfffUaMqXUq16KCT/vU66fyFGlbDXSh/ep5loUjoCLo4e0b8Ifld5kw5+9fmz7MeZEEkficdxs+4dlorFcsJEACJEACJEACJEACi5NAnkUUEG4IoeGUE3WnW0RATaeK7PAGG9GGKLxfq0eowY9wY04ZpmYkr6JIxUp/fz/WrVtnLEHpRYXO9u3boQEf3nvvPSNSMhUVLmrR0v9qAIrJkfzUHVCFlUbtUwuTXleTqeqep1dffdV8dA+Viigdh1qwZlO0z56eHrz11ltGpKWKjlfHrfNjWRgCqSS5OzaV4GkRRpevD6P7nTguxhMm3Hm6TWqN7Jvaun4NHnKth1/q6n+ZZHdh1olXIQESIAESIAESIIE7IZBnESVufO3dGCrbi+C0Aur21JyBEAKOIzjU3mpE1FzIqKGhIRNAQi01xcXFJiJfelExo8EktKhQyWbRSe1r0vPr16+fsm9K+9aPntfQ52od0r5V9OherFgshmeffda4+akVarZFRdIPf/hDfPe738Wbb7453lzHpdfUObIsLIEtkuvpE7ZNWCOWJd0f1dHzPi6JoNI9UlpEQ2PT2jX4PbE+7aq4G+X3OLFRfmYhARIgARIgARIgARJYvATyLKJiiEYBm0f2P+XKSCP5aWVpGMu1zRzW+7AWgnQ3O3W9UyuUhkLXf2sgCrV4TbZg5Tp8taD90R/9EZ588skJe6nUEvXOO+/gH//xH3PtivXmkIDmevKKW9+WdXZx13NJ8t3riA/ehOaSWremCJ4tJbhb9k+51tuxTvZEsZAACZAACZAACZAACSxuAnl/YlMHvqFoJ8LifebNRUlJkImIqqcMgR3uFHVRUZHZA6VWId0/pJap9KLCR61GWjSgRDY3OxVYel5dA9XSNNlipX3rR+vp9fS8hk/XnFJqJVK3QbVG6XjU/U6Pp/p68cUXsXPnThOwQq1ZmYoe17xSWmfynijdy6UugiwLT6BAokw4iteYqHsqljwSNOK65JDSNFAaynyrWKtK1mhIc+6DWvjV4RVJgARIgARIgARIYPYE8iyivPBV2HDo1DHUh1pQ0RqCd7ptUfEwmmobcEo0jq2i4o6i8GVCpIJG3fVSAmhyXia1EqX2E23cuHFaEaVhy7WuJtydvHdKg1eoO2DKZVDFmIYy1/9qjqp0Fz7dL6XnVGjpue7ubhMlcNu2bVlFlIozDWChn/SSEm3ZxF8mJjw29wSMyBbRdK/sk2IhARIgARIgARIgARJYugTyLKI8qKkLSmCJI+g99i181N2IqoAfPp8IJAnAYIxNYgGKx8X6JCHO29tPocfknXXAX1sjYc7npqi4UCuNRsTTgAwqWj7zmc+Md67WIw3YoKLI4/EYS1Gmov2o0FExpAl71RqVXs6fP28sTB/5yEdMKHW9pu5/+pu/+RsjvNJdBS9cuIDvf//7JmqgjuvrX/86Pv7xj4/vzcp0fR4jARIgARIgARIgARIgARKYfwJ5FlGAM9iMtv0xBJ87hb6BHpw6op/pJu5A5d5WtITc01Wa1TkVL5s2bTKJcV9//XX8/Oc/x2OPPWaS66o1SIM+aPAHDVuuQkYtVuoep2JL3fAqKytx1113GQuQRtfTcz/5yU9M8l51A9S+NWrf6dOnjfue5qDS/UsqxlRMPf7441OsVhoYIpX4V4Xbpz/9aVM3m4Cb1YRZmQRIgARIgARIgARIgARI4I4J5F1EiYyCr74DkWAbWppa0NbRic6ePkzclWSDo7QCPn8QodoQanxzJ6BS5FToqLhRK5JanTTx7j333GPc8lTMaHnooYeMSFL3P7U0aSQ8FUVaLyWiPvaxjxkh1tXVhY6ODmPZ0nMa2EHbaOQ/TaTrcrmMG58GkdBrTy4aBl3d/lSwqcVK3fhYSIAESIAESIAESIAESIAE8k9gEYioJASnN4i6ZvmYH9WFL66efFLscLrFtW+eWWn+JrX2aFAJFVCHDh0yVigVMupy95d/+Zd46qmnjHVKLVca8EGtS319IvjGAlHocT3/pS99Cbp3qrW1Ff/8z/9s9kGpFenpp59GIBAwroKT9y3N8/TYPQmQAAmQAAmQAAmQAAmQwBwRWDQiauJ8RDg5597aNB2zlFVIXeu2bNliXPtUHKnYUYH14IMPGmtQKjiDz+czCXV135Oe06IiSj9qZVLBpf9Vi5IGiVCL07333ms+uYQw11Dnf/Znf2bGkMlSNd1ceG75ENAw6IPDo+i7kpCIfqMm6mLJmkK4NkgwFFshI/otn6XmTEiABEiABEiABJYQgfyKqEQcsYQTYmjKWOJhcfFraUdnLC65oTyoCNQgFKzIPadUxl6nP6jiRT+f/OQnp62oocT1k6lopD/9aKjxOy0a5e9Tn/rUnTZnuyVOYPSWhfiNYVzoH8T5yzfQK59rCQmLLv9TEVW6uQQ7JMrfvRtL4JAkvkUFq5f4jDl8EiABEiABEiABElg6BPIkouLobK5DbUMrnA0RdNR6JhFLINwURODZE+hLO3PopefRWLUfrW318GcRXksHPUdKAtkJDI+MSj60K/j3/30HL7/5AfqvD4t8ul02inCqvG8TvvnJHXh8x0YUFVNEZafJMyRAAiRAAiRAAiQwtwTy8OQVR0edH/5nDqG7b0hCl0enzCjRWY+alICyOVBaVo4yl83U6zv1HGokp5Tm22UhgeVI4D1x3Tv920v4f073ouvcZVxN3JwgoHTO14ZGcOZ8HP/3z87hp2+9j4vxieH0lyMXzokESIAESIAESIAEFguBhRdRnQ2ofbHbRN9zVe5GQ8g7iUUMrQ3N6JGjtrLdOByJIRoJy1v5GM4c2AV1kOs71oDGThN1goUElg0B3e+kn95L1/Gjs334ZbQfFwcSuDmaboNKTleP9V0dwqu9cfw48h7eev+aaasfFhIgARIgARIgARIggfklsOAiqqOlLSmQKvejvaMFtf5JASRisg+qQyVWKWqamlHjScXlc6KitgVN1S4514u2ls75JcPeSSAPBEZEHPX0XcOJN/oQH7w54whuDI/gZOR9vPHulYxia8YOWIEESIAESIAESIAESGDWBBZYREUQDqsjngvB+jpUZIhbHmtvQ6fRUJITKjC5ghOBUEBaA7FwGNFZT5cNSGDxEpBYEnhHAkm8038DAyKgNLjETEWrXBF3v1QAikxWq5n64HkSIAESIAESIAESIIHZEVhgERVDJCoKyVaBgG+yQNKBS0AJSbarGsrhD8CXYS52rw9e2R41FI1QRGXgw0NLl4CGM++XiHzxGzeNVWlmCQVTR+uq6Lp0bSgn4bV0CXHkJEACJEACJEACJLA4CCywiIojbrYyOSWBbiYAEqmvc0BO2ODzV2ROsCvx0E1gPknGG8/UBY+RwBImMCRR+W6O3pr1DEZu3cLwyC0TAp2FBEiABEiABEiABEhgfgkssIiy3xZGmeJCRDuRDNbnhb8io8pSY1Wy2NP6ml9G7J0EFoTAKrnKOlsRiosKZn09e2EB1tmZfHfW4NiABEiABEiABEiABO6AwAKLKLEiGTNSDJI/d0qJd0piXRO2zwdfxZTTyQMSpc+EN3dSRGUhxMNLlMDqVauw3WGXT7GIqQIUqKqaoayWOmvXFMAl7e52FqNQD7CQAAmQAAmQAAmQAAnMK4EFFlEeVJgNTWFx25usouJob+2Ydj+UkoiHOxDRbVWeCnjmFQ07J4GFJSAaCpvWroFnSwke3LYe9hwsUkUFq/HA1nW4f8tabFlnQwFF1MIuGq9GAiRAAiRAAiSwIgkssIhym71ONgygraER6ame4h31aDim+6FcCNT4M++HklASrc3t0hrwVFBErcg7dplPWoVUmXs9vlq+Hc6Sohlnq1aonR9z4ZG7HdC2LCRAAiRAAiRAAiRAAvNPoHD+LzHxCt5QLfyNXTjR/Tz83k4EAxVwxsNobzsl2Z/EwlQeQn3Q+PxNKjG019Wg/pT6+5UjGMoUu29yG/5MAkuHwKoxFeTeYMeTD2zBtaERdPS8j9/0XcX1odEJISNUPN2/dS2qHtqKpx7calz5Uu2Xzow5UhIgARIgARIgARJYmgQWXETBHUJzcxv83zyG3t5TOPLSqdvkHFVoaGnAlO1QsVbU+EI40qsCSlJI7W5A/ZRKS3MBOGoSmExgnb0I921djT942I2SNYW4e2Mx+gaGMDQ6amKaqwufS4TWI3dvwKcf3CJiap2px0ICJEACJEACJEACJLAwBPLy5OWpkYS6nmY0NragXZLvJiRoucdXg7qGOgS9GfJHSRAJxFVA2VC6sxFtzcFkmPOFYcSrkMCCE7BJtL2Pbt+AMtd6kwPqzfeuof/6MDSIubN4jeyZWmf2T63mHqgFXxtekARIgARIgARIgATyIqIUu9tXi6a22txWwO5DTe0eVPjqUBv0UkDlRo21lgEB9fDT0OVe2Sc1ckuzQFkSgW81SiToBPdALYMF5hRIgARIgARIgASWJIG8iajZ0XIj2Ng8uyasTQLLgIDucyqSWOdFxQscA2YZsOMUSIAESIAESIAESGC+CCwRETVf02e/JLD8CFiWBTFaYWT0lvmvFvX6K5S9VPpfBqBYfmvOGZEACZAACZAACSwsAYqoheXNq5HAvBNQ3XRdIvudv3wDV2Q/lZYNxUXYsanEuAYyEvq8LwEvQAIkQAIkQAIksMwJUEQt8wXm9FYOgaGbo7g4kMDZi1dMWPR34oMYHJaIflKKJST6PRIG/SEJVKEBK7Y77LDlkMx35dDjTEmABEiABEiABEggdwIUUbmzYk0SWLQEVED1XUng529/gP/5dR9ePd8vVqiR8dxSan3aUFyIJ3ZslNDpLjz1kS0mTDqF1KJdUg6MBEiABEiABEhgEROgiFrEi8OhkUCuBNQCpQLq4M+iuCAWqISIqrHtUKYL/fe1xAi6zl3GO/2D5pgm9PVsWZvrJViPBEiABEiABEiABEhgjABDfvFWIIElTCAZRMIyLnxqgVIBdUNc+FIBJdKnNipKSs9pHa2rbW5JEArtg4UESIAESIAESIAESCB3AhRRubNiTRJYdARULKmFSfdAqQufWqBmKur6p3W1jbbNJLhm6oPnSYAESIAESIAESGAlE6CIWsmrz7kveQI3JYz5uQ+uSyS+QQzIHqhcBJFapLSuttG22gcLCZAACZAACZAACZBA7gQoonJnxZoksOgIqDveNQlnnhiZ2QI1efDaRttqHywkQAIkQAIkQAIkQAK5E1gkgSXiiLS3oa29E5FYHPFEYuYZ2P2ob62Db+aarEECy5bAKsn6pJH37iT3U6pdsodli4gTIwESIAESIAESIIE5J5B/ERXvRH0ggOe7BmY3OZsdodm1YG0SWHYEVosS0kS6mgdKRVGuNiWtq220rfbBQgIkQAIkQAIkQAIkkDuBPIuoBDobQuMCyuYoQ0WFB26nfeYZ2H1wz1yLNUhgWRMoLFiNHZtKTCJdzQOlgSJ0z9N0pUBE0zp7oWmjbbUPFhIgARIgARIgARIggdwJ5FlERcSFr0dGa0Pl3na0NfkpjHJfO9YkAWNFUkH0kGu9SaSreaA0jPl0RRPsal1to21piJqOFs+RAAmQAAmQAAmQwFQCeX4FHUM0JoNyBFDfSAE1dXl4hASmJ7Bq1SoRUqvw0e0b8AcPu3C3WJdKxE1PrU2Tix7Tc1pH62obbat9sJAACZAACZAACZAACeROIM+WKMCunnt2ceHLwYMv92mxJgmsLALbHXY89ZEtZtKaSFfzQF2RMOYpzz6VSWp1UguUCiit69rAL93Kuks4WxIgARIgARIggbkikGcRVQGf14ZD4RhiGpCPz3Rzta7sZ4URUBc9FUVPPrAFG0vWoOJeJ96JD2JwzLVPg0joHih14VMLlNbVNiwkQAIkQAIkQAIkQAKzJ5BnEeVGTV0QjV9rR3NLFMFaz+xnwBYkQAKGgIoiz5a12LG5BE89uAXv9A/iqgSa0LJeA0lsLMZaW6Fx4WMhARIgARIgARIgARK4cwJ53hMFOIMtaHvBh0h9ADVNHYjmkCLqzqfLliSw/AmoRFKx9OC2dXh8h9N89N96jPJp+a8/Z0gCJEACJEACJDD/BPJsiYqgtb4ZnQmPuPWFceTZp3Gk3oWyCi88M4U5l2S7DW31TLY7//cIr7DECGigCBVLqzNFl8gyl1uWhetDI+i7MiTR/UZMsIm14gKobn/qCkjrVRZwPEwCJEACJEACJLAiCeRdRLU1vYgjQ2nsh/rQ0yWfmZbD5kTtTHV4ngRIYFoCN0dvYeDGTfyu/wbOX76B3ks3kiJKZJgGoiiVPFKaS+ou2U+1ce0aFDAz77Q8eZIESIAESIAESGBlEMiziHLDF6y+M9JiifLcWUu2IgESGCOggSfeeHcAh39x3uSY6hdBlSpqzVLh9BnZX/W1x+/GJ+/bJFapPP/K4MqRAAmQAAmQAAmQwCIgkOcnIh/qWlsXAQYOgQRWHoGLEr3vzO/6ceSV3+Hsxau4Ju586UXDo19L3BwTV8MYFZe/R+5yYBtDo6+8m4UzJgESIAESIAESmEAgzyLqTlYjjk4RXmGnH6GAl1HR7wQh26xoApaIIS1vvX8NP468h1d747g6SUClAA2PWrg4kBAxNSLR/fqwXoJTbF1vM6eZpHdF30acPAmQAAmQAAmsaAJ5j843e/oxdDTV4ZnakxaQowAAIABJREFUZoRn35gtSIAEhMBNEUdvvHsFJyPv47oEkpipaLCJE2/IXsW+axiRtiwkQAIkQAIkQAIksJIJLCJLVAKxSBiRaAzxLGHOE4k4Yp0taO6SSBQOqbeSV45zJ4E7JKACSoNIXJA8UlfEXe9WDppI6wwM3pTcUzdM/inNRTWL4H93OFI2IwESIAESIAESIIHFSWBRiKh4ZxNqQw040jOQMyWb1wdvzrVZkQRIIEVgVBTRB9eGjChSQZVL0VpaVwNPXL4+hHs2FaOAWadyQcc6JEACJEACJEACy5BA/kVUtBnBwLM4lZN+ssHh8sDrD6K+sY7R+ZbhDckpzT8BCxZujtzCyK1bs77YiIREH5YPCwmQAAmQAAmQAAmsZAJ53hOVQEdjoxFQtrJqvHD8DM5d7Mdg/2Hskr3rtl0HcXGwHxfPncHxA3tQVeqEN1iPlpZGBD0redk4dxK4cwKaOFdzQNkLC2bdSXFRAdbZimiDmjU5NiABEiABEiABElhOBPIsoiJo7+gVnuVokIh7dYEKeNxO2J32sah7djjtTrg9FQhIIIkO2Q9V0VELX6AJ4Sz7ppbT4nAuJDAfBAolYe7dkjzX5bBj7ZoC5JI/V+ussxVgu6NYPnZpo1mkWEiABEiABEiABEhgZRLIs4iKIRYT8KV++CtyWAB3AE3NIThP1aO2OZJDA1YhARKYTKBAFNGWdTbcv2UtHti6DkUFM/8a0DoPblsPz5YSbJIEvNRQk6nyZxIgARIgARIggZVEYOanp3mmYQxK9gwX0WOJBCYbnOz+EIKlQwi3toEyKgM3HiKBHAioCHrkbgd2fsxlrFEzFa3z1fLtKHOvp4CaCRbPkwAJkAAJkAAJLHsCeRZR4qrnFsaxKKIT4pU7xY0PGIpGEJ2yBG5x+bNhKJLp3JTKPEACJDCJgCbJ1Y+69D314Fb8ceUOPHr3hiliSh321IXviR1OU+fJB7bAvcFu2jLRLm8rEiABEiABEiCBlUwgz9H5vPB5HXixpx1NDR0INPnhNKshEfg8Elki3I7WcCMq0l39EhGEo5InioUESOBDEdhQXIQHXetQsNqNtbZCvH7hCvquJCSUuUTfEwVlKyiQfVM2lN/jhO/+Tbhv61rY0oJRWJZlIvVdHxpNtpHR2ApXm7503xWF1odaHjYmARIgARIgARJYxATyLKKcEjAiiNJjh9D14tPwtFWjubMVNW4P/H7JAtXVjaaaGribGlDjE5NVLIy2hjq09snDWqWXIc4X8Y3FoS0NAiVrCsWtz4mHtzsk/9Mw3nzvGuKDw1gtKmqj7H16cNs6OERsrc4QfUI0FK4Ojkxos2W9zbTR6H8MPbE07gGOkgRIgARIgARIYPYE8iyiAKdE2mvZG0bwxW4MxGQH1Nj+qIq6Ouxq+RaO9RzBs1+Uz4S5OVAVqmGy3dmvN1uQQEYCukdKxdLDd20w+aPEjmSsScWyF2pyEIkrkqT3zfeu4lTP++h+ZwDvXR0aa6OWqAJs22BDpWcTnvzIZhOMwiZh0VlIgARIgARIgARIYDkRyLuIEhkFf1MnwsEWNLcC3qQ/H+AOoaUtjlCoXoRUmvuerRRVdc1orfUsp3XgXEggrwTU9a6ocBUc4o43Xbl8fQhnL17F8V9dxC97+xG9dAODN0fHm6jgKnm/AP1i1eq/MYwvPSrBNzevhboOspAACZAACZAACZDAciGwCESUorTD469Fo38iVqevDm2REKKdYURicSTsbnh9vttCa7msAudBAoucgO5/0hL94LpYoN7Df7z6jogn2Ts1qWi168OjePV8HLGBhBFPa0SYrRf3Pi3cJzWZGH8mARIgARIgARJYigQWiYiaDp0THp+f+5+mQ8RzJLAABG6JQFJx9GMRUcMjUwXU5CGoJeq/ut/FXRIFUN36JrsFTq7Pn0mABEiABEiABEhgqRBYdCIqHulEZ1jCl4vlKW6vQKjWD42CzkICJJA/AqOioPquDOGcWKIu9CcwmjRMTTugIRFaveLup5/3rw1hqyT4pZCaFhlPkgAJkAAJkAAJLBEC02+AWLBJJBBpq0dQNkRt/Oin8MVvfgvPPPssnmtqT8sTlUBbjYRED7UgPDkD74KNkxcigZVJYERE1IX4ID4QMZS+B2o6Gmq5Utc+DZveJ659t8ZcAqdrw3MkQAIkQAIkQAIksBQILAJLVBwd9QEEn+/CwHTEEh1o6+hBV9+34I8m0NlRy+h80/HiORKYQwIqgK4mbkKtS7MtCQk8cW14BDkYr2bbNeuTAAmQAAmQAAmQQF4I5N0SleioR8gIKAfKd7+Ao6fPoX/wKKol1+6EYg+gsXU/qlzAwKl61LfE8gKMFyWBlUhAQ57bJVS5hj2fbSkqWA17WpLe2bZnfRIgARIgARIgARJYbATyLKLiaJO45r2QvDL7O9DZUoegzwPnWK6oybDc/nqpXw2XSK721nZQRk0mxJ9JYH4IFIh42iJ7mjbYi3IWUiq3igpWwVlShI0la7CaG6LmZ3HYKwmQAAmQAAmQwIITyLOIiqCzU5z4HEHU11Wk8uxOC8EZCCEg1qghCUARmbYmT5IACcwVARVDH9m2DvdsKjZJeXP5xaFWKxVPpZvWYsfmEhFRczUa9kMCJEACJEACJEAC+SWQ5z1RMcTUnOStgDeL9WkKHs0VpeH6IhK9b8pJHiABEpgvAiqCntixEe/2D+K/Xrs44/4otUB95bHtKHOvnyCgNOeUBqq4GE8gPjhs+ilZU4Bt6+3YvHaNieDHfFLztYrslwRIgARIgARIYC4I5FlE2WFX8ZSIzUIQSRJPVU/i85er7poLUOyDBFYygZSoeci1Hn7vNly6Pozf9F3F+1eHMTx6O9iEGptsklx3u3w/y+9x4mmpu2NTybgo6pd2v+u/gd++fx2/u3wDmktK2xcXFcLtsKNULFb3b1kL1wY71try/OtpJS84504CJEACJEACJDAtgTw/pXhQ4bXhUJdE3gsDvoppx2pOJjpa0dYrD2qVYr2auTprkAAJzCEBTZxbLAEm1onAORa+gFei/bgswigVvbxQ3P7UmlT10FZ88RE3HrtnI4rFyqTR/TTX1FvvXcX3X4/he2LJiouAupmWcGqtrcAIqK8/cbe0F/ElgqpwdS6Og3M4QXZFAiRAAiRAAiRAAjkQyLOI8iIQ9KK+qxtNoVr425sRmCazbryzGaHQS8lAFMEAPDlMkFVIgATmlsA6e6GxMqnl6CuPDSL6wQ0JYX5T4vfpHqgieDavhYqtLevXYI1YpbRcS4zgTRFQ33n1HfzkNx8YATUyKWNvYviWSeb7/54+b1z8Put1QS1fLCRAAiRAAiRAAiSw2AjkWUTJdqjaRoRavoiXul/CF70dqBJxFKiIJ5PsxsMSja8ZnVENQNGO9lM9JpeUrSyExlraoRbbzcTxrAwCGrJ8o1ibHCKY7tko7ndb10FzQakrn7rgbV1vMy59KRdA3QN1SZL0/s+v+/BLsVy9K4l3M5VRqXdtSHJKDV3HT9/8QAJYrDHBLLRf7pHKRIzHSIAESIAESIAE8kUg7yIKzgCa2g4iHqzFkZ4enDqknzEcfSfw/DMnJrCxlVWjua0Jfme+kPG6JEACSkBDlqtbn36mK+qyd1GE04k3+iSYxOB0VcfPvfbOgIgxO3aV34U1RatRyPDoOXFjJRIgARIgARIggYUhsCg2HNi9IbSGIzh5YC+qq8rgmpxo11GK8qpq7Dt4EpFwK0I5h/JbGIi8CgmQQHYC718dQvTSdbN3aigtCEX2FsD1oRH0XUmIC+A1XE+MTleV50iABEiABEiABEhgwQlM/wp5IYdj98BfKxam2uRFE3EJYZ5ISPQ+J5zZsu8u5Ph4LRIggTsicE0EUf/1mxiWfU6pABQzdaTbpW4Mj0r0vyET6U/S9s7UhOdJgARIgARIgARIYMEILB4RNWnKdqdsXF8wDLwQCZDAfBEYvXULN+Uz26J7qTT8ea7Ca7b9sz4JkAAJkAAJkAAJ3CmBReHOd6eDZzsSIIHFT0BzQOm+qdluayqUABaO4iIJc66hJVhIgARIgARIgARIYPEQWGBLVBQdLe2IZA7ONTsqdgmPHvIzzPnsqLE2CSw4gc3r1piEuxr+fEQsS8OTQptnGlCJ5KLaJlH+HpDIf0y6m4kQj5EACZAACZAACeSTwAKLqDCaa5/BkaE5mLKtGkcpouYAJLsggfkloHmlNBR6+b1OvNrbj9iVmX8BaKJdr3u9CZeuhih17VO3Pt1fNTQyahL3aqj1kjWFsEv0Pi0Mgz6/68jeSYAESIAESIAEbhNYYBF1+8I2ibjn9bphRwISP2L2xe4Go5zPHhtbkMBCE9BQ6G6HDV9//G4JMDEsUfeGIHooY0k57lXetwmffnALCsZc+W6JgropVqzzl2+YqH0adGJjyRrct2WtSfpLj7+MOHmQBEiABEiABEhgnggssIiyQ4LtAX3A0EAvIlE7fP4gQjU1CAYrGEhinhaZ3ZJAvgmssxXhMbFE/R8fv8fsc+r87WVjVRoRi1KqqEVpuwiipz6yBV/4mMsk8dXy9vvXED7fj9NvXzJWLA1/rol51RK1RVwFH5SEvE+J4Hpw23psXjc5P0K+Z87rkwAJkAAJkAAJLEcCCyyiAmiJXkRteytamlvQ2tGNU0eeN59nHOXYWRNCbagGAZ9aqFhIgASWC4E1hatlj5Mdn7xvM2yy38ntKJYEvIO4lkgKqTUiiHTvlFqWKu/fjDLXetgKC3Ch/wZe7nkPL7/5AX4proDXxQKlrnypUizC6y3JJaU5qD7/sAvl9zgppJbLTcN5kAAJkAAJkMAiJrDAIkpIiBueL1hnPs2xMNpaW9DS0or27m6ceOlZ83GU7UQwJIKqJgifh3JqEd8/HBoJzIrAvRJg4u6NxfjCw268LeLnvasJDN4cxQZ7EfTcXc7icde8iwMJvBK9jO+euYBfXbiS8TqDN2+Jpeq6+WgpWVOATWvXmH9zj1RGZDxIAiRAAiRAAiQwBwTyG+LcXYFgXRPawjHEzh7Hgb3VqCy1YaDnBA4990186j43vP4QGls6EL2TfVNzAIhdkAAJzC0B3fekYcs1eMRjYjn6hGcTHr5rw3gQCb2a2preEStU6yu/k/8O5jSArnOX8VOxWKUZqnJqx0okQAIkQAIkQAIkMFsC+RVRaaN1egOobWpFZzSGsycPYl91FUptA+g5dQjPfetp3Of0wF9Tj5aOCOKznSXrkwAJLBoCaiFaLSJKQ5dvFKvRFtnH5JQgEXZx89Nz+tEAFOc+uI7XxQJ1RVz+cikXRGz1xK6JC+CgsW6xkAAJkAAJkAAJkMB8EVg0Iur2BJ1J61OrWJ/i53Dy4H7s3lkGB3rN3qlvPf1RuD0+1NS3ITpfVNgvCZBAXgl8cG0Y78YTJvhE+h6o6QaVGLmFSyK+opeum+h9LCRAAiRAAiRAAiQwXwQWoYhKm6pdrE8hsT61RxCLHMf+6nIRUxLZr7cLR8RqFZ4vKuyXBEggrwQGb46IEMrNApU+0JFbtzAweNMk9WUhARIgARIgARIggfkisPCBJWYzk3gEHW0taG5pQ/upHgyk2jrKJJJfEN7Z9JVj3d/85jd444038Ktf/Qo3btyAzWaDy+WCz+eDx+PBpk2bZuwpHo/j/Pnz6OrqwoULFyQPVgIlJSV4+OGH8bGPfQwf/ehHx/sYHR1FNBrF/8/emwVXeWfn3qtB8zxPICQGgRgMAoyhPYFn2ic+oYd85qRSCV2pyqGrUnU4lRv6JqFz5ZObj3NzQl+kQneSL3K3243bJ26w425oY1sYG4TNIGYJ0DzPM/6e5y9evBFb2u/GWNqSnlW927D3/51+72ZrP1prPevzzz83Hrurq8tGRkYsKirKUlJS3DZcv2zZspDH1QIRmC0E6NZHd75wYz5KAWku4c2XCnd7rRcBERABERABERABPwQiUER1WNXhQ3DsO2Dlh05YzeCdy4hNtXXbdtqu3btt53bMlHrIpn1DQ0PW2dlpH374oX3wwQd29epVu43farM/g2Kmvb3dnnnmGdu4caPFxMQEdf76ErNruJ/Lly/b7373O6uoqLC2tjajUKIounbtmrW0tFhWVpbbJwUaj9HQ0OBE22effWY9PT1uPY/L41y/ft1tQ/GWnJxs0dHRfu6r1ojAjCaQgllSdNmjmGJ2yY9ZBM0q2GeVmxLnBBj/PXK7fpT2cVAvB/ZGzZuH3qt5Rst1hhz8ZvTbRCcvAiIgAiIgAtNGIGJEVEfVYSs/CLvz8kN24ivlZLnrtsHufDfszrdb2cNWTgHYKaAoen75y1864fNnf/ZnVlJSYvX19Xbs2DH7+c9/7jJKS5cutczMTCeKxge/tFFsvf/++/bTn/7UnnjiCXv55Zdt8eLFTlj94he/cBmqgoIC27Rpk+Xn57tdMEu1fv16l6XicxRXPJ8zsH3/1a9+ZVeuXLFFixbZhg0bLD09ffxh9XcRmHUE8iCE6N6XnhhtHX3DNoh+p1CRiAxUXkqsG77LQbx0+BscQaYXBhUtvYNuH7RSL8Z+c7B/aC6FCIiACIiACIiACDwQgfuVwAPt5gE3Qrne4fIDbk7UoRONdjfplLvOtu/YhazTTttRlveAOw9vs9bWVjt8+LDL9Dz++OP24osvWmpqqi1fvtxljpiZ8kr0nn32WUtKSrrvAMPDw3bq1Cm3lpmjV155xR599FGXdSoqKrJbt265sr3f/OY3VlhY6ATT/Pnz3WvZ2dlufxRUfI4ZLYotlhay3O/8+fO2YsUKiaj7qOuJ2UiA5XiF6Qn23fUL7MjZBrve2hfyMjcUpdu3l2ZaNLJMN7D+9M12O13TgaG+AxjSO2ZQwQxUdnKsLctOwlDfDFuWk2ypyHopREAEREAEREAERCAcAtMgoliuV24HDhy08sMnrPEr5WTrtqNcD0N2d+5AuV44V/E117Kkjn1M7GFi/xGzRBRPXsTFxbmsFLNMzA5RZAUTUSzDo+jhOvYwMXPEzBWDIomlgCzdO378uL366quu3GgeyosouAJ7rfg8BRlLjRITE52o4r4VIjBXCPC9n4us0ourcp3dOaMOYmisLO8rCizhS4mLcgN8ny7JspX5KdbcPWgfX22x9y402mc17dYzMGqj+DflRTys1BdlxFtrz6BtX/OlLc9LkZCaK28sXacIiIAIiIAIPCQCUyyijtru4u32U69cLzbXVry03Xbs3AnhhHK9tId0VWHuhiKKvUjsP6JAYvldYLA3iVkg9iwxK0SBEywodG7evOnEEQ0h4uPj71nGjFNOTo7LVHV3d9/tlQq2L54PBRn7qHg8lvoxS6UQgblCgLOjNhSNGblwntSvT9dCUA3bUIDzHk0klucl285NhbYJQ3ujUMZ3+ka7vY4hvZW37lrR3IOMM6QuNfa4B7NWnE/1CIb+KkRABERABERABETAL4EpFlEd1tEwlnqKzV0Bx7syK44bsOrDB23foQN+z3lsXdw221u+x7aEt1XQ1ex18gwdKFTGZ5mYCWJJHsURe5UouoIFX/fEEUsBx/dNMavEB8UWj9ff3+/MIhgs36M73z/8wz+4Piz+na8zM7Zjxw6XxfLWBjs2n+N50dmP+w88R29fE533RPvT8yIQCQRKcpMtEwN5n1mR4wbwtiEzNYBep+TYaFuIDFRhRoIzk0iCqcQXtR128KNqq2mbvPzPy0v9vqrJ9UmtKkh1PVIymoiEO65zEAEREAEREIHIJzDFIuorIIONF+3YW3g8KKPYONv1oNuO246ig+KDIojCZ7z44XLvOW/dRIf2slTsrRr/hYxijPvhcXjMwBI9rqWhBPuguK63t9fYp8X/0p2PdusUYJMFBRxd/i5cuOC29YLHaW5udvtRiMBMI5AMkUOBtCAtHmV4CdaNAbzDMImIRxYqMzHWkuOjjB4RNKBgL9T5ui7fw3ZvtPXbleYea+oacG6AschKKURABERABERABEQgFIEpFlGltmPP/7C8gVCn5eP1uC0PbU4UBQx7kxgUOMEyNp7g4brx4ijwbL39cB/cV2DwOW/fXOet5RqKK5pN/PVf/7UTTBRBVVVVzi3w6NGjrpzwySefdEJrouCMqZMnT9rbb7/tSga98Hqs6DqoEIGZSID/5qLmf8vyIaTGPC3vv4pm9Djd6ui3rgH/Q3pZ2sceqmqIr4SYKImo+7HqGREQAREQAREQgSAEplxE7Xxtv+0MciLT+RSNIzwDBwoYZn8Cg8KH5XcMltQFip/Adfyix9e5loImMNPEddw3H8w0sWyQxw0M9l6xZ4rb0bmP5hQUUxRGtDqnkKJT4ERB84rvf//7tnXrVnccL5gdY6/WT37yk4k21fMiMOMJcB5UHx7hxhCyWl0Dw24elUIEREAEREAEREAE/BCYYhHl55Smfg2zQOyDonBhz1Ntba1z6POCIqSmpsZlkRYsWBC03I9rKa7y8vKssbHRZYIGBz3rwbE90ZmPooj74PECywYpwPigkPKCgoyufdxvXV3dffsbT8orB+Q5BGbBeB7s6RpvdDF+e/1dBGYyAWaqoh9g+BPt1GNhMDEP//7472Zk9EtrRd9VH2zRRzCtl8YTGTC5SIid79YoREAEREAEREAEREAiCu8BihSKjDVr1jgRxZlMTz31lCudo4DifCeaPqSlpVlpaakTOlzHjBN7pJgB8uY7MXvEtXww+8NtuB8KGZbnsTdp3bp1bt4Tj0thRnt1BvfrCStmo5hNYh8TjS94fsF6tQLfwq7kKcgQYG/fE2XQ9M9ABGYDARpN0NGPtuejED/3FtMGv8L5+DeTiDI+9lbRPr0BNuos77t2x8CCz7EniwN6C1BKyL4p9mJxmK9CBERABERABERg7hKQiLpz7zMzM+3ll1+2f/3Xf7X33nvPldItWbLEZZV+//vfu8zSH/3RHzkLdGZ0PvjgA/voo4/cTKgf/vCH9sgjj7hBvY899pizJmcf0xtvvGHsQyouLnZW5f/5n//p3Ps4C4tZLwZF2h/+8AcnxtgTRUFGMcSM1dmzZ925cJudsIGnIFOIgAgEJ5CbGmtFEDu0Q+/qH7ZBlOmFiqS4+ZafGue2u9LUbX+41GzvVzW7GVLcnkKMyS2Kp7ULU+2VtQW2Gk5+WRjYqxABERABERABEZi7BCSi7tx7CpQnnnjC2YufPn3a9SB5mShmkV588UV75plnXLkesz0UT5wZ1dTUdLeHyivnYxaL2SXu6/XXX7+biWIJH0UWX6doY7B8iGvpqvfuu++65yii+DyPy9I/Dvp9/vnnXfZKIQIiEJxADLJDtDv/L4/k2e9gXU7nvVCxsSjdlmQnQkD12FuVdXayug026n0QUBgTEJDK6oZZBfutOPh3x/oFthHzq5iZUoiACIiACIiACMxNAhJRd+47y/GYfWI2itmgEydOuHI9Zp2WL19uzz33nCvl82ZI0QCCM5yYUWKpHYPihwYVjz76qHFOFDNPHODLsjz2N/F59lpRFHlB4UWhRMFFMwpmnbgfnk9ubq6tX7/elf9xeK9CBERgYgL8d8Os0n9dV2A0mTBrtcauQaNxRGBpH8v9UuJgmY4ZU8+vzEUJYLS9d77B3r/Q5Nz9ggWzUrfa+60WD7r4xUSNZbC4lsdViIAIiIAIiIAIzC0CElHj7vfatWuNj7/8y7+c9J3w9NNPGx/BglkmPrZsCT0KmH1QL7zwgnsoREAEvh4B9kRtQJaIwd6l//iiwWWPaBDhRQKeX56XbDs3FdrmxZn2aU27vXm6FuuGfR38+JUWy0Y5HwXYA/hY+DqGFomACIiACIiACEQ2AYmoyL4/OjsREIEHILAkO8le3bTIHl+aZTWYAdXRN2TDEFIUUAs5tBc9UAvTE1yJ3o02vj6M10P3UFGK9WDYbz0MKK6iBJDZrEQMAlaIgAiIgAiIgAjMLQL66T+37reuVgTmBAFmpFLjo12/U2PnoHUPYg4UrMuZncpOirVUlPCxCO9sbae1IVPlx4TCAzeM/XCuVEPXgGWnxFrCHVt0PjfA0kH8nf1ZdPWLi558OPecuBm6SBEQAREQARGYhQSmWUR1WOXRSuuIK0bpW7HdO3p2AtoDFXZw/yFrKN5pe3aW+dtmgl3paREQgdlLgL1KsehdYtZpougfHrUBPMINCilmpNhvxX0wk8XMFOdLjSKjlRIX4wRcLkRWLOZMcRaVZkyFS1nrRUAEREAERCByCUyziDpqr23/rh0q+3+tqmKPFfvi1GCHX/tf9nqe2TaIqNBdR752qkUiIAJzkABnRDE7FW4w05SEMr5rzT12saHbPkCfVBNMLOjqh0SUcfBvFjJeq/NT7NmVOVaSk+ys1xUiIAIiIAIiIAKzg8A0i6gHgNjRYA0D2K6hwcZG1D7APrSJCIiACIAAhU5ucpzrlRpERgkJppARGzUP7nzzXAbroyvtdupGu52r67I+/J0Cyov46F6rh9sfs1Mvw3Z9XWEa5k1pvlRIwFogAiIgAiIgAjOAwDSIqEo7sOs1O0ohZA1WMWg2WH0QpXkVoUvzBjqsuvKoncA2lhYXev0MuAE6RREQgekjQJe9MZOJeGdhTqOJyYJ9VOypikev0y0YUrx7vtGutfQG3aR/+LZdae61q3iwN4o9Wuno1WLIFj0oMj0pAiIgAiIgAjOGwDSIqGo7Wv66vU4h5EXjGXvr9TNhQIu1dTt3qZQvDGJaKgIicD8BjnhakpVo38MA3fKTN60aTn6h4ollmS5z9evKWmvqdr8NChm0RS/KTEQ2Kl226CFpaYEIiIAIiIAIRD6BaRBRO6y8o972VlRYRcVB2//jt+xi6grbuq3U0nzwiksrtrLtu2y3TCV80NISERCByQh4A3qfKc1xznofQeycr0dpHjJSAaOlXOZpAazR1y9Kd4/ryD4xw+THlIIVfnUdsERH/1Tb+w/SAAAgAElEQVQtyvuc2QQMLxQiIAIiIAIiIAIzl8A0iCjAisuzsm078DA7uu8tqy7dbQcP+TWWmLmwdeYiIAKRRyAJVuRLs+fbS6tzLQ0ld6kouWuCffkAyvFuo8lpvEkEHfmuQBCFKv0LvFJaqLf2DLkeqQzsX6OlIu99oDMSAREQAREQgXAITI+IunuGW2xP+a9tZ1qpwWxPIQIiIALTQoAW5HTQY8ndy4/k2xXYlbf00G3vNoTVvXblp2rarT9E71Swi6D46sYsqdFA94lgC/WcCIiACIiACIhAxBOYZhGVZ1t27BgHCeYRVdUw34P7HtsN4tIsL6/YSkvzZCQR8W8nnaAIzEwCLOtjxoliivblpbAmZ6neKGr66MYXODiX/VBxmP0UbkRjPwlIQeEQLjiUl3qK7n2tvYNOmMVjvzSfoOEF+7VkQBEuZa0XAREQAREQgakhMM0i6quL7EB/1L7X9lv54TPWGGg64S1JLbKtO3bbnr17bEepr7G8U0NQRxEBEZg1BDwxlTHJTCfOe+LrFFfDoyz5C3350RBodOfLgZ16NEQaB/W2ItN1s63fbsDlrxHlg71DI5YAEZWNNUUYEFyYHm9ZEFMUcAoREAEREAEREIHIIhABImrAKg/ssO0/OmKNk7HprLFjP/uxHSsvt78oP2wHd6gAcDJcek0EROCbIZCfGm+LMhIsLSHaOnqHbRBCarJg4omDeQswlmExnACZibqFnqrjl1ucIyBFVGB/FbNRNJ/YuanQtq7ItpX5qZPtXq+JgAiIgAiIgAhMA4FpF1EDlfts154xAZW64iXbuWuHbSsrteK8NIyCirMBzIbqaKi2qqOHrRwC6ljNGfvZrp22BfOidhdPAzEdUgREYE4ToAhakj1mi/72mXq7BbOIUPHksizbAFc/Zq6ut/TY4bMNduRco5tNxb6rwBgaGYV1+qC9earW2vvQQ4VU15LsJNiqT/vHdajL1OsiIAIiIAIiMGcITPNP5QE7uv+gnUH5XtGr/475UTutOCj6LbZt+07bvW+vHdy53X741jF7bf9R27V/m/qkgvLSkyIgAt8UAZb8FSAb9Sxs0dv6huyz6va7Yiiwsi8GJXws+2P2aRsySstzk12f1cdXW+3DK61W1dAd9BRHsRNmpi7B3IJDepnxykqKc/1S6pEKikxPioAIiIAIiMCUE5g35Ue854CVdrQCRXyxL9m+/RMJqIAN4kpt14F99lKsWQ0yU1XTe/I6ugiIwBwlwL6oMmSW/p9HC+35VbmWlxpnSXFRTujwQfMJmkNsKEq3v3xysT21PBslenHW2T9s71c12YWGLl/krmAWFbNW7J9iRkohAiIgAiIgAiIQGQSmORMFJ74GgCgtszK/LU55ZYa5vHYEG3JThQiIgAhMB4Eo1PWV5qW4rNRLq/PsGgRPR/+QEztJsdFWDHOIAgzoZTYqHqKqDS58lxp7MINqzInPzzkzc9WM0r7LyEplJsU6saYQAREQAREQARGYfgLTLKIeBAC/RCAVZfQ/V4iACIjA9BBgaV0iDCOYdaJQYqaJNuUc0BuLbBSH6ibEzoeRxJineT/c95hRojDym1TiOvZMUYD1YXtni47LbcffuwdGbAD9U3FR8+HgF2XMjvFIKvmbnveDjioCIiACIjC3CEyziMqDgQSAV1VaJdJKvrJRHZVWUY0mKsyOSptb90pXKwIiEIEEKFoomph1miw4ZHfIpyV64H4ommhIQQt0iqmWniGrbu21xs4B64ZVejKEXC4yVMUYFEwxR0H1IHOsJjt3vSYCIiACIiACInAvgWkWUaW2bUuu/a+LR2zfnnLbNqGxhHfS1Va+e6+91WmWu2ObleluioAIiMAMIRAzHxkjlPlxoG84weW0SG+HnfrF+m5749Qtq4eA6oWAYqaKrzMjlg8h9crafNu8JNOW5SSHcwitFQEREAEREAERCJPANIuoONu+Z4+tK/+xnXn9v1lZVbntgn359i20OM+DxTmK9mhxXl1tlZWHrPxAuR25CAUVu9n27NkuZ74wb7aWi4AITB8BDtvlEF1mizhcd7y1ebAzo8MfBRL7rE7VtFvFtVY7X9/l3PtGAmoCO2CFzhK/UVj70bxiPrJjC9ITLAYDgRUiIAIiIAIiIAIPn8A0iyhcUNkeiKMK2777Las585b97/+Jx2TXGVtkr0JM7VUaajJKek0ERCDCCCSiP2oBSv5W5CWhJG/Q2aKHikxapEN4UXRV3uywiuttQTehoOpCj9RJCC1GdnKcM6KIhghTj1RQZHpSBERABERABL4WgQj4NWWcle46ZBVH/9H++0srLHWiy4nNtXV//D/snysqrXxX8USr9LwIiIAIRCwB2qBvh5PfmoIUX+dYgtlSnDH1CcTTuTp/tugXG7sxyLfBGU/IFN0XZi0SAREQAREQgbAJTH8m6s4p523ZbQcO4zHQAJ+JKlifN1gHDfji0iwPJhKlZaWWJ3ffsG+wNhABEYgMAs6AAuV1qwtS7eVHRpz5wwmII5pFBJb2sYQvBaV/mxdnWFlhGowiYmCdPmw96IHyEyz1q8OHZ3VLr3MHTMO+4GnhrNLbMRy4D+6ACTg2M1XMdNE8UNkqP2S1RgREQAREQAS+IhAxIuruKcXlWekWPHSXREAERGCWEYiaP89yYIW+qTjD9Tqlwwb9RlufEzfD6Gdi+R0FFMv+nirJcgKIZX8UWYE9UJNh4ToKrvrOfstIggCDSLuJfdS09kFIwZACIisRtux5mG+1KCPBCjPinaCieYVCBERABERABETAH4EI/KmJAbxV1dYwPhNVmicjCX/3VKtEQAQinEA+RBIH525bkWM3IaJqO/qtC9km2pPnQ9wUZyU6173ryCZVNXQ7Y4lwYuT2bWcwcQEmFBRpb8LRrwmZqIHh23d3w/lWC9Pj7XvrF0CwZaNXK9k5ByorFQ5prRUBERABEZirBCJGRHVUHLR9r+238sNnrBFjoO6L1CLbumO37dm7x3aUqq7vPj56QgREYMYRoFDikN60hGiXaYrCE3TU81zQ+efkuPBt0UeQ1eI8qc9gNHG2rtOaugbdjKrAGERZH7Nc5SdvunLBLy3fSmCNzplXChEQAREQAREQgckJRICIguvUgR22/UdHrHGyc+2ssWM/+7EdKy+3vyg/bAd3cEqvQgREQARmJgEv4xOPjBAfwYICiqV9KchQsdSPJX+hgkKMcREZrGstPchEBXcB5K7YP1WNMj9ap7N0sCBtzBZd2ahQlPW6CIiACIjAXCcw7SJqoHKf7dozJqBSV7xkO3ftsG0wkSjOS8OcqLixOVEN1VZ19LCVQ0AdqzljP8MsqS2VR2138Vy/fbp+ERCB2UyA5X2LYHHORwNszpldChW0UmepHjNQdOjzE5cbeyDkWuxFOAfymN54KYq2UbhSfInHPDhQsNzPE2kSWn7Iao0IiIAIiMBsJTDNImrAju4/aGdQvlf06r/b0fKdVhyU9Bbbtn2n7d631w7u3G4/fOuYvbb/qO3av019UkF56UkREIHZQIA5JYoa2qL3DY7a0UvNIS+LmauSnCSsbbGBkdGQ67mgH6V9LeiZutrc68oHs2BIwTasWpT7NWOmVd/QiCXDeCIXfVzs2fLKDX3tXItEQAREQAREYBYSmGYRVWlHK1DEF/uS7ds/kYAKoB5XarsO7EPf1A/tCDJTVbbNNHN3Fr4rdUkiIAKOALM9tEIvW5SGYbrD7jkO3aX7XqBbH7NDdNdbsyDFGUREwwWQAozW5n6CgmkAQqoVgulmWy9K/Hqt8kaH3YLhRQecA4fgDhgbNd+ykmOsCI5+axakWhGyYxmJsX52rzUiIAIiIAIiMOsITLOIghNfA5iWllmZ3xanvDLbBv/zI9iQmypEQAREYDYToCBalJFoTy839EZFWxR6ozgHikKKrn0ssaOAKkiLs5eQseLsp8tNPTYvzHQR90VHv7O1XXYdIurtM3VwDBy5x5AiLnoeMlFjx9m6PNvWLhwrHVRp32x+B+raREAEREAEghGYZhEV7JRCPUdnPv72k5N4FSIgAiIwNwiwjC69NMY2FmW4QbqcA9UFIZUCAeXZorP0j8N76zsHwi65G4aIakXPVVVDl525hWzXwKjrhwqMQVikO0e/T246S3YaYqzB8GAKO4UIiIAIiIAIzCUC0yyi8mAgAdxVlVaJtJKvbFRHpVVUo4kqr9jS5tKd0rWKgAjMaQLMSLFsj0N6E2AewXK6QdiWx+L5RIinVLjrUcrQAIJDdNMwyJdCZ8iHo18sRBC3/RziiYN5O5GBChaUVDSboCX6KZT7Fbj+K82XCsZKz4mACIiACMxuAvOm9/JKbduWXLPBI7ZvT7lVhzyZaivfvdfe6sRslS3qhwqJSwtEQARmFQGWzVEkpUMgLYRQWpqd5P7Lv/N5vk53vkI8V1aYajmYQeUnMpNiLTc51q4098ABMNigvvv3wr6pk9Xt1gxDikH0TClEQAREQAREYC4RmOZMVJxt37PH1pX/2M68/t+srKrcdsG+fPsWWpznweIcRXsDHdZRXW2VlYes/EC5HbkIBRW72fbs2S5nvrn0TtW1ioAI+CJAIZWBvqhX1hZYO0r76LDHCOYx4RXhMau1BIKsBn1QfgXRAEr7miCgrqD/ipbqNMBQiIAIiIAIiMBcITDNIgqYy/ZAHFXY9t1v4Qf4W/a//ycek9GPLbJXIab2ypZvMkp6TQREYA4TYK/SavQq7Vi/wFKRpTp+uQUueyzt+ypjFIthUNnIQD1ZkonSwEQ3eDdcM4qR27edayD3y1lSdPljrxbFG23TE2OiXDaMZhfQdi5TphABERABERCB2UBg+kUU8kmluw5ZRekB27dvv5UfuWjINd0fsbm2DrOi9uzDcN4ydUPdD0jPiIAIiMAYAfZPZaE8jyYU7KGiWKp1duVjgicGrzNbxd6pzUsybD7Ezfn6LvffcIKruQn3S2e/a5gzdaOtz5lb0DKdYo6mFy7TlZVoOTinJDgMKkRABERABERgphOIABE1hjBvy247cBiPgQb4TFTB+rzB4OJrFpdmeTCRKC0rtTx/5f0z/Z7o/EVABETgoRCg8QMtybcuz7nr6NeJzFEqhMzC9ATXO0UndFqm03WPdunhRNS8ebBXj8ZsqT5nSvHm6VonqAJLAtmjRQH1vQ0L7PGlWejjmu+Oo6xUOKS1VgREQAREINIIRIyIugsmLs9Kt+ARaaR0PiIgAiIwQwlQG+WjyTQzKcYN6aXLH4fnepqJWakl2YmWhdfp6DfgwygiHj1Q7IXqg836sUvN9sn1NpTxDdswSvwCY2Dotl2HJfu/fHzDuf69tDrXOfrJFn2Gvpl02iIgAiIgAo5A5Iko3RgREAEREIGHRsDL+CSgPwntUUGDQ3Rz0bu0ZUmmyyJdRVleqCjKGCvT+6ym3WWhbqFcMFhw1lTP4CgevfbRlRZLgxU7e7ACs1Hsp+rFGpYEDo2OurLCeJxvWgKGCytrFQyrnhMBERABEZhmAtMqogYaMPOpAqV7KCWJyyu1LVu2WLGPdqeOyoO2Z3eF7ag4YDumGaAOLwIiIAIznQCFVjoEy4vIErX3DTmb8947w3YDXf1Y7McMEg0j1i5Ms8Uo0/v3kzesqcufLTr7rmh08fIj+ca+LPZTDY2MIvs14nq2alr7rHtw2L1G2/WlyI5x3lUiMl6xcv+b6W8znb8IiIAIzCoC0yOiBqrs4O5dtudnJ+41kYDz3kv7DtrBvduMM3jvC2xXvne37TlwzBrtVQmo+wDpCREQARF4MALM/KyBo99g2W0nXN6G3TnFzT2OfshYscfqpdV5tiI32Vp7hsZ6oAJc/yY7Oh0Am7oGnC16aX6Kc/Srauiy3+BYFxt6nCHFKMoNWWZIy3SaY2wtyYKDYJatWeDjN2yTHVyviYAIiIAIiMBDJDANIqraDu7cZj98q/H+yxissSM/3m7bquHWd2C7ffUjc8CqD++33bv32ZGaO7/xzE0LeP3+XekZERABERAB/wRYXkfnvEcWplo6eqSWo2/pZnufy0wNYiYURQ3d9RbBaW9FXrJz32MJ3/DolxBD/o5DC3Ran3O+VExUj7NDPwQzinN13RBQgxBsX+2IQoozrjpx/AYIL54fzTCS5e7nD7ZWiYAIiIAIfKMEplxEdRzaa3udgIq1FX+8z17bu8PKiuNsoKrCDr621/YfqbGLP91j+3ZV2v4tsONrqLADe3bb3tfP3Mlapdq6v3jNDry227Z8o2i0cxEQARGYewQyEmNR2hfj5kzdgohidogZpCRapUNE5aF3imV4zCYxaxRuUHBxvtQFlPadvtlh71c1B90Fd90HwXW+vhv9VCPuuMyA8Tzk7BcUmZ4UAREQARGYQgJTLKI67Gj5YZTimaVu3W+HD+22Yu9iYWP+2rYtVrq9zH6IWVGHDh62nVWHbc/en9qJO0mr1HWv2mv7kZHaFrTYbwqx6VAiIAIiMLsJMBPEzA9t0hnsh6J48UZJsUdpTNCEx4EZpWTYon94pRWPFl8bs+eq/ORNWwVhR1OKMMdZ+TqGFomACIiACIhAOASmWERV2dFKjtJNte17dn0loO6ecbHt3LvT9h35qdX89Lv27Z/eeSF1nb2KQbz790zQKxXOFWutCIiACIjApAS8TA88JGy+k0/3RwayVRzWS0OKEfREBZbi3b967Jl49FRReFGg0UqdM6X8BPuyGiGkaDyxInfQclJijTmwTmzfDBOMfmTKaHiRCuc/Zqw0h8oPVa0RAREQARH4OgSmWER1GGboopIPTnxlwSfnxpUhGxULEeVan1C69+o+279/jyn59HVus7YVAREQgYdLIAFDdJmpWleYZqdgc97gw6FvAbJay3KSjLbnA3DlCzStmOzsvF6q5u4Bq0MfFbdnqeENiCr2ZbHcMBrKjI5+7NkqxHnlQmjRIEMhAiIgAiIgAt8EgSkWUQNm+J/BEgJzH4NHnGcYsc7++28P24HtKt0LDkrPioAIiMD0EZiHmrq81Fj73voFGLI75DJFjGBdUl4ua/2idHt6eZabRUVDinCjF2KJ4qmmtdeV952v67KugZG7u6E1enpitH0X5/TiqlzbUJQR7iG0XgREQAREQAR8EZhiEeXjnDxxFZtn27ZIQPkgpiUiIAIiMC0EktDbtBaZqB9sXGhZyAIdR48TTSACBRIH+dIW/cllWfZsaY4Vo6fpJlz3KHjCDQ7jPVndbqdvtENMjWWgAvdBwwqWCB452+CEHWNJdpIyUuGC1noREAEREIGQBCJPRIU8ZS0QAREQARGIBAIxUfNgex5njy3OdPbodO+r7xxAdmjYCSkKpaykGDeUd/OSTFsGQcMyQJbnpaGXiq/7KeljD1UsjkXL80E49n1R2xX08rlfZrmuo8yPQav2766Pdr1ScvQLikxPioAIiIAIPCABiagHBKfNREAEREAExggUwmBiYXq8Pb8y167C+pxznXqRkUqBeKH5BB3+KIQoZDhgtxiiiv1RFFLNmBkVqrDPE2PXW3pc/5OfqIOY+zVmUD1anGFLsxNhNjG2FS3Wb+P/vGOyLJHnxpDQ8kNWa0RABERABEhAIkrvAxEQAREQgYdCgGKExg75aHplVmg+BAqzVZ5I8Q7Cvz9ZkmWd/UP2+slbIY9NsfVcaa4du9TsBvX6iSFkpFp7hux6c68bHFyYEe+GAjdC4DFb1jM4jOzW/DEzCgi9aFoRKkRABERABETAJwGJKJ+gtEwEREAERGBiAl4WJw7zo/iYKLx1y3OTrW9FDsTMqFVi6C4zUizF84JCKx77KclNspX5KbYY2aSK621OnPkJLhvB4o6+Iavr6LPeoRE7W9vphgRTiA2gLDAa6SmW+i1AFm11QYorN8y/MxfLzzG0RgREQAREYO4SmB4RNVhp+3ftsEPBHPoGGqzC/aKx0l7bucPKg61x92ub7T20x7bM3XunKxcBERCBGUsgF/OcWGqXFBdlieiTutjQY20wgxiF8KGAohDLQo/VVmSsKKJoWMGsVrjB7a4iG9XR125HzjXaleZ7SwKZgUpBP9czpdnO+CIRc6wSYuZj7lT4xwr33LReBERABERg5hKYHhFljXbmyFt2ZlJuIdbExtmuSbfXiyIgAiIgApFMgHOcNsD2fFl2stVi3hOH6XajzI49UJz5xF4mruEw30uNPS5zFG6MOfq12R9QCkiLdJb5BcYIDDCYrTpyttFlwxJjotzsK82YCpe01ouACIjA3CIwxSIqzYq3bLbNblbU14y4YkybUoiACIiACMxUAvORcoqHaGHWiRkgZqeGRkddLxWfZy9UFNZQ+NDhj05/8bBM7x++VwgFu35ux7XXW3pRunfb2mB9HixY9seRVd3IWFGo0YyCJX1y9AtGS8+JgAiIgAh4BKZYRG2z145WiL4IiIAIiIAI3CXAPimW9fERLFjGl4dZUyU5Sa6nieV5oSIRJXlFMLlgdonZKD/R2jNof7jcYjswrJdug+zJYrBXiz1U7LHyzDJY8seQo58fslojAiIgArOPQPi1EbOPga5IBERABEQgwgl4jn6bF2f4OtNMZK2eKsl2WS6W8fmJIaSkOKS3Gtkrii8GjSz45/N1XfZpdZt9fqvDbqDs0K/BhZ/jao0IiIAIiMDMIxD8134z7zp0xiIgAiIgArOUgJftKYFV+fOrct1VnoBTXx36qAJL+1jCxwzUhqJ0WwUzigJYrceipC+cYHlf18CI3Wzrc1boJ661upJA2qVzMDCPwYwZ51xxgDCPwzlZChEQAREQgblFQCJqbt1vXa0IiIAIzFgCNJtYtzDNuedlJMbYZZT2tUDcDEPccGhuEvqq8lJi7dtLM92A3w6U8dGkItzoHhi2c8g83Wrvs+NXWpyYYl+VFxRSyRBSzFD1YC2FWlp8jHMP5DBhBocC96MEkOcWNW8eMmLz3PkxVAJ4F6X+IAIiIAIzloBE1Iy9dTpxERABEZh7BCikKKA2FWdaEwbnVqO0rotCBgImNznOlqJvKgq25Z0wkqDI4kBdjtH1OV7KrW3uHrIL9d1OQAUL9ka1Y/9vf17vhveyZPCxxZnuvEZvs3/qtnMapAjjudE0Iw+mGctwblxLl0GaaihEQAREQARmLgGJqJl773TmIiACIjBnCVCDULQkwMVvBMKFmShmgpglojyhcKERRW5qrJtDxaG+oSIG4ovZogv1ndaNkj4/wVK/N0/dgolForNiv1DfZb+ranICjoYWzoyCJYB0H8TcK86iYrnhEgz2VYiACIiACMxcAhJRM/fe6cxFQAREYE4S8MrhYpHV4SNY8GnalLP8r7a9307d6Ai27J7nOHR3VUGKE0Ac/OsnWDLI0r8zNzuckPvwaoudvtHuSv1oVOEFxR3LEHuHRqwT2Sn+nY6DMciUecFSQDoBdiDLNTgyitLAsaHDtHpnpk1lgH7uiNaIgAiIwNQQkIiaGs46igiIgAiIwBQSoODA/2zLkgw3TJeOe3TpG4ZICZwyxawVs1rMaC2CQQTd/5hdopjxE8MQSm29w/bR1VYnvD6GEUWwYEaKhhXHLrWgj2oEPVTRyErlutI+iiWaVvRgVhXF1zVYuHf2DzkHwHQMG16CocPZyGIxm8Uer3kqBQyGWM+JgAiIwJQSkIiaUtw6mAiIgAiIwFQSYNncC6vy3MynI+ca7UpzjzN98IL9U8xAPVOabWsKUl3pXzSyPuEEywlPIfvEocB+4norSwBrraww3VKRZaIBBcsAf48ywJOwUW++Y5bBfVFkZcOufVNxBs4xx1bCDZCligoREAEREIHpJaBP4unlr6OLgAiIgAh8gwSYYVqclej6pXJg7sBhvU3I9nB4LgUKS/4WYLDuapTxpUJM8bVouOmFE8wYcVCv39lR3f0jTszdgI06k0oNMKd4+0ydKzmkIQVFVWA0wB2QWax2ZNReWVdgK/KS0Q8W65awBLAforAVWbABlACyI4yCkf1idARUCWA4d1JrRUAERMA/AYko/6y0UgREQAREYAYSSIFQoiX5itxk56ZHy/KeQTr6zTe6/bGMLxoZqS6IG3YxUXxQ3PgRRSwHZNlgYP9TKETD2DGNK9ir1YWeqgsNXfbOFw3Okj1YUFRVNXQbxRSvhQ5/FH8UT3QJ5LysayhBZJkgz4WZNZYA5kI0piPTFQ8hKTfAYGT1nAiIgAg8OAGJqAdnpy1FQAREQARmEAEKDPYWpSNLcxsZHGZtKC4ooBiJcfOdox8zVgnIFPlx9KNBBEUNSwRH78yI8oOES2l/frGxy1mp03AiVHDNkXMNbtDvUpQpnoeL4LsoUWQ/FudljV2TuWvKQgngFgwDfnF1ritTTIKwUoiACIiACDw8AhJRD4+l9iQCIiACIhChBLyyNvZABRji3XO29MmLg4PeExjW24nSuU+q20NeTQ5EGcvrTsOdj1khv8EyvF4YSbB8kJmxkQAnv4n2wTVc+/mtTtcXdfRi052hwP33GWEww0VzDJYADpbdtkcWpt4tAZxo/3peBERABETAPwGJKP+stFIEREAERGAWE3COfri+x5dlub4kipxbKJXrxYwpuut5wVI/uuSxl2rDojRn+tDQNehK9ALXTYSKiS/Pmp1mFBzO6yd4Blx7trbzrhNgoElG4D4GsN+rcPmj2x+t1ZORiaLTH0N9Un5oa40IiIAITE5AImpyPnpVBERABERgjhFYjt4piiT2E5WfvAkzCvQbQVB5EQXjCZYEvrI2H455uRi0m4CsULPdau9zBhChgr1Y3Hcy+poC50SF2s57nRbst9BPRXOMUNEHAUhXwjUFabauMM31eilEQAREQAS+PgGJqK/PUHsQAREQARGYZQRYpvdkSTYEUqJz0avrGEDf04gzo6DzHR3/CjPi0WMV5wbhPgv7cfYscQ5UqCjOSrDvrMlzhha0Ng83OMP+9Z4AACAASURBVFOKGS8/xhfs06Jhxk0IPIq8hekJyLZ96UwoaEjBTBZ7xTiDipk19ndxaLBCBERABERgcgISUZPz0asiIAIiIAJzkEACREU8yuAKUuONmSkaN/QPj7gMFR3y+Dy1BkvjRqFmNhSlWyeMIihOOAeKwiWwtM+V8EGAUUA9VZJl21bkuCxUJgQZRRjL+r4qGAwOnNKGphHsp/JTNsi9cJ8UXeyNqocQ5Dnfauu3apzjDfyXwtCJKDj4FUMYUhxS3FEoRuFaFSIgAiIgAsEJSEQF56JnRUAEREAE5jgB1yMFgUEbdD4mCgobDvWlU18aBBYH6V7GPCqWADrDPuyDs5somDjn6enl2bYKQ3OZSSpEZigTTnpN6KkKJYxYipcCq3YaRvQGDAye6LwCn6cdel1nPx59zk79U5hmBFqqU6BROG1bkW3feSQPfV6Zlhz7LZt3p/6Pwo2Xchsn7Yk9spl/J2ulPis/d0FrREAEZhMBiajZdDd1LSIgAiIgAtNGgNboLAEsQeaKfUuc60QhRWOHLIgwZnnc7CaIFQb1yRq45r20Og/C65Z1Ins1WbDU7rHFGa4f6mxdeGWAPI/z2Obja63ISPXf0+PFY1IY0XL9g8styLoNuuzauoVploeMm/c6hwSzLJD7onDkcOKFLAHE9VGEKURABERgLhGQiJpLd1vXKgIiIAIi8I0RoMhhaR5nUXGWEy3Paf7A51gCmA0h5ZUAeidRDFOKbchMdaDcjtblHMBLZ73AiMP27FdaXZDiygA/xlyoK5hjNQinPj8lgDw+M110D7yEob0c9hsshmGhTsv1EZT/vZfc6Ib2cqgvHf4uNfZgoG+P3UQJIJ0LKQCTYyGi0Be2DLO1OLeKfWQqAQxGVs+JgAjMRgISUbPxruqaREAEREAEpoWAZ5MeqgTQOzkaU2wsgviKphtgjFUgU8T+K2aCKHVYIhg4OHdVfqqzXv+0ps1lpCh8Jgtv+1Zkl3pQ0heqZJD7osPg76uaUXKY6owzPsOx3vmi3ioxCyswW0YhRZH1JCzhmU3bgvlaLGf0hBRLAKnXhiHKvOHGMDa0aPzfeDE52TXoNREQARGIRAISUZF4V3ROIiACIiACc4ZAAkwdygrTkdFJtj95tNCuYb5TZ/+QEyAUVkuyE112iw56NLYow2yqV7oL7F8qakIO+B0rAcyETXuP1dd1hsxcETqFFo0oPrneZrUo/fstBJQb2jsuQ8bz41Df31U1WU1rnxNLm1BuSAdABvvB2nqH8Fqvy4JR0PF6aGCREKsSwDnzBteFisAsJSARNUtvrC5LBERABERgZhCgeUPcvLFSQAolCo3BkVEnQiiC0jBTiiV5nnkDzShoTsGM1CfVbW6OFUvsAoN9WEshvtair4lzrOphKjFBFV9QSFxb1dDleqBcid8EGzMRRpOLmrZe++3ZBtfvxTLA2o4+O1XT4Qw22BvG66F1Ol0PC1LjIBrTbBXKEym42F+lEAEREIGZRkAiaqbdMZ2vCIiACIjArCRAkUTRlJc6f9LrS4PIWgl3vyj4plO0ZCS23xE6t53BQzSyVexP2gjbdT6YBeJ+ww3OxqLL+UQCKnB/vRjqy8wVB/rSifDE9VaXoaKI4mteuF4qOAwyO0Uji63Lx8oYYx/g/MK9Hq0XAREQgYdJQCLqYdLUvkRABERABERgCggw07SmINVKUAL4R2sLXLkeRQl7jdLiY5zZAy3L2TF1ubHbzagKNzhfyu5NcE24CwqtTpT2na5pt2o4E/7H5/VuPtV4AcaEFl3+KLDqkKHidWwsyrACGHEoREAERGAmEZCIGne3zp8/b5WVlXbq1Cnr7e212Fi4LC1YYE8//bQtXbrUsrKyQt7ftrY2u379un3wwQd248YN6+/vt8TERFu3bp2VlZXZI488cncfIyMjdvbsWfviiy/s6tWrxm35XFxcnOXk5Nhjjz1mq1atsry8vJDH1QIREAEREIG5QYBZK2aiWAqXh/I4ihGKFky2whBfugGO9U9RtHB4Ltckog+pD1khCqvJgtki9l5RAI0XQZNtx/1edIJtnvWNKy8M3I7eg0OoA7zV1mdvVdZhflasOz+W+zFoSMFraeyEo+DgMNwCv3SDj+lumIrSRq7SXKrJ7oReEwERmAoCElF3KA8ODlpra6sdO3bMPv74Y2tsbHQf0vwwv3btmnV1ddlzzz1nW7ZssZiYGAwgvH+SO9dyPxcuXLB3333XCSMKMe/DnvukSMrMzLT09HSLj493guncuXP26aefWn19vQ0MDNy975cvX3breeyXXnrJHXf+/PB/mzgVbyQdQwREQAREYOoJeCWAE5XrzYNkYo9VCTJTfJyt7QopjCiCijIT3bwoOgWGE41dA74FDl0AOfT32dIcW7Mg1dnA0+q9EXbsLPejWQX/Tkt2isSFyFYtQn8X+6h4TRRWChEQARGYLgISUXfId3Z2WkVFhb3xxhvGP+/evdtKS0uttrbWCaKf/exnNjQ0ZCtWrLDs7OygIur27dvW3t5u77//vh04cMBefPFF++53v2slJSVOWP3zP/+zyzYtXLjQvv3tbzsRNTo66rJW/PPLL7/sjpmUlGR1dXX261//2g4fPmxXrlyxTZs2uSyYRNR0/VPRcUVABERg5hFwlutI3WwoSrPWXsx7auiBffrE2ShmeZJh/vAE7MpP3egIW0QxwzQ2ujc0K2a5OlACeAOzp+rgAkgRdQ3zr94932i/OlVr7XD2C8yEpaCXimYUOzcV2qbiDFsQM+YCGPpIWiECIiACD5+ARNQdpi0tLfbOO+9YcnKyK6F7/vnn3Z8XL17sMkfMRlFQffjhhy4rxNfGB7NKn3zyidXU1FhRUZH94Ac/sA0bNrhSvvz8fLt586Z99tlndujQISsuLraCggJXLvgnf/InLiPFfVJARUVFOaFG0cTzYjbqzJkztnnzZrdeIQIiIAIiIALhEGD2Zisc/Vgad/xKC4bndltPgOGDE08QKesWptoTmPvEmU8c+steqx64APopAWTfFW3OwykB5DX0DY2gP6rf/ff1kzedQQX7qzgrKzD64ALIYcH/dPy6E1jPrsx1GTOGKwHE+bLPirbrPA9axxekxTlx5pUK3rND/UUEREAEvgYBiSjAYwaJ2ScKnLVr19r69eudyPGC2R9mk1jux/6lbdu2BRVRzCpVVVW5fS1btsxWr15thYWFbjcZGRmuJ4pC6ujRo25fPC4FE7Nb44NiKi0tzT0aGhpcSR/3rxABERABERCBcAkkw3Z8KUwoOAiXhhMX6rthez6A3qNR10fFYb8LUC5Hd731eBSij4qCiqYUp5GRYkndZBEHAbU0J9GV4tESPZyggGvGNhRPfFxHGV+woDhr6xt2jyz0R2WnxLnSvjZk2Dh4+DoMLW6gz4oCbAQiKh4iqjA93gkt2r1noPdKJYDByOo5ERCBByEgEQVqFCfd3d0ug7R169Z7BBShshdp+fLlLstUXV1tw8PDQVlzPxRJ/I3YypUrXYleYCxatMiZRbB8zxNFwXqruA1LB5ubm50pBY/PrFR0dHTQ43pP8rgM77+Bz/O58c9PujO9KAIiIAIiMKsIcAbVajj6rcxLcWV0dNGjox+zNKnI1izNTnJDcL2szQbaoyMLRatzlgJy2O54LQVvC2efvhBi5XlkhiqutbpeqvHrJgJJEwtaorf3DrsSPgogP/EZXADp6PcYyvr45/erGu33Vc1jAirg4MyurUYJ4Ctr823LkiwnDmm8oRABERCBr0tAIgoEaeZAAwhmhih8WH4XGBQ6XvkexRbXBQuKFL5OMZWSknJf/1JCQoLxwdd5PAqkiYQRTSh++ctfOoMLugMyizX+vMafA4/PskA+As+RgozHkogaT0x/FwEREIG5R4A9UuwvWpGXfLdkji5/FEPMCnnhlQBG4bV3zzXaF7WdEF0jd18fm/kUDXGS4cwh2KdEUXauruuedRMRjoYC42Beihq68bFEb3wJ30TbctDwRZT2/V9YqR851+AyZjy38aWEfVh3Fuddi0wVhwI/syLHSnLvL8ef6Dh6XgREQAQmIiARBTIUHBQ2FBks3Qtm3uA9562bCKhXcscyvfEWrBRj3n54zInEGPuv2HtFQwv2VjE7Rje/YOcVeB5eSeLnn3/uslhe8JzYV9XU1DTRaet5ERABERCBOULAs0dnad9kQVHFEr+nSrJdKdzGpm5XNjc4fBvZKoNlepQtQAaqFGJsBYRJXmq8laEUkH1Lx6+0huyjosPeUyVZrjSvAa5+4wXQZOdG/wqeC+dNUUwxsxYsuI69X72D/fbBpWbjoOKlcCn0xCJ7xJqROeuHwLqN7wAc+puBNYEZuWD71XMiIAIiIBGF94AnbviDxRNU498azO4wgomjwLUUOtxPMLHF5zyRFUyssUyQQujEiROub4olf7RUp7U6jxsq+vr67NKlS25blh16QXFI63XuTyECIiACIiACfgmwr2gJyvyK0VfU2Z/lbMd7MLuJmSsO9aXlOPuMvBJADgCuXz5g1VjXDntyihNn2BcQzGwxE7YyP9m+80gefoEJQQR3vnCDZYM9yHz1Q9SFCp7CmVudON9E2756bO4is1nsxboM84yO/rEsWFJsNK41wZUKsneM1xYdQmyGOrZeFwERmJ0EQn8zn53Xfc9VcbAtS+UopihEWGoXGBRWPT097ikaPkzUx0TxxLI/rqUY8gSTty+W1HH/FFAs6+NxA4PbvPfee/bmm286q/S/+Zu/cdbm7KPyE3T0+/73v++cBSmavKA4o6jau3evn91ojQiIgAiIgAjcQ8CVAKJvqhTChxkbmlFwXGI0/i+wBHABjB6eK821RIiPt1Fqx9K+7vtKAKPgrJdjL6zKRQlgprM357pwg5mrXgz1pQjzE3QZbICZBp0JB7Ddp9Vt6KVqdkKKbn7cDTNsFE9rYarxytoC10OWlSxXXD98tUYE5hoBiSjccYoaiiPOb6KQoTkEbc69oAhhiR1FEd32JsoKUVzRtpxuepztFDg4l/uiRToty2kwQbEVWJ5HswnOqfrVr37lXnv66aedpTmF0UTHG/9mZX+VN8g3sP+JPVEM2aOPJ6a/i4AIiIAI+CHAXxLSRGL+vMkH3LK/KT81DjbpGNORFGfXYF5BkdQP0eJ6qJDpWZgxVgK4OCvRzaTKo8seMj/MTtHG3E9ZH/upGMPj01yTXAz9JmiQUXmzw85DtFU1dMHRr88JqkAdRtHH82CP1o71C2xjUYbLTDFcZQcMNii8emHJfhs7jY+OssykGEvC+ctKfZIboJdEYJYRkIjCDaX4oRFEWVmZdXR02BdffGGPP/64yxYxo0NBdPnyZSdoVq1a5cQILcqZLaLAovii8KHYoYsfS+ouXrzotqM4o1kFM1C0R2ev0qOPPup6nHhcZrn43Mcff+x6oCjAWMLHWVQ8HoUWRRD/y/Xj+6wC34+uzn2Csj8KrMm2nWXva12OCIiACIjANBFIgDAqxmMRnPDYq0QRxSwQSwBTYSRBJz+WyXk/k1ITol1ZIAfpsp+KFuahIgs9Wox69FKFE609Q3Dza7OT19utBSIpWFAksd+KZhSp6I9i71cuhB5LB1uwPa+nurXXXRuNMOh6yGvlNeQmxzkxpRLAYGT1nAjMLgISUXfuJy3Ev/Od79g//dM/uZI6znnio76+3t5//327evWqc8ijuKIo+uijj+yDDz5wYmr37t1OgFHAMINFEUZBxKwSM1tLlixxIoz7YUnfj370Izd8l0ERdvz4cfvFL37hxNdf/dVfORFF8eX1MHG/FG48bihzidn19tTViIAIiIAIzFQCLAFMg0BihsnL9PC5+fy/gODf6AS4c1OhG6TrR0StKkh2+wxXRNFE4tOaDuuEIPITxy+3WDaMLzYvzrQLyFwdPttgRy82I6M15AYXM3g56bjOxxZn2B+XwU13YZqloyRQIQIiMLsJSETdub+pqalOIDETdPLkSWcvTvHi9TV973vfsxdeeOFudohW5nV1dc7xjsKIwUwRxdg2DOPlcxRe//Zv/3Z3P8wsUYg98cQTruyOQRHFMr5z5845O/PXX3/diS1mwbxgiSDPjS59fvuj7m6sP4iACIiACIjANBBgpokCad6d0ruJToHr6NRHi3SW0NGtj7OfaPwQWK0Xj4HALKvbDLHy+NIsN1j30+p23yWAsSg15Pl0ItPlp2SQEqkDa6uQHaN4+h1mUZ2v7xobUoxsVWAJIIf7clAw139/40LbsCj9nhLAAZhfNCJrxrlbLAlMgGFHbkqsy3KpBHCid4aeF4HIJiARdef+MMtDO3GW0eXm5tqpU6ecwQQzQJzT9NRTT7nMlCduWMLHrBMzTZ4g4g8Cvk6hxPJAZqo4wJeCisYVzFbxUVxcfPddwcwSM1UUaCz5CxY0oGA53kSGFsG20XMiIAIiIAIiMFMIsLxvQUwCDCdyLRulc4XITNXDBIJ9RyyZY69VNgwelsEpcDPmUtEtkAYQzP6cguAKlb2ieCpAr9YoBMyNNv9OgJxfdbW5x975ot5OwogicE5WINshqL1aDCVu6R4yDviNu3O+bRCFNyH2rqM3jKKPc7RohEERtQi9YbyOYvSGZeJaaK+uEAERmDkEJKLG3Sv2PPHxp3/6p5PexW9/+9vGR7DIyMgwPjZu3Bjs5Xueo3hjeZ9CBERABERABOY6gSKIikL0F3F477WmXvQtDTojBw7lpfV4DgQWDSr4S8virNsonyuwJpg89Ax2ufK68WbnFE/sxYqBTfnK/BRkrUbCElG8H8wgMXtFQRcq6PL3AUoAWZ64HtmoL2512G/vlADS8p3mFl6kwe3w0eJ0dw3MwmWjn4rn6oVnEMVt+Gduyld57d4y9TqHuiN6XQS+OQISUd8cW+1ZBERABERABEQgTAIUCrFR812GhsN8aakehXL5OJTzBWgMl72h+KCT3u8xdLfiWpsrl2PmygsOzS3BcF2KsryUePuithMvtYR1RhRnfbc5jDf0ZhRxdPdj2d9vKuvs3fMNyGT1ugzU+O1ptsEsGkUgr2HLkkyjiAwMblPf2Y8MF4QiRFwSMlgUknQ0hJZSiIAITCMBiahphK9Di4AIiIAIiIAI3EuA2RW2UdHlbrJg+RuzNxQfzFRxKLDnBDhWAjjf2a1TRG0oSnOOeZ1w1EtA6eAgbM39uKNzMDDDTw+Vd65cew3CaRQHOFuLOVkQS8GC61iGyCwaRSCvgVk4HpFZKzoEsh+L5YB0FaRNfDyuOQdljXQCXJGXbAvQI5aGfjIvvIwVe7PYU8bMGEshk7Fvlhl6maxg56PnREAEwiMw+SdUePvSahEQAREQAREQARGYMgIsf/NKALetyHG9R20oAWQvE2dSef1G87COM52uZvY6i3UKFGZ/JgsKjlSU3DET1u7Ddj1wXw3IHrXBCbAPwidUMNPFLBpF4Nbl2a5m71Jjjx272OQGFjMLNYCSRi8opArS4jAMON+exvpVGAhMocT9cOYVM2FXmnqssXvA+iCkKKAotii8XL8Wtg+0YPfKBjlziz1j/DvNLsjWE5EqGwx1F/X6XCQgETUX77quWQREQAREQARmEYGxEsB5xgG+hTBsYBkcRYBz5LtT9sb/LsHr31u/wMpP3sSsp+BmToFY1i5MtSEImA+vtoZFi4JkJJwSQIgdZtEuNna7jBNLAZmdYkZqeFwd4ODIqJthxWvo7B9xgqcU/V712P5TlAceOdfgROLYMOAxDrSZp4javjrPyhalwdTi/rJB7pMW8Owb4xDkXGTxClLjVTYY1p3X4rlEQCJqLt1tXasIiIAIiIAIzEICzk4dIokuf5ANQa+Qazg096mSbDcot+Jaq11GxocZqcB2Jzrr5UFArFmQak+XZKGcrt8qb3Y4cTO+rynYgWJQi8h14ZQAsvyQGSSW7p260W6n8WhEBipYcN/MTDV0DTrHQF4zn+N2R5G98koIA3vDonFODTDI6Bscdf1ZTy83ZKcSMDx4EKWHPW6bWxBhHRBtFI3sSctKjrGlWUm2ZmGKc0sMLBsMdl56TgTmGgGJqLl2x3W9IiACIiACIjBHCaSgPI+9RF9avtEdLz6mxZogLugAyOAg4MykGFuDErmX1uTaitwUq4TDXlFVgisV7Me8p8mCvVyZmHNFIcKBvOEEt+G50N2vFoLGT1zDOTFTRffBj5EtOwFRFSyYGWtBX9XRS83u5UQYVCQuj3Lugb+H8DpyrtG6kNViGaQXNPIoQo/WS8hesWyQ7obsJ6MY9UoAyY19Vy7zh+dZVkjBxlAJ4F2U+sMsJSARNUtvrC5LBERABERABETgfgIs8yvJSUZfUYK9CIHA/iMO+R25jT4q9A+xJJCGFOwfioYoYAngK+sK7F8+xtxHzK6aLOgiuAHlchRQrehzCicoYGhCwf6rwRBizdtvP7JoN1p77c3Ttc40w0+cret0Ioi9UW9V1tpHEF+9yFCxHyoweA4Ujv9SUeNMKqIgjigu+V8GhRPLBmkBz14sr/eKWbxAF0U/56Q1IjATCUhEzcS7pnMWAREQAREQARF4IALMkNDZj1kT9grRPILlcRQWzOhQDDAL42VSWAL4DEwrmHH58Eqrna/rGus3CtAcCdjf0pxE27w4055Ylmmf1XTYOayjsUMoF0BKElqxe6YPnsOen4vjKQxA7NAGPbB8b7Jt6dx3Dhbs7Km6hB6siQYIc98cIjyE9RRaieiTWgbx2Q4hSQv3EyiH5EDkLog3li6SHbN4FKGb4ZjIwchZcBJUiMBsJSARNVvvrK5LBERABERABERgQgIUScyqsPxusqB4WJydaC+sykMJYIzrlxrLvowJryiIB9qO04Ti8aWZEBFJKOf70lYXpKDXqBMW5pM79I1lxpJcxisJjoLhlsFR7LBcz284a3Vkyj6tafOd8aIJx2foubqCrN2Fhi776EqLHceDs64Cj03xySwee604m6usMN1SE6Kd+YUThzhNbkNzDIo+smOJIB0HGeFeu99r1joR+CYISER9E1S1TxEQAREQAREQgVlDgEYL7AliP9UOuPtdhoV4K4QCBQkzWUuRdaGQopU6g+toQU7Hu97B/nuMKwKhcDUzOBQcLJWj4KLg+KaDpXgs4fMbNNWogZCi898f0FfFTFawYFasuqUPjxsuQ0YBun5Rus2DWB0Te7ftBswzKEJp6EF2xRgwzKHKKgEMRlTPRTIBiahIvjs6NxEQAREQAREQgYghQHlDN7ylyEwV4os/hQFnKVEsBGofCqotS7JQ9jdqH0B0nLnFjNTIPe5+SSjhW56bbE8uy3LzofJhJ94ER74slMR1w0HPM7uY7OLpBMhsWv8QsmKTLXwIr7FvjAKqDqWDk4V3HnQYzEyMsVUQn+zbosMhzS/oKsgeK/ZgsYeMa5jpe7Y02/WqhcoMTnZsvSYCU0lAImoqaetYIiACIiACIiACM5YAy83oPhfK7jsBoqoQznbspeLaRci2NKB/aMxOnf1D813Z28r8ZNu0OMMNDE6843y3sSjdGTX4mWPFwcE56Nmqaui2Hlik+7FVR+LLZbvCKQHkDWM26lpLj+uT8hN0GKSz4fn6bmfZTkv5zzDHisIysH+LlvIXG7tw/sP2/KpcW7cw7R4h5TkB0kSDNvA04KBwpTEG3RaZwVIZoJ87ojUPm4BE1MMmqv2JgAiIgAiIgAjMeQI0rihBpmlpTpJ9Z02eXW3udSWA7Avil39ms9IhsLwSQAJLgvjiWmZ9KLooGFh6FxjMhlE4REMNlRWmuXK5AQgM2p1PZBIRuD1NMOIg2Npgee5TD7nNeR6hLN4Dj8O1LN17FyWAv8PgYJ5fsKCpxw3M4vr/PrnpXmaPVAayUwyyojBkD1Vdx4BzC+waGEIPVZQrn1wGtgmwa4+OQkYOWS2FCEwlAYmoqaStY4mACIiACIiACMwpAq4EkO59EE2LkJ2CvYL7wk8xM779icKLQ37Zd5UGQwaKD2d5fmeOFcHFYk1OSqzro9q6POfOPs3erqyzk8j0hIq1yPSwZ+udLxqw7yFfZYOxEGzUKOGIKJ5HR++wHUMJIMsU/cSJ621OQG0qznRCsbV30C4iy0YOF+Ek2ArhR1HFmVR0NKSQYinko8UZrjRSIQJTSUAiaipp61giIAIiIAIiIAJzioDnApjMOroQQac+lv+tQ4YpESKBfVKcxeSJHQoo2ohTjG1ABmoJhBkt2ekKyHI4BsXG+JK5aOyXFuoUGs9AfK3Af9mjxRI7ZoFCRUFaHERLlCsb9Gulzn0OIIN0E9mowCG+kx2rDiWANO1gFm4Uc7topU4zi9M3OpydeqCYJCsKUZYxckYWDTooqnienk08X2MJIDNZnhMgRRqFrUoAJ7sTes0PAYkoP5S0RgREQAREQAREQASmiABnU3nmFM7NjvOYBoctBRboBeiDWpA25mbnCQHOb2LQ7e7tz+uN/Uiu/wrlcMzoUGgtyoiHY2CBy9rQvIJZMM544tyovjvDdgMrByk02P9F0wxmr5gZYzkde5P8dEVxex6f5Xp+g5mulu4hHKfH2aR/CBv1X5+uC7o5xRyHE38Is4oOZNTScX5PlmS7AckUWzTnuAWBeLO9z/2ZPVTZyXEQkkmWjGuKRxkgM39eeL1X3C+zXbdx8uTLrBc5MCS8gt6KOfukRNScvfW6cBEQAREQAREQgUgmQAFE8wiaUPBLPQ0hmIHh8+NjUUYihFecbVuRa1eQzWnshpEFRAYFFEXXosyEuwN9KQw2FmU4MVSA1/4vhFcHBNVQgOCh6FiclWCvrCtwQ4QpRP5wudnq0ZvkRxgxa8bz7YMhRTjBrBX7tY6ca3SOfn6C2bSDH9WAVaLjdAbbvX2mHn1oPS5LxX4uImNZZTayVa+sy0f2LstK4RwYGFzXCPfAW3eEF7NaZMoBwsGYQuKvgAAAIABJREFU+zk3rZm9BCSiZu+91ZWJgAiIgAiIgAjMUAJe1oNZEHz3DxnMqnBtEsr2aMO+ZDARDny3XbaFQorlfBQS3n65ZmVeClwBo5y1ODM2rmwQ2SAKKGbCaD1eiv4pDhimsHlpdZ795/lGuwKTjFBRDNGWhONSCPlxDfT2N4Jz7oJgY0lfKww2/ASFGjN2dP/7orbDZbDYS0VhGOhCSCHEa3z7DPq1kIHj3xekJ7hyv2pk2U6hbJDZtmb0cFFQMqvF7B7LGVk+yXJIik6FCJCARJTeByIgAiIgAiIgAiIwCwhQIFEose/Hc7ib7LKyIJTYY8UeLGZf2iBaWAZIl0BmbPJQVsiyv7H9fstegAU5RQgH6VJoDKNvidkbL5jhio9hb1KcbV6S6UoBL6FHa/yMrInOidblzLRxhhQt1QMzYxNtw+dZgsfz/rS6zc2gOjVBBovnyn6x007Y3XYC6QnM6aJYO3axyX6HR237gDu2FxSmKRCDdehN24Z+MmazKFTpjuiVAJIHhZgzvcD5sz+LLoMMlQBOdudm9msSUTP7/unsRUAEREAEREAEROBrEWBGZiEyMl6WxctYUUB5QeHA3qjbEAoZML9483Sty+YEmj3EQUCx9O17Gxa4EkC+TmMIrvEzPJizsmiswQwWBVW48TnmUlGA+QlmnH752S3Xt8U/v3n6lhNt423fmcmi5Tx7zSi2KDA5yyr9jg37WAnggOtDY48ZhSPFJ63tH+AS/Jy61kQIAYmoCLkROg0REAEREAEREAERmGoCXqaE3gkwXZ/w8OxvmodFNLFgr9CqglRXQsfZV+xj4uwmlv0VoYxvCYQUM1mJsUP2R2vz7TewX7/e2jfhvr0XNmDQ8BZksNLjY1ymJ9xglsmnhnJ27bXILh2GyKP4mcy+ndYYFIHMqr1VWeuuk5knOgmeuNbmODCLRw5e5op9bE+WoO8KJZOBJYDOORDCjYKMFu7MoNFlkDPDyMzL/IV77Vo/9QQkoqaeuY4oAiIgAiIgAiIgAjOSADMwdOqjOKjv7HfigQKD5Wss48ukhfidEkBeIOdZsb+JUYf/sk8rsASQGSfaudO2/WmIjg0wvHB9XPEomcNrw4GLJyBG6cf9sJzOXx5qrASQ7n7n6rp8Z6+a4Rz4yfV2zKbqdlmmj6622PHLrdYMIRmYaXO9aRCa7MlieWHM/CxLBTOuoei8CSMM57rYNeBKHZmBo3MgBWghjERYZsk+NkVkE5CIiuz7o7MTAREQAREQAREQgYgiMGb9PVYCyDLAiYJCYF1huutZovj6NUoA2zGAN3Bu1JgLYKLterwYQ3YzXNaGuoklcSyNoxAJFWNCLMoJFj+iK3B/gf1PoY7D86b1+nEYVzCL9THmbAULlgCylPHXp2qtEz1k7KlaD2OKJjgmHr/cYuUnbzoRxSyUF+y1ysUQ5Z2bCm3rimxbmZ8abNd6LoIISERF0M3QqYiACIiACIiACIjAbCOwJDvJvrs+2s2ouoGyvrHsFcrY4AxI5ztmoYoyE11JG4NZHpbCUYi8CzfAUMEyOJYBUtRwKO83GcyknYILIAXbZOFlxC429tivTt1yZhXnkfXi9XCA8vgesSGUBzbBrONNCK92XDeFJ7mRkRe0b+cAYQ4lpgBjxo8ZLw5lTkA2jyWX4yNwm96hETf3iuI2H9wpYINtM34f+ntwAhJRwbnoWREQAREQAREQAREQgYdAgGYRdMJbCsv0BpSwsQfJ66Pi4F+Kp/G9QDRv6O4fcYN0afwQzK6cs6gowMrgLsiyQToMMlMUaGs+0elTqDGDxcyV3z4q7otZMppI0GDDT9DF8NPqdpT0zbdrGCJcBev1YEFDCwqjS+izioue50oms5LinBsgDS/YQ0Ub9urWXmSxKKJGxkQURFYhGCyDkQVZ0JUxCv1kgxBtwbahaKLdPdfSBCRwm2DnpecmJiARNTEbvSICIiACIiACIiACIvAQCLAEMAq9Qq78Lz30DpmZokjKTo5xg3MvcO4TBBW1C/MtFBe0Z9++Js+ehE05jS4qYPJQg0xXI4RLqGAfErdvQp8Ts0R+hRTF3vgs0mTH4tp6CEcaWDCL5SeuNPXaO1802BMYCJyC3jAKw4qrrfYfX9S7uVudEJdekAUF6lPI3HGO15alsJbHtbFPa6JtKCC5Dbl526Th7xRfCv8EJKL8s9JKERABERABERABERCBKSKQkRhrj8EqnY6A7EGqQR9RDwbxxkJAZSXFOhfATPyXQsMrAaTZxeFzoUsAWSr30upcO3y20a4297j5UaGCRhcUdnTy82ulzn1SoDFz5C93ZTaA0j4aUFxD5okirKqhy37+cY3L4vUN3nue3CfNKdinRaMKRnpitF3DQOSJtqEQ7UZZYOA2dEbUIOFQ74B7X5eICo+XVouACIiACIiACIiACEwBAbr0Rc+PhkhiaVusLYJ7HQfbeu53LF3jcFvPpn1Vfoo9tzLXufSdre1E79W9JhbsB6KL4OqCFHtqeZY9vTzblf4xQ3bqRkfIK2LmimVzZ2u7fBleBO7QZ/Wf24RrPSc/CqMT11uRYetFCWRwGcbrZR/VZfRfHTlX7ww5mroGXenfRKWNd7dB+SBnedE9kNbtLPdjHxXFWhsyfywL5HPxzNyBN+9JsAHCgdsMYBuWSrKfi9uQb7BtQgKP8AUSURF+g3R6IiACIiACIiACIjBXCfDLN0vWKKT4mCzy4ez3BErU2PPDx1VkY2hOQZMGZqooBHLh+rcdGShmuNgTxOCXftqwt1M0IPMTKHh4bAoC9iitQcngt1Eu1wCB0oWMmB9hxO1ZAuhnbeC1OUMIZJiYjfoMRhYTiaHAbWjZTve/efPmudLBkQlE1z3b3MlIMRPFPjQGjT9oXlGN0siewWEnVNMwu2sJetromsj7QDHKe8Pj9COLF7hNN9hwzhdFrjczLHAbHoPzshg8x0Hsw7tHUTh3ZvvILNKFl0SUu4UKERABERABERABERCBmU4gB059T5Zkw1o9zW7BgOEmzCb4pZ5OdJzFtDw3yZKRqYlHloTioASlgi8/MibS3j5T53qqAkv7ovGFnv1CHBq8FZkrlgE6F0CIDD8lgDFR33LZm15kdsIRUlzLEkCacLD0LngO6t67xexSJ9ZSuHG9721wDLJi2SAF0duf19nnt5jJ+6oHjaKIJiDPr8yxbTDxoKBkhqkTIvVcXWfQbSiGWG75XGn2Pdt4Z+0NHb6JMs1uiLUYJ7xinbiNhbkGryOSQyIqku+Ozk0EREAEREAEREAERMA3AZojJLpSsvkwWKCFejyySygvw/N8jtmRsezQ2Fd09lfRxIJCh2spopiVYnaKX+TpHFgIM4wVecnOBY+DgWnIQLOHypudIc9rcVaSrcpPtk/g0EenPj+mFDEQJynIpFHojZXXhTzM3QXhCDVvI25T29GH4cGt9sWtDqMtO+3W6QroBWl19lNUYQYWZ3dhG/K5gnLAQ5j/FWwbZv/GMoG3725TDIFE8UrHxVM32l3vViMye7R45/O0bOd9eGRBqnssBPNIDYmoSL0zOi8REAEREAEREAEREIGwCYRTAsids9SM5X/MStHVjiKKpXSe6KKjIAUB9zuC0rPNSzKcyQMFAsUG+4YCK+e4NhplabmpsbZ5cQZKDDNdOd5pOOtxRlSoyEQ2hqKN/6XIm4q4ifPqQhaLQipYMKtFQ43z9d2ODbNzzO5dguB6v6o52CYu89bH+VjeNhCkT0GEUSz9J+Zl/a6qyZUMBg4d5mvMFG4BY7omcv5VUmy0E7mRFhJRkXZHdD4iIAIiIAIiIAIiIAJTToB9ONkoP6MZglcKx0wQRZEXXgngK2sLnJB4E1kYCqNAIcDSN/ZQfW/DQtuGEsDFKAFkrw/7h/yIqOV5SfZf1xU4G/LTN6dGPDADR8MOP0HTCg4FJpvA655s27FtbrkeKB7ln45fd0YZ7IUKDP6dJYwUWBSpzMitRWlmDkoxIy0koiLtjuh8REAEREAEREAEREAEppSAZ2JAITVZNw7XsReIpX10AqRAuuFmUw24fiJmZ1gyyCG2JXDyo+Md5zatQWkaMzh8/cT1NtdvFFja50r4IJqYudq2Isc2wuiBgq2gOt6VENItL1SPEzUQs2cUN+yPosAJtQ0FIsvyRm7fxvmEWj12SzgomRk4svI5+soNV+Y2xy41OxHFrNZEwVcosFjy98Znt1xfFd0ZeV2RFBJRkXQ3dC4iIAIiIAIiIAIiIAIRT8ArAVwKEdUKQdTaO3hXRDGDRBc7fuf3xFkO/r55SSZmOMW4gcM3YKZAIUVxQUMFZq4WoBeIpYKleSmWD/FF4wWW9a2GdftpWLAPh2h4orX5emRt6ELIffvZhuYPi9ETxn6t5p4hX9x5GgMB/VJ+NnLbQDhdauz2s9yt4TV8jAHKL2KIMA09yDWSQiIqku6GzkUEREAEREAEREAERGBGEHC9VxBK2XAE5CNU0F6d7oGPL80yOtLVwuGvA2YNqXHREE3xRtMFr/eK++K+OdPqGbjh0a6dZW7MMI3PFzE/w1I87v+/wEWQmbDLMHyYbBsWCTKjxrUUXnTj8yuiQl3nZK/7Mdbwtqdo7MQ134RzYBN60CSiJiOr10RABERABERABERABERgFhOgUKLgYfaJoohzqGicENh75V0+M1LbVmS7v/4efUIXYNLAeVBeUEDRFOPR4nR7BmWAWzDHig53C9LjJ9yGx+E2LBl8DOWD+SnxVgczjUgNWr3TZCLSQpmoSLsjOh8REAEREAEREAEREIFZScAr72PJHR+hgjbnizISMWvpW87woqqhx+o7+10/FQUUe6wK0uJs7cJUN7spD4KIgiw2av5929C2nX1FCbQRhzhbsyDFSnKTnZNgxfVWi8N2fsr0XB8V1vJaaAThJ7vEbWi4QXONEFWJ9yFhb1ik9UPxJCWi7rtVekIEREAEREAEREAEREAEIoMAe52Wo09qGSzYOaOpGoYLXRggTGHBEjeWATKzFCg0gm3D0jhmvTj7itvQPpxCjKKGRhg5KbGudG58ueB4CnEQaAvS42w+jt8Nw4s6lCWG2oaiKxf7b4PjXg+s1P0IKZ4brykF5Y7MrkVaRN4ZRRohnY8IiIAIiIAIiIAIiIAITDMB9kjR8ptmE541OLM0dNej4AgW922DhRRSzFR52zBLtGFROobeDtjPPqoJtpt7nqPY+j7s25kFq2rostdP3gq5TS4syv9k48Kxgb61nW4mVahg5iolPgrDkBNc+WOkhURUpN0RnY8IiIAIiIAIiIAIiIAIjCPg2atHQVz4Db/bLMlOdNbqLXDoOwuRw4HDgaV9FFwsP1yem4RBuJn2VEm2E2/s2epBNirYNhRn8RBaJdxmcaZtxcwsCi8+/8GV4EN9A6+LJhxPlmQ5O/k4HCvSQiIq0u6IzkcEREAEREAEREAEREAEppBANjJF6xfNcy5/R87G2Nm6TmuFoBqlzzqC5XgcREyTCwobZsMo5lgamITsWOA2NMugUKJgyoIQ2or13IbW7bF4jvu8hpJEDtNlnxZGQt0NijVm15hxW42erVfW5Tuh5vWSTSGSkIeSiAqJSAtEQAREQAREQAREQAREYHYTSIqNdmV9Jei9qkcmisNuu9F7FQXjCc63WopsFQffcngwhQ4jDSJq/Dbs1+LsK67lNlzjbVOEmVTPlea6ksK3z9TDir3bZbK84H7Z5/VMaba9/Ei+23cMSg8jMSSiIvGu6JxEQAREQAREQAREQAREYAoJUMDQDZAZpGQ3uyrODQNmFojOfTR44GypwKxQsG3o1sfnuR9mlPhnb5uYqG/BTTDenluZa4uzkqymtQ/26v0YVDziMlsUUDS5WAzjC/6X5xOpEblnFqnEdF4iIAIiIAIiIAIiIAIiMEsJUPD4tWD3EISzDfdNgVSYnmDtfUMwtBg0zoIaM5KIdvbrtGmPxBK+wFsuETVL/wHoskRABERABERABERABEQgEglQINE5kCV/fMzEiDyri5lIUecsAiIgAiIgAiIgAiIgAiIwZwhIRM2ZW60LFQEREAEREAEREAEREAEReBgEJKIeBkXtQwREQAREQAREQAREQAREYM4QkIiaM7daFyoCIiACIiACIiACIiACIvAwCEhEPQyK2ocIiIAIiIAIiIAIiIAIiMCcISARNWdutS5UBERABERABERABERABETgYRCQiHoYFLUPERABERABERABERABERCBOUNAImrO3GpdqAiIgAiIgAiIgAiIgAiIwMMgIBH1MChqHyIgAiIgAiIgAiIgAiIgAnOGgETUnLnVulAREAEREAEREAEREAEREIGHQUAi6mFQ1D5EQAREQAREQAREQAREQATmDAGJqDlzq3WhIiACIiACIiACIiACIiACD4OARNTDoKh9iIAIiIAIiIAIiIAIiIAIzBkCUXPmSnWhjsDw8LD19fW5P3/rW98SFREQAREQAREQAREQARGYswRGRkasv7/fRkdHw2IgERUWrpm5mG8Kiqfbt2/bp59+av/4j/9oMTExM/NidNYiIAIiIAIiIAIiIAIi8JAI8PtxV1eX1dXV2SOPPGJDQ0MWHx8fcu8SUSERzfwFX375pbuI3Nxcu3z5sl2/fn3KL4rnQDHX2tpq0dHRlpaW5jJhyoZN+a2ImAPyQ6u7u9t6enosKyvLCXu9HyLm9kz5ifAzgr/s4WcEf3ilpKToM2LK70LkHJDvBz74xYa/Ic7MzHQ/O/QZETn3aKrPhO8HfrltaWmxpKQkS05Otnnz1JUy1fchUo7nfUZ0dHS4nx38jJg/f/4Df0Z4++PPHn5f9b47T3a938KisW/Yk63SazOaANOUvb29dvbsWRscHJyWLBTPgV+O/v7v/96WLFliP/rRjywuLk4fgDP6nfX1Tn5gYMDeeOMNO3TokP3t3/6trVy50n1JUsxNAvwhePPmTfvJT35ijz/+uP35n/+5+4zQl+a5+X7gVxN+Rvz85z+3jz76yP7u7/7OCgsL9RkxN98O7qr5GXHhwgX3PWLHjh32gx/8wH1GKOYmAe8z4v/8n/9j165dc98jKKSioh4sP8T98Ttyfn6+LVu2zH3WhBLpD3akuXm/ZuxVU5nztzbr1q1zX0j4d8ZUfjnhb48aGxvdeeTk5NiGDRssISHh7rnMWLg68QciwA8r9uZVVFQ4UU8BtXHjRouNjX2g/WmjmU+AP7z4G0BmofhDzPuMCPVDbOZfua4gGAFmqvkZ8d5777n3xOrVq62kpESfEcFgzZHn+BnB4M+MhQsX3v2MmMrvMnME9Yy4TO8zgt8pm5qa3HdcVlw9SLuKl0+iUKcI87sPiagZ8Vb5eifpCScKmOkKngPflPxCRBHHL8t8eIJuus5Lx50eAvzAYrqcH1Z8b/A3Pt57YnrOSEeNBALBPiMkoiLhzkz9OfALEj8j+DOC7wG+N/QZMfX3IdKO6JV08meH936QiIq0uzQ15zPRZ4RfARTsLMPNbKqYNBhFPScCIiACIiACIiACIiACIiACExCQiJoAjJ4WAREQAREQAREQAREQAREQgWAEJKKCUdFzD50A0+1Mv+fl5bnGP5XoPHTEM26HfE+kpqa62vZwU+gz7mJ1wiEJeCW/BQUFlp6ers+IkMRm/wL+nOB7ge8JluiobGv23/PJrpD3nz8r+DODPzv0fpiM1tx4jZ8R/E7J75Zee8BUXrl6oqaS9hw+Ft/oNJJ47rnnpu3NPofxR+Sl8wOPhhKvvPKKszhXf1xE3qYpOyl+RvCL0fbt2620tPRrWdVO2UnrQN8YAX5B5mfC2rVrnYDie0O/fPvGcM+IHfP+82cFf2bwZ8eDurDNiIvVSYYk4H1G0JRqwYIF7jvmVH9GyOI85G3SgodBgEYCtDnnIDM2g9JNhf8A9Jukh0F35u2D7wc+2tvb3YO/aZbl/cy7jw/zjPl+oIsnPyMSExPdlyV9RjxMwjNrX95nBGcCcUSHslEz6/59E2fL9wRnhvEzghlKPvQZ8U2Qnhn79D4j6MxH50Z+Rkx1Nkoiama8V3SWIiACIiACIiACIiACIiACEUJAPVERciN0GiIgAiIgAiIgAiIgAiIgAjODgETUzLhPOksREAEREAEREAEREAEREIEIISARFSE3QqchAiIgAiIgAiIgAiIgAiIwMwhIRM2M+6SzFAEREAEREAEREAEREAERiBACElERciN0GiIgAiIgAiIgAiIgAiIgAjODgOZEzYz7NKPP8vLly3bp0iX3GBgYcDM/srOzbcOGDbZo0SJLSUmZ0denk/+KAG3saTd69epVu3btmrMvpz0xrWiffPJJKyoqcvNevKBFKd8TZ8+eNb5Pamtrnc11WlqaLVmyxDj/getpi6+YmQRqamrcv/1bt25ZR0eHu9+c/8MBicXFxbZu3Tp3j6Ojo+95X/T09Lj3xZUrV6y+vt69L7jNsmXLrKyszG3DzxLFzCJAK2Le06qqKmdVzc8Hfg54s6BWr17t/u3n5ua6C+Nr498Lw8PD7jNi+fLlei/MrNvv62xbW1vt/Pnz9vnnn7v1K1ascN8XMjIy3PuB4b2H+LOGtud8//DzgT8z+LmSnJzs61haFHkEvH/v/Pznz43A8AYub9q0yZ599ln3Et8T/NnC9Xw/8DvI+J8X/LwI/BnzsK5aIuphkdR+7iPAH3T8x3D8+HH7wx/+4D4U+camjz9FFOd/vPDCC26w5lR7+993snrioRDgPacQ+vjjj+3DDz90H2bXr193M3/4pZcfZIEiqq+vz31I/va3v7VTp065P3Mf/AG4atUq93559NFHLT8/f8qH6D0UINqJ+7LzzjvvOFHNL0cUUfz3zl+e/P/tnV1sXEfZgN9KnxQjkOq7WgIURwjFF0DcG+qA2rr81eUvLgLqIiRcJKg/royEiCNuInFBKiFqbqirIuHyozpQ1KQFvlRA64IEDrSKLYTq3DlwgSskasMFzgXwzTPJJJv1rutib7Pn+Blp5fXumbPnPPOemfdvZtgwE6WaAREFqGyUiGLN8U899VRWpFZXV7NcUAcDivfIBXL1Wm+uaJPujADP9Pnz5+PZZ5/NY8I//vGPrASh4LzhDW+IW265JW677bb8QjGmj2glC/QRN998s7Kws+boutr0BysrK3Hq1Kk8LiADd911VzaMMKJw1KEw/+Y3v4lf/OIXuX8pfQpjC467973vfXn8oG9wL8qua+JXvCD0xoWFhfjxj38cL774YvT19V2pQ3vy7LOxbjGi6ENw1D3xxBP5ePQO5KRxvDh8+HBHNuzWiHrF5vSA/5YAHd2vf/3rePTRR/MpxsfH461vfWtWlJ977rl4+OGHs6DjcSwba/63v2W97iCAMoSSROdVIo0nT57c5E0qV0vHd/r06Xj88cezcnz06NEsD88880w2xL70pS/FN77xjWxssxmvpXoEMIBeeumlGB4ezlEknvV///vf8ZOf/CQPlD//+c9jZmYmhoaGrkSW8CgiFz/60Y/ijjvuiPvuuy9vpPjkk0/G73//+2ygIxcMjEYpqyUTRCFRht/73vdm5ZiN11F2cb7gcEMucLwQjXrTm96UvcvNsoBShdxwvLJQrfZ/pasl6vzCCy9kOUBWcLg2FvQKnCso2H/729/is5/9bM5wQHGmf/jBD36Qjawvf/nLeczgHJZqEqCf+PCHPxzHjh275gZoUxyypZw7dy4b3YwXH/vYx+Lzn/98Nrwax4tHHnkk3va2t+36eKERVU3ZqsRV43Wms8NrQMoO3iEE/y1veUtWpAi78iICgUfB1JxKNOuWF0kbFkUZjyKeZRSd5pB8Scmg/VGC8BoiAyjSeJiQGZTj559/Pv7whz/EgQMHcgdoqR4B2hRlGGWZ5x/FhvZHcWYwnJ6ezp5nHCzF40ikgn6B1ByMKKITr3/963O0gigWjpmlpaUcoSTVx1IdAvQRZB8QTaQtX/e61+VoAW2JnPC8owSXCHYrWaCP4PWvf/1LWahO0295pThWcMBhHCMDn/rUpwLlmM9Lod9YX1/PESj6AgzxW2+9NRvlRK/pP77+9a9f0StwzJnWtyX2rv6S8YH2Y9pHc6HvKHoEjhYiUMgCzrp3vvOduX9oHC8YT4r+2XyunfyvEbUTetZtS4COr4TcmQuDMoSSRMGzhCLF/3iS/vjHP15J3Wh7Qr+oBAE6NiJJZT4DF91uECMFA+8zqTpEGkjNefOb35zvk7QMIhh0esypQcnWiKqECGy6SJwmvJoLijQDH8oP6RgY3QyKyMWf/vSnLBsf+MAHsgMG5ZqCUoS8YFBhgHOcRlQz2e7+nz6iMT2Hqy3pfIwbjA3IAlkKzHVpJwtEu5lHqSx0d3tv9+poa5Rh9AHkYHR0NKf80w+UgkygM2Bkkc777ne/OzvYcLhRh36CaARjB8cwZ67d+LPd6/K460cAo5r2J3MJRwvtzHNPO6MblPEChwuy8tGPfjTe/va3xxvf+MZ80Y3jBc4YxpxWY9FO7lAjaif0rNuWAB0aea0oOoRXmz0JeCNRfn73u9/lQRKPomXvEEA+yF2n42PwJHrVqFihaLEYBYYTCjYpHpZ6EWCARFmm4DVkgKQfQElCLohUMOg1pvMgF8ydou8g0k0Kj6X6BFCGaHPmuaAAowQxBwYDW1mofvtu5w5o59nZ2aws43QtC840GlHMj+OZZ+woi8yUdD0i27xI7eN7dA8cMpbqEvj73/+eMw5I+y4OWhae+fSnP31lQRnGC8YCCvoCUclSGscL+hVkbLeLRtRuE/V8mQCdFwMgSlFJvWhEQ2eHh4jvy8Ri0e0dAihNGNkYUEUWmuc8EYonIoUcMXha6kGgpGAwXxInCotL4E3GaMa4ZuAsK/jhdWye84QDhr4DuUB+LNUkgPKzuLgY3/3ud3NfQJszFjCX8vbbb8/RbFbvUxaq2b5vaqW/AAAUKUlEQVSv5qrJNjh79mxeJAKnKylZrUqREfoJ0kBJF29eOILIJJ+R9qdzthXF7v+MPp8x4ciRIzkbAUcaOsCf//znvBjNt771rRgZGYmPf/zjOeMJZxwGE+NF87SQMl6UPma3714jareJer5MgM4LTzKl5KU2oqGT43MUqnKc6PYWASIRtD2yQEdHJ9hYMK7oTFGqlZH6yAbtyYIizJXDY3z33XfnSDVGNEoSckHaDu2PXDRPDOd/PkdJ4jhLdQnw7NPOZRyg/UsqH21b3isL1W3jra4cY4g2ZgVOopCk+JOORTSpVUGvoH8o6Z/oEM1GFOMIn5XjWp3Hz7qbAGMB2Qak99PGpO5hRBFdxEj+6U9/mhcYesc73pEdb8gFfUSrhUTKeEF/0onxQiOqu2WpsldHJ9bcuTXfDMJPQfgte49Ao4wwKJYIRSMJZGQ7srT36FXzjlFs8Dp///vfz4oTStMXvvCFvNBMKfQHtHk7meBz5aKa7d941XiNmdeCxxkvMWndKEYsa40xVRafUBaq39bt7qCk77ISK0bUV7/61ZzKiTxQilOFvzhfSt/Ad63Gi8bP1SvaUe/+z4ky8vw3F+YzEalm7hwp/vQXZDKU0komOj1eaEQ1t5L/7woBIgh4DOjIWqVjoQTRUeIlKOH3XflhT1IJAihGpGTRWSILpPEwUKJYlUL0iWgDUQdSQi3VJ4CydObMmbx8Pctb33nnndmAwttIKasx4VFEwUJxKqs8lrvHEENekB1elmoSoK1pv7LFBXMiUZz++te/5nlR7CPFwgHKQjXbdztXTWSAlVtRiJn4/5WvfOXKqmrUJ/KA/sAiEcyL+eAHP5jnvaBXkMpLP0AacGMhYsGYwljSHMXezjV5TPcSoN3pM1jJkz6CvoIFqegjkCVS++hHGvWFMl7wWfOUgd24U0MAu0HRc2wigFJEvjIDJLnv7BPTWBB48lt5KBB6vUabENb6A4wo5jsxACIrDKTISSnFyGbVHYzsxkhFrcHU8ObwBKLsYDixfDHKEkuWM++F1B0cLuX55y8ygWzwnugEA2OjXGBY0XcU+akhsj1xS/QBpF6VuS084+wNxcRwHCgoSSg+ykJ9xYFnHGcaEUlWVmOrCyKTrL7GC0MI+eAvegLKM/KBbkG/wKITJaOFfgbHC3KD/BDRap4fU1+Se+fOaGfal7ZGd2C8QD6QA/QFxppW4wULkTTuLbVbxIxE7RZJz3MNATpHBj9Cr3RqLFtKR4nChGcAJYjljdk7htxXPUb1EKCSgoWRXCb18p7PaXeiTbyQDwZCBkVkAPnoT6txsaEqihUDJEtZ8yJa0S5Hvh7U6n0XGD3Ly8s5hQ/PMm3MZojku+MZZEBEHsqLfgMFiAGPvT04jonFDJiswsRAidHNJoxl6fN6E6zX3dEfMBeOPp/xgOe99A9EHXj26TtQrlGY28kC51AWqi0bPNMYTbQz/XxzYUNtFpvAuP7EJz6R58Cwwhp1+Ev/wMquyArjS+kfkC1WcTNS3Uy0Gv8zJuBUpW9gjOAvfUJJ+6X/R3aYS4v+wDiAs5VoZekvmseLT37yk5u2VtgNGhpRu0HRc7QkgOWPd+l73/te3hwPgaczZMUlUjVQqNgUjVdJ52l5Ij+sDAGUIdKv6ABJxaOgRDPAsTQtkQU80BhQDJzIw+HDh/M+EHgN8SjRKfL/L3/5y6xkEa1gvw9LNQm88MIL8fjjj+f2fP/735/7BAwl5KQsGIKyUxRq7hLHCkscz8/P58GRgRRP9M9+9rPcdxChII1jt/f8qCbhal01hhITw3nWS+SJ/gHFiDkObL6N0Uy0kn6ilSzQRyAHzzzzjLJQrea/5moZC3juiUI2Lk1dDqKf4FlHVnC+EHWgz2CTXXSKp556KjtZ0C0YX5hPxxgzfHnDVeTHUj0C6A/s90UmE2M/soEewXLntDH7w73nPe/JugNtTIonnzE+ICM45OgjGscLls3vhDNWI6p68lWZK8aTTMoOIXc80T/84Q+zMsSAiQLF0pVsxIuwI/SW6hPAy0x+O2lbv/rVr/INoUSTu/zkk0/mlC4UJwwjPI8owUQUyG8nYvntb387G9RlzguLDnCsg2F1ZYP0PQwo+gHaH29xmS9Z7orlajGK8DBTmBvzoQ99KM+HWEkbLT/yyCNZLohSMEh+7nOfy8c4V656ckEfwbPOktYlWo0yzXui1GQv8EIxon1byQKe6TIfRlmongyUK6bdebUb/4ko8R1/ef5pd/QKdAf0iOeffz7rFXxX5sTcdttt2ciinzDDpZqygX5IttK5c+fyHNoiI/QPzHnDEYduiWGN8xUdAR0CQ4sMJxz0zeMFukYnxguNqGrKWCWuGoHFi8hkUDo+FCi8RXyOssTnhOdRqCz1IYCnkFSbskkiEYSykS5KMPPj8B4y6PGX9qdjJBRPB0hnyPF4jj7ykY9kI5vB01JNAmUiMKmblFYbJ5PqywBZCoMjDhdkAWUbLyPvSdsgQoHRpVxUUx54lnm+6R8YDzCGUISIOvD5rbfemqOQpOVQ2skC8vSud71LWaimGGzrqtETUKAZJ0pqHn/RG+gviGIRvSS1j/6C1T5xvuCQMbtlW4i78iD6A5579AXGC/QD9AQi1ESmMJLRLYtztSyFjvHF3oOk+SIfzeNFJ4zqG1L6zX+6kqIXVRsCKNXlhbjRKSLMPCgMqO28ULUBsIduhPbFo4yXkFerQnvT7mVBAeoU+aAu/zcfg8xYqkmgzIPb6uqRheJp5jhkgBcyVObXFbngOPoOZES52Ipqd37HBHDalWee92VMKN7mIgdF4VEWurMdX4urwnGCjPCs88wjE8gDhX6hWa/guJIWrF7xWrRQZ36DNmfcQB9o7CNo00ZZKG2MTHBckYdSh+87PV5oRHVGBjyrBCQgAQlIQAISkIAEJFBTAk5EqWnDelsSkIAEJCABCUhAAhKQQGcIaER1hqtnlYAEJCABCUhAAhKQgARqSkAjqqYN621JQAISkIAEJCABCUhAAp0hoBHVGa6eVQISkIAEJCABCUhAAhKoKQGNqJo2rLclAQlIQAISkIAEJCABCXSGgEZUZ7h6VglIQAISkIAEJCABCUigpgQ0omrasN6WBCQgAQlIQAISkIAEJNAZAhpRneHqWSUgAQlIQAISkIAEJCCBmhLQiKppw3pbEpCABCQgAQlIQAISkEBnCGhEdYarZ5WABCQgAQlIQAISkIAEakpAI6qmDettSUACEpCABCQgAQlIQAKdIaAR1RmunlUCEpCABCQgAQlIQAISqCkBjaiaNqy3JQEJSEACEpCABCQgAQl0hoBGVGe4elYJSEACEpCABCQgAQlIoKYENKJq2rDelgQkIAEJSEACEpCABCTQGQIaUZ3h6lklIAEJSEACEpCABCQggZoS0IiqacN6WxKQgAQkIAEJSEACEpBAZwhoRHWGq2eVgAQkIAEJSEACEpCABGpKQCOqpg3rbUlAAhKQgAQkIAEJSEACnSGgEdUZrp5VAhKQgAQkIAEJSEACEqgpAY2omjastyUBCUhAAhKQgAQkIAEJdIaARlRnuHpWCUhAAhKQgAQkIAEJSKCmBDSiatqw3pYEJCABCUhAAhKQgAQk0BkCGlGd4epZJSABCUhAAhKQgAQkIIGaEtCIqmnDelsSkIAEJCABCUhAAhKQQGcIaER1hqtnlYAEJCABCUhAAhKQgARqSkAjqqYN621JQAISkIAEJCABCUhAAp0hoBHVGa6eVQISkIAEJCABCUhAAhKoKQGNqJo2rLclAQlIQAISkIAEJCABCXSGgEZUZ7h6VglIQAISkIAEJCABCUigpgQ0omrasN6WBCQgAQlUmMDydAz13BA33DAQkwsVvg8vXQISkEBNCWhE1bRhvS0JSEACtSGwNhcj2aB4la/e8ThTGwjeiAQkIAEJdBMBjahuag2vRQISkIAEJCABCUhAAhLoegL/0/VX6AVKQAISkIAEMoF9ccvR+Zib6NsWj56e3ujd1pEeJAEJSEACEnh1BDSiXh0vj5aABCQggetJoK8v+vv7r+cV+NsSkIAEJCCBMJ1PIZCABCQggT1AYC1mR3ryvKqBvFLDWizMTsboUH/09fQEUav+wZGYmJ6P1S1orC2eihPjIzE00Be9zNNK9fr6B2Nk/ETMLa5tUTP94uJcTI0Nx2B/b/TckH6ztz8Gh8diam4xXU37ki6PyjE7ORpD1OV6qTsyHtPzW11t+3P6jQQkIAEJ7IyARtTO+FlbAhKQgAQqQiAbI6msra3EmcnhGL7vm3Eaw6c3fXFxPS4sPR0Pf/GOGBydjeVN97QRy7OjMTh0dxx79Ok4e34jevoPxsFk1GysLsXTjx6Le29OxtTMYmxsqhup7liqe288cPK5WLqwHnFj+s31C7H03Ml44N6hGBqbi5UW9SLScWtnYnJ4KO775ulYXOu5fLmp7tOPxhfvGIrxM1uZYC1P6ocSkIAEJLBDAhpROwRodQlIQAISqAKByxZUutS1heMxMRsx9p1z8fLGWqyursXGyy/GY/cfSrOuIl46PRmTs9dGeDYWpmJ04nRcuLgv9h95KH77l1RveTmWl1dibfVcfOeeg6nuhXh6MkWWFq41ozYWp2Js4mSue+gz30l1/xkba+k3//mXePbBI7E/Lsb5k+MxNr3ZdCNiNj81EXM9E/HYiy+nequxurYRL597KI7sh/uFmDs+28YAq0K7eI0SkIAEqklAI6qa7eZVS0ACEpDAf0ng4vmV6Ds+F7Pjg1cXnugdiLGZuTh+CDNqPebT+5Ur51/Nhsr5i+mDg5MxNzcRQ41rW/QOxvjsbEwcTN9fPB+zJ041pOetxanjM7GU6u67JaX8zY6nupcNup6+GJ6ci5n7sYYuxtnpmVjYdE8X4uzqcMyemY6xgavLZPQOTsT01O3Z6Lu4OB8LBqM2kfMDCUhAAp0koBHVSbqeWwISkIAEdpFAMjS+eGCb+0UNxtRim5/eNxwT4wMtvhyI0WRYXTJMzsR8MUzW5uPUfErBY3XAiWRAXQ1qXT1HT0qrGz+U/1+fPxXzJRiVUvHmLtcdGh+Lzb/aEyOT0/Hggw/GQ8dHondTLmCKXk1MxchV++nKb/YPDMQlW241Vq4NnLW4Nz+SgAQkIIHdJODqfLtJ03NJQAISkEDXE9g3MBxDLYwSLnwgGSY9cTYuXlyJlKkXMZheywuxSBQqmSyDg/28aVkGBgfixliK9fXlWEiZeaOX6y5jf+W6jeGrhlMMjMbkZuvq8gG9aS5Vmy970yITHHVxI1KGn0UCEpCABF5DAhpRryFsf0oCEpCABHZCIEWCvpaiQuP9r3yStIpEsjFal7RMehtzJtk6l75bTwl5adpSLhuraR4Sb/al5dXbVkxLQPSWuqut67a7ntZXefnTtNdVq8jX5W+3+GrLs/qlBCQgAQnsjIBG1M74WVsCEpCABF5LAmkeUV8ydHZU0rLkWxkfl77biI3L0Z2N8ib9aFnhr+Xvs/R4/uJqXU5y6TTpm61+tOUJ/VACEpCABLqVgHOiurVlvC4JSEACEugQgWLYtD59MXqKwcS+TKU02FObKzcYTFeqtDKsNtf0EwlIQAISqBgBjaiKNZiXKwEJSEACOySQ0vPKmhGbzlRS91LCX0kH7Cnpf2me1FYLOFxJ+0t1S9rfdutuug4/kIAEJCCBriagEdXVzePFSUACEpDAbhO4yEIRbRZiWEl7P+Wv9vVHWifiUhkYisEbebsWi6wY0aYsLyymxdFTuWkwrqw/keoOXK670K7ucloefWwsxsam4tRqm5P7sQQkIAEJdBUBjaiuag4vRgISkIAEOk5g/UzMzrWyVpbj1Nxi2rEp2VBDIzFcsvh6R2JsGEsoLbE+m/ZyamWAbczHzNz5fOk3DY+2rLuU6l5Z+rzhJhdnp+PhkyfjZNrsqe1iGB2H4g9IQAISkMCrIaAR9WpoeawEJCABCVxfAindbmUlpdVt65VW1WuRt7fvpp5YmBqLqTMrlxd94JZW48zUeBw/iwl1U4xOjjWs4Ncbo8cnIu/De34mxsZnYrHxvKsLMT02Hg9fSN/feEtMHR9tWEOise43Y3z0RJxZKStWrMbCTIpATS+liuxBNXnV+Lq+lP11CUhAAhJ4BQKuzvcKgPxaAhKQgAS6hUCKBD1wOA48sP3rOXT0XCyeYMOmhjJ8PKZ7TsT4XQdi+qaDMdCXEvWSUXZhPcegYv89MzE9eu165D2DJ2JuZiVGJk7GhZP/Gzefmor9A/1pc9xk1J1/6VIa375Dcf/sqU17Pl2qu5zqno4LTx+Luw4ci303psjWxnraj4rruvSbc1Mlf3D79+eREpCABCRwfQgYibo+3P1VCUhAAhK4bgT6YnR2IeYfuj9G+jZiZfl8rG70xP5Dd8b9D83H4txoy32kBsbnYnHxifjaZ+6MQ8nwWl1aiqUUVeo5eEscuf/B+L8012pmNH3RogyMn0rzqR6Lo/fcHof2JwNqPc2e6rkpDt5+Txx9LM3RmhuP/hb1/EgCEpCABLqTwA3/SaU7L82rkoAEJCABCewWgY2YS9Gle09fjH33PBFryVBy26bdYut5JCABCew9Akai9l6be8cSkIAEJCABCUhAAhKQwA4IaETtAJ5VJSABCUhAAhKQgAQkIIG9R0Ajau+1uXcsAQlIQAISkIAEJCABCeyAgEbUDuBZVQISkIAEJCABCUhAAhLYewQ0ovZem3vHEpCABCQgAQlIQAISkMAOCLg63w7gWVUCEpCABCQgAQlIQAIS2HsEjETtvTb3jiUgAQlIQAISkIAEJCCBHRDQiNoBPKtKQAISkIAEJCABCUhAAnuPgEbU3mtz71gCEpCABCQgAQlIQAIS2AGB/wcdwri760ILvwAAAABJRU5ErkJggg==" } }, "cell_type": "markdown", "id": "4e64feda", "metadata": {}, "source": [ "![image-2.png](attachment:image-2.png)" ] }, { "cell_type": "markdown", "id": "c280f7de", "metadata": {}, "source": [ "Where blue is training set error and orange is validation set error. " ] }, { "cell_type": "markdown", "id": "2c5ebf0c", "metadata": {}, "source": [ "Even though our model is continuously improving and able to create the arbitrary complexities involved in the spectral prediction, these learnings say very, very little about new data. It looks like the optimally generalized model is created around epoch 8, which is long before the model fits the training data as much as it can. " ] }, { "cell_type": "markdown", "id": "8cc43110", "metadata": {}, "source": [ "Consider the chemistry of a long alkyl chain with two carbonyls. The chemistry is *very* different when there are zero C between them, 1 C between them, and then again 4 or 5 C between them. In my opinion, we simply lack a linear basis space on which to express chemicals and their behavior. Lewis structures are extremely communicable, but utilizing them is an art form." ] }, { "cell_type": "markdown", "id": "58b9617b", "metadata": {}, "source": [ "### How to improve this model?" ] }, { "cell_type": "markdown", "id": "ab99a468", "metadata": {}, "source": [ "More time availability is always a great start :)\n", "\n", "I suspect that reforging this as a classification problem might yield more diversely predicted intensities. As it stands, there is a \"central tendency\" of predictions to approach 50% of the maximum relative intensity. \n", "\n", "I would also like to rent a large computer and benchmark the deep learning against some classic ML approach such as random forests. " ] }, { "cell_type": "markdown", "id": "a1db9eb6", "metadata": {}, "source": [ "## Code availability" ] }, { "cell_type": "markdown", "id": "9a5ca73f", "metadata": {}, "source": [ "https://github.com/plbremer/gc_intensity_predictor" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }