diff --git a/docs/circuit_cutting/tutorials/01_gate_cutting_to_reduce_circuit_width.ipynb b/docs/circuit_cutting/tutorials/01_gate_cutting_to_reduce_circuit_width.ipynb index 214ef921b..e7515aead 100644 --- a/docs/circuit_cutting/tutorials/01_gate_cutting_to_reduce_circuit_width.ipynb +++ b/docs/circuit_cutting/tutorials/01_gate_cutting_to_reduce_circuit_width.ipynb @@ -283,9 +283,16 @@ "metadata": {}, "outputs": [], "source": [ - "# from qiskit_ibm_runtime import Session, Options, Sampler\n", + "# from qiskit_ibm_runtime import Session, Options, Sampler, QiskitRuntimeService\n", + "# from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", "#\n", - "# with Session(backend=\"ibmq_qasm_simulator\") as session:\n", + "# service = QiskitRuntimeService()\n", + "# backend = service.least_busy(operational=True, simulator=False)\n", + "#\n", + "# # Prepare transpiler for target backend\n", + "# pass_manager = generate_preset_pass_manager(optimization_level=1, backend=backend)\n", + "#\n", + "# with Session(backend=backend) as session:\n", "# # Set up Qiskit Runtime Sampler primitives.\n", "# samplers = {\n", "# label: Sampler(Options(execution={\"shots\": 2**12})) for label in subexperiments.keys()\n", @@ -293,11 +300,9 @@ "#\n", "# # Retrieve results from each subexperiment\n", "# results = {\n", - "# label: sampler.run(subexperiments[label]).result()\n", + "# label: sampler.run(pass_manager.run(subexperiments[label])).result()\n", "# for label, sampler in samplers.items()\n", - "# }\n", - "#\n", - "# session.close()" + "# }" ] }, { diff --git a/docs/circuit_cutting/tutorials/02_gate_cutting_to_reduce_circuit_depth.ipynb b/docs/circuit_cutting/tutorials/02_gate_cutting_to_reduce_circuit_depth.ipynb index d92fbfa06..ed39cee76 100644 --- a/docs/circuit_cutting/tutorials/02_gate_cutting_to_reduce_circuit_depth.ipynb +++ b/docs/circuit_cutting/tutorials/02_gate_cutting_to_reduce_circuit_depth.ipynb @@ -32,7 +32,7 @@ "outputs": [ { "data": { - "image/png": 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TFp2e10cLAqA13Uv6DMHzhqqcKpVpOXo1YyAI+WMtADONqhxBW/4Yc3qfsuj72UsQACEPUjZjxGQJucZMo8pSCIJgdmf0mDFjsGbNGgwYMAD9+vVDTEwMVq5cCU9PT1y+fBnXrl1DkyZNEBMTg7p16yI+Pr5gTxm1Wg07OztcuHBBr41/Db1k6fSwRciM1n+8WJzqKxG8ZWal5ph81RMxOfot6RObbzU1fmhm3CV9DzPVaD70cJFj5S2FffSNS7sRfyI+sXiTo6SlsL8uaIuugR7GKbqCfg+9h6lf63c7wdf6+WLhxGYiV1QUzxtxiHHekOnKztGiyZBD0D12NZEYmbbmkwA806G20equiF3HVXh70SW9xg5/1htfTZX2G0hmmjiYaVVLrlqHpi8egvqxuyyJkWnLP2qN556W9lLtJ/11+gHGzb+g19hB3b2wZIa0d/FhpomDmWZZqswlSwCwZMkS2NraYseOHTh8+DCCg4Oxfft2zJs3D1FRUQWb/bq4uAAA0tLSChoyqampRZ4rj42NjUFLj2xtTeN/Ultbw+oucY5IACbyxaKtrW2l/z4laVjXFVF3Cze71WqFYktZSxKfmK3XOADo3bUJ3N2qVbhGY5jwkhILVkcgKS0XpbVgFcj/vmXG60Hw8akpZXk8b0Qi1nlDpqtpfTdcuZla8FisTPOq5VjREo1i7FAvzF8VAVVSdqmZ9siMMUHw8ZG2Kc5MEwczrepp2agmzj+2sa8YmfZsl8bw8dbv9wKxjBpUB5+ujEDs/Uw9Mq0tfHw8pSns/zHTxMFMI8BM77Lk7OyM5cuXQ6VSIT09HQcOHEBwcDDCw8PRsmVLWFnl/7Xc3Nzg6+uLixcvFrz2woULcHFxgZ+fnzzFk0kJCRL3G5EWDWvI3owBgGr2NtjyVQ/Y2VqVuMpfochvxnz9Xnu09Je2GUNExhPSzkvU+f3rVZe9GQMAdrbW2PJVD9jbWaOkC5ce5dznU4LQtpm8KxSJqOLEzrR6dZxRr46zqO+hDxsbK2z9qgcc7G3KzLS5bwUguLW0zRgiEpdZNmRKkpqaitjY2GKXIY0bNw6ff/457t27h4SEBMydOxejR4/Wa0NfsnwThjYRdf43h4k7vyG6t6+DI6ufQ3Dr4pca1Pd2wfqF3TBtZEsZKiMiYxk/pOpk2tOBShxf0w9PBxb/5aSelzPWzO+CmWNby1AZERnL+Bcbizr/m0OblHijEDl0aFUbJ9f1Q7cSmlC+SiesmNMZn7wVKENlRCQmi2nIhIXl74/xZEPmo48+QteuXdG8eXM0bNgQTZs2xeLFi2WokExRUPNaJTYojKG6ix1e699QlLkrKri1J0798jz2L+tdcOy3RSGI3D0Ur5pYrURkuFb+NUX7RtnFyRajX2gkytwV1a5FLRxf2x8HlvcpOLZhYTdE7RmK0S/4y1gZERlD4/pu6N3JW5S5HavZYMxA08qJgKYeOLL6ORxa0bfg2C+fdcOtvcPwhsgNdyKSh8U3ZGxsbLBkyRKkpKQgLS0Nq1evhoNDyZuByaHRyz3x3M7P0HfHfLg1qVvimD6/f4rgxeMlrqxiEg+swvX3O+H6zKeRfbvkTWRvzArBnaVvSlxZ6X6a3Rk2Nsb/duT79zvC1dnO6PMaQ/MGNQr+3CVQCSsr0/h2SF88b4hKt3RWJ9jbGX8V6FfT26OGq73R5zWGpvXdCv7cLcgL1tbm9fGGmUZUuh8+DIZDNeNn2qKpQajtbjq/EzyusV/1gj93b8dMkxszjcRkXmd3Gd5++20IgoCOHTvKXYre7Nyc0XjUs9g3eA5OTVuGDvNfLzbG55m2UGfoectimWnSk5GwfxkaLzwGv0mrEbNqSrExqed2w9pB3o3TntTKvybmvln+ElBVYjZ8em2ET6+NUJWwc//jnu9WFyMHcMWJGHjeEJWt6VNuWDCpbbnjDMm03p288YbIlw5UVcw0orI1qlcdi6e2K3ecIZnWvZ0XJr4k7R0lqwpmGpFhLKYhY45qBTSE6u8rEDRaPLx5D/Y1XVFkx1WFAk1e74Pra/fLV6QBMiP/gXOLEChsbFHNpzE0DxMhPHb/VUGnQ8LeH1HruYkyVlmyj95ojfFDyv5l49HO/nH3s4rdMvFxwa1r47fFISZzTbKl4XlDVL7po1pg0oiyf9nQN9OCmntgy1c9mGkiYaYRlW/SiGaYNrLs29frm2ltmtTE79/2NLvVweaCmUZkGDZkZGTn5oy8tMyCx+qMbNi5Ft69ouGwENzZexbaHLUc5RlMm54MG+fCS2GsHFygzUoreJx0eB3cggfDylb+uw49SaFQYNnHnfHRuNYl3oVIXy90r4sDy/vA2dHWeMVRETxviMqnUCiwZGZHzH0roFK/dPTr6ovQlX1N9vJLS8BMIyqfQqHAV9Pb47PJbWFtXfFMe7aTN46ses5kL7+0BMw0IsOwISOjvLRM2Lk6FTy2dXZA3sMsAIC1vS2eGtwFUZsOy1Wewayda0CbmVrwWJedDmvH/GtgdXk5SD72Kzx6Fl+2aCqsrBT47J0gnFzXH/71qpf/gsfUcLXD+oXdsP27Z9iMERnPGyL9KBQKfPJWIP7+pT+aPuVm0Guru9jh53ldsOuHXmzGiIyZRqQfhUKBj95ogzMbnkeLhjXKf8FjXJxssXxOZ+xf1htubMaIiplGZBgbuQuoyhLOR6LNe8OgsLaCs29t5CY/BIT8JZbOdWvDrroTnln/IezcnOFQ2w0NhnbDza3HZK66dE7+HXBv4ycQtBrkPrgNG1cPKKzye36596OhzUxF1Pz+0GQkQ52iQtLhX+DeY6TMVRfXqY0nrmwfjD0nYrB08zUc/uceNJqSl74GNHHHm8Oa4OXnGrARIxGeN6Z53pDp6tCqNsJ+H4R9J2Px46ZrCD17D2qNrsSxrRvXxIQhTfBq/wZwcWIjRgrMNGYaGSaoeS1c3DoQf/0dh6Wbr+Hg6TjkqUvOtJaNamD8kCZ4rX9DVHdhpkmBmcZMI8OwISOjvNQMRP4Wir7b50MQdDjz4Sp4d28DOzdnRG8/id19PgAAKIObo/7AziYdVgBg41ITHr3G4caHXQErK9Sd8CPSzu+HNj0ZNbu9jKbf/AsASA87iuQTm0w6rGxsrPBC93p4oXs95ORqEBaZglMX7uPdL88CALZ82R3PdvLhD3cZ8Lwx3fOGTJe1tRX6d6uL/t3qIjdPi/CoFJz4T1WQaZu/6I5nO3nzm2MZMNOYaWQ4a2srPNfFF8918UWeWovwyBScOK/C1C/yM23j4hD07uzDS5NkwExjppFhFIIglL7rFRnsz25TkRoRK3cZcPP3wcBj31VqjmFHgFvpxqmnsp5yAbZ0l7eGWFUmfJ/dBACIOfASfJRO5bzCdJna34XnjThM4bwh02VqOVAZpvZ3YaaJg5lGZTG1HKgMU/u7MNPEwUwjgHvIEBERERERERFJjg0ZIiIiIiIiIiKJcQ8ZI3PxU8pdAgDj1OHtWP4YqZhSLWR8PG/EYUq1EFUlzDRxmFItRFUJM00cplQLyYcNGSPruW6m3CUYzbcd5K6AqgqeN0RkSZhpRGRJmGlE4uElS0REREREREREEmNDhoiIiIiIiIhIYmzIEBERERERERFJjA0ZIiIiIiIiIiKJsSFDRERERERERCQxNmSIiIiIiIiIiCTGhgwRERERERERkcTYkCEiIiIiIiIikhgbMkREREREREREEmNDhoiIiIiIiIhIYmzIEBERERERERFJjA0ZIiIiIiIiIiKJsSFDRERERERERCQxNmSIiIiIiIiIiCTGhgwRERERERERkcRs5C7A0oSOWoT02yq5y4CLnxI9182s1BzvngXisoxUUCV5OwLfdpC7CqLymUoGAJaVA8wAInkw08TBTCOSBzNNHMy0imNDxsjSb6uQGhErdxlGEZcF3EqXuwoi82JJGQAwB4iqOmYaEVkSZhqZGl6yREREREREREQkMTZkiIiIiIiIiIgkxoYMEREREREREZHEuIcMURUhCALOXk7AmcsPcPLC/YLjb84/heDWtRHU3AMh7bxgb2ctY5VERPoRBAHnwhNx5vIDnPivcIPGCfNOomPr2ghq5oHu7b1QzZ4fdYjI9AmCgP+uJuL0pQc4/limjZ93Eh1b5X9O697OCw7VmGlEloRnNJGFy87RYMW261i25Tpu3E4r9vyeEzHYcyIGAFCrRjWMHeyPKa80h9LDUepSiYjKlZunxcrfb2Dp5mu4diu12PN7T8Zi78n8DRvd3ewxZmB+pnl7OklcKRFR+fLUWqz+IwJLN19DeFRKsef3nYzFvv/PtBqudnh9oD+mvtocvkpnqUslIhGwISOTp7+biIbDuwMAdFotsu+nIv5UOM4v/BVZqmSZqzPc7e9HI+nwuvwHVlawreEFl5Y94D3yc9i5e8tbXBV2+tJ9vD77RImNmJIkpORg0erLWL71OpbMDMYr/RpAoVCIXGXVZUk5wAwgKZwLT8Do2cdx9WaqXuOTUnPx5dowrPj9Br6d0QGjX2jETBMRM43IMOevJmL07OMIiyzeiClJysM8fPNLOFb+fgNfT2+PcS82ZqaJiJlGUuAeMjJSnbmKza3GYVvQWzg+8Tu4t/BDyIrpcpdVYc7NuqDV2ni0XHUX9af/hqzoC7i1eKjcZVVZSzddxdOj9ujdjHlcysM8vPbRMYz95AQ0Gp0I1dEjlpQDzAAS08pt19Hx1V16N2Mel5aehzFzTmDkrGNQq5lpYmKmEeln3Y5IdHhlp97NmMelZ6oxft4pvPT+EeSptSJUR48w00hsbMjISJenQXZCKrJUybh/5hpubDiE2u0aw9bZQe7SKkRhYwfbGkrYuXvDpXlX1Hp2PDJvnIY266HcpVU5SzddxcSFp6HTCSU+b22tgLenI7w9HWFtXfo3K2v+jMSYOSdKnYcqz5JygBlAYln9xw2Mn3eq0pm2YfdNvDbrKLRaNmXEwkwjKt8vOyMxevZxaLSVy7Qtf0XjpfeP8MszETHTSGxsyJgIB88a8OvfETqNFoIFfFDMS7qHlL+3AVbW+f+RZM5ceoDJi86UOUbp4YDYgyMQe3AElB5l/0BZvzsKP266aswSqRSWlAPMADKW81cTMWH+qTLHGJJpm/dH49v1V4xZIpWCmUZUXFhEMsbNPVnmGEMybXvoHSz++bIxS6RSMNNIDNxDRkbKTs3xStR6KKysYONgDwAIX7YTmuxcAEDIyum4d+wSIjYcAgDUbFEfXZdOwa5eM6DNVctWd2nSw4/iwnBnCDodhLxsAIDnwOmwrpa/kWLK6e2I3/xpkdfkxFyF77jvUavvW5LXa4lycjV4fc5xo69omfndv3iuiy8a+LoadV6yrBxgBpCx5am1GD37OLSlfItcUR//7z/07+aLJvXdjDovMdOYaVQWtVqH0bOPQ23kFS2f/nQBA0LqoqV/TaPOS8w0Zpr4zLohc+nSJcyZMwdHjx6FIAjo0aMHli1bBn9/f/Tr1w+bNm2Su8QyJZyPxMkp/4O1vS38BnRCnS6tcGHxxoLn/5m9Bn13zMedvWeRm5KB4EVv4OxHq03u5H7Eyb8D/Kaug5CXg5STW/Dw0iHUeWVBwfM1ggehRvCggsepZ/5E3PqP4N5jlBzlWqTV2yNwPdrwPWPKk5Wjwez//YffFnc3+tyVodXqsOd4DDbsuYn7SdlwdrTBgJB6eKVfAzg72spdnl4sKQeYAWRs63ZEVmh/hfLk5mkxa8l/+P3bnkafuzK0Wh32nYzF+t1RUCVmw8nBBv27+uLV/g3h6mwnd3l6YaYx06h0G/fdxPlrSUafV63R4aMl/2LX/541+tyVodMJ+OtULH7ZFYV7CVlwrGaD57r4YOTzjVDdhZkmNWaaaTLbhkxoaCj69++PevXq4eOPP4aDgwPWrl2Lvn37IiMjA23atJG7xHJpc/KQflsFALj45Wa4+CnR4bOx+Pu9nwAAWapkXFm+G0GzX0PihSik3YpH/MkwOUsuk5WdA6p5NQQAONRrgVzVTcSsmIx6k1YWG5uXGIu7yyei4Sf7YGXP2ysbgyAIWLr5mmjzbzt4G9+9n43a7qZxzeyN6FQ8P/kgIu/mX/eqUACCAOw9EYsZ3/yD3xaFoH+3ujJXWT5LygFmABmTIAhYukW8TNtx9A7i7meazO2wb8Y8RP9JBwqa6goFACH/lrcffHcOv3zWDYN6+slaoz6Yacw0Kp2Yn9P2nIjB7bh0+Hm7iPYehrgdl47+kw7gyv9vxP7oc9r+U7GY+d2/WDO/C4b1fkreIvXATGOmic0s95BJSEjA8OHDERgYiAsXLmDGjBmYNGkSQkNDcffuXQAwi4bMky5+tRkNh3eHe+sGBceur9kPt8a+aDlpIM59uk7G6gznNWIuEkPXIDPy3yLHBZ0O0d++CuWLM+Ho10qm6izPf1cTK3T3EX2pNTps2n9LtPkNEavKRMiYvQXNGCD/h/wjGVlqDJp6CKFn7slQXeVYUg4wA6gywiNTcPG6eLcV1WoF/Lb3pmjzGyI+IQshY/YUWeEoCMCjWMvM1mDo9MPYfzJWngIrgZlGlC/idhrOhiWINr8gABv2RIk2vyESkrMRMmZvQTMGKPo5LTtXg5feP4KdR+5IX1wlMdPI2MyyIbN48WKkpKRgzZo1cHAo/La+evXqCAwMBGCeDZn0aBViDv6LwJkjCg8KAm78chCxoeeRm2ReO2BXq9MIbu2ex70Ns4ocj9+yANYOrqjdf7JMlVkmMX/IP/JPuPjvoY/PV1+CKim71OcFAdDqBLz75RkIgnndIcqScoAZQJVRlTLty7WXEXs/q9TnBQHQCQKmfsFMkxMzjSrjbNgD0d/jn7BE0d9DH9+sD8ed+IxSn38UY1O/OGN2d/JkppGxmeUlS5s2bUKXLl3g7+9f4vOenp5QKpUAgC1btmDJkiW4ePEiPDw8cPv2bYPeS6PRQKVS6T1erdYYNP+TwpfuRL9dn0EZ3Byq0/9/FwidDoKBYaVWaxAbW7lv0tRqTwCV24fDc9AM3JjZGelhR+HSMgQZ104h6dBqNP3mvIG1qBEbe79StVRWfGJO4Z9V8YCmmozVFHfi37tFHltbK0rdmd/rseNeZezer0rMLrKZ5j+XVZX+d1VZGVkarN0RUe44QQDCIlOw42A4gprVkKCyfJXNAMCycsCSMsDSmHqmHf+36DenomRa2H3ZMy07V4tVv98od5wgADdup2Hr3svo1NpdgsryMdOKYqaZLlPPtGPnxM+0c+HyZ1quWoflelxuKghAdFwGft15Ed2DaklQWT5mWlHMNONRKpWwsTG8vaIQzOyrFpVKBS8vL0ybNg1ff/11ked0Oh28vLwQEBCA/fv3AwAOHjyIpKQk3L9/H99++63BDZnY2Fj4+vrqPX6Bey942xr3TjQNh4XAvXUDnJ21Wu/XxKkf4uOkg5V632Y/hMOhbvNKzfE4TUYqrk0LhN+k1XBpZdjmsNl3r+Dq5BZGq6VCbGoATb/M//O1GYDG+BtNVkq9yYBr64KH3p6OiD04oowXlM+n10bEPf6trSYduPZupeasNId6QMPZ+o+/txFIChWvnieIkQGAZeSA2WeApTH1TKv7JlA9qOChKJmmzQGuTqrUnJVm7w34f1r+uEfitwGJ+8Wr5wnMtNIx00yMqWea7zjArWPBQ1EyTacBrrxZqTkrzc4TaPyZ/uPv/wk82C1aOU9ippWOmVY5MTEx8PHxMfh1ZrdCJjMzEwCgUCiKPbdjxw48ePCgyOVKvXr1AgD8+eefUpRHZUjYvwzqlHjE/Fz0F3r37qPg+YLMv+STnkzhKkcDa1BYi1MGGYwZQIYp/nPe+G8hwXuUW4OhmWYCNRMAZhoZiplWMlP4bEkAM00uZrdCJi8vD46OjggICMC5c+cKjt+5cwedO3dGXFwcNm7ciJdeeqnI6/78809MnTpV9EuWTg9bhMxo/ceLxam+EsFbZlZqjslXPRGTYxq3DvatpsYPzeS/ZKn9yGMAgH9+6QYvD9NaCvvOl5ex/Uh8wePylsKe2zgQANBuxJ+ITyx5P5Ynl8LWVTrg1M9djVd0BSSn5aHtq0eh0eoXXes+DUSPdtIthTWVDAAsKwdMIQMsjaln2nvfhWPzgbiCx2JkmtLdHufWhxit5opIy1Aj8OUjyNPol2krPm6Dvp08Ra6qEDNNHMw04zP1TPvox6tYvyem4LEYmVbT1RaXNvUwXtEVkJmtQZsRR5CTp9Nr/P8+aIUXunmJXFUhZpo4mGkVv2TJ7FbI2NnZYeTIkVizZg1eeOEF9OvXDzExMVi5ciU8PT0RFxdn1A19bWxsDFp6ZGtrGv+T2toaVneJc0QCyCl3mCRsbW0r/fepNJvMgj96Kb3gozSNW6U+0ikgpUhDRqsVii5jLUV8YrZe4wAgqLmn7P8/+PgAQ3rdKfeOTwoF4OPphFcGtIa1tXTfvphKBgCWlQMmkQGWxsQzrXNgWpGGjBiZ1rZ5bdn/XfkAGPFcDNbtjCxznEIBKN0dMHpQAGxtmWkVnoOZZrlMPNOebptRpCEjRqYFNqtlEv+uRg5ohBXbyt4bSwHA3c0e44YGwt5OutXMzDRxMNMqzizXiC1ZsgTjx4/H2bNnMX36dJw9exbbt29HnTp14OjoWOpmv0SWLKi5h0W8hz4+HNcaDvbWpa7MVSB/s7h5EwMlbcYQkfFIkmnNTCPT3n+9JZwcbMq82kAQgLlvB0rajCEi45Eib0zlc9p7o1rCxdG27EwDMOfNAEmbMUSmyCx/qjs7O2P58uVQqVRIT0/HgQMHEBwcjPDwcLRs2RJWVmb51yKqlKcDPFGntqOo7zGsd31R59dXK/+a2PlDLzg55H/L8eTPewHAV9PbY/QLbM4Smav2LWrBr46zqO8xvM9Tos6vr2YNamDPj8/CxTF/2XlJv8QsfCcI44c0kbgyIjKWNk3c4V+vuqjvMby3aWRao3rVsW9Zb1R3tgNQcqZ98mYAJo1oJnFlRKbHYjoXqampiI2NLXa5klarRU5ODtRqNQRBQE5ODnJzc+UpkkhENjZWmCDih/U+nX3QwNf4u9JX1DMdvRG1Zxg+m9wWT/m6FBwf/UIjhP8xGNNHtZSxOiKqLGtrK7w5TLxM697OC02fchNtfkN1C/JC1J6h+HxKEBr4FGbta/0b4vK2QfhwXOsyXk1Eps7KSoG3RMy0Tm1qo00Td9HmN1TnAE9E7h6KL95th0Z1CzPtleca4MKWgZj7dmCJN2khqmospiETFhYGAMUaMuvXr4eDgwOGDRuGu3fvwsHBAY0bN5ahwpI1erknntv5GfrumA+3JnVLHNPn908RvHi8xJVVTOKBVbj+fidcn/k0sm+HlTjmxqwQ3Fkq8y35LNTEl5qidk3jb2KnUABz3mxj9Hkry9PdAR+90QZHV/crODZ/Yls0b1hDxqoMZ0k5wAwgY5owpAm8aomz8u+TtwJEmbcyatV0wMyxrXFk9XMFxxa+E4SW/jVlrMpwzDSiko0d7A9fkfa2+fTtQFHmrQyPGtUw4/VWCF1ZmGmLprYzqcaRPphpJCaLb8iMHj0agiAU+c/QOy2Jxc7NGY1HPYt9g+fg1LRl6DD/9WJjfJ5pC3VGyTurmxpNejIS9i9D44XH4DdpNWJWTSk2JvXcblg7uJTwajIGd7dqWPZxZ6PPO+21FghuLd1dPaoSS8oBZgAZm5urPVbMMX6mTRrRDN2CpLurR1XCTCMqnYuTHVbNfdro844f0hjPdPQ2+rzETCPxWUxD5u2334YgCOjYsaPcpeitVkBDqP6+AkGjxcOb92Bf07XoRZYKBZq83gfX1+6Xr0gDZEb+A+cWIVDY2KKaT2NoHiZC0BXe8k7Q6ZCw90fUem6ijFVavsHP+JV7Ta4qMRs+vTbCp9dGqEq5leIjnQM8MX9SW2OWSI+xpBxgBpAY+neri+kjW5Q5xpBM69CyFhZNCTJmifQYZhpR2Z7t5IOPyrkE0ZBMC2zqjq+mtzdmifQYZhqJzWIaMubIzs0ZeWmFt+hTZ2TDzrVwaXbDYSG4s/cstDlqOcozmDY9GTbOhZeKWDm4QJuVVvA46fA6uAUPhpWt8S+poaK+/6Aj3hxa+nXKj261GHc/C1qtUOq4pwM8sed/z8KhmuncItDSWFIOMANILF9Ob493Xi690axvpnVoWQv7lvWG0/9vnkvGx0wjKt+CyW3xXhl73embaW2beeCvn/rAxclOjDIJzDQSHxsyMspLy4Sda+F1pLbODsh7mAUAsLa3xVODuyBq02G5yjOYtXMNaDNTCx7rstNh7Zi/m7wuLwfJx36FR8/iy/zI+KysFFj6cSesmvs0XJ0N/8XDykqB919viYMr+qC6C3/Ii8mScoAZQGJRKBT47oOOWLegK9wqkEkKBTBtZAscXvUcarjai1AhPcJMIyqfQqHAF9Pa4dfPQ1CzesUyafLLzXDs5+fgUYO/PIuJmUZiY0NGRgnnI+HZsSkU1lZw8VMiN/khIOR3wZ3r1oZddSc8s/5DtJ39Krx7BqDB0G4yV1w2J/8OSL9yHIJWg5z4KNi4ekDx/7cgz70fDW1mKqLm90fsuveR9t9eJB3+ReaKLZtCocDYwY0R/sdgjB3kD4dq1nq8Bujf1Ren1z+Pxe+2RzV7rowRmyXlADOAxKRQKDByQCNc2T4Y44c0hqMeK/cUCqDv0z44ua4/vn6vAxwdmGliY6YR6UehUODlfg1wZftgvDWsCZz1XLn3bCdvHPv5OSyZGczVfhJgppHY+MlERnmpGYj8LRR9t8+HIOhw5sNV8O7eBnZuzojefhK7+3wAAFAGN0f9gZ1xc+sxmSsum41LTXj0GocbH3YFrKxQd8KPSDu/H9r0ZNTs9jKafvMvACA97CiST2yCe4+R8hZcRfgqnbHq0y74cnp7bD0QjX/CEvDftUTcT8qBTifAzcUObZrURNumHhjSqz7q+3AjLylZUg4wA0gKdWo7Yfmcp/HFu/mZdjbsAf67moT7ydnQagVUdy7MtBd7+aGBr2v5k5LRMNOIDKP0cMTSjztj0dR22HbwNs5cfoD/riZClZSfaa7OtmjtXxNtm3lgcE8/+PtVl7vkKoWZRmJjQ0ZmERsOIWLDoYLHKVfvFBujOn0FqtNXpCyrwmr1Ho9avR+75Vv94puWubQMgUvLEOmKIgBADVd7jB/SBOOHlL63DMnDknKAGUBSqe5ih3EvNsa4FxvLXQo9gZlGZDhXZzuMGeSPMYP85S6FnsBMIzHxkiUiIiIiIiIiIomxIUNEREREREREJDE2ZIiIiIiIiIiIJMY9ZIzMxU8pdwkAjFOHt6MRCjESU6qFqCymkgGAZeWAqdRBVNUw08RhKnUQVTXMNHGYSh3miA0ZI+u5bqbcJRjNtx3kroDI/FhSBgDMAaKqjplGRJaEmUamhpcsERERERERERFJjA0ZIiIiIiIiIiKJsSFDRERERERERCQxNmSIiIiIiIiIiCTGhgwRERERERERkcTYkCEiIiIiIiIikhgbMkREREREREREEmNDhoiIiIiIiIhIYmzIEBERERERERFJjA0ZIiIiIiIiIiKJsSFDRERERERERCQxNmSIiIiIiIiIiCTGhgwRERERERERkcTYkCEiIiIiIiIikhgbMkREREREREREErORuwBLEzpqEdJvq+QuAy5+SvRcN7NSc7x7FojLMlJBleTtCHzbQe4qiKoeZpo4mGlE8mCmiYOZRiQPZpo4pMw0NmSMLP22CqkRsXKXYRRxWcCtdLmrICI5MdOIyJIw04jIkjDTzB8vWSIiIiIiIiIikhgbMkREREREREREEmNDhojMWmaWGuFRKQWPk9NyZayGiKhysrI1uHKzMNOSUnNkrIaIqHKyc4pmWmIKM43ocdxDhojMTtTdh/hpyzXsOxWL69Fp0OmEgudaD92Oul5O6NbWCxOGNkGnNrWhUChkrJaIqGy3Yh9i+dbr2HsiFldvpRbJtDbD/oSv0gld2yox/sXG6NJWyUwjIpN2Oy4dy7ddx57jMbh6KxVabWGmBQz/Ez6eTng6wBPjhzRGSDsvZhpVaWzIyOTp7yai4fDuAACdVovs+6mIPxWO8wt/RZYqWebqDHf7+9FIOrwu/4GVFWxreMGlZQ94j/wcdu7e8hZHFiPufiYmLzqN7aF3yhx3Nz4T63dHYf3uKAQ0ccfyOZ3RrkUtiaqsmphpRIZTJWbhnUVnsO1gNASh9HExqkz8uucmft1zE638a+Kn2Z0Q3NpTukKrIGYakeEeJGVjyuIz2PzXrTIzLfZ+Jjbtv4VN+2+heQM3LPu4M7q0VUpXaBVlSblmSZnGS5ZkpDpzFZtbjcO2oLdwfOJ3cG/hh5AV0+Uuq8Kcm3VBq7XxaLnqLupP/w1Z0Rdwa/FQucsiC7Fp3000H/xHuc2YJ124noSOr+7CrCX/FvnWmYyPmUakv98PRqPZwN+x9UDZzZgnXY5IxtOj9uCDb/+BVqsTr0BiphEZYOeRO2g++A9s2l92M+ZJV26motuYPXj3izNQq5lpYrOkXLOUTGNDRka6PA2yE1KRpUrG/TPXcGPDIdRu1xi2zg5yl1YhChs72NZQws7dGy7Nu6LWs+OReeM0tFkP5S6NzNwPv13BiA+OIi09r0Kv1+kELFx1Ca99dIy/wIiImUaknxXbrmPI9MNIeVjxTPtiTRhGfHAUGg0zTSzMNCL9rN0RgYFTD1V4fxhBAL7bcAVD3wtlU0ZklpRrlpJpbMiYCAfPGvDr3xE6jRaCBfzCmJd0Dyl/bwOsrPP/I6qgzftv4Z1FZ8ocY22tgLenI7w9HWFtXfp1yL/tvYlpX541dolUAmYaUcm2h97Gm/NPlTlG30zbeiAakz4/bewSqQTMNKKS7Tl+F2M/OVnmqhh9M23HkbsYP++kCFVSSSwp18w507iHjIyUnZrjlaj1UFhZwcbBHgAQvmwnNNn5d4kJWTkd945dQsSGQwCAmi3qo+vSKdjVawa0uWrZ6i5NevhRXBjuDEGng5CXDQDwHDgd1tWcAAApp7cjfvOnRV6TE3MVvuO+R62+b0leL5m++ISscn9xAQClhwNiD44AAPj02oi4+1mljl3y21U8H1IXz3Q0r+tLzQEzjZlGZXuQlI3x806Vu5zfkExbvvU6nu/mi35d6xqzVAIzDWCmUdmSUnMw9pOT5V4Sbkimrd0RiQEhdTGop58xS6X/Z0m5ZimZZtYNmUuXLmHOnDk4evQoBEFAjx49sGzZMvj7+6Nfv37YtGmT3CWWKeF8JE5O+R+s7W3hN6AT6nRphQuLNxY8/8/sNei7Yz7u7D2L3JQMBC96A2c/Wm1yJ8MjTv4d4Dd1HYS8HKSc3IKHlw6hzisLCp6vETwINYIHFTxOPfMn4tZ/BPceo+Qol8zAO4tOI7WClymVZewnJxCxayjs7Uyvg/4wIw/hUSnQaHRoWNcVdWo7yV2S3phpzDQq27tfnhXllq/j551C5K46cHQwvY916Zn5maZW6/CUjyt8lMw0uTDTyNhmfPMP7idlG33eN+efwjMd68DFyc7oc1dWZpYalyOToVbrUN/HBb5KZ7lLMogl5ZqlZJrp/eTWU2hoKPr374969erh448/hoODA9auXYu+ffsiIyMDbdq0kbvEcmlz8pB+WwUAuPjlZrj4KdHhs7H4+72fAABZqmRcWb4bQbNfQ+KFKKTdikf8yTA5Sy6TlZ0Dqnk1BAA41GuBXNVNxKyYjHqTVhYbm5cYi7vLJ6LhJ/tgZe8odalkBqJj0/H7oduizH03PhO/H7yNl/s1EGX+iohVZWLByotYvysKWTkaAICVAujXtS5mvdEaHVrVlrnC8jHTmGlUulhV/l1FxHDvQRY2/3ULrw/0F2X+iohPyMKCFRfxy65IZGTlZ5pCAfR92gcfjWuDzgGmf5coZhozjUqnSszCht03RZn7QXIOft1zE28OayrK/BVxPykbn628iLU7IpGeWdic6NPZBx+ObYWuQV4yVqc/S8o1S8k0s9xDJiEhAcOHD0dgYCAuXLiAGTNmYNKkSQgNDcXdu3cBwCwaMk+6+NVmNBzeHe6tC39JvL5mP9wa+6LlpIE49+k6GasznNeIuUgMXYPMyH+LHBd0OkR/+yqUL86Eo18rmaojU7d823WDduk31NIt18Sb3ECRd9LQ/uUdWL71ekEzBgB0ArDr2F10Gb0HO44YdncpU8BMIyq04vfrot7pbelm08m06Nh0tH95B5ZuvlbQjAHyN+7ceyIWIWP2YNuBaBkrrBhmGlGh1X9EQC3ipuKmlGkxqgx0fGUnfvjtapFmDADsPxWLHuP24bc94jSnxGZJuWaumWaWDZnFixcjJSUFa9asgYND4Y7Q1atXR2BgIADzbMikR6sQc/BfBM4cUXhQEHDjl4OIDT2P3CTz2jG6Wp1GcGv3PO5tmFXkePyWBbB2cEXt/pNlqozMwf5TsaLO//fF+0jPNP7lUIbS6QQMeOcg4hNLX/Kr0eowfMZh3LmXLmFllcdMIyr016k4Uef/90oiklKNfzmUoQRBwMCphxBbxh4RWp2Al2ceRdRd88oAZhpRob/+FvdzWlhkCuITSs8RqQiCgBenheL2vYxSx+gEAaNmH8O1W6nSFWYklpRr5pppZtmQ2bRpE7p06QJ//5KX5np6ekKpVCI3NxdvvPEGnnrqKbi4uMDf3x8//PCDxNUaJnzpTniHtIEyuHnhQZ0OgojfqonJc9AMPLx4AOlhRwEAGddOIenQavi9s0bWusi05eRqcOVmiqjvIQjAhWtJor6HPg78HYfr0WlljhEEIDdPh+Vbb0hUlfEw04gAtVqHSxHJor/PeRPItKPn4nG5nL+rIABqjQ7LTGilor6YaUT5XyZduC5+pv13NVH09yjP6UsPcC687DoEAdBoBJNa1WMIS8o1c8w0s9tDRqVSIS4uDsOHDy/2nE6nQ1hYGAICAgAAGo0GSqUSBw4cwFNPPYXLly+jd+/e8PT0xLBhw/R6P41GA5VKpXd9arWm/EEATk79scTjCf/ewFqvIXq/X1l1xMZWrnOtVnsCsNVrrN+UtSUed27aCW135J/MmoxURH/7GvzeWQsbV3cDa1EjNva+Qa8xtvjEwm8e41XxgKaajNVYtht3MqDRFP0hYG2tgNLDocTxXo8d9ypljCoxG1pt0TlP/XcbTym1lay2clZuvazXOAWAdTtu4O0XleIW9ARmWlHMNKqI6HuZyM0rmjViZNrp87fR1FfeD9ArtoTrPfaXnRF49yVp73jHTCuKmUYVcS8hGxlZRS/dESPTzly4gzYN5F0/sHzzVb3H/rIzAh+85itiNcXpm2mAuLnGTAOUSiVsbAxvr5hdQyYzMxMAoFAUv4f9jh078ODBg4LLlZycnDB//vyC59u0aYMBAwbg5MmTejdkVCoVfH31P7EWuPeCt62r3uPFEhERgWEG1F2SZj+Ew6Fu8/IH6ilh/zKoU+IR8/O7RY67dx8FzxfeLeVV+SIiIuDbu4XRaqkQmxpA0y8BAO3btQc04q7gqNIc6gENZxc59PgtE8tybuPAEo+XdJvFj2bNwUdvHqpwmUbhNxVwbp6/22UZBAD3HqQblEfGwEwrHTON9GbvDfgXvfWmGJn2ydwF+GTS/gqXaRT1JgIubcrNNABITMlhplUCM+0JzDTp2HkCjT8rckiMTPvs8y/w2bu7K1ymUfhOANza6TX0YaYGvr71AIi3t86TmGmlkzrTYmJi4OPjY3CdZteQ8fX1hbW1NY4dO1bk+J07dzB5cv51YaXtH6NWq3HixAm89957YpdpVFFbjiJqy1G5y6g0ryEfwmvIh3KXQeZAkGjVilTvUxadnns+CIL+Y00cM42qniqUadpcvZox+ZmWK349EmCmUZXDz2mljFVDymaMmCwh18wl0xSCIOZ9TMQxZswYrFmzBgMGDEC/fv0QExODlStXwtPTE5cvX8a1a9fQpEmTYq+bMGECzp8/j1OnTsHOTr/72ht6ydLpYYuQGa3/eLE41VcieMvMSs0x+aonYnL0WzYmNt9qavzQTP6lsO1H5jcC//mlG7w8uBRWLOlZGjQbElrkWHlLYR9949JuxJ8lbpBb0lLYX+YFontQLeMUXUF/HL6HKV/pdzvBl/v4YPE7xvvmQB/MNHEw06qW7Bwtmg4Jhfax6/HFyLTVcwLwbMfaxiu8AnafUOGtzy/pNXbIM3Xw7bSWIldUFDNNHMy0qiVPrUPTFw8hTyNupi37sDX6d5H2Uu0nHTjzAGPnXdBr7IBuSvz4QWuRKyqKmSaOimRalblkCQCWLFkCW1tb7NixA4cPH0ZwcDC2b9+OefPmISoqqsTNfqdNm4bTp0/j8OHDejdjAMDGxsagpUe2tqbxP6mtrWF1lzhHJAAT+ULe1ta20n+fSrPJLPijl9ILPkonGYuxfP71qiPiTuFmt1qtUGwpa0niE7P1GgcAfbo2Qa2aJX94kMr44UosWB2JxNScUm/zrUD+JUszxgTBx8ewa2Ari5kmDmZa1dOsgRvCIgsvoRAj03p3aQxvT3n/fxw7pA7mrYyAKim71Ex7ZMbrQfDxkbYpzkwTBzOt6mnV2B3/Xinc7FaMTHu2iz98fOS9HGfUoDqYtzISd1UZemRaW/j4SNtAYqaJQ8pMM8u7LDk7O2P58uVQqVRIT0/HgQMHEBwcjPDwcLRs2RJWVkX/WlOnTsXBgwcRGhoKDw8PmaomIkN0CxL3B1rTp9xkb8YAQDV7G2z+sjvsbK1KXOWvUOQ3YxZPbYc2TaRtxhCR8XQL8hJ1/ga+LqhT21HU99CHra0Vtn7dE/Z21ijpwqVHOTdvYiDat5R3hSIRVVy3tuJ+TvPxdEJ9bxdR30Mf1tZW2PJVDzjY25SZaR+Pb4OnA+VdzUPmySwbMiVJTU1FbGxssf1j3nnnHRw6dAiHDx9GrVr8wU9kLt4cWvyyQ3Oa3xDd29fBkdXPoWOr4pca1FU6Y838Lnh/TCsZKiMiYxn/YmNR558wpEmJNzyQQ+cATxxf0w+dAzyLPefj6YSVnzyN2RMCZKiMiIzlDbEzbWhjk8m09i1r4eS6fuhSQhOqTi1HLJ3VCfMmBspQGVkCi2nIhIXl78HweEPmzp07+OGHHxAVFYX69evD2dkZzs7O6Nu3r0xVEpG+Apt5lPhh3hhcnW0x8vmGosxdUcGtPfH3+uexb2nvgmPrF3bDzb1DMfqF4pdhEpF5aelfE93bibNKxsnBBq8PNK2caNeiFk6s64+/lhVm2i8LuiJ63zCME/kXOSISX+P6bujTWZxLOqrZW2PcYNPKiYCmHji2ph8OLu9TcGzdgq64vX843hre1GSaR2R+LLohU69ePQiCgJycHGRkZBT8t2/fPpmqLK7Ryz3x3M7P0HfHfLg1qVvimD6/f4rgxeMlrqxiEg+swvX3O+H6zKeRfbvkjUpvzArBnaVvSlwZmaOlszrB1sb4MfXNex3g5mpv9HmNoUXDGgV/DgnygrW1ecU0M42odD/O6gR7O2ujz/vFu+3gUcM0NzBt1qAw07q3r8NMkxkzjYzphw+D4VDN+Jm28J0gKD3kvwSzJE3quxX8uUf7OrAR4XOqmJhppse8/gWV4e2334YgCOjYsaPcpejNzs0ZjUc9i32D5+DUtGXoMP/1YmN8nmkLdUbxnchNkSY9GQn7l6HxwmPwm7QaMaumFBuTem43rB3kvx6UzEMr/5qY+1b5y9pVidnw6bURPr02QlXCzv2Pe66LD8YMMq1vki0FM42obE2fcsNnk9uWO86QTHumYx28OaypsUqkxzDTiMrWsK4rvni3fbnjDMm0rm2VeOflZsYqkR7DTDNNFtOQMUe1AhpC9fcVCBotHt68B/uariiyq6dCgSav98H1tfvlK9IAmZH/wLlFCBQ2tqjm0xiah4kQdLqC5wWdDgl7f0St5ybKWCWZmw/Htcb4IWUvW320s3/c/axit0x8XPsWtbBxcXcuKxUJM42ofNNGtsCkEWX/sqFvpgU2dcfWr3rAyoqZJgZmGlH5Jr7UFNNHtihzjL6Z1rJRDWz/7hmzW0lnLphppon/2mVk5+aMvLTCW/SpM7Jh51q4PK/hsBDc2XsW2hy1HOUZTJueDBvnwqXJVg4u0GYV3rY46fA6uAUPhpWtaS6rJtOkUCiw7OPO+HBs6xLvQqSvfl19cWhlH7g663/bezIMM42ofAqFAktmdsQnbwZUqpHSu5M3Qlf2NdnLLy0BM42ofAqFAl9Ob48Fk9rC2rrimdajvReO/twPNasz08TCTDNNbMjIKC8tE3auTgWPbZ0dkPcwCwBgbW+LpwZ3QdSmw3KVZzBr5xrQZqYWPNZlp8PasXr+n/NykHzsV3j0LL40jqg8VlYKLJwShBNr+8O/XnWDXlvdxQ4/z+uCXT/0gosTmzFiYqYR6UehUGDu24H4+5f+aPqUm0GvdXGyxYo5nbFvWW82Y0TGTCPSj0KhwKzxbXBmw/NF9sLTh7OjLZbO6oSDK/qyGSMyZpppspG7gKos4Xwk2rw3DAprKzj71kZu8kNAyF/G51y3NuyqO+GZ9R/Czs0ZDrXd0GBoN9zcekzmqkvn5N8B9zZ+AkGrQe6D27Bx9YDCKr/nl3s/GtrMVETN7w9NRjLUKSokHf4F7j1Gylw1mZPOAZ64sn0wdh27ix83XcPRf+NLXfrayr8mJgxpjFf7N+SqGIkw05hpZJgOrWoj7PdB2HM8Bj9uvobD/9yDRlNypjVv4IYJQ5tg5PONUN2FmSYFZhozjQwT1LwWLm4diP2nYvHjpms4dOYe1BpdiWObPuWG8S82xugXGrG5LBFmmmlmGhsyMspLzUDkb6Hou30+BEGHMx+ugnf3NrBzc0b09pPY3ecDAIAyuDnqD+xs0icEANi41IRHr3G48WFXwMoKdSf8iLTz+6FNT0bNbi+j6Tf/AgDSw44i+cQmkzwhyPTZ2FhhUE8/DOrph+wcDS5HJONadCqysjWws7VGfW8XBDZzRw3+cJccM42ZRoaztrbCgO71MKB7PeTkahAWmYIrN1OQla2BrY0V6vu4ILCpB785lgEzjZlGhrO2tkK/rnXRr2td5OZpERaZjCtRqcjMVsPWxgp+3i4IbOoOdzfTvozEEjHTTDPT2JCRWcSGQ4jYcKjgccrVO8XGqE5fger0FSnLqrBavcejVu/HbpNWv3WxMS4tQ+DSMkS6oshiOVSzQYdWtdGhVW25S6H/x0wjqrhq9jZo16IW2rWoJXcp9P+YaUQVZ29njaDmtRDUnJlmKphppod7yBARERERERERSYwNGSIiIiIiIiIiifGSJSNz8VPKXQIA49Th7Vj+GKmYUi1EVQkzTRymVAtRVcJME4cp1UJUlTDTxCFlLWzIGFnPdTPlLsFovu0gdwVEJDdmGhFZEmYaEVkSZpr54yVLREREREREREQSY0OGiIiIiIiIiEhibMgQEREREREREUmMDRkiIiIiIiIiIomxIUNEREREREREJDE2ZIiIiIiIiIiIJMaGDBERERERERGRxNiQISIiIiIiIiKSGBsyREREREREREQSY0OGiIiIiIiIiEhibMgQEREREREREUmMDRkiIiIiIiIiIomxIUNEREREREREJDE2ZIiIiIiIiIiIJMaGDBERERERERGRxGzkLsDShI5ahPTbKrnLgIufEj3XzazUHO+eBeKyjFRQJXk7At92kLsKoqqHmSYOZhqRPJhp4mCmEcmDmSYOKTONDRkjS7+tQmpErNxlGEVcFnArXe4qiEhOzDQisiTMNCKyJMw088dLloiIiIiIiIiIJMaGDBERERERERGRxNiQISIiIiIiIiKSGPeQISKSmSAIOBeeiLNhD3Di/P2C4299dgqdWnsiqLkHurZVwt7OWsYqiYj0IwgC/ruaiDOXE3DifOFmk299dgodW9ZGUHMPdAtSopo9P4YSkekTBAEXriXhzOUHOP7fY5m24BQ6tKqFtk09ENLOCw7VmGlkOP6rISKSSU6uBqv+iMDSzddw7VZqsed3H4vB7mMxAIBaNaph3ODGeOeVZlB6OEpcKRFR+XLztPh5e36mhUelFHv+8UzzqFENYwY2wpRXmqNObSepSyUiKpdarcOaHfmZdulGcrHndx+Pwe7j+ZlWs7o9xgz0x5RXmsNHyUwj/bEhI5Onv5uIhsO7AwB0Wi2y76ci/lQ4zi/8FVmq4ie8qbv9/WgkHV6X/8DKCrY1vODSsge8R34OO3dveYsjMkH/hCVg9OzjJTZiSpKQkoPPV1/CT1uvYcnMYLzSrwEUCoW4RRqAmUZUtf13NRGjPz5eYiOmJIkpOfhiTRiWb7uB797vgFEDGjHTRMRMIzLMpRtJGD37OC5e1+98T07LxVfrwrB823V8Pb09xr3Y2KQyDbCsXLOkTOMeMjJSnbmKza3GYVvQWzg+8Tu4t/BDyIrpcpdVYc7NuqDV2ni0XHUX9af/hqzoC7i1eKjcZRGZnBXbriP4tV16N2Mel/IwD699dAxjPzkBjUZn/OIqgZlGVDWt+TMCHV7ZqXcz5nFp6Xl4ffYJjJx1DGo1M01MzDQi/fy6JwpBI3bo3Yx5XHqmGuPnncJL7x9BnlorQnWVY0m5ZimZxoaMjHR5GmQnpCJLlYz7Z67hxoZDqN2uMWydHeQurUIUNnawraGEnbs3XJp3Ra1nxyPzxmlosx7KXRqRyVix7TomzDsFnU4o8XlrawW8PR3h7ekIa+vSv1lZ82ckxsw5Ueo8cmCmEVU9a3dEYMycE9BqK5dpG3bfxGuzjkKrNZ2mDDONqOr5bc9NvPbRMWg0lcu0LX9F46X3j5jcl2eWlGuWkmlsyJgIB88a8OvfETqNFoIJfRipqLyke0j5extgZZ3/HxHhXHgC3lrwd5ljlB4OiD04ArEHR0DpUfYPx/W7o/C/jVeNWaLRMNOILN+lG0l449OTZY4xJNM274/GN7+EG7NEo2GmEVm+K1EpeH3OcQhlfNdlSKZtD72DRT9fMnKVxmNJuWbOmcY9ZGSk7NQcr0Sth8LKCjYO9gCA8GU7ocnOBQCErJyOe8cuIWLDIQBAzRb10XXpFOzqNQPaXLVsdZcmPfwoLgx3hqDTQcjLBgB4DpwO62r5G1ulnN6O+M2fFnlNTsxV+I77HrX6viV5vURSys3T4vXZx42+omXm9+fwXBdfNKzratR5K4KZxkyjqkOt1mH07OOlfotcUbN/PI/nQ+qiSX03o85bEcw0ZhpVHRqNDq/POY48I186Oe+ni3ghpB5a+tc06rwVZUm5ZimZZtYNmUuXLmHOnDk4evQoBEFAjx49sGzZMvj7+6Nfv37YtGmT3CWWKeF8JE5O+R+s7W3hN6AT6nRphQuLNxY8/8/sNei7Yz7u7D2L3JQMBC96A2c/Wm1yJ8MjTv4d4Dd1HYS8HKSc3IKHlw6hzisLCp6vETwINYIHFTxOPfMn4tZ/BPceo+QoV29arQ57T8Ri5e83Co5t3HcTE19qBkcHsz6FSEJr/ozAlZupRp83O0eLOT/+h98Wdzf63IZipplPpv31dxyWb71ecOzXPVGYOKIZnB1tZayMzMmGPVEV2l+hPLl5Wsxa8h9+/7an0ec2FDPNPDJNpxNw8HQcftpSmGm/7IrE5JebwcXJTsbKyJxs+Ssa58ITjT6vWqPDh0v+xe7/PWv0uSvCknLNUjLNbC9ZCg0NRceOHXHjxg18/PHHWLhwIWJjY9G3b19kZGSgTZs2cpdYLm1OHtJvq5B6IwYXv9yM9JgH6PDZ2ILns1TJuLJ8N4Jmv4bGr/VC2q14xJ8Mk7HislnZOaCaV0M41GuBOq/Mg71nfcSsmFzi2LzEWNxdPhH1Z2yClb3p3sI34nYamg38HQPeOYhdx+4WHH//23PwfmYj9p+MlbE6MheCIGDp5muizb/t4G08SMoWbX59MdNMP9NuxjxEyxe3o9/EA9h5tDDTZn7/L7x7bsSux44RlUXMTNtx9A7i7meKNr++mGmmn2m349LRZuh29HnrL/x55E7B8Vk//Ic6PTfij0O35SuOzMrSLeJl2t4TMbgdly7a/IawpFyzlEwzy4ZMQkIChg8fjsDAQFy4cAEzZszApEmTEBoairt38z9MmkND5kkXv9qMhsO7w711g4Jj19fsh1tjX7ScNBDnPl0nY3WG8xoxF4mha5AZ+W+R44JOh+hvX4XyxZlw9GslU3Xli1VlotvrexBxp+SNodIy8vD8Owdw9Fy8xJWRubl4PQlhkYbffURfao0OG/fdFG3+imKmmZb4hCyEjNlT6t290rPUGPzuIRw8HSdtYWR2rt5Mwb9XjP9N8iNarYBf9zDTxGbumfYgKRshY/aW+vM1M1uDodNDsec4G81Utqi7D3Hqwn3R5heE/H3/TJEl5Zq5ZppZNmQWL16MlJQUrFmzBg4OhZspVa9eHYGBgQDMsyGTHq1CzMF/EThzROFBQcCNXw4iNvQ8cpPMa8foanUawa3d87i3YVaR4/FbFsDawRW1+5fcwTQVC1ddhKqMVQeCkP+hcdqXZyCUtfsXVXlnwxJEf49/RFhmW1nMNNPyxZrLiL2fVerzggBodQKmfsFMo7JJk2niv4ehmGmm5etfwnAnPqPU5wUBEABM/eKsSd2RkEzPP1JkmgTvURGWlGvmmmlmuQHGpk2b0KVLF/j7+5f4vKenJ5RKJQDg7bffxq5du5CWlgYXFxcMHToUX3zxBezs9LumVKPRQKVS6V2bWq3Re2xJwpfuRL9dn0EZ3Byq01fyD+p0EAz8QaJWaxAbW7nLadRqTwCV20/Ac9AM3JjZGelhR+HSMgQZ104h6dBqNP3mvIG1qBEbK17n+kkZWRqs2xlZ7jhBAC5cT8bu0CsIaOImfmFklk78W/TbOWtrRak783s9dtyrjN37VYnZRW4ze+ZSfKXP+ZIw04oy10zLztFi9R83yh0nCMDVm6n4fX8YOrY0jQ0IyfQcP3enyGMxMu2fsPvMtHLnqLqZlqvWYcW261Agv+lSGkHIX/2wafcldA30kKo8MjPHzt0u8liUTAt/YJKZBhgn15hpgFKphI2N4e0VhWBmX4OpVCp4eXlh2rRp+Prrr4s8p9Pp4OXlhYCAAOzfvx8AcPXqVdSrVw9OTk5ITEzE0KFD0a1bN8ydO1ev94uNjYWvr6/e9S1w7wVvW+Pe7aThsBC4t26As7NW6/2aOPVDfJx0sFLv2+yHcDjUbV6pOR6nyUjFtWmB8Ju0Gi6tDNuANPvuFVyd3MJotZTLoT7QcFb54x659xuQdFi8esi81ZsIuAYUPPT2dETswRFlvKB8Pr02Iu7x1Q7aTODqlErNWRJmWunMKtOq+QCN5uo/Pn4LkHhAtHLIzPlOANzaFTwUJdN0ucCViZWasyTMtNKZVabZewH+8/Ufr9oOJOwRrx4ybz5jgRrBBQ9FyTRBC4RPqNScJREj0wDDc42ZBsTExMDHx8eg1wBmuEImMzN/kzeFQlHsuR07duDBgwdFLldq1qxZwZ8FQYCVlRUiI8tf+UDGl7B/GdQp8Yj5+d0ix927j4LnC++W8iqZlPDvq2xmefUfScbQf0+m+h70OLPKNIMziplGZTD4Z2SF3kSC96DHmVemGfjvQ5J/s2S+mGmWyFwyzexWyOTl5cHR0REBAQE4d+5cwfE7d+6gc+fOiIuLw8aNG/HSSy8VPLdo0SIsWLAAmZmZcHd3x759+9CuXbuSpi/G0EuWTg9bhMxo/ceLxam+EsFbZlZqjslXPRGTYxq3QPWtpsYPzaRbCpuYmougV49Bq+dSvV/mBaJ7UC2RqyJzNfWrMPx++F7B4/KWwp7bOBAA0G7En4hPLHkfoyeXwvrUrobTa7sZr+j/x0wTh9SZlpquRuArR6DW6Jdpq2YHoHdwbZGrInP1/vfh2PhX4ebPYmRa7Zr2+G9DiNFqfoSZJg6pMy09S4OAl48gN0+n1/ilM1vj+a5Kkasic/Xx0qtYtzum4LEYmebmYouwzT2MV/T/Y6aJoyKZVtFLlsxuhYydnR1GjhyJNWvW4IUXXkC/fv0QExODlStXwtPTE3FxccU29J05cyZmzpyJa9eu4ddff4WXl5fe72djY2PQ0iNbW9P4n9TW1rC6S5wjEkCOceqpLFtb20r/fQzh4wMMfuYOth6ILnOcQgHUVTrj5edbw9qa3yhTyToFphRpyGi1QtFlrKWIT8zWaxwAtG1eW5RzhJkmDskzDcDwPnewYXfZd65RKACluwNGDWoDGxtmGpWsc9uHRRoyomRas1rMtPLmqMKZBgCv9GuIn7dHlDlGAcCjRjWMGRIAeztraQojs/N028wiDRkxMi2wqQczrbw5qmimmeWnrSVLlmD8+PE4e/Yspk+fjrNnz2L79u2oU6cOHB0dS93st2nTpmjdujVee+01iSsmc/Th2Fawt7MqdZWrAvmbxX36diCbMVSmoGbibyQY1JybFVLZPni9FRzsrctcuf8o09iMobJIkWltJXgPMm8zRreEs6NN2ZkGYM6bbMZQ2aT4DMVMo9KY5ScuZ2dnLF++HCqVCunp6Thw4ACCg4MRHh6Oli1bwsqq9L+WWq1GRETZ3XQiAAho6oEd3/eCg31+5/nJH/gCgK+mt8eoFxpJXxyZlU5tPOFd21HU9xj27FOizk/mr0Wjmtj9v2fh5FBypgHAwneC8MaQJhJXRuYmqLkH6nu7iPoew3vXF3V+Mn9N6rthz/+ehatT/iUOJWXaJ28GYOJLTSWujMxN68Y10divuqjv8VIffk6jkpllQ6YkqampiI2NLXK5UlpaGtauXYvU1FQIgoDLly9jwYIF6N27t3yFklnp3dkHUXuGYt7EQDT0dYWrky28azvi7eFNEfb7IEwf1VLuEskM2NhYYcJQ8X7J7RVcB/4if5Agy9CjQx1E7RmGzya3RaO6+ZlWp5Yj3hzaBJe2DcKH41rLXSKZAWtrK7wpYqZ1batEi0a87TqVr2uQFyJ2DcXnU4LQ2K86XJ1s4eXhgDdebIzzm1/A3LcDS7wRCNHjFAoF3homXqZ1aFkLgVwhQ6UwjYvOjCAsLAwAijRkFAoFNmzYgGnTpiEvLw+1a9fG4MGD8emnn8pUZXGNXu6JRi/1gCDocPqDlUi9frfYmD6/f4q0qDic/mCFDBUaJvHAKiQe+hmwskK9N5fBwa94w+LGrBBU826Cem//JEOFhvOq5YjZEwIwe0JA+YOJSvH28Kb438areJBs3ItjFQpgjgn922SmmT5Pdwd89EYbfPRGG7lLITM2fkhjfP/bFdx7oN/+CYb45E1mmlgsMdNquztg5tjWmDmWDWWquDGD/PHN+nDcjc80+txz3wo0+pwVxUwzPRazQqakhoyrqysOHTqE5ORkZGRk4NatW/jqq6/g5OQkU5VF2bk5o/GoZ7Fv8BycmrYMHea/XmyMzzNtoc4oefduU6NJT0bC/mVovPAY/CatRsyqKcXGpJ7bDWsHcZc5E5kid7dq+Gl2Z6PPO+WV5ng60DTuHMFMI6o63FztsWKO8TPtrWFN0KNDHaPPWxHMNKKqw8XJDqvmdjH6vGMG+aPP09JueF0aZpppspiGzNtvvw1BENCxY0e5S9FbrYCGUP19BYJGi4c378G+pmvRC2AVCjR5vQ+ur90vX5EGyIz8B84tQqCwsUU1n8bQPEyEoCu8HaGg0yFh74+o9dxEGaskks+gnn6Y/HKzMseoErPh02sjfHpthKqUWyk+0rFVLXw2OciYJVYKM42oaunXtS7eK+fSXUMyLai5B76Y1t6YJVYKM42oaukV7I1Zb5S90sqQTGvduCa+ea+DMUusFGaaabKYhow5snNzRl5a4bI4dUY27FwLN/5sOCwEd/aehTZHLUd5BtOmJ8PGuUbBYysHF2iz0goeJx1eB7fgwbCyrSZHeUQm4bv3O5a598KjWy3G3c+CViuUOi64dW3sXdobjg6mc+UpM42o6vliWju8U0ajWd9MC2rugf3LesPZ0VaMMiuEmUZU9cyf1BYzRpfeaNY309o0qYkDP/VBdRc7McqsEGaaaWJDRkZ5aZmwcy28fMrW2QF5D/Ovxba2t8VTg7sgatNhucozmLVzDWgzUwse67LTYe2Yv9GoLi8Hycd+hUfP4kvjiKoSKysFln7cCSs/eRouTob/4qFQANNGtkDoyr6o4WovQoUVx0wjqnoUCgW++6Aj1s7vWuFfPN55uRmOrn4O7m6m9aGZmUZU9SgUCix+tx1+/TwENVwrlmlvDWuC42v6oba7g5GrqxxmmmliQ0ZGCecj4dmxKRTWVnDxUyI3+SEg5HdanevWhl11Jzyz/kO0nf0qvHsGoMHQbjJXXDYn/w5Iv3IcglaDnPgo2Lh6QPH/tyDPvR8NbWYqoub3R+y695H2314kHf5F5oqJ5KFQKDDuxcYI/2MwXh/YCNXsrfV6XZ/OPji5rj++fq8DHKqZzsqYR5hpzDSqmhQKBUa90AhX/hiMcYP94ahnPvUKroPja/rh+5nBcDKhlTGPMNOYaVQ1KRQKvNyvAa7++SLeHNoETnquRu7R3guHV/XF0o87w8XJdFbGPMJMM81MUwiCUPpaKzLYn92mIjUiVu/x/q8+g4bDukMQdDjz4So4etaAnZszorefLBijDG6O+gM7G7TTtZu/DwYe+86Q0osZdgS4lW7YaxL+WoGk0LWAlRXqTvgR6pR4aNOTUbPbywVj0sOOIvnEJoN2un7KBdjS3bBaiMxFclouth6IxtmwB/jvahIeJGdDqxXg5mqHNo3d0baZO4b0qo8Gvq6S18ZMY6YRGSr1YX6mnQlLwH9XE3E/KT/TqrvYobV/TbRt5oEhvfzQqF51yWtjpjHTiAyVlp6HbQejceZy/ue0+MT8y5VcnW3R2j//c9rgZ/zQpL6b5LUx08w/09iQMTJDTwqxyHVSiIU/6InkwUwTBzONSB7MNHEw04jkwUwTh5SZxkuWiIiIiIiIiIgkxoYMEREREREREZHE2JAhIiIiIiIiIpKY6d2mw8y5+CnlLgGAcerwdix/jFRMqRaiqoSZJg5TqoWoKmGmicOUaiGqSphp4pCyFm7qS0REREREREQkMV6yREREREREREQkMTZkiIiIiIiIiIgkxoYMEREREREREZHE2JAhIiIiIiIiIpIYGzJERERERERERBJjQ4aIiIiIiIiISGJsyBARERERERERSYwNGSIiIiIiIiIiibEhQ0REREREREQkMTZkiIiIiIiIiIgkxoYMEREREREREZHE2JAhIiIiIiIiIpIYGzJERERERERERBJjQ4aIiIiIiIiISGJsyBARERERERERSYwNGSIiIiIiIiIiibEhQ0REREREREQkMTZkiIiIiIiIiIgkxoYMEREREREREZHE2JAhIiIiIiIiIpIYGzJERERERERERBJjQ4aIiIiIiIiISGL/B+xSd6bhojH9AAAAAElFTkSuQmCC", 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TFp2e10cLAqA13Uv6DMHzhqqcKpVpOXo1YyAI+WMtADONqhxBW/4Yc3qfsuj72UsQACEPUjZjxGQJucZMo8pSCIJgdmf0mDFjsGbNGgwYMAD9+vVDTEwMVq5cCU9PT1y+fBnXrl1DkyZNEBMTg7p16yI+Pr5gTxm1Wg07OztcuHBBr41/Db1k6fSwRciM1n+8WJzqKxG8ZWal5ph81RMxOfot6RObbzU1fmhm3CV9DzPVaD70cJFj5S2FffSNS7sRfyI+sXiTo6SlsL8uaIuugR7GKbqCfg+9h6lf63c7wdf6+WLhxGYiV1QUzxtxiHHekOnKztGiyZBD0D12NZEYmbbmkwA806G20equiF3HVXh70SW9xg5/1htfTZX2G0hmmjiYaVVLrlqHpi8egvqxuyyJkWnLP2qN556W9lLtJ/11+gHGzb+g19hB3b2wZIa0d/FhpomDmWZZqswlSwCwZMkS2NraYseOHTh8+DCCg4Oxfft2zJs3D1FRUQWb/bq4uAAA0tLSChoyqampRZ4rj42NjUFLj2xtTeN/Ultbw+oucY5IACbyxaKtrW2l/z4laVjXFVF3Cze71WqFYktZSxKfmK3XOADo3bUJ3N2qVbhGY5jwkhILVkcgKS0XpbVgFcj/vmXG60Hw8akpZXk8b0Qi1nlDpqtpfTdcuZla8FisTPOq5VjREo1i7FAvzF8VAVVSdqmZ9siMMUHw8ZG2Kc5MEwczrepp2agmzj+2sa8YmfZsl8bw8dbv9wKxjBpUB5+ujEDs/Uw9Mq0tfHw8pSns/zHTxMFMI8BM77Lk7OyM5cuXQ6VSIT09HQcOHEBwcDDCw8PRsmVLWFnl/7Xc3Nzg6+uLixcvFrz2woULcHFxgZ+fnzzFk0kJCRL3G5EWDWvI3owBgGr2NtjyVQ/Y2VqVuMpfochvxnz9Xnu09Je2GUNExhPSzkvU+f3rVZe9GQMAdrbW2PJVD9jbWaOkC5ce5dznU4LQtpm8KxSJqOLEzrR6dZxRr46zqO+hDxsbK2z9qgcc7G3KzLS5bwUguLW0zRgiEpdZNmRKkpqaitjY2GKXIY0bNw6ff/457t27h4SEBMydOxejR4/Wa0NfsnwThjYRdf43h4k7vyG6t6+DI6ufQ3Dr4pca1Pd2wfqF3TBtZEsZKiMiYxk/pOpk2tOBShxf0w9PBxb/5aSelzPWzO+CmWNby1AZERnL+Bcbizr/m0OblHijEDl0aFUbJ9f1Q7cSmlC+SiesmNMZn7wVKENlRCQmi2nIhIXl74/xZEPmo48+QteuXdG8eXM0bNgQTZs2xeLFi2WokExRUPNaJTYojKG6ix1e699QlLkrKri1J0798jz2L+tdcOy3RSGI3D0Ur5pYrURkuFb+NUX7RtnFyRajX2gkytwV1a5FLRxf2x8HlvcpOLZhYTdE7RmK0S/4y1gZERlD4/pu6N3JW5S5HavZYMxA08qJgKYeOLL6ORxa0bfg2C+fdcOtvcPwhsgNdyKSh8U3ZGxsbLBkyRKkpKQgLS0Nq1evhoNDyZuByaHRyz3x3M7P0HfHfLg1qVvimD6/f4rgxeMlrqxiEg+swvX3O+H6zKeRfbvkTWRvzArBnaVvSlxZ6X6a3Rk2Nsb/duT79zvC1dnO6PMaQ/MGNQr+3CVQCSsr0/h2SF88b4hKt3RWJ9jbGX8V6FfT26OGq73R5zWGpvXdCv7cLcgL1tbm9fGGmUZUuh8+DIZDNeNn2qKpQajtbjq/EzyusV/1gj93b8dMkxszjcRkXmd3Gd5++20IgoCOHTvKXYre7Nyc0XjUs9g3eA5OTVuGDvNfLzbG55m2UGfoectimWnSk5GwfxkaLzwGv0mrEbNqSrExqed2w9pB3o3TntTKvybmvln+ElBVYjZ8em2ET6+NUJWwc//jnu9WFyMHcMWJGHjeEJWt6VNuWDCpbbnjDMm03p288YbIlw5UVcw0orI1qlcdi6e2K3ecIZnWvZ0XJr4k7R0lqwpmGpFhLKYhY45qBTSE6u8rEDRaPLx5D/Y1XVFkx1WFAk1e74Pra/fLV6QBMiP/gXOLEChsbFHNpzE0DxMhPHb/VUGnQ8LeH1HruYkyVlmyj95ojfFDyv5l49HO/nH3s4rdMvFxwa1r47fFISZzTbKl4XlDVL7po1pg0oiyf9nQN9OCmntgy1c9mGkiYaYRlW/SiGaYNrLs29frm2ltmtTE79/2NLvVweaCmUZkGDZkZGTn5oy8tMyCx+qMbNi5Ft69ouGwENzZexbaHLUc5RlMm54MG+fCS2GsHFygzUoreJx0eB3cggfDylb+uw49SaFQYNnHnfHRuNYl3oVIXy90r4sDy/vA2dHWeMVRETxviMqnUCiwZGZHzH0roFK/dPTr6ovQlX1N9vJLS8BMIyqfQqHAV9Pb47PJbWFtXfFMe7aTN46ses5kL7+0BMw0IsOwISOjvLRM2Lk6FTy2dXZA3sMsAIC1vS2eGtwFUZsOy1Wewayda0CbmVrwWJedDmvH/GtgdXk5SD72Kzx6Fl+2aCqsrBT47J0gnFzXH/71qpf/gsfUcLXD+oXdsP27Z9iMERnPGyL9KBQKfPJWIP7+pT+aPuVm0Guru9jh53ldsOuHXmzGiIyZRqQfhUKBj95ogzMbnkeLhjXKf8FjXJxssXxOZ+xf1htubMaIiplGZBgbuQuoyhLOR6LNe8OgsLaCs29t5CY/BIT8JZbOdWvDrroTnln/IezcnOFQ2w0NhnbDza3HZK66dE7+HXBv4ycQtBrkPrgNG1cPKKzye36596OhzUxF1Pz+0GQkQ52iQtLhX+DeY6TMVRfXqY0nrmwfjD0nYrB08zUc/uceNJqSl74GNHHHm8Oa4OXnGrARIxGeN6Z53pDp6tCqNsJ+H4R9J2Px46ZrCD17D2qNrsSxrRvXxIQhTfBq/wZwcWIjRgrMNGYaGSaoeS1c3DoQf/0dh6Wbr+Hg6TjkqUvOtJaNamD8kCZ4rX9DVHdhpkmBmcZMI8OwISOjvNQMRP4Wir7b50MQdDjz4Sp4d28DOzdnRG8/id19PgAAKIObo/7AziYdVgBg41ITHr3G4caHXQErK9Sd8CPSzu+HNj0ZNbu9jKbf/AsASA87iuQTm0w6rGxsrPBC93p4oXs95ORqEBaZglMX7uPdL88CALZ82R3PdvLhD3cZ8Lwx3fOGTJe1tRX6d6uL/t3qIjdPi/CoFJz4T1WQaZu/6I5nO3nzm2MZMNOYaWQ4a2srPNfFF8918UWeWovwyBScOK/C1C/yM23j4hD07uzDS5NkwExjppFhFIIglL7rFRnsz25TkRoRK3cZcPP3wcBj31VqjmFHgFvpxqmnsp5yAbZ0l7eGWFUmfJ/dBACIOfASfJRO5bzCdJna34XnjThM4bwh02VqOVAZpvZ3YaaJg5lGZTG1HKgMU/u7MNPEwUwjgHvIEBERERERERFJjg0ZIiIiIiIiIiKJcQ8ZI3PxU8pdAgDj1OHtWP4YqZhSLWR8PG/EYUq1EFUlzDRxmFItRFUJM00cplQLyYcNGSPruW6m3CUYzbcd5K6AqgqeN0RkSZhpRGRJmGlE4uElS0REREREREREEmNDhoiIiIiIiIhIYmzIEBERERERERFJjA0ZIiIiIiIiIiKJsSFDRERERERERCQxNmSIiIiIiIiIiCTGhgwRERERERERkcTYkCEiIiIiIiIikhgbMkREREREREREEmNDhoiIiIiIiIhIYmzIEBERERERERFJjA0ZIiIiIiIiIiKJsSFDRERERERERCQxNmSIiIiIiIiIiCTGhgwRERERERERkcRs5C7A0oSOWoT02yq5y4CLnxI9182s1BzvngXisoxUUCV5OwLfdpC7CqLymUoGAJaVA8wAInkw08TBTCOSBzNNHMy0imNDxsjSb6uQGhErdxlGEZcF3EqXuwoi82JJGQAwB4iqOmYaEVkSZhqZGl6yREREREREREQkMTZkiIiIiIiIiIgkxoYMEREREREREZHEuIcMURUhCALOXk7AmcsPcPLC/YLjb84/heDWtRHU3AMh7bxgb2ctY5VERPoRBAHnwhNx5vIDnPivcIPGCfNOomPr2ghq5oHu7b1QzZ4fdYjI9AmCgP+uJuL0pQc4/limjZ93Eh1b5X9O697OCw7VmGlEloRnNJGFy87RYMW261i25Tpu3E4r9vyeEzHYcyIGAFCrRjWMHeyPKa80h9LDUepSiYjKlZunxcrfb2Dp5mu4diu12PN7T8Zi78n8DRvd3ewxZmB+pnl7OklcKRFR+fLUWqz+IwJLN19DeFRKsef3nYzFvv/PtBqudnh9oD+mvtocvkpnqUslIhGwISOTp7+biIbDuwMAdFotsu+nIv5UOM4v/BVZqmSZqzPc7e9HI+nwuvwHVlawreEFl5Y94D3yc9i5e8tbXBV2+tJ9vD77RImNmJIkpORg0erLWL71OpbMDMYr/RpAoVCIXGXVZUk5wAwgKZwLT8Do2cdx9WaqXuOTUnPx5dowrPj9Br6d0QGjX2jETBMRM43IMOevJmL07OMIiyzeiClJysM8fPNLOFb+fgNfT2+PcS82ZqaJiJlGUuAeMjJSnbmKza3GYVvQWzg+8Tu4t/BDyIrpcpdVYc7NuqDV2ni0XHUX9af/hqzoC7i1eKjcZVVZSzddxdOj9ujdjHlcysM8vPbRMYz95AQ0Gp0I1dEjlpQDzAAS08pt19Hx1V16N2Mel5aehzFzTmDkrGNQq5lpYmKmEeln3Y5IdHhlp97NmMelZ6oxft4pvPT+EeSptSJUR48w00hsbMjISJenQXZCKrJUybh/5hpubDiE2u0aw9bZQe7SKkRhYwfbGkrYuXvDpXlX1Hp2PDJvnIY266HcpVU5SzddxcSFp6HTCSU+b22tgLenI7w9HWFtXfo3K2v+jMSYOSdKnYcqz5JygBlAYln9xw2Mn3eq0pm2YfdNvDbrKLRaNmXEwkwjKt8vOyMxevZxaLSVy7Qtf0XjpfeP8MszETHTSGxsyJgIB88a8OvfETqNFoIFfFDMS7qHlL+3AVbW+f+RZM5ceoDJi86UOUbp4YDYgyMQe3AElB5l/0BZvzsKP266aswSqRSWlAPMADKW81cTMWH+qTLHGJJpm/dH49v1V4xZIpWCmUZUXFhEMsbNPVnmGEMybXvoHSz++bIxS6RSMNNIDNxDRkbKTs3xStR6KKysYONgDwAIX7YTmuxcAEDIyum4d+wSIjYcAgDUbFEfXZdOwa5eM6DNVctWd2nSw4/iwnBnCDodhLxsAIDnwOmwrpa/kWLK6e2I3/xpkdfkxFyF77jvUavvW5LXa4lycjV4fc5xo69omfndv3iuiy8a+LoadV6yrBxgBpCx5am1GD37OLSlfItcUR//7z/07+aLJvXdjDovMdOYaVQWtVqH0bOPQ23kFS2f/nQBA0LqoqV/TaPOS8w0Zpr4zLohc+nSJcyZMwdHjx6FIAjo0aMHli1bBn9/f/Tr1w+bNm2Su8QyJZyPxMkp/4O1vS38BnRCnS6tcGHxxoLn/5m9Bn13zMedvWeRm5KB4EVv4OxHq03u5H7Eyb8D/Kaug5CXg5STW/Dw0iHUeWVBwfM1ggehRvCggsepZ/5E3PqP4N5jlBzlWqTV2yNwPdrwPWPKk5Wjwez//YffFnc3+tyVodXqsOd4DDbsuYn7SdlwdrTBgJB6eKVfAzg72spdnl4sKQeYAWRs63ZEVmh/hfLk5mkxa8l/+P3bnkafuzK0Wh32nYzF+t1RUCVmw8nBBv27+uLV/g3h6mwnd3l6YaYx06h0G/fdxPlrSUafV63R4aMl/2LX/541+tyVodMJ+OtULH7ZFYV7CVlwrGaD57r4YOTzjVDdhZkmNWaaaTLbhkxoaCj69++PevXq4eOPP4aDgwPWrl2Lvn37IiMjA23atJG7xHJpc/KQflsFALj45Wa4+CnR4bOx+Pu9nwAAWapkXFm+G0GzX0PihSik3YpH/MkwOUsuk5WdA6p5NQQAONRrgVzVTcSsmIx6k1YWG5uXGIu7yyei4Sf7YGXP2ysbgyAIWLr5mmjzbzt4G9+9n43a7qZxzeyN6FQ8P/kgIu/mX/eqUACCAOw9EYsZ3/yD3xaFoH+3ujJXWT5LygFmABmTIAhYukW8TNtx9A7i7meazO2wb8Y8RP9JBwqa6goFACH/lrcffHcOv3zWDYN6+slaoz6Yacw0Kp2Yn9P2nIjB7bh0+Hm7iPYehrgdl47+kw7gyv9vxP7oc9r+U7GY+d2/WDO/C4b1fkreIvXATGOmic0s95BJSEjA8OHDERgYiAsXLmDGjBmYNGkSQkNDcffuXQAwi4bMky5+tRkNh3eHe+sGBceur9kPt8a+aDlpIM59uk7G6gznNWIuEkPXIDPy3yLHBZ0O0d++CuWLM+Ho10qm6izPf1cTK3T3EX2pNTps2n9LtPkNEavKRMiYvQXNGCD/h/wjGVlqDJp6CKFn7slQXeVYUg4wA6gywiNTcPG6eLcV1WoF/Lb3pmjzGyI+IQshY/YUWeEoCMCjWMvM1mDo9MPYfzJWngIrgZlGlC/idhrOhiWINr8gABv2RIk2vyESkrMRMmZvQTMGKPo5LTtXg5feP4KdR+5IX1wlMdPI2MyyIbN48WKkpKRgzZo1cHAo/La+evXqCAwMBGCeDZn0aBViDv6LwJkjCg8KAm78chCxoeeRm2ReO2BXq9MIbu2ex70Ns4ocj9+yANYOrqjdf7JMlVkmMX/IP/JPuPjvoY/PV1+CKim71OcFAdDqBLz75RkIgnndIcqScoAZQJVRlTLty7WXEXs/q9TnBQHQCQKmfsFMkxMzjSrjbNgD0d/jn7BE0d9DH9+sD8ed+IxSn38UY1O/OGN2d/JkppGxmeUlS5s2bUKXLl3g7+9f4vOenp5QKpUAgC1btmDJkiW4ePEiPDw8cPv2bYPeS6PRQKVS6T1erdYYNP+TwpfuRL9dn0EZ3Byq0/9/FwidDoKBYaVWaxAbW7lv0tRqTwCV24fDc9AM3JjZGelhR+HSMgQZ104h6dBqNP3mvIG1qBEbe79StVRWfGJO4Z9V8YCmmozVFHfi37tFHltbK0rdmd/rseNeZezer0rMLrKZ5j+XVZX+d1VZGVkarN0RUe44QQDCIlOw42A4gprVkKCyfJXNAMCycsCSMsDSmHqmHf+36DenomRa2H3ZMy07V4tVv98od5wgADdup2Hr3svo1NpdgsryMdOKYqaZLlPPtGPnxM+0c+HyZ1quWoflelxuKghAdFwGft15Ed2DaklQWT5mWlHMNONRKpWwsTG8vaIQzOyrFpVKBS8vL0ybNg1ff/11ked0Oh28vLwQEBCA/fv3AwAOHjyIpKQk3L9/H99++63BDZnY2Fj4+vrqPX6Bey942xr3TjQNh4XAvXUDnJ21Wu/XxKkf4uOkg5V632Y/hMOhbvNKzfE4TUYqrk0LhN+k1XBpZdjmsNl3r+Dq5BZGq6VCbGoATb/M//O1GYDG+BtNVkq9yYBr64KH3p6OiD04oowXlM+n10bEPf6trSYduPZupeasNId6QMPZ+o+/txFIChWvnieIkQGAZeSA2WeApTH1TKv7JlA9qOChKJmmzQGuTqrUnJVm7w34f1r+uEfitwGJ+8Wr5wnMtNIx00yMqWea7zjArWPBQ1EyTacBrrxZqTkrzc4TaPyZ/uPv/wk82C1aOU9ippWOmVY5MTEx8PHxMfh1ZrdCJjMzEwCgUCiKPbdjxw48ePCgyOVKvXr1AgD8+eefUpRHZUjYvwzqlHjE/Fz0F3r37qPg+YLMv+STnkzhKkcDa1BYi1MGGYwZQIYp/nPe+G8hwXuUW4OhmWYCNRMAZhoZiplWMlP4bEkAM00uZrdCJi8vD46OjggICMC5c+cKjt+5cwedO3dGXFwcNm7ciJdeeqnI6/78809MnTpV9EuWTg9bhMxo/ceLxam+EsFbZlZqjslXPRGTYxq3DvatpsYPzeS/ZKn9yGMAgH9+6QYvD9NaCvvOl5ex/Uh8wePylsKe2zgQANBuxJ+ITyx5P5Ynl8LWVTrg1M9djVd0BSSn5aHtq0eh0eoXXes+DUSPdtIthTWVDAAsKwdMIQMsjaln2nvfhWPzgbiCx2JkmtLdHufWhxit5opIy1Aj8OUjyNPol2krPm6Dvp08Ra6qEDNNHMw04zP1TPvox6tYvyem4LEYmVbT1RaXNvUwXtEVkJmtQZsRR5CTp9Nr/P8+aIUXunmJXFUhZpo4mGkVv2TJ7FbI2NnZYeTIkVizZg1eeOEF9OvXDzExMVi5ciU8PT0RFxdn1A19bWxsDFp6ZGtrGv+T2toaVneJc0QCyCl3mCRsbW0r/fepNJvMgj96Kb3gozSNW6U+0ikgpUhDRqsVii5jLUV8YrZe4wAgqLmn7P8/+PgAQ3rdKfeOTwoF4OPphFcGtIa1tXTfvphKBgCWlQMmkQGWxsQzrXNgWpGGjBiZ1rZ5bdn/XfkAGPFcDNbtjCxznEIBKN0dMHpQAGxtmWkVnoOZZrlMPNOebptRpCEjRqYFNqtlEv+uRg5ohBXbyt4bSwHA3c0e44YGwt5OutXMzDRxMNMqzizXiC1ZsgTjx4/H2bNnMX36dJw9exbbt29HnTp14OjoWOpmv0SWLKi5h0W8hz4+HNcaDvbWpa7MVSB/s7h5EwMlbcYQkfFIkmnNTCPT3n+9JZwcbMq82kAQgLlvB0rajCEi45Eib0zlc9p7o1rCxdG27EwDMOfNAEmbMUSmyCx/qjs7O2P58uVQqVRIT0/HgQMHEBwcjPDwcLRs2RJWVmb51yKqlKcDPFGntqOo7zGsd31R59dXK/+a2PlDLzg55H/L8eTPewHAV9PbY/QLbM4Smav2LWrBr46zqO8xvM9Tos6vr2YNamDPj8/CxTF/2XlJv8QsfCcI44c0kbgyIjKWNk3c4V+vuqjvMby3aWRao3rVsW9Zb1R3tgNQcqZ98mYAJo1oJnFlRKbHYjoXqampiI2NLXa5klarRU5ODtRqNQRBQE5ODnJzc+UpkkhENjZWmCDih/U+nX3QwNf4u9JX1DMdvRG1Zxg+m9wWT/m6FBwf/UIjhP8xGNNHtZSxOiKqLGtrK7w5TLxM697OC02fchNtfkN1C/JC1J6h+HxKEBr4FGbta/0b4vK2QfhwXOsyXk1Eps7KSoG3RMy0Tm1qo00Td9HmN1TnAE9E7h6KL95th0Z1CzPtleca4MKWgZj7dmCJN2khqmospiETFhYGAMUaMuvXr4eDgwOGDRuGu3fvwsHBAY0bN5ahwpI1erknntv5GfrumA+3JnVLHNPn908RvHi8xJVVTOKBVbj+fidcn/k0sm+HlTjmxqwQ3Fkq8y35LNTEl5qidk3jb2KnUABz3mxj9Hkry9PdAR+90QZHV/crODZ/Yls0b1hDxqoMZ0k5wAwgY5owpAm8aomz8u+TtwJEmbcyatV0wMyxrXFk9XMFxxa+E4SW/jVlrMpwzDSiko0d7A9fkfa2+fTtQFHmrQyPGtUw4/VWCF1ZmGmLprYzqcaRPphpJCaLb8iMHj0agiAU+c/QOy2Jxc7NGY1HPYt9g+fg1LRl6DD/9WJjfJ5pC3VGyTurmxpNejIS9i9D44XH4DdpNWJWTSk2JvXcblg7uJTwajIGd7dqWPZxZ6PPO+21FghuLd1dPaoSS8oBZgAZm5urPVbMMX6mTRrRDN2CpLurR1XCTCMqnYuTHVbNfdro844f0hjPdPQ2+rzETCPxWUxD5u2334YgCOjYsaPcpeitVkBDqP6+AkGjxcOb92Bf07XoRZYKBZq83gfX1+6Xr0gDZEb+A+cWIVDY2KKaT2NoHiZC0BXe8k7Q6ZCw90fUem6ijFVavsHP+JV7Ta4qMRs+vTbCp9dGqEq5leIjnQM8MX9SW2OWSI+xpBxgBpAY+neri+kjW5Q5xpBM69CyFhZNCTJmifQYZhpR2Z7t5IOPyrkE0ZBMC2zqjq+mtzdmifQYZhqJzWIaMubIzs0ZeWmFt+hTZ2TDzrVwaXbDYSG4s/cstDlqOcozmDY9GTbOhZeKWDm4QJuVVvA46fA6uAUPhpWt8S+poaK+/6Aj3hxa+nXKj261GHc/C1qtUOq4pwM8sed/z8KhmuncItDSWFIOMANILF9Ob493Xi690axvpnVoWQv7lvWG0/9vnkvGx0wjKt+CyW3xXhl73embaW2beeCvn/rAxclOjDIJzDQSHxsyMspLy4Sda+F1pLbODsh7mAUAsLa3xVODuyBq02G5yjOYtXMNaDNTCx7rstNh7Zi/m7wuLwfJx36FR8/iy/zI+KysFFj6cSesmvs0XJ0N/8XDykqB919viYMr+qC6C3/Ii8mScoAZQGJRKBT47oOOWLegK9wqkEkKBTBtZAscXvUcarjai1AhPcJMIyqfQqHAF9Pa4dfPQ1CzesUyafLLzXDs5+fgUYO/PIuJmUZiY0NGRgnnI+HZsSkU1lZw8VMiN/khIOR3wZ3r1oZddSc8s/5DtJ39Krx7BqDB0G4yV1w2J/8OSL9yHIJWg5z4KNi4ekDx/7cgz70fDW1mKqLm90fsuveR9t9eJB3+ReaKLZtCocDYwY0R/sdgjB3kD4dq1nq8Bujf1Ren1z+Pxe+2RzV7rowRmyXlADOAxKRQKDByQCNc2T4Y44c0hqMeK/cUCqDv0z44ua4/vn6vAxwdmGliY6YR6UehUODlfg1wZftgvDWsCZz1XLn3bCdvHPv5OSyZGczVfhJgppHY+MlERnmpGYj8LRR9t8+HIOhw5sNV8O7eBnZuzojefhK7+3wAAFAGN0f9gZ1xc+sxmSsum41LTXj0GocbH3YFrKxQd8KPSDu/H9r0ZNTs9jKafvMvACA97CiST2yCe4+R8hZcRfgqnbHq0y74cnp7bD0QjX/CEvDftUTcT8qBTifAzcUObZrURNumHhjSqz7q+3AjLylZUg4wA0gKdWo7Yfmcp/HFu/mZdjbsAf67moT7ydnQagVUdy7MtBd7+aGBr2v5k5LRMNOIDKP0cMTSjztj0dR22HbwNs5cfoD/riZClZSfaa7OtmjtXxNtm3lgcE8/+PtVl7vkKoWZRmJjQ0ZmERsOIWLDoYLHKVfvFBujOn0FqtNXpCyrwmr1Ho9avR+75Vv94puWubQMgUvLEOmKIgBADVd7jB/SBOOHlL63DMnDknKAGUBSqe5ih3EvNsa4FxvLXQo9gZlGZDhXZzuMGeSPMYP85S6FnsBMIzHxkiUiIiIiIiIiIomxIUNEREREREREJDE2ZIiIiIiIiIiIJMY9ZIzMxU8pdwkAjFOHt6MRCjESU6qFqCymkgGAZeWAqdRBVNUw08RhKnUQVTXMNHGYSh3miA0ZI+u5bqbcJRjNtx3kroDI/FhSBgDMAaKqjplGRJaEmUamhpcsERERERERERFJjA0ZIiIiIiIiIiKJsSFDRERERERERCQxNmSIiIiIiIiIiCTGhgwRERERERERkcTYkCEiIiIiIiIikhgbMkREREREREREEmNDhoiIiIiIiIhIYmzIEBERERERERFJjA0ZIiIiIiIiIiKJsSFDRERERERERCQxNmSIiIiIiIiIiCTGhgwRERERERERkcTYkCEiIiIiIiIikhgbMkREREREREREErORuwBLEzpqEdJvq+QuAy5+SvRcN7NSc7x7FojLMlJBleTtCHzbQe4qiKoeZpo4mGlE8mCmiYOZRiQPZpo4pMw0NmSMLP22CqkRsXKXYRRxWcCtdLmrICI5MdOIyJIw04jIkjDTzB8vWSIiIiIiIiIikhgbMkREREREREREEmNDhojMWmaWGuFRKQWPk9NyZayGiKhysrI1uHKzMNOSUnNkrIaIqHKyc4pmWmIKM43ocdxDhojMTtTdh/hpyzXsOxWL69Fp0OmEgudaD92Oul5O6NbWCxOGNkGnNrWhUChkrJaIqGy3Yh9i+dbr2HsiFldvpRbJtDbD/oSv0gld2yox/sXG6NJWyUwjIpN2Oy4dy7ddx57jMbh6KxVabWGmBQz/Ez6eTng6wBPjhzRGSDsvZhpVaWzIyOTp7yai4fDuAACdVovs+6mIPxWO8wt/RZYqWebqDHf7+9FIOrwu/4GVFWxreMGlZQ94j/wcdu7e8hZHFiPufiYmLzqN7aF3yhx3Nz4T63dHYf3uKAQ0ccfyOZ3RrkUtiaqsmphpRIZTJWbhnUVnsO1gNASh9HExqkz8uucmft1zE638a+Kn2Z0Q3NpTukKrIGYakeEeJGVjyuIz2PzXrTIzLfZ+Jjbtv4VN+2+heQM3LPu4M7q0VUpXaBVlSblmSZnGS5ZkpDpzFZtbjcO2oLdwfOJ3cG/hh5AV0+Uuq8Kcm3VBq7XxaLnqLupP/w1Z0Rdwa/FQucsiC7Fp3000H/xHuc2YJ124noSOr+7CrCX/FvnWmYyPmUakv98PRqPZwN+x9UDZzZgnXY5IxtOj9uCDb/+BVqsTr0BiphEZYOeRO2g++A9s2l92M+ZJV26motuYPXj3izNQq5lpYrOkXLOUTGNDRka6PA2yE1KRpUrG/TPXcGPDIdRu1xi2zg5yl1YhChs72NZQws7dGy7Nu6LWs+OReeM0tFkP5S6NzNwPv13BiA+OIi09r0Kv1+kELFx1Ca99dIy/wIiImUaknxXbrmPI9MNIeVjxTPtiTRhGfHAUGg0zTSzMNCL9rN0RgYFTD1V4fxhBAL7bcAVD3wtlU0ZklpRrlpJpbMiYCAfPGvDr3xE6jRaCBfzCmJd0Dyl/bwOsrPP/I6qgzftv4Z1FZ8ocY22tgLenI7w9HWFtXfp1yL/tvYlpX541dolUAmYaUcm2h97Gm/NPlTlG30zbeiAakz4/bewSqQTMNKKS7Tl+F2M/OVnmqhh9M23HkbsYP++kCFVSSSwp18w507iHjIyUnZrjlaj1UFhZwcbBHgAQvmwnNNn5d4kJWTkd945dQsSGQwCAmi3qo+vSKdjVawa0uWrZ6i5NevhRXBjuDEGng5CXDQDwHDgd1tWcAAApp7cjfvOnRV6TE3MVvuO+R62+b0leL5m++ISscn9xAQClhwNiD44AAPj02oi4+1mljl3y21U8H1IXz3Q0r+tLzQEzjZlGZXuQlI3x806Vu5zfkExbvvU6nu/mi35d6xqzVAIzDWCmUdmSUnMw9pOT5V4Sbkimrd0RiQEhdTGop58xS6X/Z0m5ZimZZtYNmUuXLmHOnDk4evQoBEFAjx49sGzZMvj7+6Nfv37YtGmT3CWWKeF8JE5O+R+s7W3hN6AT6nRphQuLNxY8/8/sNei7Yz7u7D2L3JQMBC96A2c/Wm1yJ8MjTv4d4Dd1HYS8HKSc3IKHlw6hzisLCp6vETwINYIHFTxOPfMn4tZ/BPceo+Qol8zAO4tOI7WClymVZewnJxCxayjs7Uyvg/4wIw/hUSnQaHRoWNcVdWo7yV2S3phpzDQq27tfnhXllq/j551C5K46cHQwvY916Zn5maZW6/CUjyt8lMw0uTDTyNhmfPMP7idlG33eN+efwjMd68DFyc7oc1dWZpYalyOToVbrUN/HBb5KZ7lLMogl5ZqlZJrp/eTWU2hoKPr374969erh448/hoODA9auXYu+ffsiIyMDbdq0kbvEcmlz8pB+WwUAuPjlZrj4KdHhs7H4+72fAABZqmRcWb4bQbNfQ+KFKKTdikf8yTA5Sy6TlZ0Dqnk1BAA41GuBXNVNxKyYjHqTVhYbm5cYi7vLJ6LhJ/tgZe8odalkBqJj0/H7oduizH03PhO/H7yNl/s1EGX+iohVZWLByotYvysKWTkaAICVAujXtS5mvdEaHVrVlrnC8jHTmGlUulhV/l1FxHDvQRY2/3ULrw/0F2X+iohPyMKCFRfxy65IZGTlZ5pCAfR92gcfjWuDzgGmf5coZhozjUqnSszCht03RZn7QXIOft1zE28OayrK/BVxPykbn628iLU7IpGeWdic6NPZBx+ObYWuQV4yVqc/S8o1S8k0s9xDJiEhAcOHD0dgYCAuXLiAGTNmYNKkSQgNDcXdu3cBwCwaMk+6+NVmNBzeHe6tC39JvL5mP9wa+6LlpIE49+k6GasznNeIuUgMXYPMyH+LHBd0OkR/+yqUL86Eo18rmaojU7d823WDduk31NIt18Sb3ECRd9LQ/uUdWL71ekEzBgB0ArDr2F10Gb0HO44YdncpU8BMIyq04vfrot7pbelm08m06Nh0tH95B5ZuvlbQjAHyN+7ceyIWIWP2YNuBaBkrrBhmGlGh1X9EQC3ipuKmlGkxqgx0fGUnfvjtapFmDADsPxWLHuP24bc94jSnxGZJuWaumWaWDZnFixcjJSUFa9asgYND4Y7Q1atXR2BgIADzbMikR6sQc/BfBM4cUXhQEHDjl4OIDT2P3CTz2jG6Wp1GcGv3PO5tmFXkePyWBbB2cEXt/pNlqozMwf5TsaLO//fF+0jPNP7lUIbS6QQMeOcg4hNLX/Kr0eowfMZh3LmXLmFllcdMIyr016k4Uef/90oiklKNfzmUoQRBwMCphxBbxh4RWp2Al2ceRdRd88oAZhpRob/+FvdzWlhkCuITSs8RqQiCgBenheL2vYxSx+gEAaNmH8O1W6nSFWYklpRr5pppZtmQ2bRpE7p06QJ//5KX5np6ekKpVCI3NxdvvPEGnnrqKbi4uMDf3x8//PCDxNUaJnzpTniHtIEyuHnhQZ0OgojfqonJc9AMPLx4AOlhRwEAGddOIenQavi9s0bWusi05eRqcOVmiqjvIQjAhWtJor6HPg78HYfr0WlljhEEIDdPh+Vbb0hUlfEw04gAtVqHSxHJor/PeRPItKPn4nG5nL+rIABqjQ7LTGilor6YaUT5XyZduC5+pv13NVH09yjP6UsPcC687DoEAdBoBJNa1WMIS8o1c8w0s9tDRqVSIS4uDsOHDy/2nE6nQ1hYGAICAgAAGo0GSqUSBw4cwFNPPYXLly+jd+/e8PT0xLBhw/R6P41GA5VKpXd9arWm/EEATk79scTjCf/ewFqvIXq/X1l1xMZWrnOtVnsCsNVrrN+UtSUed27aCW135J/MmoxURH/7GvzeWQsbV3cDa1EjNva+Qa8xtvjEwm8e41XxgKaajNVYtht3MqDRFP0hYG2tgNLDocTxXo8d9ypljCoxG1pt0TlP/XcbTym1lay2clZuvazXOAWAdTtu4O0XleIW9ARmWlHMNKqI6HuZyM0rmjViZNrp87fR1FfeD9ArtoTrPfaXnRF49yVp73jHTCuKmUYVcS8hGxlZRS/dESPTzly4gzYN5F0/sHzzVb3H/rIzAh+85itiNcXpm2mAuLnGTAOUSiVsbAxvr5hdQyYzMxMAoFAUv4f9jh078ODBg4LLlZycnDB//vyC59u0aYMBAwbg5MmTejdkVCoVfH31P7EWuPeCt62r3uPFEhERgWEG1F2SZj+Ew6Fu8/IH6ilh/zKoU+IR8/O7RY67dx8FzxfeLeVV+SIiIuDbu4XRaqkQmxpA0y8BAO3btQc04q7gqNIc6gENZxc59PgtE8tybuPAEo+XdJvFj2bNwUdvHqpwmUbhNxVwbp6/22UZBAD3HqQblEfGwEwrHTON9GbvDfgXvfWmGJn2ydwF+GTS/gqXaRT1JgIubcrNNABITMlhplUCM+0JzDTp2HkCjT8rckiMTPvs8y/w2bu7K1ymUfhOANza6TX0YaYGvr71AIi3t86TmGmlkzrTYmJi4OPjY3CdZteQ8fX1hbW1NY4dO1bk+J07dzB5cv51YaXtH6NWq3HixAm89957YpdpVFFbjiJqy1G5y6g0ryEfwmvIh3KXQeZAkGjVilTvUxadnns+CIL+Y00cM42qniqUadpcvZox+ZmWK349EmCmUZXDz2mljFVDymaMmCwh18wl0xSCIOZ9TMQxZswYrFmzBgMGDEC/fv0QExODlStXwtPTE5cvX8a1a9fQpEmTYq+bMGECzp8/j1OnTsHOTr/72ht6ydLpYYuQGa3/eLE41VcieMvMSs0x+aonYnL0WzYmNt9qavzQTP6lsO1H5jcC//mlG7w8uBRWLOlZGjQbElrkWHlLYR9949JuxJ8lbpBb0lLYX+YFontQLeMUXUF/HL6HKV/pdzvBl/v4YPE7xvvmQB/MNHEw06qW7Bwtmg4Jhfax6/HFyLTVcwLwbMfaxiu8AnafUOGtzy/pNXbIM3Xw7bSWIldUFDNNHMy0qiVPrUPTFw8hTyNupi37sDX6d5H2Uu0nHTjzAGPnXdBr7IBuSvz4QWuRKyqKmSaOimRalblkCQCWLFkCW1tb7NixA4cPH0ZwcDC2b9+OefPmISoqqsTNfqdNm4bTp0/j8OHDejdjAMDGxsagpUe2tqbxP6mtrWF1lzhHJAAT+ULe1ta20n+fSrPJLPijl9ILPkonGYuxfP71qiPiTuFmt1qtUGwpa0niE7P1GgcAfbo2Qa2aJX94kMr44UosWB2JxNScUm/zrUD+JUszxgTBx8ewa2Ari5kmDmZa1dOsgRvCIgsvoRAj03p3aQxvT3n/fxw7pA7mrYyAKim71Ex7ZMbrQfDxkbYpzkwTBzOt6mnV2B3/Xinc7FaMTHu2iz98fOS9HGfUoDqYtzISd1UZemRaW/j4SNtAYqaJQ8pMM8u7LDk7O2P58uVQqVRIT0/HgQMHEBwcjPDwcLRs2RJWVkX/WlOnTsXBgwcRGhoKDw8PmaomIkN0CxL3B1rTp9xkb8YAQDV7G2z+sjvsbK1KXOWvUOQ3YxZPbYc2TaRtxhCR8XQL8hJ1/ga+LqhT21HU99CHra0Vtn7dE/Z21ijpwqVHOTdvYiDat5R3hSIRVVy3tuJ+TvPxdEJ9bxdR30Mf1tZW2PJVDzjY25SZaR+Pb4OnA+VdzUPmySwbMiVJTU1FbGxssf1j3nnnHRw6dAiHDx9GrVr8wU9kLt4cWvyyQ3Oa3xDd29fBkdXPoWOr4pca1FU6Y838Lnh/TCsZKiMiYxn/YmNR558wpEmJNzyQQ+cATxxf0w+dAzyLPefj6YSVnzyN2RMCZKiMiIzlDbEzbWhjk8m09i1r4eS6fuhSQhOqTi1HLJ3VCfMmBspQGVkCi2nIhIXl78HweEPmzp07+OGHHxAVFYX69evD2dkZzs7O6Nu3r0xVEpG+Apt5lPhh3hhcnW0x8vmGosxdUcGtPfH3+uexb2nvgmPrF3bDzb1DMfqF4pdhEpF5aelfE93bibNKxsnBBq8PNK2caNeiFk6s64+/lhVm2i8LuiJ63zCME/kXOSISX+P6bujTWZxLOqrZW2PcYNPKiYCmHji2ph8OLu9TcGzdgq64vX843hre1GSaR2R+LLohU69ePQiCgJycHGRkZBT8t2/fPpmqLK7Ryz3x3M7P0HfHfLg1qVvimD6/f4rgxeMlrqxiEg+swvX3O+H6zKeRfbvkjUpvzArBnaVvSlwZmaOlszrB1sb4MfXNex3g5mpv9HmNoUXDGgV/DgnygrW1ecU0M42odD/O6gR7O2ujz/vFu+3gUcM0NzBt1qAw07q3r8NMkxkzjYzphw+D4VDN+Jm28J0gKD3kvwSzJE3quxX8uUf7OrAR4XOqmJhppse8/gWV4e2334YgCOjYsaPcpejNzs0ZjUc9i32D5+DUtGXoMP/1YmN8nmkLdUbxnchNkSY9GQn7l6HxwmPwm7QaMaumFBuTem43rB3kvx6UzEMr/5qY+1b5y9pVidnw6bURPr02QlXCzv2Pe66LD8YMMq1vki0FM42obE2fcsNnk9uWO86QTHumYx28OaypsUqkxzDTiMrWsK4rvni3fbnjDMm0rm2VeOflZsYqkR7DTDNNFtOQMUe1AhpC9fcVCBotHt68B/uariiyq6dCgSav98H1tfvlK9IAmZH/wLlFCBQ2tqjm0xiah4kQdLqC5wWdDgl7f0St5ybKWCWZmw/Htcb4IWUvW320s3/c/axit0x8XPsWtbBxcXcuKxUJM42ofNNGtsCkEWX/sqFvpgU2dcfWr3rAyoqZJgZmGlH5Jr7UFNNHtihzjL6Z1rJRDWz/7hmzW0lnLphppon/2mVk5+aMvLTCW/SpM7Jh51q4PK/hsBDc2XsW2hy1HOUZTJueDBvnwqXJVg4u0GYV3rY46fA6uAUPhpWtaS6rJtOkUCiw7OPO+HBs6xLvQqSvfl19cWhlH7g663/bezIMM42ofAqFAktmdsQnbwZUqpHSu5M3Qlf2NdnLLy0BM42ofAqFAl9Ob48Fk9rC2rrimdajvReO/twPNasz08TCTDNNbMjIKC8tE3auTgWPbZ0dkPcwCwBgbW+LpwZ3QdSmw3KVZzBr5xrQZqYWPNZlp8PasXr+n/NykHzsV3j0LL40jqg8VlYKLJwShBNr+8O/XnWDXlvdxQ4/z+uCXT/0gosTmzFiYqYR6UehUGDu24H4+5f+aPqUm0GvdXGyxYo5nbFvWW82Y0TGTCPSj0KhwKzxbXBmw/NF9sLTh7OjLZbO6oSDK/qyGSMyZpppspG7gKos4Xwk2rw3DAprKzj71kZu8kNAyF/G51y3NuyqO+GZ9R/Czs0ZDrXd0GBoN9zcekzmqkvn5N8B9zZ+AkGrQe6D27Bx9YDCKr/nl3s/GtrMVETN7w9NRjLUKSokHf4F7j1Gylw1mZPOAZ64sn0wdh27ix83XcPRf+NLXfrayr8mJgxpjFf7N+SqGIkw05hpZJgOrWoj7PdB2HM8Bj9uvobD/9yDRlNypjVv4IYJQ5tg5PONUN2FmSYFZhozjQwT1LwWLm4diP2nYvHjpms4dOYe1BpdiWObPuWG8S82xugXGrG5LBFmmmlmGhsyMspLzUDkb6Hou30+BEGHMx+ugnf3NrBzc0b09pPY3ecDAIAyuDnqD+xs0icEANi41IRHr3G48WFXwMoKdSf8iLTz+6FNT0bNbi+j6Tf/AgDSw44i+cQmkzwhyPTZ2FhhUE8/DOrph+wcDS5HJONadCqysjWws7VGfW8XBDZzRw3+cJccM42ZRoaztrbCgO71MKB7PeTkahAWmYIrN1OQla2BrY0V6vu4ILCpB785lgEzjZlGhrO2tkK/rnXRr2td5OZpERaZjCtRqcjMVsPWxgp+3i4IbOoOdzfTvozEEjHTTDPT2JCRWcSGQ4jYcKjgccrVO8XGqE5fger0FSnLqrBavcejVu/HbpNWv3WxMS4tQ+DSMkS6oshiOVSzQYdWtdGhVW25S6H/x0wjqrhq9jZo16IW2rWoJXcp9P+YaUQVZ29njaDmtRDUnJlmKphppod7yBARERERERERSYwNGSIiIiIiIiIiifGSJSNz8VPKXQIA49Th7Vj+GKmYUi1EVQkzTRymVAtRVcJME4cp1UJUlTDTxCFlLWzIGFnPdTPlLsFovu0gdwVEJDdmGhFZEmYaEVkSZpr54yVLREREREREREQSY0OGiIiIiIiIiEhibMgQEREREREREUmMDRkiIiIiIiIiIomxIUNEREREREREJDE2ZIiIiIiIiIiIJMaGDBERERERERGRxNiQISIiIiIiIiKSGBsyREREREREREQSY0OGiIiIiIiIiEhibMgQEREREREREUmMDRkiIiIiIiIiIomxIUNEREREREREJDE2ZIiIiIiIiIiIJMaGDBERERERERGRxGzkLsDShI5ahPTbKrnLgIufEj3XzazUHO+eBeKyjFRQJXk7At92kLsKoqqHmSYOZhqRPJhp4mCmEcmDmSYOKTONDRkjS7+tQmpErNxlGEVcFnArXe4qiEhOzDQisiTMNCKyJMw088dLloiIiIiIiIiIJMaGDBERERERERGRxNiQISIiIiIiIiKSGPeQISKSmSAIOBeeiLNhD3Di/P2C4299dgqdWnsiqLkHurZVwt7OWsYqiYj0IwgC/ruaiDOXE3DifOFmk299dgodW9ZGUHMPdAtSopo9P4YSkekTBAEXriXhzOUHOP7fY5m24BQ6tKqFtk09ENLOCw7VmGlkOP6rISKSSU6uBqv+iMDSzddw7VZqsed3H4vB7mMxAIBaNaph3ODGeOeVZlB6OEpcKRFR+XLztPh5e36mhUelFHv+8UzzqFENYwY2wpRXmqNObSepSyUiKpdarcOaHfmZdulGcrHndx+Pwe7j+ZlWs7o9xgz0x5RXmsNHyUwj/bEhI5Onv5uIhsO7AwB0Wi2y76ci/lQ4zi/8FVmq4ie8qbv9/WgkHV6X/8DKCrY1vODSsge8R34OO3dveYsjMkH/hCVg9OzjJTZiSpKQkoPPV1/CT1uvYcnMYLzSrwEUCoW4RRqAmUZUtf13NRGjPz5eYiOmJIkpOfhiTRiWb7uB797vgFEDGjHTRMRMIzLMpRtJGD37OC5e1+98T07LxVfrwrB823V8Pb09xr3Y2KQyDbCsXLOkTOMeMjJSnbmKza3GYVvQWzg+8Tu4t/BDyIrpcpdVYc7NuqDV2ni0XHUX9af/hqzoC7i1eKjcZRGZnBXbriP4tV16N2Mel/IwD699dAxjPzkBjUZn/OIqgZlGVDWt+TMCHV7ZqXcz5nFp6Xl4ffYJjJx1DGo1M01MzDQi/fy6JwpBI3bo3Yx5XHqmGuPnncJL7x9BnlorQnWVY0m5ZimZxoaMjHR5GmQnpCJLlYz7Z67hxoZDqN2uMWydHeQurUIUNnawraGEnbs3XJp3Ra1nxyPzxmlosx7KXRqRyVix7TomzDsFnU4o8XlrawW8PR3h7ekIa+vSv1lZ82ckxsw5Ueo8cmCmEVU9a3dEYMycE9BqK5dpG3bfxGuzjkKrNZ2mDDONqOr5bc9NvPbRMWg0lcu0LX9F46X3j5jcl2eWlGuWkmlsyJgIB88a8OvfETqNFoIJfRipqLyke0j5extgZZ3/HxHhXHgC3lrwd5ljlB4OiD04ArEHR0DpUfYPx/W7o/C/jVeNWaLRMNOILN+lG0l449OTZY4xJNM274/GN7+EG7NEo2GmEVm+K1EpeH3OcQhlfNdlSKZtD72DRT9fMnKVxmNJuWbOmcY9ZGSk7NQcr0Sth8LKCjYO9gCA8GU7ocnOBQCErJyOe8cuIWLDIQBAzRb10XXpFOzqNQPaXLVsdZcmPfwoLgx3hqDTQcjLBgB4DpwO62r5G1ulnN6O+M2fFnlNTsxV+I77HrX6viV5vURSys3T4vXZx42+omXm9+fwXBdfNKzratR5K4KZxkyjqkOt1mH07OOlfotcUbN/PI/nQ+qiSX03o85bEcw0ZhpVHRqNDq/POY48I186Oe+ni3ghpB5a+tc06rwVZUm5ZimZZtYNmUuXLmHOnDk4evQoBEFAjx49sGzZMvj7+6Nfv37YtGmT3CWWKeF8JE5O+R+s7W3hN6AT6nRphQuLNxY8/8/sNei7Yz7u7D2L3JQMBC96A2c/Wm1yJ8MjTv4d4Dd1HYS8HKSc3IKHlw6hzisLCp6vETwINYIHFTxOPfMn4tZ/BPceo+QoV29arQ57T8Ri5e83Co5t3HcTE19qBkcHsz6FSEJr/ozAlZupRp83O0eLOT/+h98Wdzf63IZipplPpv31dxyWb71ecOzXPVGYOKIZnB1tZayMzMmGPVEV2l+hPLl5Wsxa8h9+/7an0ec2FDPNPDJNpxNw8HQcftpSmGm/7IrE5JebwcXJTsbKyJxs+Ssa58ITjT6vWqPDh0v+xe7/PWv0uSvCknLNUjLNbC9ZCg0NRceOHXHjxg18/PHHWLhwIWJjY9G3b19kZGSgTZs2cpdYLm1OHtJvq5B6IwYXv9yM9JgH6PDZ2ILns1TJuLJ8N4Jmv4bGr/VC2q14xJ8Mk7HislnZOaCaV0M41GuBOq/Mg71nfcSsmFzi2LzEWNxdPhH1Z2yClb3p3sI34nYamg38HQPeOYhdx+4WHH//23PwfmYj9p+MlbE6MheCIGDp5muizb/t4G08SMoWbX59MdNMP9NuxjxEyxe3o9/EA9h5tDDTZn7/L7x7bsSux44RlUXMTNtx9A7i7meKNr++mGmmn2m349LRZuh29HnrL/x55E7B8Vk//Ic6PTfij0O35SuOzMrSLeJl2t4TMbgdly7a/IawpFyzlEwzy4ZMQkIChg8fjsDAQFy4cAEzZszApEmTEBoairt38z9MmkND5kkXv9qMhsO7w711g4Jj19fsh1tjX7ScNBDnPl0nY3WG8xoxF4mha5AZ+W+R44JOh+hvX4XyxZlw9GslU3Xli1VlotvrexBxp+SNodIy8vD8Owdw9Fy8xJWRubl4PQlhkYbffURfao0OG/fdFG3+imKmmZb4hCyEjNlT6t290rPUGPzuIRw8HSdtYWR2rt5Mwb9XjP9N8iNarYBf9zDTxGbumfYgKRshY/aW+vM1M1uDodNDsec4G81Utqi7D3Hqwn3R5heE/H3/TJEl5Zq5ZppZNmQWL16MlJQUrFmzBg4OhZspVa9eHYGBgQDMsyGTHq1CzMF/EThzROFBQcCNXw4iNvQ8cpPMa8foanUawa3d87i3YVaR4/FbFsDawRW1+5fcwTQVC1ddhKqMVQeCkP+hcdqXZyCUtfsXVXlnwxJEf49/RFhmW1nMNNPyxZrLiL2fVerzggBodQKmfsFMo7JJk2niv4ehmGmm5etfwnAnPqPU5wUBEABM/eKsSd2RkEzPP1JkmgTvURGWlGvmmmlmuQHGpk2b0KVLF/j7+5f4vKenJ5RKJQDg7bffxq5du5CWlgYXFxcMHToUX3zxBezs9LumVKPRQKVS6V2bWq3Re2xJwpfuRL9dn0EZ3Byq01fyD+p0EAz8QaJWaxAbW7nLadRqTwCV20/Ac9AM3JjZGelhR+HSMgQZ104h6dBqNP3mvIG1qBEbK17n+kkZWRqs2xlZ7jhBAC5cT8bu0CsIaOImfmFklk78W/TbOWtrRak783s9dtyrjN37VYnZRW4ze+ZSfKXP+ZIw04oy10zLztFi9R83yh0nCMDVm6n4fX8YOrY0jQ0IyfQcP3enyGMxMu2fsPvMtHLnqLqZlqvWYcW261Agv+lSGkHIX/2wafcldA30kKo8MjPHzt0u8liUTAt/YJKZBhgn15hpgFKphI2N4e0VhWBmX4OpVCp4eXlh2rRp+Prrr4s8p9Pp4OXlhYCAAOzfvx8AcPXqVdSrVw9OTk5ITEzE0KFD0a1bN8ydO1ev94uNjYWvr6/e9S1w7wVvW+Pe7aThsBC4t26As7NW6/2aOPVDfJx0sFLv2+yHcDjUbV6pOR6nyUjFtWmB8Ju0Gi6tDNuANPvuFVyd3MJotZTLoT7QcFb54x659xuQdFi8esi81ZsIuAYUPPT2dETswRFlvKB8Pr02Iu7x1Q7aTODqlErNWRJmWunMKtOq+QCN5uo/Pn4LkHhAtHLIzPlOANzaFTwUJdN0ucCViZWasyTMtNKZVabZewH+8/Ufr9oOJOwRrx4ybz5jgRrBBQ9FyTRBC4RPqNScJREj0wDDc42ZBsTExMDHx8eg1wBmuEImMzN/kzeFQlHsuR07duDBgwdFLldq1qxZwZ8FQYCVlRUiI8tf+UDGl7B/GdQp8Yj5+d0ix927j4LnC++W8iqZlPDvq2xmefUfScbQf0+m+h70OLPKNIMziplGZTD4Z2SF3kSC96DHmVemGfjvQ5J/s2S+mGmWyFwyzexWyOTl5cHR0REBAQE4d+5cwfE7d+6gc+fOiIuLw8aNG/HSSy8VPLdo0SIsWLAAmZmZcHd3x759+9CuXbuSpi/G0EuWTg9bhMxo/ceLxam+EsFbZlZqjslXPRGTYxq3QPWtpsYPzaRbCpuYmougV49Bq+dSvV/mBaJ7UC2RqyJzNfWrMPx++F7B4/KWwp7bOBAA0G7En4hPLHkfoyeXwvrUrobTa7sZr+j/x0wTh9SZlpquRuArR6DW6Jdpq2YHoHdwbZGrInP1/vfh2PhX4ebPYmRa7Zr2+G9DiNFqfoSZJg6pMy09S4OAl48gN0+n1/ilM1vj+a5Kkasic/Xx0qtYtzum4LEYmebmYouwzT2MV/T/Y6aJoyKZVtFLlsxuhYydnR1GjhyJNWvW4IUXXkC/fv0QExODlStXwtPTE3FxccU29J05cyZmzpyJa9eu4ddff4WXl5fe72djY2PQ0iNbW9P4n9TW1rC6S5wjEkCOceqpLFtb20r/fQzh4wMMfuYOth6ILnOcQgHUVTrj5edbw9qa3yhTyToFphRpyGi1QtFlrKWIT8zWaxwAtG1eW5RzhJkmDskzDcDwPnewYXfZd65RKACluwNGDWoDGxtmGpWsc9uHRRoyomRas1rMtPLmqMKZBgCv9GuIn7dHlDlGAcCjRjWMGRIAeztraQojs/N028wiDRkxMi2wqQczrbw5qmimmeWnrSVLlmD8+PE4e/Yspk+fjrNnz2L79u2oU6cOHB0dS93st2nTpmjdujVee+01iSsmc/Th2Fawt7MqdZWrAvmbxX36diCbMVSmoGbibyQY1JybFVLZPni9FRzsrctcuf8o09iMobJIkWltJXgPMm8zRreEs6NN2ZkGYM6bbMZQ2aT4DMVMo9KY5ScuZ2dnLF++HCqVCunp6Thw4ACCg4MRHh6Oli1bwsqq9L+WWq1GRETZ3XQiAAho6oEd3/eCg31+5/nJH/gCgK+mt8eoFxpJXxyZlU5tPOFd21HU9xj27FOizk/mr0Wjmtj9v2fh5FBypgHAwneC8MaQJhJXRuYmqLkH6nu7iPoew3vXF3V+Mn9N6rthz/+ehatT/iUOJWXaJ28GYOJLTSWujMxN68Y10divuqjv8VIffk6jkpllQ6YkqampiI2NLXK5UlpaGtauXYvU1FQIgoDLly9jwYIF6N27t3yFklnp3dkHUXuGYt7EQDT0dYWrky28azvi7eFNEfb7IEwf1VLuEskM2NhYYcJQ8X7J7RVcB/4if5Agy9CjQx1E7RmGzya3RaO6+ZlWp5Yj3hzaBJe2DcKH41rLXSKZAWtrK7wpYqZ1batEi0a87TqVr2uQFyJ2DcXnU4LQ2K86XJ1s4eXhgDdebIzzm1/A3LcDS7wRCNHjFAoF3homXqZ1aFkLgVwhQ6UwjYvOjCAsLAwAijRkFAoFNmzYgGnTpiEvLw+1a9fG4MGD8emnn8pUZXGNXu6JRi/1gCDocPqDlUi9frfYmD6/f4q0qDic/mCFDBUaJvHAKiQe+hmwskK9N5fBwa94w+LGrBBU826Cem//JEOFhvOq5YjZEwIwe0JA+YOJSvH28Kb438areJBs3ItjFQpgjgn922SmmT5Pdwd89EYbfPRGG7lLITM2fkhjfP/bFdx7oN/+CYb45E1mmlgsMdNquztg5tjWmDmWDWWquDGD/PHN+nDcjc80+txz3wo0+pwVxUwzPRazQqakhoyrqysOHTqE5ORkZGRk4NatW/jqq6/g5OQkU5VF2bk5o/GoZ7Fv8BycmrYMHea/XmyMzzNtoc4oefduU6NJT0bC/mVovPAY/CatRsyqKcXGpJ7bDWsHcZc5E5kid7dq+Gl2Z6PPO+WV5ng60DTuHMFMI6o63FztsWKO8TPtrWFN0KNDHaPPWxHMNKKqw8XJDqvmdjH6vGMG+aPP09JueF0aZpppspiGzNtvvw1BENCxY0e5S9FbrYCGUP19BYJGi4c378G+pmvRC2AVCjR5vQ+ur90vX5EGyIz8B84tQqCwsUU1n8bQPEyEoCu8HaGg0yFh74+o9dxEGaskks+gnn6Y/HKzMseoErPh02sjfHpthKqUWyk+0rFVLXw2OciYJVYKM42oaunXtS7eK+fSXUMyLai5B76Y1t6YJVYKM42oaukV7I1Zb5S90sqQTGvduCa+ea+DMUusFGaaabKYhow5snNzRl5a4bI4dUY27FwLN/5sOCwEd/aehTZHLUd5BtOmJ8PGuUbBYysHF2iz0goeJx1eB7fgwbCyrSZHeUQm4bv3O5a598KjWy3G3c+CViuUOi64dW3sXdobjg6mc+UpM42o6vliWju8U0ajWd9MC2rugf3LesPZ0VaMMiuEmUZU9cyf1BYzRpfeaNY309o0qYkDP/VBdRc7McqsEGaaaWJDRkZ5aZmwcy28fMrW2QF5D/Ovxba2t8VTg7sgatNhucozmLVzDWgzUwse67LTYe2Yv9GoLi8Hycd+hUfP4kvjiKoSKysFln7cCSs/eRouTob/4qFQANNGtkDoyr6o4WovQoUVx0wjqnoUCgW++6Aj1s7vWuFfPN55uRmOrn4O7m6m9aGZmUZU9SgUCix+tx1+/TwENVwrlmlvDWuC42v6oba7g5GrqxxmmmliQ0ZGCecj4dmxKRTWVnDxUyI3+SEg5HdanevWhl11Jzyz/kO0nf0qvHsGoMHQbjJXXDYn/w5Iv3IcglaDnPgo2Lh6QPH/tyDPvR8NbWYqoub3R+y695H2314kHf5F5oqJ5KFQKDDuxcYI/2MwXh/YCNXsrfV6XZ/OPji5rj++fq8DHKqZzsqYR5hpzDSqmhQKBUa90AhX/hiMcYP94ahnPvUKroPja/rh+5nBcDKhlTGPMNOYaVQ1KRQKvNyvAa7++SLeHNoETnquRu7R3guHV/XF0o87w8XJdFbGPMJMM81MUwiCUPpaKzLYn92mIjUiVu/x/q8+g4bDukMQdDjz4So4etaAnZszorefLBijDG6O+gM7G7TTtZu/DwYe+86Q0osZdgS4lW7YaxL+WoGk0LWAlRXqTvgR6pR4aNOTUbPbywVj0sOOIvnEJoN2un7KBdjS3bBaiMxFclouth6IxtmwB/jvahIeJGdDqxXg5mqHNo3d0baZO4b0qo8Gvq6S18ZMY6YRGSr1YX6mnQlLwH9XE3E/KT/TqrvYobV/TbRt5oEhvfzQqF51yWtjpjHTiAyVlp6HbQejceZy/ue0+MT8y5VcnW3R2j//c9rgZ/zQpL6b5LUx08w/09iQMTJDTwqxyHVSiIU/6InkwUwTBzONSB7MNHEw04jkwUwTh5SZxkuWiIiIiIiIiIgkxoYMEREREREREZHE2JAhIiIiIiIiIpKY6d2mw8y5+CnlLgGAcerwdix/jFRMqRaiqoSZJg5TqoWoKmGmicOUaiGqSphp4pCyFm7qS0REREREREQkMV6yREREREREREQkMTZkiIiIiIiIiIgkxoYMEREREREREZHE2JAhIiIiIiIiIpIYGzJERERERERERBJjQ4aIiIiIiIiISGJsyBARERERERERSYwNGSIiIiIiIiIiibEhQ0REREREREQkMTZkiIiIiIiIiIgkxoYMEREREREREZHE2JAhIiIiIiIiIpIYGzJERERERERERBJjQ4aIiIiIiIiISGJsyBARERERERERSYwNGSIiIiIiIiIiibEhQ0REREREREQkMTZkiIiIiIiIiIgkxoYMEREREREREZHE2JAhIiIiIiIiIpIYGzJERERERERERBJjQ4aIiIiIiIiISGL/B+xSd6bhojH9AAAAAElFTkSuQmCC", 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" ] @@ -72,6 +72,50 @@ "observables = PauliList([\"ZZII\", \"IZZI\", \"IIZZ\", \"XIXI\", \"ZIZZ\", \"IXIX\"])" ] }, + { + "cell_type": "markdown", + "id": "699105a3-903e-49d8-826b-cc8b9b85c9df", + "metadata": {}, + "source": [ + "### Specify a backend\n", + "\n", + "You can provide either a fake backend from Qiskit or a hardware backend from Qiskit Runtime." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "756f2130-6947-479a-9fe7-97443c87a904", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit.providers.fake_provider import GenericBackendV2\n", + "\n", + "backend = GenericBackendV2(num_qubits=4, coupling_map=[[0, 1], [1, 2], [2, 3]])" + ] + }, + { + "cell_type": "markdown", + "id": "b5debc22-7e92-465e-b37d-05763946b6e6", + "metadata": {}, + "source": [ + "To use a hardware backend, replace the code above with the following commented block." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "322fb191-6b85-4887-9883-71f94bb0be87", + "metadata": {}, + "outputs": [], + "source": [ + "# from qiskit_ibm_runtime import QiskitRuntimeService\n", + "#\n", + "# service = QiskitRuntimeService()\n", + "# # backend = service.backend(\"ibm_cairo\")\n", + "# backend = service.least_busy(operational=True, simulator=False)" + ] + }, { "cell_type": "markdown", "id": "080a2a8b", @@ -84,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "id": "b394da7a", "metadata": {}, "outputs": [ @@ -97,29 +141,30 @@ } ], "source": [ - "from qiskit import transpile\n", - "from qiskit.providers.fake_provider import GenericBackendV2\n", + "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", "\n", - "backend = GenericBackendV2(num_qubits=4, coupling_map=[[0, 1], [1, 2], [2, 3]])\n", + "pass_manager = generate_preset_pass_manager(\n", + " optimization_level=1, backend=backend, initial_layout=[0, 1, 2, 3]\n", + ")\n", "\n", - "transpiled_qc = transpile(circuit, backend=backend, initial_layout=[0, 1, 2, 3])\n", + "transpiled_qc = pass_manager.run(circuit)\n", "print(f\"Transpiled circuit depth: {transpiled_qc.depth()}\")" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "id": "4fe4af43", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] }, - "execution_count": 4, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -140,18 +185,18 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "12e73c69", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -186,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "83b1efed-bafa-48c4-bbf0-cf7eb9027ac5", "metadata": {}, "outputs": [], @@ -214,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "c7b28e2c", "metadata": {}, "outputs": [ @@ -242,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "70e2f1b6", "metadata": {}, "outputs": [ @@ -256,21 +301,19 @@ }, { "data": { - "image/png": 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" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Transpile the decomposed circuit to the same layout\n", - "transpiled_qpd_circuit = transpile(\n", - " subexperiments[100], backend=backend, initial_layout=[0, 1, 2, 3]\n", - ")\n", + "transpiled_qpd_circuit = pass_manager.run(subexperiments[100])\n", "\n", "print(f\"Original circuit depth after transpile: {transpiled_qc.depth()}\")\n", "print(f\"QPD subexperiment depth after transpile: {transpiled_qpd_circuit.depth()}\")\n", @@ -287,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "80dd2a66", "metadata": {}, "outputs": [], @@ -306,24 +349,22 @@ "id": "878c9d46-53b9-4ac5-8170-f4abd1072a1c", "metadata": {}, "source": [ - "To use the Qiskit Runtime Sampler, replace the code above with this commented block." + "To use the Qiskit Runtime Sampler, replace the code above with this commented block, and be sure to specify a hardware backend (above) when specifying a backend." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "a437de20-2042-4e62-87a7-804058cff5db", "metadata": {}, "outputs": [], "source": [ "# from qiskit_ibm_runtime import Session, Options, Sampler\n", "#\n", - "# with Session(backend=\"ibmq_qasm_simulator\") as session:\n", + "# with Session(backend=backend) as session:\n", "# sampler = Sampler(options=Options(execution={\"shots\": 2**12}))\n", "#\n", - "# results = sampler.run(subexperiments).result()\n", - "#\n", - "# session.close()" + "# results = sampler.run(pass_manager.run(subexperiments)).result()" ] }, { @@ -338,7 +379,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "ace12f7f", "metadata": {}, "outputs": [], @@ -362,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "4928e703", "metadata": {}, "outputs": [ @@ -370,10 +411,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Reconstructed expectation values: [0.54248047, 0.53662109, 0.34552002, -0.26672363, 0.25024414, -0.19494629]\n", + "Reconstructed expectation values: [0.52972412, 0.5692749, 0.37542725, -0.20349121, 0.25061035, -0.24511719]\n", "Exact expectation values: [0.50983039, 0.56127511, 0.36167086, -0.23006544, 0.23416169, -0.20855487]\n", - "Errors in estimation: [0.03265007, -0.02465402, -0.01615084, -0.0366582, 0.01608245, 0.01360858]\n", - "Relative errors in estimation: [0.06404105, -0.04392502, -0.04465618, 0.15933813, 0.06868095, -0.06525181]\n" + "Errors in estimation: [0.01989373, 0.00799979, 0.01375639, 0.02657423, 0.01644866, -0.03656231]\n", + "Relative errors in estimation: [0.03902028, 0.01425288, 0.03803565, -0.11550725, 0.07024487, 0.17531269]\n" ] } ], @@ -415,7 +456,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.0" } }, "nbformat": 4, diff --git a/docs/circuit_cutting/tutorials/03_wire_cutting_via_move_instruction.ipynb b/docs/circuit_cutting/tutorials/03_wire_cutting_via_move_instruction.ipynb index 3dc8bab9a..dc25adb29 100644 --- a/docs/circuit_cutting/tutorials/03_wire_cutting_via_move_instruction.ipynb +++ b/docs/circuit_cutting/tutorials/03_wire_cutting_via_move_instruction.ipynb @@ -379,21 +379,26 @@ "metadata": {}, "outputs": [], "source": [ - "# from qiskit_ibm_runtime import Session, Options, Sampler\n", - "\n", - "# with Session(backend=\"ibmq_qasm_simulator\") as session:\n", + "# from qiskit_ibm_runtime import Session, Options, Sampler, QiskitRuntimeService\n", + "# from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n", + "#\n", + "# service = QiskitRuntimeService()\n", + "# backend = service.least_busy(operational=True, simulator=False)\n", + "#\n", + "# # Prepare transpiler for target backend\n", + "# pass_manager = generate_preset_pass_manager(optimization_level=1, backend=backend)\n", + "#\n", + "# with Session(backend=backend) as session:\n", "# # Set up Qiskit Runtime Sampler primitives.\n", "# samplers = {\n", "# label: Sampler(Options(execution={\"shots\": 2**12})) for label in subexperiments.keys()\n", "# }\n", "#\n", - "# Retrieve results from each subexperiment\n", + "# # Retrieve results from each subexperiment\n", "# results = {\n", - "# label: sampler.run(subexperiments[label]).result()\n", + "# label: sampler.run(pass_manager.run(subexperiments[label])).result()\n", "# for label, sampler in samplers.items()\n", - "# }\n", - "\n", - "# session.close()" + "# }" ] }, {