diff --git a/docs/example_phasenet.ipynb b/docs/example_phasenet.ipynb index e7b7ec2..8973b4b 100644 --- a/docs/example_phasenet.ipynb +++ b/docs/example_phasenet.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -89,7 +89,7 @@ "z(km): (0, 20)\n", "vel: {'p': 6.0, 's': 3.4285714285714284}\n", "method: BGMM\n", - "oversample_factor: 3\n", + "oversample_factor: 2\n", "bfgs_bounds: ((-56.597462373888895, 56.597462373888895), (-56.597462373888895, 56.597462373888895), (0, 21), (None, None))\n", "dbscan_eps: 6\n", "dbscan_min_samples: 3\n", @@ -137,7 +137,7 @@ "config[\"vel\"] = {\"p\": 6.0, \"s\": 6.0 / 1.75}\n", "config[\"method\"] = \"BGMM\"\n", "if config[\"method\"] == \"BGMM\":\n", - " config[\"oversample_factor\"] = 3\n", + " config[\"oversample_factor\"] = 2\n", "if config[\"method\"] == \"GMM\":\n", " config[\"oversample_factor\"] = 1\n", "\n", @@ -183,13 +183,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Process 236 picks: 0%| | 0/7 [00:06" ] @@ -299,12 +300,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -375,12 +376,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -408,12 +409,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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0+QcibW5KkyZNmjT9klYSadKkSZOmX3Z7c5MQohrwAXEg1l9WYJo0adKkGXl2eyWR5BAppWtXC5EmTZo0/2ukzU1p0qRJk6ZfdvsCf0KIrUA7iS4lD0opH9pm+9nA2QBOp3PBUGq+7274/f5UG8M9kbT8u5Y9Wf49WXbY8+U/5JBD+i3wh5Ryt/4HFCf/5gOrgYP6++yUKVPknsw777yzq0XYKdLy71r2ZPn3ZNml3PPlB76Q/Yyru725SUrZmPzbCiwF9tm1EqVJkybN/w67tZIQQtiEEBld/wd+AOw+zV/TpEmT5lvO7h7dVAAsTTYL1wNPSylf37UiJQhEYuk+12nSpPnWs1uPblLKLcCcXS3HtgQiMQ67/T28IRWHxcCyPx6cVhRp0qT5VrJbm5t2V9Y1+/CGVALROJ0hlXXNvl0tUpo0adKMCmklMQwqCzNwWAxYjToyLQYqC7+9bRcDkRgratoJRGLfqnOlSZNmcKRtJMPAZtKz7I8Hf+t9EmNpVkub8NKk2T1JrySGic2kZ0FF9rdnIIsGoXlN4m+SHZnVAn4va7/8mIDfu9OnT5vw0qTZPfmWjHBpdopoEJ4+HrwN4CiBkxeD0Zoyq0nYzqwW8Hupuu1w8jQXVUoe0y56badEGOhcadKk2XWklcRwiQbBswVyJoDRuqul2Tk8WxIKwuRI/PVsgcKZA5rVajauIU9z4ZUWnJqLmo07l75iM+lZdt7e1GxcQ8Xkmd+eFVqaNHs4aXPTcOiaeS/+ZeJvDxPNHknOhMQKIuJN/M2ZkNrUn1mtYvJMXEoemSJEm5JHxeSZOydDNIhtyclM/+BcbEtO3vOvaZo03xLS07Xh0M/Me3dkUEl/RmvCxDSElZHN7mDaRa9Rs3EN0ybPxGZ37Jyge9A1TbOL+Dat3vcgvpVKYtSzoZMzb62zHr+pEJ29HNvIn2WnGVLEkNE65EHZZncwfd53R0BSulczXX6RHquZNGmIBok/dRxqez2G7FJ0pzyXVhRjxLdOSYxJKKXRSuDYp/nNnc9R5c7DePfnvHju/tS1h3arkNieEUMy+XpBRfbQDjJWs7dhrGbS/O8QbNmIq24zXs1Cpn8TuS0bsZbtdsUYvpXsHqPZCDIiA+NgzuOO82WkhEA0jkVGOfzODwir8d0qxn8oEUN9rr76iXoaNYaxmknzv8G6qBNVyyFfumjU8miLOpm/q4X6H2HXj2QjzFiFUlYWZuA0a0ymnjZ9Ce2qIDjKimmoDDbpr9/VV9pPkGY3YWppPkeYriIrXEeHqYxXSvN3tUj/M3zrlMRYZUPbRJS3Cu9Fba9HySrhBy2/p5Xdr0yHTURZYGoAMYH+fu5+V185E4jbi7vtwGk/QZpdhM2k55WLfvCtr3KwO/KtvNJdYZujimcLOn8jOnsWBJp49ZclVGnlu9cNPEhzUX+rr4A0ckTzuWSH62iPlPGKNGKjh2kqV4fNX5v2IaQZE8bkuU6zHbvJaLYHsm2EU/Z4FuxsGOhIM0hzUX+rr3XNPtrCCtXRUqwoqe2H3f4e0ZCfB3U3Mz8riJKZVEB7GjvhlE/3E0nzv0L67h4uXRFOf3+ONa5cMu/8kNd+VYK1YPLuM6seQlhpX7O0vlYYXaapMrWRPOEipDixdSmgPYm+QioHSboYYZr/JdJ39k6wqjnKR/5CTES4j2sRiwOQWz76UUCDZSfDSvtaYXQ57B3E8Cg5lGt+yCxNKiDX6HyPUaCvkMrBMlYRdGnS7A7s9kpCCKEDvgAapJRH7mp5eiKTf8eJFoqEh5ghb/eLAtrJsNJtVxi9HPaOQtbPu4HyygXYdgelOAT6CqmE9kHtmy5GmGaXsQuyznd7JQFcAFQBu5nBH+aVZVGWAfaQSruSQ4UM9JhVf0vY9qZMOuyxZdLYWM2VdRtoflNj2R8P3tWSDom+Qio/r9swqH3TxQjT7BJ2Udb5bn13CyFKgSOA64E/DnrHMdK2NhHlncK7iXlq0GeVohx+N+RP3z1MTSNBX9FRST+H6q6jUculKupEYc/r/7BTIZVdxQi9DbB6DJIM06Rh12WdCynljj+1ixBCLAH+BmQAF/dlbhJCnA2cDeB0OhcsWfQks76+FlPERcSUx9ezrkbTmUZcNiUewdnyAVM2PoBEIlH4fNZ1RHOmDvuYfr8fu90+glLuHDZ/NTO+uZG4zoouHuSbGZcTsI9DiUdQ/I1c+mUWbtWIzSC44QALsXBgt5J/qAz2+vd3XXY1u9v9MxT2ZNlhbOTf6g4ybfW1FOCmhVyq5lzN+NyRmZwccsghK6SUe/W1bbddSQghjgRapZQrhBAL+/uclPIh4CGAqVOnyoNmlMA3AcgqwBrxctCMkpH3D0SD8NTPkfWfg1TRpEBF8I9vNO6+9IBhmx/effddFi5cOLKy7gzRILiWJFcSk9j7B8f3mjG/+aPeYaC7nfxDZNDy7+C67Cr25Ou/J8sOYyP/3pEYR6wnYSI1l/HKkT8YE1PnbqskgP2BnwghfgyYAYcQ4ikp5SkD7jUW1UQ9W6CjBikBCRqSWulkbSSnO9JlNyprPOyY/h1ER/3PJjelixGm2QXsqqzzMVMSQggB/AKYIKW8RghRDhRKKT/r6/NSyiuAK5L7LiRhbhpYQcDYPMA5EyCrAhF0E5GSmNRjQeVh/U0UmA6AqGlsC+MNwE7H9KeL7vVN+rqk2QUMpszOSDOWnenuA/YDTkq+9gH3jsqZuh7g0RqYjVY45XnEqa8gj7oHxZZHruKjUlbT9sBPCDZ8vX2m8zAI+L2s/fJjAn7vsEXtGdPfGdrzHMxp0qRJsos6Yo6lkviOlPJcIAwgpWwHjIPZUUr57u6WI4HRSiB/LqtsB+BX7BhllAgGbJqXDS2+ftuBDpaA30vVbYdjfeF0qm47fNiKoiv5ba6xnnyzlo7pT5NmT6WvMjtjwFj6JNRkYpwEEEI4AW0Mzz+iBCIxDr3tPTq9nTxu0MhUFAzEaJVZxLKm7rTJq2bjGvI0F15pwam5qNm4Zlhd4HomvxmyS9GJhQzrZ9+NfCxp0vxPsiN/6yg9o2OpJO4ClgL5QojrgWOBq8bw/CPKumYfHaEoU0QdpcKFig4TKnadSkVp5k7brCsmz6RKycOpuWhT8pg2eZjH6lmt1t84vGzwsW4+lCZNmu0ZyN86iol2Y6YkpJT/EkKsAA4FBHC0lLJqrM4/0lQWZlBuCnOd+Cc5wotRxND0VirtEsVfC/adc2ra7A6mXfQaNRvXMG3yTGzDrTA7EtFe6eZDadLsNCNSObifyedoJtqNupIQQuT0eNkKLOq5TUrpGW0ZRgObiPJa3p2Ilno0YUAIBb01G7LKCNjL+XKTCwHMLcsa9g1hszuGZWLqxUhEe41FWHGaNN9iRrty8Gi2dx2LlcQKEn4IAZSTqKImgCygFhg/BjKMPJ4t6CLtSIMJRY3gz6pEd/gNoDdz+J0fUJcMIipwmHnrosHdEEo8As1reg3mgUiM9fWtVBrbkNnjWeeODy/fYWdm/um8gD2Gb02fi2+ZD2xds49oyE+Z2kgrxSNeOXg027uO+l0kpRwPIIR4APiPlPLV5OvDgcNG+/yjRs4E4hmlNLaH8MSd3NJ0BH/41+VMsvi5NWLlOnEyG2QZoUCU995/h4P3+87AJqNokFlfX5vIFk/a/QPSyM9ufYlbo9fiFgFaRB6/iV9KhtnAq78c494V6byA3Z5wTH47+lx8C31glbk6HtTdTJ5w4VLyqMw9ZESPP5qJdmN5B+0tpfxt1wsp5WtCiGvH8Pwji9HK6oMf5oZHl3Cx+Bc3Gv5BrvSxNVjILLGZ+w13UiedCAEFH3ZQ9XEe0y56DaC7emhPpeHZginigqyClN1/fSCH26J/ZSo1RKURKTX2j33KKZF3UBaHILfsW/EApRkZ6n3aqM5Wx4xvoQ/M5q9lflaQkOKkXPOPiN9yu3OMUgWEsVQSLiHEVcBTJMxPpwDuMTz/iFPqzEHRmynU2glhBDQKpAcEmDKdzIi24wvHcEkHTs3FhjWfEf/vn8nTXFQpCaWRUhQ5EwgZstF1tqLPqUCXM4HK0Ncooh6d1LCIMLnAFYZnyBE+VP0ktM56lG/BA7S7MizTzRiZSfqSrdyqjupsdUBG4nt3HSOj8NvnA8uZgJJZkujiuIe1ExhLJXES8GcSYbAA79Odfb3HEYjE+Om9H2GImcnVdWImigCi6NGjkaWEEM4JbKpvp4A2mkUBOiC7n9yHQDRGtVejSEZoDnUyNRrDZtAh9TpkTCKExGLNxBT2osRV8GxilTKZqfZybGMwMH1rbN2DJBCJccRtb5AdrqPdXMYrFw2imNoY1fvvT7ZstXnUZ6t9MgLmISUe6XWMwE8foaZ6c2LF/W1YKe9Ofr0hjhdjGQLrIdFA6FtBlyPqfnEHZlRiKOiR+LChYsI17zIm7v1DZjz9C1R3B3m5DtSps6j67/a5D4FIjPc+Wc50rQMXDnI1T0KBzJiLKJqLaPwSABH1g6YSlCY6pY0b4ydzeYuf+R+cPar22+0iM87bG5u/dtff7ENlCA/H+vpWbopcRz5uWiO5rK+fy/yJxQPuM1b1/vuTLWQp2jWzVc8WtM4GQooNyzBXt5ZQU+oYpo56fnPfy3wZKcFh+XzP9a1sy+7g1xvGRGYsC/y9Q3fHzxRSyu+NlQwjSWVhBtNMLrKjASIYMBEljIEMEaJJFDJ1r6MIerbiaqzBq1nJbKwm19+8Xe5D16wwP7SJi8iiUOnoViBGK/zwelh8KlhzINyB1FvpcLXTQB6tpolUGttG134bDVKzdhXRkJ9AVI+JCOqTxxEONo9pd6ydZoiz3UpjGy7Fg1ezUqy4yTW2AQMridEMQxyMbJrOtEtmqwF7OVUdVpxaW+LetZdjY2irz3ZDISuTx2gVuazV8tI9xEeB4UxkxlI9X9zj/2bg50BsDM8/othMeh684Di8jyzC5a6hU1pRMVBp85HvzERn1LMyOWgUyDbatQxcQTvzynrnPqRmhcJNG1lUffc2Dtz/oG5fRf50yBmfGNyyKgj/9BFaN21Ey6jglfFFWEV0QPttwO/t21E+GJIDa2VnAw/qrJxtvJRpxja8LTXUyyHOlnd1SGNfs92cCf3KZC2YTEnZRPLb6zFkT0JXMHmHpxjNMMRBy7YLZqvr3HF+E78Up9pIq6GYh91xKg1DywuoDRq4InmMFn0RitGKlXi6h/gIM5yJzFiam1Zs89ZHQoj3xur8o4HN7uDrQ+/j6acfxYDKefr/EDLkYPU3g2cLU0sr+ZnxEm6JXku2CFD80fkwvvfMu+essFC0M3N6Gdaeg7nRSuDYpxO1nMor+ekDX+INqTjNX/PqLz1QMDm1fVv7bVeRwD4d5YMhGWWimB3Mz+rkqYOcdFrm07Ton0ObLQ80ix8L5RENEgwFWNdhJrdrtmtyYttWpp4YrehOeQ7dEGQbs3r/w5BtNKkszMBosVPL+NSgPtS8gNIMpdcxXjx3f+raQ2PrA9vVE5kxYDgTmbE0N/XMvFaABUDhWJ1/VIgGmf/JecwxrAQkUQx4O2M0KDpyW7dgyyjkhSMlYlkMg60AXR+1k3rOCgOKM5H70INAJMZhd3+ON6RiNqwgpMbRokFuEreiLA4Qzy7liOZzaQsr29lvd7pIYM4EsBdCRw1KVgXTZ8wlII29b7ICeyIBMKMQm7868aBt+4D1F9I4FvHwyXMo7jrimoXzoudQbxjHU9WbEz2qB6qoOYxZ+Zg1Ytod7NtJbCY9y/54cC/lONS8ALNebHeMfId5jL4B38rcjL4YzkRmLM1NPTOvY8BW4MwxPP/I49mC1l6DkixmG5QGioUbRQL//iXSmIEwZmFSvQi90rczsces8P3V9eQ2RagsNKZ+vJ79IDQpsRr1lNFGkeLBYMtHba8nO1xHdbR0O/vtiBQJFAIQyb/b3GS5OmxLTobOOgi1MwNLoq3ntg9YzgTi9uJuZ1nXNRiLePjkOQy2TAr9LSgGMyaLnYrJM2H1tmY618ie+9tIP7PtbZXjcPICdmmnwxFwvu8pDPU6j6WSmCalDPd8QwhhGsPzjzw5EwjbSzEFXIBEJ+MoonuzFvXTELFjEwpZ+/4C8z6n9z07MVoJZFdy+Se1RD5a3suGW1mYgcNiQEJqGV7fNoOS9/6TWJlkl9IeKcOKsp391mbUM/1Xt1PjDjKtcsHQfRKeLcQ6G+nEQWZnI/rkg5O6yZrXJAZZnQkifjCZEwpjmwcsII0c0XxuImQzUsYr0ogtef1GPR4+eQ6dt4Hiskn86eCjmFqaj82k79dMl6YfhjLb3sPyAvpzvqcZWyXxMWxnvv6kj/f2HIxWDL/6N3+89X5ukbeRp/i7t0kIYqKYNowyhvb+zUQ3LcN46tI+H6x1zT4CqiQS7x3RYTPpefHc/VlW1cph0/LJd5jJdxRD2XOJ+lE5E3hFGrdfPiYfaKu3gWmOEpi9eLtzbkfPWSLg7uxkk8dEPm42kMtEQzH5PT/TNch31CABU9iFlHZERm8r4rpmH21hhepoKVaU7tVOD3/LqA3UPeLTdTkTmN+jJlaXGa/LTDcsRsuOvTvax4ey8tud8gIGQV/O9wX2XS3V9uyKfKWxqAJbCJQAFiHEPBLmJgAHMOCdI4Qwk0i6M5GQdYmU8s+jKO6Qsdkd/O3I8ZheVkEm7Gl+TPxdnMKGSB6PGG9FADpNpbluA6a6KnInLtjuOJWFGdgMAp2u94qgK2nPG1K5++2NqRVGQBpZFymhUhr7Xj4O1ZQTDRJ9/BhUdzWG7DKMRiOGtjqktHJB7Fw2yDL+ur6NEzZc1HsmefJiQlWv4156OSFNjyUSI8fTgNWW1+u79VwN9fxu2w7Uo3Lj92G/72nG61LKQ2a07Ni7q318qCu/3chvsiP6cr6PBjsTbTjalWT7YyxU0Q+B04BS4PYe7/uAK3ewbwT4npTSL4QwAB8KIV6TUn46KpIOk6xp30O+YYeoF1DYKMfxangOR+s+REvpRImLTKpa7Jwwcftj2Ex6bjjAgnPy3F6zhPX1rRSGNtEeddKJNTWL2OHN0p8foB/cW7/EWr8SPRpayEUsIx9LhpMCfzNRjESFicMK/GifJ+22HbUoG9+AyT+gyr4vqsyjgDY8MoO2oJ1523y3bZ2S2+ZfjHU8fF+K6/OtQzzIaPlUdtfaRXvY6mAo9HmPjjA7G23Y18RmLJ6XsagC+zjwuBDi51LK54e4b2JinsCQ/LddQt4ux5aHOOdjwl8+w4XvaayKFPJf0+VYCKEgaZUOvNLO2eofeGZKSb+HMetF7x89GmTOe2dxp24zTaYcLjNdlQov7HmzrK9vZb7N07vEeH9+gJ70MGl8vrWdLoOLBDqVLHJVHyUVkzh92vc4ZGYFZiXKyg4r+VorWcKH/c0/oyx/kMpD/sKJhvO5LnpTv6G+vVY7PfIvHlbM3GQ8mRbzxDGNhx+RQWG0fCpDVPCjRZ+z3j1odTBURttxvrPRhv2tyEcbkRiHR/EEQpwipXxKCHERfWdc397Hbj3315GIjJoE3CulvGyb7WcDZwM4nc4FixcPwvY+wijxCLO+vhYl6GJtOJtFsYXcangAHRKBJIKBVplNg8zjq8qLyRcd2HNLMJrMKPEIllATIUsR3pCK3d5tCLX5q5nxzY2oOitEA3w943JimeMJxyRXfhgiroaZbajj745nsageIqY8vp51NZrOxKb2OLd8ESYSB5MOLtnLzKRs3XYymyIuIqY8PplwMbmf/40S0UqDzKdx/uXIkCclZzgm+bQxxtL1Pr4rV3G5/hmsVis50QZUQyZhQyZEvAhTBoZ4kG9mXE7APq7P69X1veKKGWuwgaDeQdRayDez/5TIGu5BOCap92mUZiiY9aLP4+2IwR7D7/f3uv6Doefvt63swyUck1zzYQd5ajMuQyF/OiBrUN99OPL3RzQSJuuTv5KveWhVcujY788YTaMXktpT9pH4zceawVz77mvqplXJHdY1Ha1rc8ghh6yQUu7V17axMDd1TWCHdfdKKePAXCFEFrBUCDFTSrmmx/aHgIcApk6dKhcuXLhz0g6H5jXwTYB4Tj4lzS00yRwiGLERRkOgRyOCgWLhwrHxeuwygEvJY9r5/8b24pmpmej7ZedxUE/5o8FESKm3AfImc8DhJyRmctEgB038mvjrV2ELNqAE3ZA3BWvUz0EzSqBwJntHYjyy7j06QyqZFgMn/Xgbk1RSZrIKsEa8/HifSbTu/xpfrFzBjJlzufCxr/CGLDgsBl48ezZ/fGApa8O5+DQTyw0LaNO9xUzFjaIomDOyMccieIUDh0EDxyT2/sHx/Zsjur6XZwvoFDJyi6GH7F2MhA12KMd49913Ger90+VIXDCCJooVNe10vr+cxng5Vp0O5+S5g5rhDkf+/lj75cdYpQcvFgqkB3v+CHRJHIAu2XeV3X1nGey1D+z/XWo2rmHGzrQkHmPGwtz0YPLvX3fyOB1CiHeBHwFrdvDxsSVpdhCd9TSTy9dyIt+P3MzjxpuxiQgOEcBEDK/IwCH9dEorTs1F8+plTOxhe7aEmhLH6xnZsq0NuCtqybMFGXQTtFdglW2IoLs74ohBmFP6MJXkG638+PvfZ0VNe8qcZSKC9q8TuC5aSyM5XKS/kMu+m8VfPz+PWf6VXKE8ic29BWG0sWbubXx33rQd26uTUU21VV8w5aub0QVa+jTXjIQNdjCmueEyWgParjIr9KS/HJvRjq7ZVXb3sWJEWhKPMWOZce0EzgLG9TyvlPKMHeyjJhWEhUQnu5tGWdShk3TorftmFb95voUwRpoxcXT0WpadVoquoIJA9WYyc0tp+eeJ5ONOPHhzDoPqRamBOmQp6juypacNOOnUjFtyUL2t6Ns3ExECgyUX3XGPDZjg1JfMfTkhew5S003N5GltbFRslOLmH+JmJqyJcEjMjR8zeqmyReZjjsQJB32s6Iq4GuBy9YxqyjWdx50/yGTKtNnbhcBWFmbgNGtMpp4Oc9mwBsue3yXfrDHnvbPA3zgiUUOjNaCNhRO1P3r6IfoqRjmgUhyBsN3dQUGm6c1YruNeBD4AlgHxQe5TRMLprSNRymOxlPLlUZJv5zBaqZi+D7z0NsRUzESYrG/lQ88MjhyfS8X03ES11/iJmPV6bv39idiyc2j90YOs//RVpu77Y7R1G3ec+ZlcAUTdtWySpeTITjpxMCHoRedrhh6hp4ORuS8nZK9BKleHfslSpop6gkoBpbFOpFDQiwhtZAJeMmSAGlnE5auzCKxevsNZdc/BNRiFk/7jI3vZ9iGwNhHlrcJ7ux24YiFDvWV7fpdpSi3i340ERiirdjQHtF2RfdxX9E3PWe+ASnGEwnZtJj3Lztu722G+B5iaxpqxzpUYy1/Auq3TeUdIKb+CXtGUuz0GnYKZCP803EKR8ND63yc44t2r+NvPZnFL5BqKRSsNWj71HUcDHjbfdyyleNi88p/4vvOnXpmfbpFDZSiAtWc9pKSp5vd3PIU/GuAi/RKKlQ6UrIkjmtXaa5A6eTFKy1rskQ547nSIBlAEOE0QDRuJoUOTENEgEN/xrLprcI1pkmhMI6xqdIbU7U1Bni3o/I3o7FmJ2f8wB/Wu7xLw61LlqEciq3ZXzvhHgx1F3wyoFEeqrEU0iG3JyYm6Wqt3oxyR3YRd4bMZy7v6ZSHEj6WUr47hOceUdc0+ApEY40QLRcKDHwv50kVWuA5Lh5FKsRmBRq7woSl1vLvSyzQ8+LBQiJvPG+pTmZ+lajX/Z1yE8u+zu3tZA3i2sKHTwm9jT5FvcNMis7godi5tLZP6DnMdKd76C3i2IGMRQvYK2n1+nvQfwkm6ZUQwUCg8TFJaqNLtOBmpa3D9sq6DixevxhtW+zYFZRSCOQtC7Tsu7TAIU8doZNXu0npDfbAzs8wd1fraNvu/5/FHrKzF7pojspuwK3w2Y6kkLgCuFEJEAJVE5rWUUu4ZLv5BUFmYQYbZQFO8kCaZQ5Fw0yRzaTeXMaUgA6NOQdMkiqKg6HXsNX8Bm97v/tzzDXZ+EdtChtmAwEyh6CBmyE30sm5ZmxiovQ3MNmbSKNx0YqWAdnwxA61hZfRumF5+kDY6vJ3UaAW8EN+X3+lfwEKEECYOn5zJdZVGKvJsiT4XA9xeNpOeAybl8dZF3aYg3dLG7sGh6/uGPGDJgW38Lb2IBuGpn0NHDWRVwCnP9/nZscqq3VWEY3KnZpk2u2M7P0RPApEYx9/zNtnhOh56q3dL1xFTwKOQe/Jtar27K3w2Y9lP4tv1RPaDRBKURs5QL2GcaKFJV8S9J+yD36HwtTqOElppiOcz3jqB/Nwc1hy3iPMXv05dLJMHjHdheyHIW4WlfL7PHbQteRSdq5H1SiHTYnGsyRmWLtxOcVEReX4P3/idtFKcuGFydYnQ1qE4DgfjbOzhB/laTuS66ElslGVM0rXQLjNoIRsTUX7WdAs5NY2JfUoWwC+W7FCO1Ew8auqdQCZImi8ysITaUQbyt7SsRTauRGoaIuhGtKyFsu1DvvvL/O5Zr2pMGKW6TPU+bacjuQaKvhmopeu2Crgs28KKmvahD8wjnNW9p4bU9seuMHGOZXRTX4X8OoEaKeUe26GuJ+uaffhCKqoGKibWyXIKrWbmlWXx4qpGrolexjjRQrUs4LJ1ncwuFcwcV4jLNplxoU0UCzeayEB469B1VKPGJUKAIR5khcvIgV0zrMwydMc9hsXXzDR7OffUd2LtWI9h0XGEvYNsKxoNQsta4m9chdregMGei+6XS/ociAPSyFf73s9dS15nVSSXMCacGSaOP7CS5reepEC66BQOcqIdSKkhJdBePSS79LYZ4ostE6gdpPkiGIujxDSE1JAaaLF4v0XB+sr87pq1KmXndb/f1yA1EoP7MHoMD5bSDGXUIrlg4JauPQevsmxLasXRbu694hgUI5jVPdTmR3sCY23iHEuVeh+Jiq9fJ1/PAlYDuUKI30op3xhDWUaFysIMLEY9QTUKgEMX5fL5elCD7F9uYYLSwhatgDAm7n93M/FIgGkmFy/+9hi2NJWR9dxfMHS68AsTja525oh2HCKAU3TQ8f7v4Lcvg6+5e5Cy5YHfi/HZE3FqTcTxsZViMnbUVjQ5OGruLai+VuJSh87fAE8di+70V3sNJl0zsfZglIhanKj2qle4/YS5TMm3s/C1iymnhVayeM3+d4yBTqQUrPVlMnUIdultK8Uu2+TntkGaL9ZpZcTlRIplKw3ko9fK+i0t3Mv00N7b/q33VlP1+du9cze6BtcRGtyH02O4P7Ytm9Gzcc925rsRsO3vqKVr1+C1cnNjvyuOsWaozY9Gkp1qHbwbMZZKoho4U0r5DYAQYjpwCXAt8G9gj1cSNpOe53+3Hz+992OEGuR+5WaKPvGw/tMcFDQe1rdRJ52crV2O6vPyqPFmsqMBjIsXk7n35UnTTSZ2IuRlmPFioZwWJILc4BbwVG9nRumKSPFIOznCS6b0Ua8VDtxWNOljCBmy0MkWjESJSCN6vzvRErPHYNLlKAuriVKFJr1Cjs3IvLKsROVUvYV1ajkOXRR/TBCXDlyag9/LP3D3DuzSPQfsbW2th03L5+63B+c/mFqaz8+Ml1EZWc064xz+vU1Lxq7zlGVbUhV1HRYDy87bG1tydRa3FmBe/Q9yVrWgihAUTEXX5RsxmAmGAoMe3AeygQ+nx3Cf5+gjXBV6m+9GvK7UINumVtBEQLjxsv2KY6yx+WuZn+knLO2UC9+gmh+NBDvdOng3YiyVRGWXggCQUq4VQsyTUm4RYvTrs4yFVg9EYpz08HLUWJxp+laKpAevtFBIM7l4QUCO8DEltok/GZ5imqglgpGOli3E2jbiFplMoxohJHkfXMW78dlM1dcDIOOSQDBC9TZ23q6IlDzNxVdyIrdzCi2miQP3rk1GDZkCbr4SEzFqUTKVIAVZZd2DSdK0UplbnkpoCxrzufGHTqZOm51qiJRhMSBVL/vLVehCHlxkkiGCTDD6BhzYA5EYP7v1JaZFVlNlmsO/Lz5qO1vrYOPlbSLKS4UPE3bXYc7+BGNbGeRPT4QL97BJmw06pBqkTG2kSSviy+YoByTt3xtr6plW90sU4uilRsznQpc3Hpb9CXxNxAx5tGhZ5EnPgIP7jmzgw+kx3Bd9hav2Yge2/SE5c7c1sw2wIglEYpz8TC23SCvZIkBB6SSM26w4xpSMQpRwO9ZoAIy2xL0/BgwYTrw79goZgLFUEuuFEPcDzyRfnwBsSHanU0fzxGOl1btm3UFVYwv5uHXZFNGKV9gSSkICaOyrrGWyUo8ODSthkKB9egshTU+nYiUTP1NkLZP1tWgI2mQmbTKLCxY10ar5eg0+XREptVVfMMlh4jL9eKYmB54+HYfRIDx3GlrQw/pOA+fGL6YzpmeyvpXOlvJEGG0PW73NXshbBRK1vQGj2kHkvSwiXxQT+OVz2OwO/v6zqYhFJ1AoXWQLH0hJM07OOXZgO/SG6hoWR8/BIiKEoiY2VM9m3tSJvfwFg42XD7ZsxFW/BZ9mYmJwJdriU1FyxsPJi/lqqxtncCPtaj6aVHhQdzNOg5smmcMVzxp57rzvURcpYVxWZzLeTqAKPTXzLqZs0iysL/0WTA7s4TbuN/wGT1QZcHDfUYhinz2GhzFoVIybSLWwk4WPVsXJtMkzaf1iZe8P9TOgByIxjrjtjcH5DIaYJLe+vpVrorfgkAHaseM64G7m7cqB0NeMZs4mYsrHJNSBAyBGkH7DiUfRJzUgfdxjgfYWmlcvo3DOYQPuOpZK4jTgHOBCEo/jh8DFJBTEqBoKd7ZE72DpZTIxC2Y5M9E87dhDLjQpUZComPiF7l2MxFFJVGX1STM5wotRiaAgEz2yBQgJSrKKrIMQf4vfwg2xk6lnXK/Bx2bUM23NrdBeQ252BYHjnuGwuz8nGvIzzeTiwQuO61aKyaSnds2KXXrIjLlpkuWsVsuwimQYramh21bfUYMOASYrcX+A+pANi3cDf7rjX9x96VnMsXlwKR58mhmDjPKAPIYOYwm3mxohmtvvAzDetwILEWLosBBhvG8FMDE1w52m1KaiuXZkU+8y4ZTKJgSSsD4Dq7eBYMPXGJ79I3cKF02GHB42/YqZJh8Nfh3FuMgM1fD9O95HjWvkmzWey5hMRtzD2mA2Z33gJONzN685C1Hb6zHnlnH3mb9gnTs+4Ox7MKVEtnWeD3nQiAaxvXgm07JiBHUF5J6yZEiTnoGilLYl2LIRxV2HwZaZML/twLfR7dy2ka0EyLX6UzLvitlzwF5OVae9e7BO+slG27LQXzjxSPqkBk0fij4Q8BG/cy7lMkLoXRMGnWLsb/exDIENAbcl/22Lv4/3RowdJQmNFNuWgDAubSVotGMJtqKiRyGKmSj15JItfHilFZfIQghBnqxDxYABFVUIjFIDEosPIzHcOJijbOZ+w5006Yp6O+Ba1yIbViRDQF3UrluBEnLzCH8jOxog/tRzcMa/wWil1VBMTbsFp0wk4jn0MayxCFJv6bb9ix6x6lkVIASqu46INFIqXIDgt+rjrK//KfPLJlNYXEF+w0okkiuVJ7BJDeVfYsAw2K0ZC5iAKZVjUW2ZzpS61RzxZANtYQWnWeOtwuJEH+++bOo9Bp2ppfkcY7iE26J/IVf4sXi3QskCatzBxOQAC8WKhwsOKcf0XgfjhJ8wBhzxdiIxP2FMtEiFl6dexXcmZHHW0jbcUT0BDRZsOYtyWqhtL+BdzciCioFLOw+6lEhS/qH4OlJ0ZTfrMrBqPpRIG1Aw8D49GChKqSeBSIwjnmzgpoiNYn8LxWWTdtjbopdzO3M8OqFCwEX82VNHfPY8GJNZX/kblYyNZaGvcOKR8kkNiT4SFJvXraZcRlDRYZERHFZ9Tn+7j2UI7GTgb8B0IPWkSSlHPUB9R0lCI3qubRyHxvZaQhgxE020MSXORNFMOG8WlniEnPZm3JqV9ZTiIEiWEiCqs5MVa0UiCGKkXjopES4EErMjl7n6ABs2rqFi+j7YTHqCau8Q0HyLxkPKTUyRNUSFAUu4CTxbCGRXcsy9H5MXOQEbAa4wLOYBy71Ys/KpOvRRSopKUg8dvXpP69FaNnLJY+/yZ/VO2smgSGlPDC7GYtbOugRn3dkEMTGOZuJxQUwT6DzV6PuZeU4ZV8FJhjvYP/oBnxu+w7PLL0Ntr+emiI1ToxfTipXVBz/cd5x/wAX/Oq47E/vYp3HiJkOEqaaEKZYo4rBrKM+eQtUr3ZOD4kwH9WEzeSKEjQiPGG/jS20Sp6mXEYmZyLZZqJi+D8bX38OKil4ReGMm1lEOwLKqVk7+Tnm3HH3NjgdTSqTH6iFqcQ7K19GTbbObyw3F1NW0E471btfS3yC6oyilLtbXt5IdruM30fMYZ/Typ4OPSvUI75cu53bL2oQ/599nETdm0tjcRKe09q0Io0Fs/urE9Ryk8hhs/kNfCZQ1az8bfctCPyunkfJJDYk+EhQL5zgJvWvCIiOEhAlvsNPT3+5jaW56FPgzcAcJ89LpdPe7HnXGvERvssbSe58s5+b3m3hA3MhE0UwQPQFhw7H36RhfvxibjJIvPGyWRVyk/oY6mc+Ruk/5le5NwhgxovKQ/mQuiD9GrvCRHapllTaBs5a2YXz9PZb98WDWJ0NAi2QLjbIAo08yOyuG9JuxahGENQdyJrBhaw33x64m0+AnR3gTiisika0tzPzvSRzpu4K6iAWzXsGgV/CHY929pwsm87fj/URfq2B8zI05p3twCWVNpU46KRetBDFhJAZSsMaXSWU/YbA2EWVp8ZOJ2aXtG3S+DrBmUOFrZLaxgRrzNCJqnKC6Tc5DNJhQEM1fgT4x16jZuIZ1USeNModixYPXOo6sgunYjNZek4OXv2piqrRTLFzI5K1XJtoYJ1qo0Y+n0a+xrtnHi+fuz4ZWP53BCL9/ehUSUAQcNi2/txx92eoHkTHc0+Tg8NVxv/5CPOrAvo6e563ZuIYL4heQobpp0RdhvfdjStQt6IRk/rw55OfmDDyIDiZKaZuuiH8yXkKlsQ2iWd2f32Yg7GnjthnM4GsCkwPV56ZD2rBL//aKMKkwpzRvJt76XN+rjD4G3J75D50yh/fef4eD9/vOdhPAvpLPRt2yMIAJsU+f1GiTHIu6J31WbEYrgQtWUZv8vdS/Fkb7230slYRFSvmWEEJIKWuAvwghPiChOL51BCIxvnfXZ3QEVKLxXE7kah4z3kyuEqCgZDxxLYqQ0ZSWHC9auMrwFCFpplC0kykCaFLQTB5nHTqDrGUh6mUe9niEG7WTcUf1WFETN1tpPj8yXI0tUEuNLCD/rShvFyWylrHkwC+eA2Dqm6ehFzXE0GEghoqCmRhSSkT7Jm7T/sqx0T/hiXZ3WOvK3J3z3lkE6jbTomVxv+F33H38L1KlvWeXZrJepyA1wQZZxk3q8UQxUm8Y139+Q88Zd7gdTFnoXOso0MPDOf/hOE8pyqITcCkeSsomdj9orWsTuSJ6E8TCYMmmYvJM9ObPONObyHIPeip4NVnHqufk4JCZRn700qU8ariRKaIBk15Hc7wAryGX+cZ6nvw6l3u/Wo7drEcg8IVVyjLgjwv0fHfvvcl3mHvJ32dBu0FkDPc0OTSRx6+POxKTxb7jQSM5+Ixvr+NOXQZncylWvY474tcxS9kMSLbe/Ri2C15nndc4cI2fLoW2rZxdA3IsjPA1kp2dizPayasZd6Jb2tmtEKGXkgz8+B7i9+2XsnEHzvkEczKDXsku4+LIWVgirdspwpTCjJvJrOt7lcG/joX2GsiuSJkvu/IfnKKNLHx0fJhB1cfOPk1H2yafjbZlYUd+h7FOhutZmj816TPpsWUXMHHhL3a4/1gqibAQQgE2CiF+DzQAY7DW6s1Y1XH5sq6DVm8k1a+1AwcnRq+mUtTxaORFYv+9BnMP64CKnny8aMKHGwdIyU2xk1hr25ebs8bhkL6E/V4acShxcowxTBYzlY4oyprnmBxrZqUspEK00Bop3s5U4968Al9rC3nCgJEoYYy0Szu5ohOLUBFSY5JoYIqoY4MsY5xooVlXhMVipkCtp7OlGq9mIU968EQV1vUY/G3+WuZmh3GHs5hrjKLzZbEpVjZwfkPPGXdmGcHvXoLuhd+gt9gxhZqZFl1NPm68mhWnpwbLxjdg3AHwxtUQdCOlRjBrMhz3DDa7g9uPn8uZj39OlVqOKST4sq6DAyb1jmLJd5h5/YpjeGfNfEpzXVhsJiptZbz6zK8Q3kaqonZOi15CWFOoEM2E1UxuEXcz55sA5uayXpE9Axa020GY6HYmh/FFg7oXew4++cLFI0flUp5jIfpkK4qMYyDOZFlN9F/HUnnaKwPX+Olrtgup9xRHIWvbjeTLJjpFJpN17QT0Gd0KEXopyZZPn6E0aeM2ywjrVr3L+T0z6M/7HnXtoe2eu5TCJGGjb+i04HB9TMXkmWCwUvv1ciobViCkBkFXYpJQulci/yEriDdqw+p30SKzh2Q6GtCy0I+paCBntxKPpEri7JTfYSAH/3Cc/9EgNWtXEQ35CUT1wyoKOJZK4kLACpxPIoHue8Cpo3Gi/hTBWNZx6cuOFsaEBmR41qDJRNRvjESjjKjBgcnooCZoJFtrp1VxctyJZ/CdqaWI1m9wCwcuKSgRLh7IeAi/tYyN+92C5f4FiKiPhyUETBYC0kRQsVGY8SoBazk136yiYvJMXmmwMEnmApIOaed36oXk6YKUGLzcyc2JJYMAp0njSnkrxcKDo6CCzqOf4vt3fcA/9A6KhJsWkUeHaZuonZwJKJkl2MKbMGRP4p9nnTBwFFDXzX7cY+BrJmAv52d3vsXiaCfWYCsGo43PouNpMuRQjAvV78f05p9RrDlo/oSvRmpxtrrD/P7+Fbxy0Q+YW5ZFpsVARI0QjWlcvHg1b120/e+b7zBzwnenAlMTv1PdarytNXg1CwW4mW1s4FLdM+RLNx1KItbfYCsAbwPBlo1UaeVUFmawzh3n7Ngl5MeaaNEX8UiLn/n+2u0Hlj7uxX5NDjsYBLZdgRhyJpBblkW0ZDKy4QuQEBVGLDEvir92wBo/fc12gdR7Wb4t2KQeKSUBqWd1p5482a0QAao6rORrrfhEBu37HEwud6YCEdYYZtMWbk1l0Ne1h/ocmKYW2DnP8Eu8oSidljL+9vzpWJMO5St1FzMn+gXXKhoGJWHyE8mJVcBeTtxUgF1rJChMmImlQoH7ZNsaXQMMxH2ZigYMo48GmfX1tYl2wPZCKg/5C8cYL+lz5TQgA4UbD6dfR3Kfys4GHtRZOdt4aWJiOcSigGMZ3fR58r9+Ev6IUWEgRTCWdVzmlmVR4DDTEYxiN+tx+6MJ2zaJm10j8a9dOqiV+ZQZFaxRN5WFE3i36DxKDCFmlFkSshdMRl82kWjbZowxHdKag79lK2v/fT1zhR8dCaVkJ0SGEgI6kPfvxWZZhF1GqFKcPKy7krZk0cFqWcC/zz+UkKrR2dnJ6ueXUixbaKKA8w6fReVHj2Gw5aOLtvLxmlUEpYlz1PPZT6kie/ohLP7Jfr0HnaTN87//eY4f/iQRbrvATuImbV63vTkjebPH7YkVT8gfxRpppZ0MWsmmQCdw6oKcoV7CIcoqLjc8g06XgSXQRtjbhllGkAhyZAf54c2p37FrNRFWNbzhPvpT9EHPgbeFXM7Yfzzz1wWRpnzy/e0YMorQRTqJ24v58ZMNtIWbcFgMLDrrO3TEDHhkOdZYhJnv/hoCTb0e4IHuxe1MDv3M7HsOZn07PaMYf3Q9Qb+HzhcvI0MfQzoSZdVtxv7NGn3NdgFULYcC2UYmXgpQiQgDMdnBxfHz8MUMtOiLuOSbDipyrVwav4B7+RvZ+ChZ9RdO0d/B+EgV68xzeWrBdO7+tB2jDDNF30iZfZ/thUjmwvwjo4Fmk5W2A/9K1mttRKSefK2VW7VrcBAgInV44haatUKmZk+BpPkkGvod00wubv/tj/A31fRvOuo5wNoLQYiEv6SPwbY/U1FfYfQVk2dSs3EN47J0mCIuyHQiG1eiW3IaLxWOZ83CfzC1NH/wE9GBenIMtK2/yUUyqkkxO5if1clTBzlTwS5DYdSVhBDiPwNtl1L+ZCTPN1Ay01jWcbGZ9Kky2GE1zllPfEEwGqdFX4g/rmAB/Jg5Vz0fgCcCN6OgoTV9yYFNX2NEJfzZnwhcsAqsuRzR8nsKwpu5THmaiZ0eMqSX48Wb6Okd0dL1UqAySdYSxITUIDtWRx1lbFHGcd8v5jO9ODPhN/nXCryRSxO2fHsFT1TMoX25E4e/FXNOGXvNX4D17Xe5T38XRcJDy4ZlHH/PVb0SsFq9YQ6/czmxcDb/3voct//2GOo7wsx576zuENauhzF5swcwE6it4qbHn6faPA2zqYyWaB7Fihtz3kQ6YuVEfPCpNg2/yKAs7iOoz6ZDhsmmAwsqOcLH5eJppuaeSiASS5lWkCpO0+AK3PUceFuVfN7c/yCUphLorEPnyIPjn4BwJ6sDObQ9/lXqvvp4swezQUcwGmeKoY14Rz0Bo6PXAzyU2v/bDU4NX2N979rumeNxj2HzNfPK+Qd0r9JENKVY9FklnBC+jCytk/ZoWd+9RbYJG+4ryuYI01XMCX/GpeIpdLITEyqdIoNG/QQ86IjENK57ZS0ZZj2TjT6y1CABYaMk0sKzp02jSvthauXy4tnzqLn7SJxxN7X3PIZtW39Bj4EvM+7ClCHQ48MiIkQwoAhBB7aU6XW5fgEPu+NA13XVs5Y8XE01TJ8xt/+Zdc8Q0I4aNAQhQ3afzZH6MxVt6+wuL6pIrSzWiRwqHDmYA26iMY0tqpGM4GYqjW1YTYMvRzKQCbPfbdtG+vXoO0NGYaKysqcWgz2X6VOmwCBXrT0Zi5XEfkAdsAhYzhAimoQQZcATQCGJifdDUso7B9pnoHrrXXbMkOKkXPOPeh2XVEe0SIwMs564JinVddKuOWhGjxEVH3ZMdAcWKEj0RIkn45drVy+jY/yPaQsrNEdLuFH8jH1iGzlZeROzUImiEJJGrCKKHq374ibNRyap4hd2Os3lWFDI0EUxtXxJ0GChzhNiXHgjqylhi24cN/xoJgvv/AwT5zBOtOAPl/Ffu4OXTi5GtyRRYqSARBOlrgEvEIlx+J0fEAj4+KfhFoqjHmrvfphntUNxKpsoLizolYQVsJezvt3MNLmJTOAP8inOCV/Jbb/aH4NYQq6xDWPBZF6TRlZvbWL6O7/GHlYJ6jIJHv0ojY/8CkWLYRBeGmUelXYftG/l0KdcdAajhFQNo16hVDYifI1g3nEy3vXH74NkH/zVXycGseMeSz148X//ltUHP0ypM6eP2lIJE027qYxv/BnbPcB93ov9PJzbDk5+d5BpXQNbZx3xp45F9bdjzi5lwSnPgVFPsO6bHlFSm8lQ2/kyXo6VPnqLbLNSsZ3yXJ8mr1fOP4C6NYLCt/+BFo0RlkauMlzK0vMPY1lVK9e9spZgNNF9+IzjDqXt+UfIl25WdeYxLXs8C3ooAVftOpzS3W+oadfAl6+10ilsyPYwmWTQKjOxizCZOU5yVR/f+PNZzoKUcx/AYTFgIsJDupsZ/7aP+Jdl/edf5ExIlaFXHGWsafSSp7XiFXbyVTP5Pcrr96c8t3V291xZ5OLhnbwLsOeXk/PJdTilh2YtB3+Lh2kFwYQMPaPAukyQuTpsPUyUA/Xk6HObcftIPxpWwptXJ+7djBKOafwl16s3k+VvovjZU7tXqNuargZgLJREIfB94CTgZOAVYFHPOk4DEAMuklKuFEJkACuEEG9KKdf2t8OA9da7bOfehh13OhthRKLmA99E8mjQ51Ik3DTKPKplIglqtTaBMtFCh7QwVWnGiIomFAqn709hZiKL92ZuZpZIRLGo6NHpdChCz5Z4AeNkI6Bh6HFOCYSzpzDu1P/weNzGj259g7u4iTnvbsYoVKYieFwx8JVpIhcbr+Yv/1mb2CdZ5hw/fLLFzZ+XurhF626O1GYoST2s65p9hKI9uvFJAzPZSAlNZMgwUb8BY04FqwM5TI3EWOeOc7N2MrdzB+1kUCjamW5yMa8sK/lbJWdekRhZoTps4RY2dOqwyVb+74n3OOXwhzC/chIFtDNONBOPZrAmaMcbaiKoapiJMC7ewpZIDt7cfMy+xkQZ9D5q9vQ0B5WaQvxt4loIzEqUcgh1EBQ2PLWbuPbxl2i2TOLFc/fv5Xztus9CapzfPLH9w73dvSiifT+cni1MLSjvPThVLoA1yeKDpmwam7rzDKxbv6QlKPAZ8qBLsZBHs64Aq07Xp6O6LzOKrWzOdorEtuRkJrm3EI2EqZeFGIhx/7ETyHeY+enc4pRizLQYMFns/Fa7rN9KvTsKNV3njnNBl8lKBshYdTs1IptKtiRK5Fus6H52J9OypiSS4Ho8zy+ePY817y6h4GsXm7395F8kv1OwZSPHNP0aa6SV1kAJWizA/eJGsqUP8yMHErLnYcwpR3fKc9hM1n5DVHs6u7f9brdtLqJzow5ilzLT0MAV4inGv30O8S9L0ekNKfNW4NinU9UQHtTdzPysIEpm4l7oalqWIVXydQ2U2WXqPg2pcQzmbQpeetahBT1owoASDSGz7fD6FYjWtQiDGTUWZ0J0HXYCdGIlr70OSzLoYLvufwMw6kpCShkHXgdeT9ZpOgl4VwhxjZTy7h3s2wQ0Jf/vE0JUASVAv0oCBggxG+GGJj0ZsPJnsw9fWCUSk4Ap1ZCoWibKhgP8Vr2Qx4w34xQdqCi4RR6FDhM2zQ8mPa/+sgSe7kAJaSAhKKxoP/wrzTjJtxsIvXMduKrIlqHUeeNSIIXAbtTx3KpEPkCZaEVPDCFBCokiY4wXTVw4S+XKzxLrEDMRxokWWmQWgZpVBKMq58QSPolPtWksvWBh6jtWFmaQb5HYg1HapIPZyhaMxHCKTiSCGr/knPCvqX9sNSaDjhuOnIjFoKMu6qRAtNOq5HH7mT/C1r6u10zrsNvfIxL0cQ8WioSbBpnL2kgeWXE3eUqAmNQhAI9qpFzfgdOsMS2+iYuVpykQHTTJHH7Rdj43xm/pPYvqOXtPmoMM0XYWiz9iWxdBbn2Q4Jnvs77DTKHWRKPmpEp1oqBu53ztuVLsr+Ndr3uxeV3vh7Or+15nHTZLDq/87hnWeffrvoeS9+rXbtAt/hUZ0keTlotu0cXkSg9BJY8rDZdgjSYcpFfON1M2bd7wq88mzT9tMRtZgJUINbKAOk8mJ7C90gtEYmCwUiPHkWUxbqeYdhRqWlmYwTijl8xokE6sKK56xv/oapQPrkdvz0UXcoHe3O3j6nrW/F5q7zmKiVobDnzEpUaj5tz+OyVXTzFXLddEMzg1ejFC6piu6yRTCxLBgFlGqPHFMQe6lUy/40ePVWDP76ZayvA8+RUiHmKqoZVT9y5k2ootiIBGLNiKtOUR1dsxd9RSs3EN3pBKmdpInnARUpzYkkER66NOXsv9O6LpS6QGVfc8Cb9/heMf/JTscB1GUykP/+o7zE1OqAL2ctZ3WJkmYwgEW1t8OAiSLRUM0SA6ewmbDFNpiuZQhJtv/M7EKteo793gaweT5TFxXCeVwxEkFMQ44C4S5cGHcoxxwDwSJque758NnA3gdDp59913B3lE11BOPyDhmOTKD0MEVInNILjhAAtmvei13aRoqAqoWo+Zeg/KRStOOunATg4+hBanJupg8+p6tDVtbGwLsG8wk5kkymJgK+CoV/Tcwl+xKB4M5ixCWgbZoltJ6JCYPetx3/tDHvD/H2GZhV0Eu/0YEvRo2KWfSV/8GWvscvSYeMhwCyXCTbbwEf0ig4d02cQFFIgOWsjhnfcyGZ+bGGyVeITnzNejxV20RU34pAW7CGEiRhgDBi1KRrCWcmmkQ7VS/MIl/E14qRd5XKCeS4uSz9InjycQd9Opy2XN7KupDRrw+MNE4gbOoFuhGgx6Lnzdzd+lk2zFCwhqNSfrVtbyvOVWiDVhjXupl06KhYtxkSrsugAd0oK5cRNvL36azMKJqd8mHJMYRJz9dVVYiBCVOgxhPx+9+AhZcQ0teR31AoyKRtvGVby7tW9r6Z/3Vqj3GSjNUPj8kw9Tx6/3aZRmKJj1AiUeYUbcit7dTMySR/WXK5nWvBFjtAPRXkv8oUMJzbuBz7d2D6ZKPMKMr64hIPx0SDv3yp/zV/kPvFjIi7dx5kQ3PtskSjMUAoEAX65cSVvyfNveo9eIS8iLNePVZ/G7T17FtakUo6k79yMaCZPVbiZfc7NaTuSG2MlskmXc4G3g3Xebeh3vg43d97xJB5fNE6nv3RfbFR9McvCUItrWZFFMK41aPu/U2ThCn4O+vY2YJY9vvmlAW9f7WfU0bmZ+3EUnViSSW+MnsdIwjz9tXc+7dRtSn9N3bqWsdlMiZBgXk3QtNCjlnDSvlNaVORRKFyFMGKRKQzyPZZ81MH5ze59ydv0O+pCbmCWXb2b/CU2XmOCF3ZvI1oX5u+5WihQP5jXWRO4RoEmJ6u/ARBt+YaK6rhWTYqRJKcAtsijwN+E2FXDsI1XMUp/nCv1GcpJm48J4Cy8uWcSN4acowENLJIeq1Vej1ieevU3tcV5TT+QuXaIKgkMGyBQ+9KgICT6vh/tMd3Ns6HxyZAdN8QLOe/NzSjMUrqn9NXlqMy5fIX96f3mf3zl1HQfcOgIIIR4HZgKvAX+VUq7ZwS59HcMOPA9cKKX09twmpXwIeAhg6tSpcuHChTst81BZUdNO5P3lROJxdDoF5+S5281EDjwwsdLItRk45r6P8YdVTHod/mgcMxGu1D9NjvCRg4+vtfFcFzuFGn8F5hV6IE6LV2DmMmaJzZTr2lkdmM7MWBWFejc+aWMC7eQId5crApJ/oxgIBH0UyFakiGAilvpMl8vbSJxpoo7HTDfT+N1r2acqRDiegdHbhidqp5hWFJ2CWzooUTzM3qcktawP1q3G9YGbTs3EJKUeI3GU5HEVJC6RzRXGRTg1N3miHQsqEshWvJgNCpNNQfINATYGrVg1F0980cB1vzmB+9d8goioROMmavTjsBn13HzsbM7910pOi13GVFGHBNyWiby5bxnWpUEi2QXoXW7GiWaCmNlqqqRJzaFYuGiI2PnbGhvmWi0VGtvqDdOx7C0+YhohfaKOVBAT2ZP3pqDhOTyag0Lh4UCxigt+dTqV1sDgVqBJE8ePk3WouiKbAI5YHk/kDlDGK987AFPj02jNrSAlllAj+229PdX4KRCJUbP2MzLxYXZk4NQi3H7Ud9n6zAs4NRcekc1PptmwTJxC0OfhsEc66NT0/YZ3H3hgjNVbmzA+eyJ5G124NvcO5VxR087ZH12OU22kWVfIiQdW8o8DxvdOIuxxz4v332e81kirrpiyafOGFSm4t9/L+ioFERfodQo/+t7B/PxBU/c1OuDQ7b5HwD+f9Rv/QaHWQrMo4Bcnn8VNfeSarNw8heaVD5OPiyaZS60owmoyc/iPDoZDD2B91Vec9d+2xErMXMYrR/ZfDTdYtxrXh+6EuU51sdeUwl6mLXvgUeZsChA35GFSO9gacmIjjFs6yFKChKUBMzHGleXzwfdmUlv1BVNW2tB5PagmIzfLv+PUebASQgqBlIJmXQE/WziXwDN349Ws2z17e0diPLE2TE24gCLhxqtkoqCgSUkRbtyqEWPMzXizn69jiVXuST9OrAQ7319OY7wcq06Hc/LcAX+jsVhJ/BIIAFOA83v0jhCAlFIOmO4ohDCQUBD/klIOafUxVgymOXnPJex/LzyIZVWtzC3L5Mi7P2QcLRSIDjbJIrLxcX3sFL6SkyAG4aCKJrsjmP6g/zfFwk229NGpt5EtfOiFZGvYxgQUYmgYkKn8C6+00iBzWa/mJwfW3jNMIUAgiUgd2SLApClOREMJ0aZNmIES4SaIkVDmVCZpHdvV+lkXdRLVciilCYEgjoJAI4ZCp7TwZnwOJ+nexal0YJYqgsQPbyTGVT+cwMQ5BxJ86jms7Vtp0HL4JpzLz+77mEA0js2o5/Vzvos7oKauaabVQKtXY7WcRI7VyOsXHojVrBG3F9NeW0UmetwihwK7ntvmxTnrrd9yj/7vZIkA9xnu4neBS1NO3WVVrUAi0fHgyO3sp1TxiTaN+wvnYcguxeGuIVv4uVy/iKzHHyaU0W277uWA3DbX4enjUdx1qTpUnVgTDZqgV/e9de446gEPkb34aCaIZiLSgM7nxpKss3XY7e8hgi5eU9qwkqixY86fxLSLXqNuzUfMfedsxMvnIgFpzOPvWja/il6WOl/PQbtLVouvhux+6hZV5uqYZnKxlmIsFjvnHTq5/2q3OxMp2NNs469ldmaI1mAms60hNtSu632N+ogIsxn1zCnJJObpoCAnE92EXDBuL2eXE9oRrGVjLJ8QBmJhNXXM+XsfwNLZg0uu3ZG5Lmgu4ht/BvlaG1nCh1nYadOyuJA/cJu4nyJaaFYKmDpuIrYlJzPNvSlROUBnICPcQZnIwEUmegHy8Ktp0pUytXIBNqOerH7qbNlMel67+Ies3jqbDl8NUyZNxrz0DPytWwmGTOilSr2Wx7pYHhaTjhfP3T/VB2ZH41VPxsInoez4U30jEhrlEaBKSnn7yEk1sgylOXkgEuMn93xERyhKlsXIy+cdwKkPvktT0jFcKwvZqpSjaGA26Mgw64nGNNqDaso5rAo9VhHGQAyDiIHdzp87T+A3PE+FaCJf+NCRWCncGTuad4yHEEbPelnGam0i5aIZhwihQwMkGno8OGgRTjTzBE6u/x0L1M+5RDyFDo04CtYf34BmtbM66mRqj/DKqaX5HG76P7L9m/g//VPMUragQxJHYBNRTta9Q7bwYaJ3G/OoNGAwWbHZHbQe9zSX3vs8G2U+Qm+hPZhYbURjGvUdYQ4ot4In4bN4+/x9WF/1FZ3mUowWe+JaG/WsPvhh7nh8EfeIWymQLnQBwdSvbuF+o54MLYAXK0XCTaXRRZldsvbLj9m/fHJqRdWBg9e071DgMDF7fBGBUxZz8+1/51LdM0TRYyFCrU/F7q/C0fA1snhByuntNGu8+ssSrAWTU+GWBlsmxf4WKo1ttFgmUZZtYUOrnwxz74dzlRrnxOjVPGq8mSz8OCxFWHImsK4p4S8pi3loN2TQQjZmYrg2bUTmz2C6JYRQg0ihAy2KMdzGbOHiZ8ZP+di8MPXgB/xe1ld9xR/e8OKKKOSa4tze05k8bmIiUzijENuS03jC3oA/twDdKYsHvI/DDV9TIpvxYCdfugi3bGSde8KgS4t02cPDP7yV5o4YBi3MKrWA8vJKHJYvBx7APFsQgRZillwMgeZ+I9e6kha/rOvg4sWrEWF1YJ/RAPRbmC+p8Br8GlfEL2Wf2Aou0z+DFyuZIsAEQ4BZhQ5ke1KhBeoS/ihj0skiJUIoOAtLyQp0YsiejG7ez8nqsVodqM6WzaRnzvgi1jXbwZpB+PhFnPP3xayN2BLmYZlFkWimVS2mrj1EvsM8pPEKxjbjejjsT2Il8rUQYlXyvSullK/uOpH6ZrA326q6Dlq8YSTQrIZZ9FkdHaqeM7Ru2/tlR83liFlFqUiaQCTGD//+PtXBAppkDmWKG0VvwRyPIHRm7KF6rtc9RHXcye2xY7nG8AQG4gjgZP27WGefwj8/ayGMidPUyxIlN2QWFaIVCbToCsmOe2jRFxN/cCXRcBS3MFFk9KATGggdwewSDn1kM95QU++mR8nZzOIvpnPmK2VMiNVhI8BfDE8xXjSTI3x4pB1hs2AK1KMgkShsFmU4x8/ho00u/rh4FarqZLKhldOOPIRzFq8HEoO3GvLD06elEqFsQjDX28TKDisXxC9gvMnHgxccx9TSfKQpi45oBj5hp0R4CGOk0hFhvdeOQwZoFXnccvoPqb3nKPKSg+S7F7zA21v8OO0majeu5dQf7YOtfR22nAlc9vvzaH5wGUVaKxH0lOACKYi+dhWbf/g43pBKPBrkJnEryuIA5JbBcY+lnIIFpRP508KjKHXmpNqm2s16Hv7VXinn4+R8O1hzOTF4NeNFC8GORN2pykIjDouBZq2QRpmIhqvXcrn8jU7ckeWUmgSvG2zIiA8hQYeGHrhG/yii4Ct0YiEBf5Cq2w7HGW/jTmnjNPVSXGQTPfkZAqE6po2biO3FMxPX1pwFoXYUcyaOSAsMEB4eaG+hedG5TJCdZOHlazmRP/yriY5Y2w4rGQRbNuKu3URE6rD61pP/6KGUyxBhYeTU+J+51S92OID1lTNAsmRGXnkldX6R2tdm0nPApLxUztJwy/H02ywqGa32k7iVR01X8kl0Gh3YyMJPM07O//5kjJ+1QmY+BFsSN7UjkYcjTRlEdTb0uePQnfgUup7969kmGKaf8O1tEzZvPW4Oq6KlBIgTV8z8w3AL+dK93WpvKPWjdmslIaX8kJGuFLuLWwduk/rGk5/WAKAmndkCmFKQQb7DnLIF20x6Przse3y6xc1Fiw0UxBrQ9FksLbgPpa0KGVfJkAGKheBM/X9TJqUQJrKVIGdO13jsc9Bkb6d5R5elLwYt2FFikKEF+KfhFiaKBhShgc6E0GI0r/0Ibyi3z8Qwm0nP8XuVcfebVayLTWF8vBojMSLoMRGlEzut33uYypePwiSjhDFwDyex5v5PaAkJlHg4kWMR95C1fAml9vOp84OFCG+88CQHZ9ShWLKgowaSiVD5Wiv38jeyokHUJxeTdeZSHrzgONQnF2P0N+ALGGnv8NKmOCn/7WJcTTXM2Ca+3am5CDRv5Pi99mFdsw9jRgzbkpNTCqniB9eSd87TaM/+kqA7Tqb0slkW4WitpYKEsiygjSLhIarPRbprCTbX8PNkzSJ3uJS/SSNba2v5TugD3o1OxUc2ZoMuEZ0SifHTez9CiwQYJ1rYKgtQIt0mlmV/PJjFX9Txu9cuoyjWRKNSCCGVsngtrRSz/PhlZNe9hWn5nZTKZhQBOgGisw48W6hp8uLU2sgVnRQJF48Zb+YC0/XMGV+EzVSWWEF0RVuFPMTN2aj+9oEjXqJB5FPHMkXWEkFPp7Rxh3IK7TE9wYGSBpPP3UaPykTZgYkoqlRQ4pKI0GOWKvsaq1MDcKLcfh8Z+3TnDJSq1ZgNCudWbSbnlTPJkH42y1zO5XJMFvvAGe49GGw9t+2O4dmC1lFHRBowh9t4aO9mvB8+RBYBOqSdK/UX8czk+XhXFWAPN6NklkLBdDh5cSIs94ktWEOttMfKeEWfha2wu9bYYEsIbZuwGVLjiTa9wGyTh/m2IBHdzuWF7dZKYsQZTv2TEWZeWRZ5GUbafNtX5tULyMswM7csa/sd1SCR+q8IxzRWqWVYUHhz/KUc5r+YiL8dA1FyhRcjcSLoAD0+YaegbBLGCTP59AqFB9/bzJOf1hCNb6uqEhgUKJEJk1YbDvLxIrUY0mijcM5hOD5Z068ZwGbSc8MBFjLGzeKKZzVaI9kU4CGeTPYrNUcQNifVvhilwsVV2gPURAo4I55YQRULDwFhpSTczF0/zOS0F9u4X9xCScyNFgyhCAFZFcSlROloxC9s5MsOPNKBvmUrpqrXYeJhHN1+AY5ADbXxLApFBzWygH/4TezfT3x7eXll6mGcqWzlsOwGFJMd2biS6KJfYs4oQMa8VGsZOISPLALUaYVoaj7L/jiH1Vun0PLME8TdbTTJXC5+qomOuJ7qaCkiClc+/iqv6C7hFkUlaDJxvPG+1LX7amsTJcFvuFR5kmKdm0byudT8p17X9oH3NuONGeikHEs8wiOGmykyeHApeVyx9CKuU5+gRIkjdWY0LYZOKIlqqTkTqLDHqBFWimUbEYxk4+cPCxLdEIkGQQ0TtzqJtdchsso5qvW3ifIokW0ytntOrDxbMMc6iQgDJhklqFi56YyfcMK/EvkT+WaNaUptop9Kj1Is8aeOQ/XUMiviJi4iKBIMIo4mQS8hiIk//PqMXr6d/sptdw3mV/AMxYqbnFeuwyRVIhiQSPLVRmoZ32dC4XYtPHfUynWASWXA5CTe0YpFhhECJq2+mZjiYYssJkcJ8uQJZfz0oS9T5UMePPO4VOXkKq2c+kgTgW18L10KK6zGU4N/TJPdBSu3kaenfyHDrOeqpWsIRWNkG+LceWwl+o+L0fuadiov7H9LSQxU/2SU6Tlb+dsxs/n1E1/02p6fYeK0qXDqUdvPGLqKi03XXNxLDmdwCSHVxBUfxsnV5ZAvNUKaHquIkiN8GFGpkmXcppzN7/b/CbOlkXyHnt8cPJGlXzYQiMaxmxTagzG0pL4w6wU2k4GmaDFNModi4eZzbTJPxQ7jw/BsXtdl7tAMYNYL9p+Ux5Lf7sdtdx1GiWylHQdO0cllz3/FbTlFWHybAJFoXCTcKRNbo8yhSHPzRXsuWQWTKNG+pkjvwSutlFjMcNhfCFR8jyPu+jBZnuRJsoWPHDqJSiOx//6JeMaD+MLnUB3vXin1jOJKNLepZdr5/6amejPTJs9knbv7YVynK8BvKsAaqCWWLK/gCDRisGeTQ1sq6myDLMOwaC0vnZeNyWLn3Nj5zNO+4RNtGiFNwW7WEdckSizEg9yIVYZBKGQoUV44UmIRUYJbV2B65kLuFM0UinZiQkeRzs+rx9mwJnNG1jVH8IcT0WgGnWAyyYRFLEy2dDK5cxUFeg/tmo24BnfGj6VdX869xyXKuNsIMqkoD62pDp2M00oWz3+8hrc++4rb8v5D3O8iHvTgl1YaAp20aQqebR3G0SDRJ48l7K7DnFuG+rNHqfJmUCBDZAsv4x0K+rfPYdl5T7O+xc/Mt09HPlNLPKcC3S8T3RC7EvkimsI4EUIoRhQtgtRZaFRtPBH/AUviB3GP35QqC72jctulsokCPIQ1PUYRJZqsYNCJnVZDMWWmENM73oG8gxI9rfuZIH61tYkbI9dR0Fcr1x1MKmuqN2OXdnzSTD6dxBQLZh1MNEXQ501itaEUb+grAlE9n2vFfNkc5YBJ3clxdrMegxZmprGZSkcU9+YVHPWvJjxRHQ6LAZtJjxYNMi7ewv89K3n1ggMwLz6pW3Ge8Dg2XzPLztubde54ovzP45+jqSFuU27F9nIAsovhZw9D/vRhT4j/p5TEgOWdR/O82ywdrzt6Zq/B64rDKzll3wo+/+TDPgffniaSroF1nSynXdVzNpcyxdBGddzBXcqdaFLQIe2cpl5KBw4++9casq0bePHc/Tnqng9TTmGrUYdJrxBSNSwGhauPnMFh0/I54u4POMN3SSrEdIMsI4wp1ZVtR3bMgN9L/Knj+Z2sxS7CCAm1Mp/V0RLucF7L2sblXKF/OpFIJ/Jo0hURiRl6JRievNqNR8mhEys5IkDQMgHH5B+wrilCW1jBrOrJNXagCR1GGcOEyuaADnuwmmlGFytkMeFkeY4sq4F5ZVm9Hnibo4TpyQe+0hBLzcQUYWLF/g/wz+df4dz4ExSIdhplNnRqFAvQUNggywAoiW7hx7cFeO38A7nHcBe5cRdNMoeL9f/H07/bj/qOMA888yJWVUVDoEiNsNTjsUyk6Knj0Fo3MU16aCAHgcSgCISUyJf+QEhTMeaUU3n8opRsNpOOen8WnTor2fiJ2cbxSfs0mmQi4KFZ5rBZK2SjvyA1GOHZgjHiJl4wjVBHK9ZwhIf4G8a4imgFRYIJUNCISD2T9a18Te8S7+66Krw1m/FhIcO/iZaqdZybdNBebniGPEMmem8DNn8tlUoArWElQmqoAReRhq+xjv8OqwM5CC2HQtlGEDPeuI1s4SduyKE+mslT8e8TxtTLrjxQNNG6Zh9rw3k0iUR4cwgzndKGV3GQfeYLPBJSmfvvQxAvBsBghRMXgcG83QQxkF3JPUv+y3XSjQ8LxWKbVq59tP3sOanMK6rAhB+LCCOQGAONaAj0GU50JzzOVH0WdnPCDNdVmfg/v9+fn977EZ3BKCa1gyeMN5MTC2B54C94Imbui9s5LXYpbT4HV/2gghnv/YlC6cIbtbN51bVkpar0bqToqWPRRTqxOUpYcPJiWsMK4ZjGTFFHmWxGZykGf3OiZMdOWEz+p5TEQLVRRvW8PeyGMU0igXyHiY6gSpbVwCn7VgxoC+0ykeRpiXjvFn0RQgWjXkFvtrEVO15U/qi/Ekewjq3JUh+VopZqtYDOkGBZVSsdgWhKMQUjMexmA0LEybQY+OncYmwmPecunMSNL33JZfpnKBIemmQOv45d0rsrWz+EY5Lf3Pkc10Xq8GOkkAiR5C0WjWssWuUGJqWc5z895AAutNm58dUqwvFun8wbq7dyu/g7WQTwiQxyT3g8ubROOHNbZBEd0kYxLiIY0aGRKX3UUcgPDtqP0525hNU49e0hJjqTP3A/D3xXpMeXdR2c9+Rn/PaZtUTi4/ichIyZhhg3invw4KBAtDNTX88fxaLUtan6ysihjgCt0UxKQx7y4w2c9PBylv3xYB688Di8/3iKNk8Uhwjilpl0PPkrdDofHdLGOCQ2ESUgrOgNdmSkA2NnNSo6mv1hstu38uK5+7OsqpVCi4b1+T+TJQN0igy27n8X8sUazggnFPoV+qe503AfTTKHTu8cVm6OUqkEMNkKUDua0GfkUxCpRSeT9b1kIkRaIjAQp0Paufmso3FF9b1Wista7JTJ7pIsm2JOjJYYy0MLaFPeokzzp0wZNas/ZZzsim2HGleA8uIYF/57Pd7IxVQks/gLRAfNMotStYMtWgFSbyFbJ3uZWQdq81lZmIHJak81mQqZnNz4QyezZs/DZtRT/vk/QA2AokdGvESfPY2AvYKadiMFspH1ooCp9nLWNftYF3UmVs6Kh4yCcYkItS561Hzqy0/jaqrBRgYtMhs7QXQxjTaycbS0kudpwFaWt11l4mVVrXhDKka1g0XGa5komlGlDhmJkyvDFCounjDexPHRPzHD4k4ktdJJiXAR/OJ6NiRb3Xqwk+tzo5kyE0qvZS0uV5RCQ4ArZSLnSrg2EC+Zv8OM6h3xP6Uk+up3O1bn7TmjuGrpGl76/QF9NmHpi54lACaWV3J3u8ZFi1fRGVKJxyEcixGOaTTGBG26chw6lfuUm3FqbppkDleYrmZuWSaq1u2LyLQmwm+3leHHs4pY/MrrFAlPYnaleHjp5OI+E6q2pd6n8U0oh2aRxVxlE0biWEWUQjyp1Q8knOfrZTl3vl+P06wxQatlKwVEMHHrcbN56sVXE2YVYWNihor0N7PCmyj70OXMPfWlS3ksGTbaLHMS2cGUId+sAXUdFclVSQQTBQ4zb52/N7Zkk6O4vThVS6orAgbAF5V0tYkOY6LVMokbTp5O0+NPpwbJS344lfw3E9emSLgpzLfz+YeW1PZ1yRIe65p9LCgyEdIJ4kgUJD4sTFbqERKy8PENE2j8zlU8+EWA20LXMlGo6JDoSDjJv+q08IenElFRs4113CDdeLGSIf387ZUP8UeKiWMigpEC0ZGS6ZYlL3O54VlcwoOLbO6I/5LzeJZZShAdieJ8KgoqBjwyA4908Bt5OfdFt3fuHjKzgoUvXcJk6jAS5c4cNz86vZLlK1YQ05/PRsVH6ZzDsHm2UD5pBlViEoUykeQ2ddperGv24Q/HCGFii1KB3WxgS9hBNA4d8UTgxF8Or6QwVN27TtIAbT5tJj0v/f4Aln7ZwAPvbSaixvnDezGWzSaxWuyoQUqJjKlIBFuCJhzBzRhwINDIoJNNmzcwLcdAhtnA78OXM93o4sFfHtfLj9Kz5tN2fhoSk7e1wkmebKM2OTErEO00anm4ok6mRmJ4vR3M0NXRSBYTTT4Om7QPD5ji3CVvZoJoSqwi0YigxyyiIAWTRT0HWeuYXViC4nSia2sjIg14O1zcr/8DHlXBp8/jJv8tFPka2CDymf3GVVT6W3hYUciQXhpkLrZ4hP9r+il3byP3UBuv/U8piaHGB4/kebedUfTXhKXfY/QoLlbnb8cfjhFWNQQxrEY9miaJxDSicSiiCSfu1KBx7UEWfvnIZyn/g0mvcMcJc1Mx0+vrWxNljQsmYzMZ8RhLaIonZo+NWi6XLHXxxpREnsNA1y7PIuiIGblBnMwDhr/jEIFkdJM1VciwCwkQC3FT5BaKDR4aZQ7nchkFmRbazWW0RhJhnyFzBcc80UBbpIksfYw7vp9Bgbk01emvZw0sg06gU0P803BLaqZ/hnoJ7oBImGCSUSU/frKBtse/6pUJffHi1SkF0XWN7jp5HtKg4xx5KYWxZqplAbnvqCwrm0Buez3m3Ek82Z7HLT1MZXGdmezkBKRhy0qibQ34ycJBkDw6AYXNspBM/NyvnMTvnTlYo9WYlRgqBnREiaDHLTPA25Raga7VnLQoORTgpplcqvx2JotaqimgWhak/EiNMpe4hPykQsnBQ3bcTYnezVZZwATRmFxBKKzTyrgm9is2yDIyMjIIq3ECScXZRb7DzGvnH0jbg0cxQ25CWSKJYuAwqWIkThQd6kdGYpn52LLLmHrBC9RUb2ZqslZTJV7mmRpYSx4Gs40/HTmdPz33GaVaDQaiRDFS4ZiBUHsYm5LOWVtOIu9i23suUZr+A/yRGNGYlriXQio1G9dQ2dlAQHHQKcM8pS7kMGUlM5QaBJIcvBjQKKAdln4fHCW8lZPHV4c8wpRxPVbzyfLbis/NNVE7p0YvRmp9dDs0WDlfXE6mWp+6vxMl98tZ4szh6Fv+w63Rv3I3ndiUCFaLE8NLS7n70AvJei1AFANWEt38arV8JuvbADAC9zufQ/z7ATb6FHSaEysRmsnh18cdiaa3cMm/PiEWlyAEOi1MtL0Boz2bTJrIwotRqIQwsS6am5qw4NlCwF7eo5Xp4Bqv/U8pCRj7/rJdzC3LIttqpDO0fULPUOmKaNCkxGrU8/zv9qOhI8wfF6/CF47RpnQP8k0yl42qk1C0LrW/3aRnbllWKrLjpsh1uISbwrKJrF/4Dzpjes6IdQ98Aj1f1nVwyXOrB7y5Gv1ayo9RK/OZIzYTRyEijX1+j67kwKBipUR6mGF0M68si1cu+gGrt87iyiVvsKYpl86YxESQW+Ut5L/mIS5zMHPJdjWw4ppkmq4ltQpK+W/i5YlOdefvTY0rgC+c6EXQFTViMejwhtVesmVbjQlfBqAz2VkXSJynPaaj6nuPpJoZxT5p6iXHjyoLuOanMwA45plm/p401azWJvJy3ukc6XqUAtFOvczn5tyXsb7/KJfrbTTHsxFoybySDBqkk3BGBQ7LZjQp0RmsXKq7ipxIPS6yuc9wR0oRvrfXPZTs8x8ufXAJG+JFRNBoEbkUCzdt5PBL/TJyhI9cOukqyKIgKRYeohiJKybiGpz9xBd9/rae+vUUyxaMxBBSYiCWzKyX6NHQyzA1nTEqRD02fx3TixyJDOhkVdkn7A14c/L5qecCrnx2OQ8qNzLHuBkjMaLoCb3/El9MupgPN7nQxULs8/Fv0fkbiduLOaL53O1Kmxx+5we4A4noQAGY9QqZFgN55ZWs7LCSp7lo1nL4WJvJCm0KdxruI4iRMtGWzNMBITWi3mZM/ibmvfdrGP8KkMx9SJbfNunNFIswU0Ud0bgx4Ty+uDv6aV2zj86Ynqbkb59h0nHJiT9j3wm5rK9v5fboNcwQ1akyOL64Qqa3gdJsC1tEHgZNRS9i1EsnFqKouVMxRzxgzkG6NkA8whQJUkAMHW3CyfTSTNa54zjVBgqUDtw4cIgAneSRGejAIzOIS4hgwITKVIOLadoG+NdfwddE3FiAEjqDMtU96MZr/3NKoicD9awdaUZyFWMz6Xnx3P05/M4PCKnxlA387YsWsq7ZR0cwyhmPdw/y9xQ5ybS2IINRrEY9r11wIDaTnhU17WSF68jHTYe0QN1mKmjCajLgjsnUwJdjUNjU4qMzpA4cC58kjIkbYidzvyFReMwpOhknWtiiVGA26IiocSJxSbUsoE3JZX5WkKB5PA+eclwqf6C6U7IyWkIwljCPdCmUXoO/LMeoE6mQXqNOkF8xnababgXZNcOLhHz4/vlzpmhtPKizcQoXEY6ZuGjxKl76/QFYkg2Euo5z6/FzUr/RaxccmLrWmRYDU0vzIdlM5ph5Jdz0+rrUKu2d9a385J4Objt+Dr5tlK2108qSpD/GSJR73PfRJK04hYeWH97NZ51xbvigg4Ku0F2LvdfvrNMZqdGNpyxcRYWhhXYyKNV5+FFxiLycbE4/oBLn5Lnk2gycfK+RPLWOLKPkGnknm2QRuXTiEEFsyf4ldhHCo+RgNxkIRWOEVA1Nyl6/bcDv5a7Xv+IizUah4kn5tDQEChBLmq0sWpCvOvKZ88ZV6AItiWigw/6SaDAlrOBtIDNUi0WTlOra0KEhkOjQiLRt5eGWrXzxTpxKUcuDps2UFOajtteTFaqlWi1LyQUQinZn79tNOu44YR6zSzNZVtXKrfFLKVOrUz6aNunAJsLk0UkIHXF0GIglzi01gpoBS9CD0rIWDGaIhRPltxUjihrGRy7XGh7FQZCWaB4bqqcyLzMEyVVOptWIDEbRC423LlqYMstWGtvwKl6k7E70MmlBorZJ/Pz5TqLxCzhYfsEVuicpF22EMPGP4ms5abaD+uZmKt/8FYbkvgLQizizlC0orq+oLNoXl7GUJjUn1XLgHNf5TDH7aTfkcq2aqDrQQg6/jz+J8d/3QMgNeVOwhxt5SLkJm9E/6HIq/7NKYsCetaPESK5i6tpDhNV4amDrerAXVGTT6g0TFYnZrSJgdknf4auVhRm06Ut63WxGinjtghkcfucHBKMxLAYdBr3Cza+vIxzTsBr77lcAMCFLR7bVQHtQZYMso44CCpMmq2pZgN1k4Klf78ORdyeqhUYwUfCbF9GLFhzblAnvDEYJxxKRVyFVS5lUth38e+Z8ROOSD2sCfBjbvhR7UbyJsLuWjYqNSquXceGEkmn1RtjY6ue1Cw7k0FveIqoJsm2m1CoCEiaX9y89pLtRTDJENSCN1LWHePuig3nikxoe/aiaSEyjxRsmrMbJsplw+yXrkiG54WAckqsOMxHqk6u9ei2XcOYUSvJ0TP/yv3wTLiLTmsHcsixW1XUQiCR8TnFNYpLhXsUg1zKJs19yY1z2Hn/eW2FBRTYfbXLRFBI0Uo45FqHFmEUpbbhkFqBgFJ0A+KWFAtFOk5JDJJaoeRuJaeTaDKyoaafMLpFPHcsNsa1YlSDRZKPctVo5BhEnFy9umUEEI4WiHYMWRu1oBFsWqruOQCDC1g4rufFEDsmGWML5XC+d5IpOdMlaXzXxPNbGCpDAVllAo5ZNljeR1Le+LbFPWNUoy0608820GtECEaJxSUyDK5Z+RVxLKI9ITE+Z3kSB6MCPhVLFTUCaaSWTUuGiQ9rplFbOV8/lZuM/yCZAptFJ1rI/JWba5jzWdyjYNSshmYlEUqnUEsWAXkiK3j0TIp2J3hBHPcHZB02gLNuKv/Yb6tpDiWdLDVLb7GZiYQWi2Z2oBgtsCZr5ff2ZeOMq9/B3ypUWDMSokQUYiPHa5+u47bNybET4p34Cs5XNGIinentLLUb01Suw/fq/PH3OQn52Z4x8tSl1n38WdpBjNfDNwQ9xw1sfgBblTsN9bPSZqdSDCHpQ7PlMw0NoCAl231olsSPnTF89a3t2zdrd6atIVyAS48u6Dja1+DDpdansyy7/x3aF0kx6ll54GMf8HfLUejrN5byS7MnbNSiG1ThnP/EFwWSo7FVHTE9FQm2LWS/474UHJRWMwhnqJUxUWtgYT9zESizOqrrOVNtPi1GHK6qnomJm4veqaU8lEXWd7+R9ynnko2rC/fTh6ImUiQgrtjFD2Y06tkQLaNRyKJJu2vVlvXwkMnkt9ApE4pJARKXNF8Zm6g59s5n0LCgyEX/yZ0Q8NYisco5ouyBlCrnqiGn886Pq1PFqPUEWnfUd/vtNCze+tm67TPttv0/O0jXcEb+BG4SbjKIKTKcuAeDCZ78knBzAozGNeTYXBWqiGGSe4ucm7WTcUT1WVLZ0JFaHYTXe63xd/48KE/Uyj2zhAwS1Mp+NsXy0UDS1EtIkHHPfx4SjMaZqG1lk+BodcfTE2SILMRPlsfiP+KP+37Qr2Uy2hnD7AwmzBwE0cxENzS20yUz+veh1Poj9Bms80Os3O029jGmiDl3SJ7FBlqHTmxIFLZPXZYq/jdZwCSFEqr/JmppmvjdrHC+euz///HArj39SQ0iNI9Vg6jqaDBYO3Oc7tHyRS0GyGZNFiZKlJUxtbjKxixAZZgMnhhM+rUI3/CPjQSKKFXPLarKlFbsIocdKtnARxYBJqBTkZCNC7QR0GRjb6zjttmdZqyUi8jJNoH68nFxTnNvUG3BKF5uEhQIcZMgAEkGm9GNXW3Ea9RTFPHRgJY9ObISplfnoZBSTjODHxPnq7zla9yHVWgEXGZYwTrQQkUbaW1uw1lVxwrPtBFVtu3oUITXOvR824omXU4iLKHrsMogvdzaOo/4G2eNQnjutu/FaRiE0r0ER9Ftj71upJAZKae9SHmXlldQO0DVrd2db8xXA9257l1ZvJBnzz4Cz/i7yHWbeuOxH2ynUng11eiqj/hREz+O9f+khvLiqketeWcvX0e7BOhSN4zDrcZgT/fO6ZOtyRIaiMTIsiYiTuKZh0ClMzO+Oy+irD8e2GHUCNZ6wOxsUOHGfcv6zqgF/j0G5o7OEMInMY2dGYtWwrtmHPwqqhGgkzvdue49Przg0ZT4IRGJs/PJjKutWIKSGFnBRoG2mOjoBTUqueqF3BfwbX13LNS8lkuC2VRACMOkF0biJrbpEGXSnupl84aZTWhBtNZjbt/JlpKRXZr4EarRCWkiEbGaVTKW1bSJWFDLMeh7+Osq9Xy3HbtbjMOvwhuOMEy0U0IEHB/lKJ1cp5+OPxLAYFOrME7CKGONFPd/EnUDCrFcdTAzoUnSfVwJWolTLQpYrc2lR3qNQuvkmmOg14pQemoWTX7adR2Gkmn8Yb+cv8l5CehMHxW4njAkzESYoLTTpilgVm0SP4sbYAZNOYNQrxDQrq6KlmDQFM92BCG3PP0lr8cv89KEv6QxGicQ0MnRRHlS6AxUu1F3BIbMqOOWji5ki6rjS8DQVNpWtfgcNWh5O0UmbkseZRx3KOc+tY50spzoQYWXcSqlsRickYWElV3ppxkQ2PnTWLJTMIsI/e4z1959EodZIg8hni1aQuj6+KBhkkDnxVTh1bXix4pAB6slhiggBgjrpZFO8gOdP++7/t3feYXKVZf//3NNntpds6hJIIYmUJEgUCEhoov5UQAFBEXhBUJr60pv4CjZKUARRgyigGCkCoQoGSCAQWiAxENJ7202yu9md3alnnt8fzzlnZ2Znkt1ssrOTnM915crOzJmZ7ynz3Oe528PWBx/kYJajELapUlyk7BTmKxM/4GX/9QSJEsPHN2O3cIfvz2Y/qFrWNJQSaV+bkaBxuVxPe8pH0OshkjCopJWX/dcTIkpMfHR89Q8sM2oY6ymjxFp4rWwQxmPnkWhez4E1rrTc30z2SiORbwH6bOMx4/Ln2Lp2cc5Vs4qBdPfVvDXNbDcL5QC8LtnhXX++z7GwZiUCXZbt7I4ua6lLw8y6Av1juvrJBZQFPFx78hi+cshgIDMQqUhw5xnj+eH0j4gmk9z0dHdWudXZSJUhL7887RBuevpjWjq0O+Kx99cTN/T3W0YmkHQBKfweF3d/a4LdPtnrhoTp7k4p7AJCy4gdEPuUv7k76wB8bhchn5ug1004ltnlNqa9gF1aoFSHfDx16ZFsa09QXxVkXXOE+qogp/02Zrv9NimdQhlJGF32synu5nzjGsb6tnDL8V/jhWF1LN7cRnN7nEv//gHxlIGRSpmrIJLhptuoalnOcJpcbip9Pp79/kR8j5+NJ7yJj1NBAHtVvwsS15hdg0cwTBrZqGr5efIclql6giVlXBK/ljqzn1Sp30tdcgNb3ENpSriZKE2EiJIUD6WuOCcFl/JK/FAe8N7F+PJ2NqkaTmv5Ic0JfbNQ5vcQTyaJGQpFyqzfgWjC4MC0WNRAtY0PPpxHa8TQd9HAcDYzWJpolyCD2cag5EbO+NNcUlZqMC2k/LVUdGzlZ4kLwBvg+KOOwmhJ2QWtUfxcnLyW4cYabvJNZ0ywlUjER4gYn6gD2Drhpxwz+QssaQhjpBQpBUopXGkVsV4V0/3HzMW6UErHChI/ZLg02plcPreLjzbFmZH6NnfLb2mmjBp3G0IHW1K6C8HX3O8QIooLRQlR7vXdz7fiNzNIWmgL1vP0wcP513/eYLDRGaMb71pBWWo7H3MILckgU1x6IS3x+Ailkvzioek8m5jUedM86GC2rZhH+9rltKoQHo8nb13xXmkk8vVLzzYe68LCZ4vIxbQjdBDNS6w1BkBVib9bBiIX7bGkPSsBdJ3BVTtPlUvHmunMXbmNix/5wHZnRBMpYok4v/73Yv70xkruOmN8xmAY8nnY2hazt8/dZQoqQ94Mo3j3mYcyZcxASvweDhlawYl3zyaaTNoGwmJAmQ+3uGg120ZbsYcSv4efHhHghreipJSeiZ04ro72WNI2Yu0MY4GMoF620OAayNTLz2ZdWKgp8fKN+9+20zEzWoGYVAW93HbqwVSV+BhQFmD/Wu3KsmYqlttvQHIDLf56Hh9QzaX3vdVlvxMphc8TYJ13BMMGVNsG7vips4ibu+p1u4iaAf8ofn7kvoHByY1s9Q6jOeEmmkixnTjrVy6itnENrakg+7m3gIImKhjmauIg91Y+TgzjguR1jPZsoTkwjJ9+43ACXjej60r52n1zWNK6HwEjxv6uzVzx7a8wcsgATr/3Vc6JzsSFwk+clLuMt2PjGJzaTJ3axvLWECVqg44ReQ8g5HPzr0uO5NTfzSZmQMJQeFzCtSeP4Y5/L2Z1YqBd7LbFVcvhh32W8g8+IplSxJMplhsDafDUcGBgO8uitSxN1tkrClrtXlzNW2mUWpZST2vUzwevrQX0Ofa5dWaUSwIsi47hWv8t/OOrpTQ8eQ0D2YKhXNz4loH/w/d5/sxK2qWFZlXOIFcLz59ZzesrWrnnoxRDUpYxC4FS3J48m1mpCfiCJSyJ+HnIezvDZAvr1QAG7/c804KjWBcdyGBXE1WDR+F2CaGmDRil+3P6SVcQffQpSoiSwkWQGMO929nqrefZ7wymJpDizotPZfMf/8pAtZUmVyX3qDsJuGNEDD9fdP+GuclxRPATMmK0KR8rogEM1UFTKshH61qYWF/J1x/dxFSjknrZQpKspQzT2CuNRL5Mop4utlFMlPg9vHbVFPvu32pFvSss3tyWMQC3dMS7lSqXS1NVyGfHIATtfokbimgiRUtH3D4XAEGvm5d+dAwAtz6/yB6sy/0uWqKdg31F0MPUM8Zz+T8+JGLeUf7kmU948zo9/V/WGCaW7DQ81SE9QG9pi/GVQ/QKZrniVRUBF9UlPlo64lQEvSxrDAPQEdPpsVar9VHuBra5hzHDG6K+Cjv7qDLo4QdTRnH48CpO/9PcDHdKNGnwkxkf0x43qAp5ee2qKXYml6Ul3e1nrYuOecwEPSvxe9x43UIkYXDK79+yr/O2SGcKb8q8y01ZmTXeIEuTwyl1u4mZnxlLpmjxD7NbX6xNDcDrFsaVdrA4XI3HiFLjM7jx1COoKvExuq40YzZ595kTuOzhOdzPnQxJNFH5+hNUXvg093yxgqrnW/lUDaOOVjZO+QPG7ACbDK+OCZm1HJvcg/nJV/VMF8BIuykIx5KMGqgzh7ZHhOv9N3PPFysYN+5QSkrL7Qr5qx9fQGvUzfX+m3n0tFr+97FGomlOeju+oRpZK4NoNbwZ16cL+OnXdDuapY1hBBhdV8qV9z7Kz1ULTVQwUFqoi+uGgUsSdXipppatbDSq8M64gbNL2znUW8ZF0cvZpKoZ5m5ioxrA66kJ4AngAsbIOsa7VuIiRY20snr9Qh6//HhO+22KAckNNG0dhiBUx9bRbNRz/pYgf4zdwcO+OwgQw1U1nP/7ykkc+tYPcb+gU4O/u+lSthvXMta7hXtP8BOc+WMSyk1IYhzvX8YM1yROc93H0cYcvstL3OmdxgZVy4WJa7j68QVMPXM8EWvajMIl+W7H9lIjkY9CFdP1FVbv/J5WVGaTPSupDHVd5L671FcFCXq1/78s4OGWr36GK6Z/RErpgerAutKc5+SdG05g5qeNHDWymq/d+xbQaSQunTKKI0bUEPS6bSPR1JFg7sptHDmihisfn0/cdLdY7p2zH3iX1kiCP72xkplXHpvT4K1sMdgW1oZrW3uCCx96n4qQl4DPQyTZaSg+NvaDCHzpt28AQlOHdpVFEyl+M3MpZQFPxlTC53bhdUNzh/6MhtYYc1ds49BhFRmptdMv+jxLNrdRXxXMqIWxMszaokm8bhfxpGHvt3Xcgj4PHQmtoz2eoiro4UcnHsiAMh9XPaG7B6uo1hJNpgh43aS8QS7nemoSG1itBhLEze3jkgx57zZul/vYmKzh0ieuw+UL4fW4CEeTtrtiQn0lB/m3MjjeRKsK4mpYjbHuUw4cdyifvqhjfWtd9ew39kjU7A+JZAXqQ6EQw8110hdvbrPdc6BvFibWV9oz0fVNHQwdM5iS0s7W+elrRNRXBTnl92/RnHDb14nPLZT6PUSTbhoCowgg+FJRXEbM1hAMlnLiuDp7rQ9rPYZF0Ro2Yrr+qKHRO4SygIeFDXF+E73aTmG+R+5nZVuIgbKVq8eFiR02nSVblnPTGx0EPClGetaz0szashAR4kaKpY1hWpIeNpixFxFYk9DNFYdVh2igllPitzFG1lG23cM9bMYd3gj+cuLN6ygJr2Wt2o/3kkP40DucI5W5/K7yc8l553G6KqPe30Hoj5cSUlGUuJCUYrg0sKo9QDRh8JnANgbHmqmQdgJ07UptsXeNkiY7ClwXqpiur+huH/odsbtmJdZ6CZF4kqDPY7cisWYWO8q8qisP8O3P78e8Nc0kjEzf/ANvruCcI4Zzx+njM7rpXvPEAn50wmjazM6pVtX0tvZEzhjVzogmU7iiSS45diRT/7O0y+vhmIGk3YEptKFIGPGMgSGlFG3RzDu1BetauPLx+bRG9d2cYehgeUrBzc9oI5lZIyEEPG4i8QQxQ2UkJZT4de3LlDtepSPZqX3UwDKuenw+UdOgBL0u/F43rmiSEr+bq59YQEvMzRZ0MoArGeMLa+7BLWuJ4QUUg5KbWNyxn51h1KAG24bpS184ioaZugp8vVHDNY9u4pXrxjPuqpdY8ul/SZQNZ1lzinA0SdxQCH5WuXRls9fj4qJHPiDo1e6mUp8QMSSjjqexNWq7Km99flFGIkE6yxrDtEYSRJM6zuBLi08Btots+cYteP95FgNSW2l01bD/Zc+zrDFMc0ecaCJlB+iVN8QFHZ0G7aLjxvLEvPXc/coSYmkpzJtUNYPZxiZqafENZurTS2nuSFBJOw/57qBKtbOBGi5VP2RBSrsp16sBXPJiO77AAkoDHrt5o2GAkKQi6OXI+iDTv17KFS+0cZ3rnwxONbF6ehVlQ+tItW4mEhiUkZ03e32K69OW371kVYLvH1sFn8xGiW5NIqSI4NetagzF9U/9lxd+cBqBRx8k1NSww0V79kojkS9wvS+wu/bdulvbHVp0qp5huyvKAh6MlKIs4NnpDKW+Ktgl+Ls1nOCjdS2MqivJ8P83dyT41UufkjAH0bKABzE/oztuxhGVbgaWB2huj5FIKXv52EfeWW1vUx3y0BLRLdYTRoq6cj+tkQRBrxu3W9jSFicrDEIy1XUq/9Dbq2hLu31Ov5NOKbj1uU84ZFglHXGDSMLASOkhLJZU+N1w7hHDueDoA2zjXVceyIipxJIpYgkjww3VEklS53Fz79kTtYHoyKwyH+VqgI5mPL4A7kSMsCpjtRpIgFhGJk2tbzIn3j1bvz9xjd0nyyWdbrzLZsZojXxCacBDqXm+SwMeLj9uFMOqQvzwnx/REdd1Pt/8w1xuOSJA7ahDEehsLvhpY0Zq7l/mrLLX3U6/GUr/joqQl1+cdgg3PrWQS/8+zz6PFUEvr55TS6Cqg4hL1whEO9Zx5eNbiCW0cSkPeBlWGSCRNDIy6e57fbkuAjWvQ49AVOmZ0QHSQLhkP1oWQVsiQYAYD3nv4DOyhjheEMUwd4vd1FKnAuuU5QfOPZxIwuCWx99nSHI9W73DePriiZQ8+W0Ob1nPgx4X5SpMKyFqVDPnrT+HdsNNc2A/ysv9qI4ElSEfQyqD9vK7oFOlAdqHHImh/ARVhCgBzotfa6chb+9IMHN5mJNPuA31r7NQhPP6m/q1kRCRvwBfBRqVUt3OUd2bYw87oz/tez4tgiCi/98Z65ojBDwuO5vFoqU9zhX/+LBLgDiWVAS9Lq45eQx/mr3SbjUx/aLP8/aKJk4cV9clFmA9Xt+W4tnLJ9sZR+uaIzS3x7kobbby/WNHcc/MpXQkUgS8LqaeOYGg183YQWW8s3IbFz7cua0VF8j+uyLosX/IFj4XJFKdBu/5hZt5fuHmtP1K6WwatEF5eO4aZizYmDFTbEuQMUtTCjxu84NNtnfEeX9VE+1Z2VgA20PD8Vbvh7S5kGA1dV//O8FpnzA4uiKj2v2jBR+yPaLMhAO/Xfke8ripKfEyY/5GWjridgV30OtGKUVTe5zb/72YgMeF29V57jviSTaGhduz2r4cNbI6Q9/Dc1fb+5x+M2R9B+hZ24rGMFvaYp0dj62C0/gADqsYSnD7esL+QXzcXk04usmedf78tIP55h/mEo5nnhuFnp2IaJfpJceO5PZ/LyaS8LPCNZwbjhvHL59fBOgU4krRfZl8JGhzldHq349YG3Zxa8g0WqPrSjnttzO5K/kLBksTDUYN21b9guqW9SxtEcpVGy2UUkE7G1UNH8WH6EE+DA+ed4jtBm6PJTNmun9/dw0XHH0ACxrieIxhDJcG1qiBtNA5FiRTitue/4TbEhEe8o0gSWvRBq4fAu4DHunJm3YUe+itv76/05/iLlb7kJmfNtqD87w1zbRG4naGzc5mOlbrg2Q4Zs8oBNjQErF9/KDbM5T4PbRF9ZT9wIFlZo8mPYh88w9ziSYM7n1tGTMum5zhh7YeN4WjPLj4LXvgrSsPMGf5Vvs7BBhZV0pFyAeRzuwo6xgHvO6MmY1lFMr8Hh76n0lc9MgHtMcNfB4XQa8HpfQ++dwuYskUbiGjyWA6PjfE02YbkYSBRDJnirVBMQdkreXGpxeSSBoZmhIpxcNzV5PImp1VBj08ccWxuANT7JXPSpQPr/tT1mRVu1cMHUPQu8wefEEH1Zs64hw/dTZec38A09Ul9l14JJGy4ykCBLwuKkM+YkaK5o6E7faxWnDouJNhv1ciCfvatmI2XreLSMIgmkwRa4tz58uZxYt+s7fTsAHVvH3EH7j/yVf4dFst3qeWUhrw2EZmRWOY9ljm7Aq0gZ9x2VFsa0/oLgVtUW41jULCUJT7PfZ5W60G0iC1uleTlFJ+wTPc0u7n6ifmE44kKQ14uOuMCRw5UjfeG5Dc0NlxWbZRUubjI7P/lJVCO9St27SkF5D6ve6M5YP/fO7hXPqPD4knU7RF9RjnalrJAGmlgWoGyHbG+RpZJvsTS6ZIGso8D37Oi1/HJvW/uS88+rmRUEq9ISL778p78+X+99ZfXwz0l7iLFZNojSS497VlzLzyWOqrgnYFcSypWy3siPT1Hq58TLdHrwx5GTmgNGPwu+esiRwxoiajuNCaxVgDjdV3yurp3571OGbAdnMQso7fxPrKjLU/jhxRk9cIj64rparER1s0kTEIJ4wUF/9tHtGEQSyZoj1mMO3ciQS9buqrgrywcBO3Prcor4GATANhke6ua48lufWdKJGkrjpPJA3784JeF9d+aSwC3PHyEl3tblaz/23uauJmS4uZnzbqbKOqsSze1EZLRxuNbTEwg86j3Q20hobz4oHDeOlHg/jyPW+yvSOeodtydVkoIOhzo1TKrIbvxOcWe7Grk6e+SiyB7fax7pBDPjfazZay3UbWcbdiNh1xfVytPl5ZkzRKfB6mX/R5HdxujxNLDjKLAxPcefoh3PDUxzR1JPjVS4vt97gEnvj+kSxpCDOhvsKehQJ84/65GSnaNzy90L4OXb4QxtmP0R5ZR91+Yzll2kc0hWO2kWyJJLn2X//lzWuPY+ygMpr99WyKagPcQC1JtR+XJK5mUKqzs4AnWENHe6fxqi3tbD5p3fQeOqyCmpLOBqL1VUFOe6SVO9OMe7O7lmGxVaxWA0ngx2tOMqP4iZK7CSf0cyPRHUTkYuBigAEDBjBr1qy82y5vNugIb6c+1cAmYyDTX5zNqCp3HyndOeFweIf6+zvZ+pc3GzSFo8QMSBoG01+cDehK6Jih/3/21be6fQ5u/KyL+Y0eJtS5SG5cRKVfCCcUpV4hsWERb27Qa1psKXMR8Ag/neRifZuX2qBw6zsJDDcEXClCzcvxSYq4C/yiH/tdKZIuRcCVYsuy+cxa1Tn7/tnn3KxvE4aVuXh/7hz7+fdXdWqLJhU3zokQjit8LkjSacCiyRRKxfG5wW9qCK9eSBh4t8VgdavRxW2WjQv93ohpLLwuOO9AbD3Lmw3a4yliKa07o+25pBgcWQ3o7zbcEHQrhqc22bUVMQNumbGQO15YCAIdCfCmOSCi+Bk3cgTH7+ezv/Mnk9zcOAeSXT1XGZw1UrG61c1/1iRJpOkKeaC6bQXPvrqMjoTSCyC54NwDFW+++Wbn8XTDDw7x4XODz61fC3iE5c0G4WicmKGPzSkj3Ty3ImkfI4v2WJyHXpxLUzhux3685rm/7on5hLtOHvC64N0PPiQcT3HT0zod/Oan4QeH+uxsNgs9w9WrCwZcKVrXLyfuEd5+4yP7+k+nLRK3x55vjfHx/Q+vYahqYJNrIP+zYDHbDT8tZjKBR+D4IYqnlum8LRdwzmh93q1rrj2hKPEKtxwRYGvEy7AyF0++MocN7S4uQAfgt6hK7mMqg7w6rnRh4hrOGVfCo4uTdOS4AUmn6I2EUmoaMA1gzJgxasqUKXm3nRRuZcJ/dVO/ra5axp2055v69YRZs2axI/39nWz9k2JJHlw82767OfsrxwJ0ea47s7nOWaDByxtczLzyC8w5hoyZw45miScdl8zY9lcfzsJtJPD5vZx03Bc46TiY/uLsbuvJZt6aZmJvvEs8ZSAuF34PGdk2pX4Pf7vwc8xft912vWW3UfG6XQS8LrZHuo66KaAk6CWohKiZMpu+HvqkWJL7F7yCJOlyx/6jkz/DlyYfAMAxx3QehxnzNwIL7e2SKWhJG/+ykyJPPnICJ4zrzKqZt6YZ3n4XzIWMynxuAn432zv0TMpnunmeWi20RuIY6FlN0OvmjtPHc+TIGjsedP+CV3CnXPZ+Ld7cZh/PeAoe+DiOYbrRKoLCzCuPZRKd11J5wMvszYqUpEhPl/Z7dO3LpadO5qX75tjHuyzg49ZTDuLKxz/K2EeX6O8oD3j565IUW9rS6k+AttAgYG3Ge3wucItw17cm2AWd1jl5cPFsmttjGefEUPD1EyZTVx5gUizJ35bNZm0kREXQy6TPjse/8D17+/Kgl9mbXRgqaWv45woXF516tH2MYoaB2+2iftxETjVnwDMXNcAHH9gB+M8FNzJENbE9peNKB3obeXLVCNtAqFQqr6koeiPRE0rCazmssjO7oTsdEB12nXzxkV2JmeTL2kpvS7KjrK7sFibhaNJOcbW2HVXl3mX3Y3qQXmdVCa3RhJ3e2BFL8P9+Nwefx8U9ry7l7jMnZBQsegT+56j9OXhoBVdM/yjnzCIcNfjz+ZPsQHn2am2/PDpIU9lIfvbcx3ZbDoDPH1DNvDXN9nus45AdGN4ROn6QOeMbO6isSyGkVaiYHvi/fPqHRNPWUs/uBGBpHzB6gq3RWs2x3fSzWbH37K7H1rXU3BHn8kc/zHB1uQTu/85hHDGipsvCX5FEkp88szDDjedzC/ef81mqQj4iCYMLH3q/y3H49yebqS31sTUcR4DqEt31OJ6CK6bP550bTshIt5955bHMmL+R/3v2E7v63+sS1jVH7EW/0uN2QEbs7bZTD+KaJxdmXA+t0c64TGlAr4uS7Xq86ZmFtju2KuTlvsu+SeUzTyPrVui2L55hdKQlL4hI0Qaudy/VI3BVDO3sgNjLtV8ddk6u+MiuxEx2lrXVk6yuPZEBlitIn95FN2IO2rFkisbWmC6gMwsWFdo99Mg7aygLeBhQ5jfTcDs/X9BFjRN3ULMS8AinTBjC1FeWEEvqeYDPBd998D2iCcMO0lupyOtbojk/Z0CZj9ZIkvKgB5cI281Uy/Q1qHPtc115gPZYkkjCYFljmNF1pVz66Dw7xbQi6NthB+Fso373mRM4/y/vZhwHKwhtnTPLoJwwdXaGgQA9M1vX1MERI2oAXe9TEfSiVAK/x0VL2ozN5xZqSv0caRqUxtZolww0wIwnHa7XUG/qIJZM2bGM9H5f6ftxyoQh3PPqUrvNTVWJP2NA/9p9c9jekbBvHjoz1Fysb9Zt5y2CXtdOMwWtJWMVulr/zjPGU1dTTeOpf+fD99+nfMgYnt5/EF8zZ1ZQxDMJEZkOTAFqRWQ98FOl1IPdfX+XNEflY8kx0xieXEVjW5z94klK8sdrHPoRuQbh7Ne7O0PpTQZYvuy4XEH69C66CSOVUe8R9LrtgsXlDW12QBlg2rmH20HtpY1hYmbL9+4UNVqFddZ6ICGfxw7ap5Tiy/e8aRuM2045uEufqZBPL+JjzVYg/5K12fs847LJGQNPVchHNGlkpJj25JiPrivNCELXlnq556zDuhwHq4WJ9T0hn5uWjgSxZIr/e24Rf5y9klev0q5Oe1BNu3EW4PLjR1MW8NjLty5rDOPzCLGkwuuCsqDPdvNVh7ycNW0eiaRBadBrpzdb/b5ynZPs4lTQM9qWjrjtAotZNw9BL0rpYP1dL3cuaOUW+PGJB3LOEcPtTMG2qM4Ia5XOhIv0WVjCUNz41EJGfb+E46fONXV+wjs3DMrQdPQdaz7uItykXxsJpdTZu/reLh1fzTTHWEcbv5fbGSxNfPpC3yw25NB7su+4rN5H6fRkhrIrs5kdZcflc4elZ2dd9fj8jLvyEr/HzlJJb59+oNknaVcLGtMXSbJaVkDXLK+ATxcPNoWjJBX4Pe4uab1A3uOUvc8zP23McKG1xxKUmvtVFvBw89Mf0xbNHTOKJlWGSwx0jUzQq2tkfG7ht2cdxuQcxyN7ZnjbqQdz6d/n2UbZ6j0G2IOqAFUlPjpMI/6b/yxFAbc9v4jXrjqWKx+fb7vsKkI+bv/moQS8elGt//e7OfY+qkiCaecezpz3/8ulpx6TsyIcMotT068jnydzGQcB7jpjPB9v2M6vXuo0EKBjGbf/ezGnTRxqz6ByzYhL/B5+edohds3OlrYYj8xdk1GY+MLCTZx5eH3nzYBKdZ02mfRrI9Ebcl3ArZEE9clNDPI27fJiQ3t7nUV/5aN1LRl3XF0Wpe8DdlTNnu8Ha10vE+sr7eVl0wv40quGHzj3cEbXlWbUcORaC6U71541iCze3Ga7mNINhmUMnr18Ml+6503ao7pqfMZlk7t9XWfv84nj6rjn1aUZnYit4sRowuCiRz7IufxteyzJjXMixN54N2OfrRqZ9JqUfPuavbZKVYnPntGk9x5L12sdl/+ub+Fnz+m6h5SCf763LqNSfVs4ziV/n0dFyEs0lpmJ5nW5OHJEDZ4Gb14DkU12IWC6sbrJNKR+b+6Mv+zK83wz4uyanc8Or+Kvb622H/9h1gr+OHsF4aiu3RB/SV6f6147yun2D16MlKI8oC/ge19bRoMazGaqGSK69XAiWG9PMXfGvlJn0R/JjqrtvFZ797OjWEauH2z69VIW8HLXmeMz7tKzjY7Vy6o7a6Hs7NrLt322xvnrWmhu172m4h1xljWGcw52uQxUrs/L1fOrrjxAY2unbz2aMDLqYxZvbqM9oYgZuWdh3XUhps948vUey/68uvIA9VVBbkvrOnzW5+p5Yt56u2GiQgeTt7TFcWddeO7sJ7pB9nVkGSsrfmWd+8qQh5aOrpluD7+9KqPaPtdMb0J9JQPLA7R0xKkM+Zi0fzUVaZ+3PZJA0Bl4HXEDb+WgUfn07tUjnDLtpkLpC+6KSXrZ0sFPsn7dKm58eQsl/3iR5kA9L1z1xZwXYfqPY1/uCVVosi/67CBqX7CzQSv7B5t+vXTEDb730PtUlfgy7pRzGZ3urIWys2tvR+6v9PdlZ1HlyqrqScPMfC6y9PYqfo/Lzu4BPWiWeAW325XT+O7O3mO5Pq+uPGB3HbYC8FZcZ3sknhEXCfncGT23tkeSzF/XslM92UY2l7HKXgVyxmWT7RbmQysD/PO9dTz89ioiSWVXnuc7NiV+T0aX3JmfNhJLywAo8Xv0qokdCR2gF9m3li+Fzgh/NKlL+Z+ft4LTF1/JZ8IbMUIDmT/kIn6euJMBNNMYq2HJ+gkcNnJIxmfkimv0l75I+xrpF30hXX09GbQsI2CtzhdNpjIqunuSItzTjKzubp9dUZ7LpbM7bo6yXUfZhiA7BXZX2VV3cF15gFMmDGHx5jZ70H7j2uN4fUkjl/+js5bihi+PY9P2KPe+vhywOv8a7KgcNJ+RzZX1l894LN7cxgVHH8CMBRuRHMcwF9aNyIl3z7aXew16XRmddq11OTYqte/FJNJ7u8SSKab/exZHulcweEAtxvp5TFi3iDIirJIhDHFto8a3Bcg0Eos3txGPhKlPbKSRIaxrjvSbvkj7Iv2l3Uh3sX7088224FZfqZ3dKXd3AOnOd+9se8tFtKPtdkfK8M70ZKfAZtOdwb837uB87x1cESTgcdmtZG585mOqQ5mLFyl0xfukPG7rnhjZ7HOf60a1J0sJp3dizlWnYq3LUfazjV174ZvstaNceiHLz19YxOL4ADb5q6lu3YJbwVZVRrm0MzwYIVA3GvfAruuAj61x8yf3HdSKrtAeW3Nc0Q1UDoWlxO9h8qjanQ7E6eQbEHt67e2ua7U3KcO7Q093B/9dnfG0x5LMmL+R7ZFEl8C6tb/RZGf9eTiWpCrkpSNuUB7UWVvN7VEeXDw7p7beGNn561oy1ruw1l/pLtnfnatOpcTvQcUj7fk+Y681EtBZyHLva8vYTojr/Dfzr9MqWDv9SsayEkQIVAzE/a2HwRfq+n6nQtthN9HdAbKvkyOyM6zuPnNCznqMQt4cdXfw35XBuD2W5ISps2nuiNnrkGSnk770o2P44m9m28V3CUPhcQt/OX8SABc/8kHO5pAWu2pk22NJnYqbtt5FT2dxu8PA79VGAnIfpOB5v8P15Pl4SmtwJ8LQthlKcqRTOhXaDn1MXydHZAfXL3z4fapCvn6VudfdwX9XBsT561poaI3aAftrTx7DGYfXd3mvtYIgmOtwR5MEzBqD8qCXpGHsVFtPz2N65bTf4+KuM8fv0jnprYHvH1fBHib7IIXqRmKUDyTeuoWEvwq3fwAlud7oC8G3H7f767crH4uzCn4cHHYne6JlSHe+L5lSxJMpvc7HTjJn+prepMLujPRsLgFGDez6+ekr5FlYbe4tbb1pDpmP7GshX53InmbfG+niHRiPncfmTRuoVC20tMVo/N038lde+0Iw6GCnRsKhT9hd/v+efp+V5dIa7V7mzN5Cd7K7ThxXx83PkGEorJoWq0lfb5pD5qOvr4V87HujXNNKEk1rqVItBIhTK9tRhjB77rsc+4Xj8p4Ip0bCoa/oa/+/VVPQH1KMc7Enb9C6k91l1VG8sHATf5y9ImeW2p6iPyTK9J8roa+oHoG7pBp3eD0pJXgxaKGUm9/swP9B7uwE6F9rRzs47An6w4CUiz19g9ad/a4rD/A/kw/gzMPr+6Uh3ZPsG3uZRrvy8Y2mH3Nn6laqJIy3rJZLWv+XpriHEPl9sf1l6ufgsK/Rn27Q+qsh3ZPscyPd4s1trIsGODPxE/aXBlrbh5EKhAixc1/svniBODgUGucGrbDsc0d77KAygj4P2xJ6Wb+Q4Wbad8bnXO3LwcGhf+DcoBWOvE2d9las4piaEh8hn9tcapJuG4j2WJJ5a5ppj+1k9XcHBweHvYB98rbZat5lpf1d/MgHvWq/7ODg4LC30u9nEiLyJRFZIiLLReT63fW5JX4PQa+btqjOmrAKiHZEepZFd7Z3cHBwKHb69W2wiLiB3wMnAeuB90XkWaXUot3x+Xuq/bKDg4PD3kK/NhLA54DlSqmVACLyT+AUYLcYiT3VftnBwcFhb6G/u5uGAuvSHq83n9ttWFkTJX5Pt4LS6ds7ODg47O3095Eu1wKyGa22RORi4GKAAQMGMGvWrB59QTSpWN+WojYo3PpOlPaEosQr/PLoIAFP366kHA6He6y/P+HoLyzFrL+YtFtjxrAylz1GFJP+ntLfjcR6oD7t8TBgY/oGSqlpwDSAMWPGqClTpnT7w9OzlQJeN1FDiBkKt9vFgNET+jwve9asWfREf3/D0V9Yill/sWjPl+FYLPp3hf7ubnofGC0iB4iIDzgLeLanH5LPjZSerRRJGAR9ni6Ljjg4ODhY7IsZjv16JqGUSorI5cDLgBv4i1Lqk558xo5qG7KzlXa2fuyuLrLu4OCwd7AvZjj2+5FOKfUi8OKuvn9HHSRzZSvVlQdyfo5TSOfg4LAvZjj2d3dTr7Esfz43UnezlfbFaaaDg0NX9rUMx71+L3eX5d8Xp5kODg4Oe72RgN3TQXJfnGY6ODg47PXupu7iFNI5ODg4dGWfHe3SM5UAJyjt4ODgkIN9ciTMzlS664zxe3QNXQcHB4diZZ80EtlpsQqcoLSDg4NDDvZJI5GdqTSxvtIJSjs4ODjkYJ8cDfNlKjkuJgcHB4dM9kkjAc7C6g4ODg7dwUmBdXBwcHDIi2MkHBwcHBzy4hgJBwcHB4e8OEbCwcHBwSEvjpFwcHBwcMiLKKV2vlWRICJtwJJC6+gFtcDWQovoBY7+wlLM+otZOxS//jFKqZxVxHtbCuwSpdThhRaxq4jIB47+wuHoLxzFrB32Dv35XnPcTQ4ODg4OeXGMhIODg4NDXvY2IzGt0AJ6iaO/sDj6C0cxa4e9WP9eFbh2cHBwcNi97G0zCQcHBweH3YhjJBwcHBwc8lJ0RkJEhotIRaF17Coi4i20BofiRUSk0Boc9i2KxkiISImI3AmsAo4znyuaH4yIlIrIb4HbReSoQuvpCab2X4vImSIyrNB6eoqIlInIXSJyrogML7SenmIe/9NEJKCUUsV03YOt/zYROVtE9jefK6axp1REbheR74vIgeZzxaS/V9d/UeyoiFwAvAu0A78BTgRQRRJ1F5HPAv8BYsBG4JFi+aGLyETgFXTh5f7An0XkgIKK6gEiMhR4BigBxgDTRWRUQUX1ABH5CrAeuAE4E4rnugcQkW8D7wDVwOHASwBKqVQhdXUXEfkuWr8fGAK8DkWlv9fXf7+vuBaRwUAIOFMptci86A4SEY9SKllged2lBliqlLoOQEQmoy+4DQVV1T0GoyvZrwYQkc8DN4vIzUqpTYWV1i0GAAGl1CUA5mzuHBF5SCm1upDCukkrcC3QBBwvIrOUUmtFRPq7sTDdwjXAD5RSc8znjhORbyilniqsup0jIkEgDnxHKbXAfG6SiNQqpbYWwzlgN1z//XImISJDRaQSQCm1SSl1n1JqkflyHDi5PxuIdP0mbqBORK4SkbnACGCqiBwsIu6CiMxDDu11QIOIjDYfvwWMAib2tbbuICIHiMiFIjLIdAlsBFaaMyKAPwL1wIT+6DLI1q+UmqOUmgYsAsLAGdB/ZxNp+gcqpbYDTwNvp8Xi5gBbCqdwx6TrB6JKqceUUgtEZIiIvIcedG8QkYr+eA5EZJSIXC4iA9Ou/1W9uf771Y9END8D1gHfSw/ypu3Qc0DCvBvvV+TQ7zdfehu4DTgCmK2UGg+sAC4ChhZEbBY70P4+UAb8XESmAscDyzBdfv1loBURt4j8GpgBfBG4C/guEAHagNEi4lVKLQYWA1OUUql+rP9O4MK0TT4F3gPGisgR5nv6jcsyh/6pInKhUmq9UiqllEqYmx6Fdrv2K/JcP98zX3OhXa2PAJOBAHCr+ZvpT+fgYuBF4EjgV8APgWZ6ef33ix9IGiPRcYcfo0+G7TtL8wFWAAvon66ybP0jAJRS25VSb6M71L5pbnsbesDN2XmxAOTT/gnwC+Ax9AX3DeB6YLLoQGp/8c2ehJ71TFRKfQt9M/E5pVQb8DHwOWCCue3DwGkiUt6P9T8PjBeRErBnDh8Aa4Ep5nsGF0BnPnId/4mWfgAxg75KqffMxzWFEJqHfMe/1LxG5poejThwC/AtYHA/m00MAW5WSn0HmApcg541zEIb5wnmdj26/vubkVgFPKKU+h16SvodEQmlb6CUagSGY7o7+sudoEle/SISALzASPOHsz96KhgvkNZscmm3BqiNSqmnlFI/N38kXwReUUpFC6g3m9eBqUopw3ysgErz7yfRx/ki0dkdB6DdHv3JZZlLf7lSqt26xk0f8nPAcSKyHbimH7krd6offT5eFpGjRORd4JIC6MxHPv3hHLGHccBraPdfv0BEfOgbvVawb+7+APxJKfUYeka9S9d/wQbYXK4k8wQ1mE/fCRwNHC4iHnM7ywXyIjpTomBZBj3U7zMH1LnAZ4CXgenAX5VSy/pUOD3S/tn0Y2/6ZV8ArkTHJgpCHv0x84dhEQNSIuI2byzuAZaje9T8HXhWKdXRh7JteqBfzAEqJSJe0yD8Dj3Lu0Qp9b9pg1qf0VP9ac8dj87S+iVwt1Lq532hN5tdOP5KdAr+QSLyD7Qr6l9Kqda+VW5rLkv729IfR7skr7ZeM4/vUBE5FrgZWMmuXP9KqT7/h75Q/goMz3p+oPm/1VPqFuCBHO8fWAjdu1H/scWoHe3qu6yfH3uX+f+dwE9zvH//ItdftMcf+AFwdRHr/ypwZYH134ROBhiS9pwAVebf64CvZu3vNWmPh/f0O/t0JpF2V3EQUAWckPbazWhfOOidRil1KzBIRB4Qkfki8gXz+QYKQC/1LzAtOkqp2X2n2tbXW+3HKB1b+X1f6k7T2C39qjMY5wceFV2E9qyIHGa+vrpPhXdq7K1+a+ZcjMf/eREZC0xTSt3Vx9Itjb3Vf5BS6nml1N19rd3UOEVE1gIDgR8rpTamvXwT2gUMOg5xm4iMMR+PQM+gAVBKrenxd5vWZY+T7tcTkX8Bq9F+sheVUm+LSJnSQcb09wxET6GWAtcVYnBN01K0+neD9uuVUrP6VnWGlh7pFx3/WQCk0LUotyidOFAQHP2O/t4iIl8GHlJKDTQf1wFNSqmk6OB6OG3b/0MHsQ8DOoALVS/c2nt0JiEi1SLyQ9HBEp/5nA9dwfgMOpA7VnSWQyrrvW50+40blFJHFOjuu2j172bts/pSu6lhl/Wj7xQF7S44sRA/cEe/o783pOsXnUX4EvC0iPxFdHuiv6Krpz+TbiBMfoZ2M92klPpCbwwEsOdiEsD/Q9+FPg78Cbgr7bU55v9fRufhvw0cZD53OvCVPaVrX9BfzNp3g/6vmn+7HP2O/r1A/zRLPzrpZStwBzo++GvgH0Bpmv4vA57dqWdP1hoMBf6slLpDRIYAr4jIPKXUdOANEfkBcBm63uFldAomwDZ0dWmhKWb9xawddoN+Vdj6B0e/o783ZOv/j4i8p5R6XEQ+p5RaaW53vYisQsdZ3kUbkE/Vbu5GsVvcTWlBoXTG0pmzuxGdLXOr+drn0dWkVwBnoysYjze3fV31cWC6mPUXs3Zw9OPo7xX7iP6fALebj1emvfdA4CPMHnBKqVl7RP9umBr5sx5bKWSnA59kvTYL3SohmPacAIf19ZRub9BfzNod/Y5+R3+P9M8EfmT+PRS4D/gQuHRP6+zVTEJEvgcsE5FzreeUmUKmlHoSiIjI1WlveQBdGh433+9Vmg97o2NXKWb9xazd/H5Hv6N/l9kH9f8V3WIDYBi6PcsXlFL372mtu2QkROR4EXkV3cfnbSBhPi/mTlr+vAuBy0S3lwY4EFirzCpR1dn0q08pZv3FrN3U6ejH0b+r7OP6raUF3ldK3aG6ZjXtEXpkJETEJbqfz/eAe5VSX0F3M7U7sprWcH8R+SuwBu1LO19E3gK+jm5SVhCKWX8xawdHP47+XuHo5+voLsCovg6qd8cnhc4CuAvtB5uc9drR6Nzj0rTHbwI3qk6/X4gCplYWs/5i1u7od/Q7+otbv1Jq50bCFHo/uinUd9ABlMuAkPn6JOBBzJ446GyB8rT3FyzfuNj1F7N2R7+j39Ff3PptHd3Y0XK076zMfHwyuqPmd83Hdehp0xjzsdvaQcy2HwU+UUWrv5i1O/od/Y7+4tZv/dtpTELpdrirgfPNp95C5+YeISLDlG7DPAudtoXqDAyllLnHhaSY9RezdlOHo7+AOPoLS7Hrt+hu4Ppp9Jqog5WOqP8XnUpWJyKCrlRMiO6N0h8pZv3FrB0c/YXG0V9Yil1/t43EHPTOnA+gdG7xJLRvTaEXAfqz0gtf9EeKWX8xawdHf6Fx9BeWYtffvd5NSqlNIvIM8GsRWY5ujBXFXP5OFbCNdHcoZv3FrB0c/YXG0V9Yil0/9HA9CdE9zc9AL6p9n1Lqvj0lbE9QzPqLWTs4+guNo7+wFLP+Hi86JHp9WKV2c6fBvqKY9RezdnD0FxpHf2EpVv19tjKdg4ODg0Px0adrXDs4ODg4FBeOkXBwcHBwyItjJBwcHBwc8uIYCQcHBweHvDhGwsHBwcEhL46RcHBwcHDIi2MkHBwcHBzy8v8B5u0N4Gp64hgAAAAASUVORK5CYII=", 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", 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" ] @@ -447,12 +448,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -465,26 +466,25 @@ ], "source": [ "# covariance = np.array(catalog[\"covariance\"].to_list())\n", - "\n", "fig = plt.figure(figsize=plt.rcParams[\"figure.figsize\"]*np.array([0.8,1.1]))\n", "box = dict(boxstyle='round', facecolor='white', alpha=1)\n", "text_loc = [0.05, 0.90]\n", "plt.subplot(311)\n", "plt.plot(catalog[\"time\"], catalog[\"sigma_time\"], '.', markersize=3.0, label=\"Travel-time\")\n", "# plt.ylim([0, 3])\n", - "plt.ylabel(r\"$\\Sigma_{11}$ (s)$^2$\")\n", + "plt.ylabel(r\"$\\sigma_{11}$ (s)\")\n", "plt.legend(loc=\"upper right\")\n", "plt.text(text_loc[0], text_loc[1], '(i)', horizontalalignment='left', verticalalignment=\"top\", \n", " transform=plt.gca().transAxes, fontsize=\"large\", fontweight=\"normal\", bbox=box)\n", "plt.subplot(312)\n", "plt.plot(catalog[\"time\"], catalog[\"sigma_amp\"], '.', markersize=3.0, label=\"Amplitude\")\n", "# plt.ylim([0, 1])\n", - "plt.ylabel(r\"$\\Sigma_{22}$ ($\\log10$ m/s)$^2$\")\n", + "plt.ylabel(r\"$\\sigma_{22}$ ($\\log10$ m/s)\")\n", "plt.legend(loc=\"upper right\")\n", "plt.text(text_loc[0], text_loc[1], '(ii)', horizontalalignment='left', verticalalignment=\"top\", \n", " transform=plt.gca().transAxes, fontsize=\"large\", fontweight=\"normal\", bbox=box)\n", "plt.subplot(313)\n", - "plt.plot(catalog[\"time\"], catalog[\"sigma_cov\"], '.', markersize=3.0, label=\"Travel-time vs. Amplitude\")\n", + "plt.plot(catalog[\"time\"], catalog[\"cov_time_amp\"], '.', markersize=3.0, label=\"Travel-time vs. Amplitude\")\n", "plt.ylabel(r\"$\\Sigma_{12}$\")\n", "plt.ylim([-0.5, 0.5])\n", "plt.legend(loc=\"upper right\")\n", diff --git a/tests/comparison/real/run.py b/tests/comparison/real/run.py index c4ee933..6c9d21a 100755 --- a/tests/comparison/real/run.py +++ b/tests/comparison/real/run.py @@ -15,9 +15,8 @@ start=datetime.datetime(2019, 1, 1, 0, 0) end=datetime.datetime(2019, 1, 2, 0, 0) - #make pick inputfile -# picks = pd.read_csv('synthetic_picks.csv',header = None, sep = ',', names=['timestamp', 'type','jk1','jk2','sta','jk3']) +# picks = pd.read_csv('synthetic_picks.csv',header = None, sep = '\t', names=['timestamp', 'type','jk1','jk2','sta','jk3']) picks = pd.read_csv('../synthetic_picks.csv',sep = '\t') picks.rename(columns={"station_id": "sta"}, inplace=True) picks['date'] = picks['timestamp'] @@ -34,12 +33,13 @@ pick = picks.iloc[ii] phase_type = pick['type'] phase_arrival = UTCDateTime(pick['timestamp']) - (UTCDateTime(start) + i * 86400) - if phase_type == 'p': - output_name = dateid+"/"+pick['sta'].split('.')[0] + '.' + pick['sta'].split('.')[1] + ".P.txt" - else: - output_name = dateid+"/"+pick['sta'].split('.')[0] + '.' + pick['sta'].split('.')[1] + ".S.txt" - with open(output_name, 'a') as file: - file.write('{} 1.0 0\n'.format(phase_arrival)) + if phase_arrival< 1000: + if phase_type == 'p': + output_name = dateid+"/"+pick['sta'].split('.')[0] + '.' + pick['sta'].split('.')[1] + ".P.txt" + else: + output_name = dateid+"/"+pick['sta'].split('.')[0] + '.' + pick['sta'].split('.')[1] + ".S.txt" + with open(output_name, 'a') as file: + file.write('{} 1.0 0\n'.format(phase_arrival)) #make station inputfile # stations = pd.read_csv('stations.csv', header = None, sep = ',', names = ['jk1', 'sta', 'stlo', 'stla', 'stev', 'jk2', 'jk3', 'jk4', 'jk5', 'jk6','jk7','jk8','jk9']) @@ -54,11 +54,10 @@ start_time = time.time() for i in range((end-start).days): D = (start + datetime.timedelta(i)).strftime("%Y/%m/%d")+"/35.705" - R = "0.6/20/0.03/2/5/360/200/35.705/-117.504" + R = "0.6/20/0.03/2/5" G = "1/20/0.01/1" V = "6/3.428" - S = "3/3/8/2/0.5/0.1/1.8/0.35" + S = "0/0/10/0/1/0/2/0.2" command_line = "./REAL -D" + D + " -R" + R + " -S" + S + " -G" + G + " -V" + V + " staton.dat ./" + (start + datetime.timedelta(i)).strftime("%Y%m%d") + " ./tt_db/ttdb.txt" - print(command_line) os.system(command_line) -print(f"--- {time.time() - start_time} seconds ---") +print(f"--- {time.time() - start_time} seconds ---") \ No newline at end of file diff --git a/tests/comparison/real/tt_db/itvel.nd b/tests/comparison/real/tt_db/itvel.nd index ad432da..086b67b 100755 --- a/tests/comparison/real/tt_db/itvel.nd +++ b/tests/comparison/real/tt_db/itvel.nd @@ -2,80 +2,11 @@ 45.00 6.00000 3.42800 2.60000 1456.0 600.0 265.00 6.00000 3.42800 2.60000 1456.0 600.0 mantle - 265.00 8.64552 4.67540 3.46264 365.0 143.0 - 310.00 8.73209 4.70690 3.48951 367.0 143.0 - 355.00 8.81867 4.73840 3.51639 370.0 143.0 - 400.00 8.90522 4.76989 3.54325 372.0 143.0 - 400.00 9.13397 4.93259 3.72378 366.0 143.0 - 450.00 9.38990 5.07842 3.78678 365.0 143.0 - 500.00 9.64588 5.22428 3.84980 364.0 143.0 - 550.00 9.90185 5.37014 3.91282 363.0 143.0 - 600.00 10.15782 5.51602 3.97584 362.0 143.0 - 635.00 10.21203 5.54311 3.98399 362.0 143.0 - 670.00 10.26622 5.57020 3.99214 362.0 143.0 - 670.00 10.75131 5.94508 4.38071 759.0 312.0 - 721.00 10.91005 6.09418 4.41241 744.0 312.0 - 771.00 11.06557 6.24046 4.44317 730.0 312.0 - 871.00 11.24490 6.31091 4.50372 737.0 312.0 - 971.00 11.41560 6.37813 4.56307 743.0 312.0 - 1071.00 11.57828 6.44232 4.62129 750.0 312.0 - 1171.00 11.73357 6.50370 4.67844 755.0 312.0 - 1271.00 11.88209 6.56250 4.73460 761.0 312.0 - 1371.00 12.02445 6.61891 4.78983 766.0 312.0 - 1471.00 12.16126 6.67317 4.84422 770.0 312.0 - 1571.00 12.29316 6.72548 4.89783 775.0 312.0 - 1671.00 12.42075 6.77606 4.95073 779.0 312.0 - 1771.00 12.54466 6.82512 5.00299 784.0 312.0 - 1871.00 12.66550 6.87289 5.05469 788.0 312.0 - 1971.00 12.78389 6.91957 5.10590 792.0 312.0 - 2071.00 12.90045 6.96538 5.15669 795.0 312.0 - 2171.00 13.01579 7.01053 5.20713 799.0 312.0 - 2271.00 13.13055 7.05525 5.25729 803.0 312.0 - 2371.00 13.24532 7.09974 5.30724 807.0 312.0 - 2471.00 13.36074 7.14423 5.35706 811.0 312.0 - 2571.00 13.47742 7.18892 5.40681 815.0 312.0 - 2671.00 13.59597 7.23403 5.45657 819.0 312.0 - 2741.00 13.68041 7.26597 5.49145 822.0 312.0 - 2771.00 13.68753 7.26575 5.50642 823.0 312.0 - 2871.00 13.71168 7.26486 5.55641 826.0 312.0 - 2891.00 13.71660 7.26466 5.56645 826.0 312.0 + 265.00 6.00000 3.42800 2.60000 1456.0 600.0 +2891.00 6.00000 3.42800 5.56645 826.0 312.0 outer-core - 2891.00 8.06482 0.00000 9.90349 57822.0 0.0 - 2971.00 8.19939 0.00000 10.02940 57822.0 0.0 - 3071.00 8.36019 0.00000 10.18134 57822.0 0.0 - 3171.00 8.51298 0.00000 10.32726 57822.0 0.0 - 3271.00 8.65805 0.00000 10.46727 57822.0 0.0 - 3371.00 8.79573 0.00000 10.60152 57822.0 0.0 - 3471.00 8.92632 0.00000 10.73012 57822.0 0.0 - 3571.00 9.05015 0.00000 10.85321 57822.0 0.0 - 3671.00 9.16752 0.00000 10.97091 57822.0 0.0 - 3771.00 9.27867 0.00000 11.08335 57822.0 0.0 - 3871.00 9.38418 0.00000 11.19067 57822.0 0.0 - 3971.00 9.48409 0.00000 11.29298 57822.0 0.0 - 4071.00 9.57881 0.00000 11.39042 57822.0 0.0 - 4171.00 9.66865 0.00000 11.48311 57822.0 0.0 - 4271.00 9.75393 0.00000 11.57119 57822.0 0.0 - 4371.00 9.83496 0.00000 11.65478 57822.0 0.0 - 4471.00 9.91206 0.00000 11.73401 57822.0 0.0 - 4571.00 9.98554 0.00000 11.80900 57822.0 0.0 - 4671.00 10.05572 0.00000 11.87990 57822.0 0.0 - 4771.00 10.12291 0.00000 11.94682 57822.0 0.0 - 4871.00 10.18743 0.00000 12.00989 57822.0 0.0 - 4971.00 10.24959 0.00000 12.06924 57822.0 0.0 - 5071.00 10.30971 0.00000 12.12500 57822.0 0.0 - 5149.50 10.35568 0.00000 12.16634 57822.0 0.0 + 2891.00 6.00000 3.42800 9.90349 57822.0 0.0 + 5149.50 6.00000 3.42800 12.16634 57822.0 0.0 inner-core - 5149.50 11.02827 3.50432 12.76360 445.0 85.0 - 5171.00 11.03643 3.51002 12.77493 445.0 85.0 - 5271.00 11.07249 3.53522 12.82501 443.0 85.0 - 5371.00 11.10542 3.55823 12.87073 440.0 85.0 - 5471.00 11.13521 3.57905 12.91211 439.0 85.0 - 5571.00 11.16186 3.59767 12.94912 437.0 85.0 - 5671.00 11.18538 3.61411 12.98178 436.0 85.0 - 5771.00 11.20576 3.62835 13.01009 434.0 85.0 - 5871.00 11.22301 3.64041 13.03404 433.0 85.0 - 5971.00 11.23712 3.65027 13.05364 432.0 85.0 - 6071.00 11.24809 3.65794 13.06888 432.0 85.0 - 6171.00 11.25593 3.66342 13.07977 431.0 85.0 - 6271.00 11.26064 3.66670 13.08630 431.0 85.0 - 6371.00 11.26220 3.66780 13.08848 431.0 85.0 + 5149.50 6.00000 3.42800 12.76360 445.0 85.0 + 6371.00 6.00000 3.42800 13.08848 431.0 85.0 diff --git a/tests/comparison/statistics.ipynb b/tests/comparison/statistics.ipynb index 0dfc375..aadcedc 100644 --- a/tests/comparison/statistics.ipynb +++ b/tests/comparison/statistics.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -11,19 +11,22 @@ "import os\n", "import pandas as pd\n", "import numpy as np\n", + "import json\n", "sns.set_theme()\n", "from datetime import datetime" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "if not os.path.exists(\"figures\"):\n", " os.mkdir(\"figures\")\n", - "figure_path = lambda x: os.path.join(\"figures\", x)" + "figure_path = lambda x: os.path.join(\"figures\", x)\n", + "with open(\"config.json\") as f:\n", + " config = json.load(f)" ] }, { @@ -35,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -100,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -123,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -142,14 +145,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 87, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "53\n" + "50\n" ] } ], @@ -161,28 +164,28 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "27 53\n", - "precision: 0.51, recall: 0.54, f1: 0.52\n", - "50 53\n", - "precision: 0.94, recall: 0.96, f1: 0.95\n", - "51 53\n", - "precision: 0.96, recall: 0.96, f1: 0.96\n" + "50 50\n", + "precision: 1.00, recall: 1.00, f1: 1.00\n", + "50 50\n", + "precision: 1.00, recall: 1.00, f1: 1.00\n", + "50 50\n", + "precision: 1.00, recall: 1.00, f1: 1.00\n" ] }, { "data": { "text/plain": [ - "(0.9622641509433962, 0.96, 0.9611307420494699)" + "(1.0, 1.0, 1.0)" ] }, - "execution_count": 8, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -192,42 +195,72 @@ " gamma_catalog[[\"timestamp\", \"x(km)\", \"y(km)\"]].to_numpy(), \n", " threshold=[3.0, 5.0, 5.0])\n", "\n", + "confusion_matrix(synthetic_events[[\"timestamp\"]].to_numpy(), \n", + " gamma_catalog[[\"timestamp\"]].to_numpy(), \n", + " threshold=[3.0])\n", + "\n", "confusion_matrix(synthetic_events[[\"timestamp\", \"x(km)\", \"y(km)\"]].to_numpy(), \n", " gamma_catalog[[\"timestamp\", \"x(km)\", \"y(km)\"]].to_numpy(), \n", " threshold=[3.0, 15.0, 15.0])\n", - "\n", - "confusion_matrix(synthetic_events[[\"timestamp\"]].to_numpy(), \n", - " gamma_catalog[[\"timestamp\"]].to_numpy(), \n", - " threshold=[3.0])" + "\n" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "19\n" + "50\n" ] } ], "source": [ - "real_catalog = pd.read_csv(\"real/catalog_sel.txt\", sep=\"\\s+\", header=None, names=[\"num\", \"year\", \"mon\", \"day\", \"time_raw\", \"time_seconds\", \"residual\", \"lat\", \"lon\", \"dep\", \"mag\", \"mag_var\", \"num_p\", \"num_s\", \"num_picks\", \"num_stations\", \"station_gap\"])\n", - "real_catalog[\"time\"] = real_catalog.apply(lambda x: f\"{x.year:04d}-{x.mon:02d}-{x.day:02d}T{x.time_raw}\", axis=1)\n", + "# real_catalog = pd.read_csv(\"real/catalog_sel.txt\", sep=\"\\s+\", header=None, names=[\"num\", \"year\", \"mon\", \"day\", \"time_raw\", \"time_seconds\", \"residual\", \"lat\", \"lon\", \"dep\", \"mag\", \"mag_var\", \"num_p\", \"num_s\", \"num_picks\", \"num_stations\", \"station_gap\"])\n", + "real_catalog = pd.read_csv(\"real/10_4_4_0/hypolocSA.dat\", sep=\"\\s+\", header=None, names=[\"year\", \"mon\", \"day\", \"hh\", \"mm\", \"ss\", \"lat\", \"lon\", \"dep\", \"mag\", \"num_pick\", \"sta_gap\", \"residual\", \"num\"])\n", + "real_catalog[\"x(km)\"] = (real_catalog[\"lon\"] - config[\"center\"][0]) * config[\"degree2km\"]\n", + "real_catalog[\"y(km)\"] = (real_catalog[\"lat\"] - config[\"center\"][1]) * config[\"degree2km\"]\n", + "real_catalog[\"time\"] = real_catalog.apply(lambda x: f\"{x.year:04.0f}-{x.mon:02.0f}-{x.day:02.0f}T{x.hh:02.0f}:{x.mm:02.0f}:{x.ss:06.3f}\", axis=1)\n", "real_catalog[\"timestamp\"] = real_catalog[\"time\"].apply(lambda x: datetime.fromisoformat(x).timestamp())\n", "print(len(real_catalog))" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 74, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "50 50\n", + "precision: 1.00, recall: 1.00, f1: 1.00\n", + "46 50\n", + "precision: 0.92, recall: 0.92, f1: 0.92\n" + ] + }, + { + "data": { + "text/plain": [ + "(0.92, 0.92, 0.92)" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# confusion_matrix(synthetic_events[\"timestamp\"].to_numpy(), real_catalog[\"timestamp\"].to_numpy())" + "# confusion_matrix(synthetic_events[[\"timestamp\"]].to_numpy(), real_catalog[[\"timestamp\"]].to_numpy(), threshold=[3.0])\n", + "confusion_matrix(synthetic_events[[\"timestamp\"]].to_numpy(), real_catalog[[\"timestamp\"]].to_numpy(), threshold=[3.0])\n", + "\n", + "confusion_matrix(synthetic_events[[\"timestamp\", \"x(km)\", \"y(km)\"]].to_numpy(), \n", + " real_catalog[[\"timestamp\", \"x(km)\", \"y(km)\"]].to_numpy(), \n", + " threshold=[3.0, 15.0, 15.0])" ] }, { @@ -239,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -253,7 +286,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -267,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -285,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -331,7 +364,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -354,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -400,7 +433,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -424,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -469,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -498,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -536,6 +569,16 @@ "plt.savefig(figure_path(\"oversampling.jpg\"), dpi=300, bbox_inches=\"tight\")\n", "plt.savefig(figure_path(\"oversampling.pdf\"), bbox_inches=\"tight\")" ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "## \n", + "real_4 = [0.94, 0.90, 0.92]" + ] } ], "metadata": { diff --git a/tests/comparison/synthetic_ridgecrest_data.ipynb b/tests/comparison/synthetic_ridgecrest_data.ipynb index 11c62a1..08bf842 100644 --- a/tests/comparison/synthetic_ridgecrest_data.ipynb +++ b/tests/comparison/synthetic_ridgecrest_data.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 619, + "execution_count": 192, "metadata": {}, "outputs": [], "source": [ @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 620, + "execution_count": 193, "metadata": {}, "outputs": [ { @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 621, + "execution_count": 194, "metadata": {}, "outputs": [], "source": [ @@ -95,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 622, + "execution_count": 195, "metadata": {}, "outputs": [], "source": [ @@ -103,11 +103,17 @@ "c0, c1, c2, c3 = 1.08, 0.93, -0.015, -1.68\n", "vp = 6.0\n", "vs = 6.0/1.75\n", - "vp *= 0.9\n", - "vs *= 0.9\n", - "phase_amp_err = 0.4\n", - "phase_time_err = 0.4\n", - "phase_fp_rate = 0.4\n", + "# vp *= 0.9\n", + "# vs *= 0.9\n", + "# phase_amp_err = 0.4\n", + "# phase_time_err = 0.4\n", + "# phase_fp_rate = 0.4\n", + "vp *= 1.0\n", + "vs *= 1.0\n", + "phase_amp_err = 0.0\n", + "phase_time_err = 0.0\n", + "phase_fp_rate = 0.0\n", + "\n", "\n", "## data\n", "phase_event_idx = []\n", @@ -176,7 +182,8 @@ " phase_event_idx.append(i)\n", " phase_station.append(j)\n", " phase_station_id.append(stations.iloc[j][\"station\"])\n", - " phase_prob.append(10**(-tp_err[j]/(phase_time_err + 1e-6)))\n", + " phase_prob.append(10**(-abs(tp_err[j])/(phase_time_err + 1e-6)))\n", + " # phase_prob.append(1)\n", " # if np.random.rand() < 0.8:\n", " if True:\n", " phase_time.append(ts[j] + ts_err[j]) # s\n", @@ -186,7 +193,8 @@ " phase_event_idx.append(i)\n", " phase_station.append(j)\n", " phase_station_id.append(stations.iloc[j][\"station\"])\n", - " phase_prob.append(10**(-ts_err[j]/(phase_time_err + 1e-6)))\n", + " phase_prob.append(10**(-abs(ts_err[j])/(phase_time_err + 1e-6)))\n", + " # phase_prob.append(1)\n", "\n", "np.random.seed(1234)\n", "min_phase_time, max_phase_time = min(phase_time), max(phase_time)\n", @@ -201,6 +209,7 @@ " phase_station.append(station_idx)\n", " phase_station_id.append(stations.iloc[j][\"station\"])\n", " phase_prob.append(10**(-np.random.rand()))\n", + " # phase_prob.append(1)\n", "\n", "\n", "event_loc = np.vstack(event_loc)\n", @@ -223,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 623, + "execution_count": 196, "metadata": {}, "outputs": [], "source": [ @@ -240,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 624, + "execution_count": 197, "metadata": {}, "outputs": [], "source": [ @@ -250,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 625, + "execution_count": 198, "metadata": {}, "outputs": [], "source": [ @@ -264,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 626, + "execution_count": 199, "metadata": {}, "outputs": [], "source": [ @@ -274,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 627, + "execution_count": 200, "metadata": {}, "outputs": [ { @@ -295,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 628, + "execution_count": 201, "metadata": {}, "outputs": [ { @@ -304,13 +313,13 @@ "(0.0, 100.0)" ] }, - "execution_count": 628, + "execution_count": 201, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] diff --git a/tests/comparison/synthetic_ridgecrest_gamma.ipynb b/tests/comparison/synthetic_ridgecrest_gamma.ipynb index f4b91b1..0bec067 100644 --- a/tests/comparison/synthetic_ridgecrest_gamma.ipynb +++ b/tests/comparison/synthetic_ridgecrest_gamma.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -47,14 +47,14 @@ "x(km): [-55.597462373888895, 55.597462373888895]\n", "y(km): [-55.597462373888895, 55.597462373888895]\n", "z(km): [0, 20]\n", - "starttime: 2019-01-01 00:00:02.260000\n", - "endtime: 2019-01-01 00:08:30.372000\n", + "starttime: 2019-01-01 00:00:01.961000\n", + "endtime: 2019-01-01 00:08:28.318000\n", "dims: ['x(km)', 'y(km)', 'z(km)']\n", "use_dbscan: True\n", "use_amplitude: True\n", "vel: {'p': 6.0, 's': 3.4285714285714284}\n", "method: BGMM\n", - "oversample_factor: 8\n", + "oversample_factor: 3\n", "bfgs_bounds: ((-56.597462373888895, 56.597462373888895), (-56.597462373888895, 56.597462373888895), (0, 21), (None, None))\n", "dbscan_eps: 6\n", "dbscan_min_samples: 3\n", @@ -115,7 +115,7 @@ "if config[\"method\"] == \"GMM\":\n", " config[\"oversample_factor\"] = 1\n", "\n", - "config[\"oversample_factor\"] = 8\n", + "# config[\"oversample_factor\"] = 3\n", "\n", "# DBSCAN\n", "config[\"bfgs_bounds\"] = (\n", @@ -152,19 +152,23 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", - "text": [] + "text": [ + "\n", + "\u001b[A\n", + "\u001b[A" + ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Total time: 132.4167127609253 seconds\n" + "Total time: 93.03103137016296 seconds\n" ] } ], @@ -283,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -296,12 +300,12 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 55, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -357,12 +361,20 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 56, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Process 3493 picks: 0%| | 0/1 [10:24" ] @@ -514,12 +526,12 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -571,12 +583,12 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 58, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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Ykpfj251yBlVk0JzwM1O3sWH7yoRJagoL111j713NjtJNlDYMpv+YuRSZSrkRo32pjebKA7/74ixPGQOTWWxIeCalHsQvNmjzP57gF5uJaYdiqisW2Ai3/s1ic8UY58K0eQtT8/d67sKUKJyp1IbXqhObmRtDwjNu0jSslFSar3M+ASvFz/iCC2MrLAaEXpiUthcmQ+/TWmpjOzdb7zJDtlPf2ERpZVWspbXBjAgMCY81cjaDp1xOTpsywVc4hc6SjEQsm+5lH3y8lNowhsCQ+Ph8+K57yumAdXS3EyWTpKGMiVY23es++HgptWEMgSE5cEMZ47YDVi+RaGXTi3ccYkvFMSY1lXGudYA9TUPZUjHRMz740FIbdU02GX7Lk6U2jCEwGJKI0LLppZVVFHjMldJVSvaf4FvBBVzkL21xvawJFlC6/3FPGAIGjkV8fnLSLHLSU5zcjYYI5m50E2MIDIYko7lsuiculD1kTuouBlplnNTW0OCLrVKOpO4CxsdYHXGTu2EMgcFgiFsuzDzKUStIte0jqIpPfGRayoV9jsZamkNIqQ0vz08ZQ2AwGOKDDkpo+waNZWDfLNI0g7pAkIwUH9miyMCxsVbbShzMTxlDYDAYvE8wSPCtB6hvEwI8D9+1P0FGzyWnfAU5VgDEm64Xr2MMgcFg8Dz23tUc3rqMI4E0gpqBrx4Gbl3KoClrseLA9eJ1jCEwxB9R6rJl8A47SzaSE2gkqGkABBXsQBM7SjdRMHqO510vXieSjWnSgRVAmvs5r6rqd9ptUwS8AZS7i/6oqt+LlCZDAhAMwuIHoHylU1vf53eiMq59yhiDBKakMY9CtXD6VjnRQU1qUdYwmIIYa0sEIjkiaAAuVdUaEfED74nI26q6pt12K9u3sDQYzkjFGrR8JdWaQZ2dRob4yC5fgVSsMXeECUz/CXP5YMtkZuo2UrAJYPGBTCZ3wtxYS0sIItmYRoEa963ffUSuQXI7vFx/xNB9god3cfRkDQdt3HBBIc86Re6RXfiMIUhYiiYM4bbhD/PWvrUMs/dTaQ0nOHwWCycMibW0hCAsQyAiAnweOFdVvyci5wBDVPWDTvazgA3AGOBZVV3bwWazRWQLTovKh1W1pEt/QQeYjlSJy6baXAbaPoIaBISgBqm1hY9O5TI91uIMEcPyCQvvmk3xjvMoraziCnNz16uIc+PeyUYi84Egjqtnooj0B5aq6oywPkSkH/An4Cuqui1keQ4QdN1HVwM/U9XTAoBF5G7gboC8vLzpixYtOuvnbT7YyNBtzzFT3LRzLD7QAg5M/nem5qWGI7lb1NTUkJWVFbHj9wQva4Pw9b25q54Ze59ntq+0xUWwOljA+lH3cN2Y9JjriwVe1gZGX0/oTW3z5s3boKqFHa0L1zU0S1WnicgmAFU9LiJhX1FV9YSIFAOfAraFLK8Keb1ERJ4TkYGqeqTd/guABQCFhYVaVFR01s878sf/pVBK23SkmiWlbPCfoKgoch2piouL6UxbrPCyNghfn513kPsr7qagqYzRvgOUB4dS6p/I03MupCiCJRO8fP68rA2Mvp4QLW3hGoIm182jACIyCGeEcEbcbZpcI5ABfBJ4vN02Q4CDqqoiMhOnUU6Pc8PjoiOVCYHsFkXjB3NB/gA2V0xifeOEuK+eaTB4gXANwdM4rp3BIvID4DPAtzrZZyjwW9eA+ID/VdXF7ZrXfwa4V0QCQB1wi4bjq+qEcZOmcXhTKr4ALTXAPdWRyoRAdptEq55pMHiBsAyBqr4sIhuAy3B8LTeoalkn+2wFTrvytmte/wzwTJcUh4HnO1JVrHGMQFo2iDilactXOMtN5EunJFL1TIPBC5zVEIjIgJC3h4BXQtep6rFICesRXu9IdWSXMxIQ9y5WxClRe3S3MQQGgyHqdDYi2EBrKt85wHH3dT/gI2B0JMX1CC9X/Bs41nEHqbaOCHzea1ZhMBgijEfmCs9qCFR1NICIPA+8qapL3PdX4Uz+GrpD/kUER809vZJiglZMNMl9BkMHeGiuMNzJ4hmqek/zG1V9W0T+O0KaEh4b4baDt+CrGt2aJXlwFgsRrFiL62W83lzcYIgZHporDNcQHBGRbwEv4biK/pVeCPNMVop3HGLTvipqG8cB48CGzH1Vnmm43Zt4vbm4wRAzPDRXGK4h+BzwHZwQUnCqin4uIoqSgJLKKuoa7TbL6hptSiurEu7i6Pnm4gZDrBg4FvX5qa5rau2u5ktBYjBXGG746DHgqxHWkjRMGpZDRqpFbYgxyEi1KBiWE0NVkcHzzcUxcxiG2GCPmEVxw3jGnNqIpTb1YrGuzzSKRsyKuos43KJz79JB5VBVvbTXFSUBReMHMzW/32l+80TMjvV6c3Ezh2GIFcU7j3B/zW0UNM1oLZeiE3l655Goj5bDdQ09HPI6HbgRCPS+nOQgmbJjvd5c3MxhGGJFSWUVtY3KOiawzp4AgDRqTFzE4bqGNrRbtEpE/m8E9CQNSZMdm3+Rp5uLmzkMQ6zwkos4XNdQaIaxD5gOmI4Qhs7x+Zy4aI9mecfDHIYhMfGSizhc11BohnEAp8fwFyMlypBgeDjL2+tzGIbExUsu4nANwURVrQ9dICJpEdBjMEQVr89heB6PlEiIV7ziIg7XELwPTGu3bHUHy1oQkXScfIM093NeVdXvtNtGgJ8BVwO1wB2qujFMTQZDz/H4HIan8VCJBEPP6Kz66BBgOJAhIhfiuIYAcoDMTo7dgNPaskZE/MB7IvK2qq4J2eYqYKz7mAXMd58Nhujg8TkMT+OhEgmGntHZiOBK4A5gBPCTkOXVwDfPtqPbYKbGfet3H+1zEa4HFrrbrhGRfiIyVFUPhCffkNBEy+3g4TkMT3NkFxpsorrBpq7JJsNvkR0MIKacetwRbvP6G1X1tS4f3OlOtgEYAzyrql9vt34x8CNVfc99vxz4uqqub7ddl5rXx4pkaYIdCU7Tp0HG7niOzKN/R+0AYqVQm3s+u8b/O0j079a9fP5ipS37+DaGbH2a43YGQQQfygCrjgNT7qe6/+SY6wsXL+vzRPN6EflXVX0JGCUi/9F+var+pIPdQtfbwFQR6Qf8SUQmq+q2kE06mh7vKIO5S83rY4Vpgt192uuzy1dx+L0S9gcynHajNgw8vI25V6ZhjZ4Tc329TU/KXMTqu11eOp5/bH6HmWwjBZsAFu8FJ5M7/kYuKxgac33h4mV9Xmle38d97pFJchvYFwOfAkINwT4gP+T9CKCyJ59lSAx2lmwkJ9BIUJ3gtKCCHWhiR+kmCmJgCCJJvJa5KDlQw1MNdzJddraUSNig43jwQA2XFcRanaErdNaY5hfu83e7emARGQQ0uUYgA6eRzePtNnsTuE9EFuFMEp808wMGgJLGPArVojV9RWlSi7KGwSTaNSZey1xMGpZDeqqfdY2tJRIyE7R4YqITbmbxIOBLwKjQfVT1C2fZbSjwW3eewAf8r6ouFpF73H2fB5bghI7uxgkfvbMbf4MhAek/YS4fbJnMTG11O3wgk8mdMDfW0nqdeC1z4aXMWEPPCDeP4A1gJfA3wO5kWwBUdStwYQfLnw95rcCXw9RgSCKKJgzhtuEP89a+ta1d3IbPYuGExKtsEq9lLryUGWvoGeEagsz2ET8GQySxfMLCu2ZTvOM8SiuruCKBLzLxXObCK5mxZ8RkPodFuIZgsYhc3dy83mCIBp6/yPQSpsxFhDCZz2ET7tn4Ko4xqBORKhGpFpGqSAozGJKG5jIXUkueVUOO1CKmzEXPCc18zsx1npsznw1tCLcfQXakhRgMSYspcxEZTOZz2IQbNdRRcbmTwF5VNZ3KooXxdyYupsxFr2MPGMPhGpsjgVNOUqLAwJQAg/qfF/WewF4n3DmC53Aqjf7dfX8+sAXIFZF7VHVpJMQZQggGCb71APW73iXQ1EiKP5X0sfPwXfeUMQYGQwcU153L0cDE1hBktVgRmExu3blcFmtxHiNcQ/Ah8EVVLQEQkQLgEeC/gT8CxhBEGHvvag5vXcaRQBpBzcBXDwO3LmXQlNUxKblgMHgdk/kcPuEaggnNRgBAVUtF5EJV3eO0FDBEmmQquRAP2LbN5lVvc6KijH75E5k65yosyzgcvITJfA6fcA3BDhGZDzSX/bwZ2Ol2KWuKiDJDG5Kp5ILXsW2b4ic/z5hTm8jTAPbOFIrXvETRQy8bY+Ahupv53JMCgPFKuIbgDuDfgQdwrkLvAQ/jGIF5kRBmaEsylVzwOptXvc2YU5s4qemA05BlzKmNbF71NtMvuTbW8gwu3cl8jtcCgD0l3PDROuBJ99Gemg6WGXqZZCq54HVOVJSRpwFaq6gLltqcqCgDjCHwEl1NSizecYjNFSeobXQq6dQ22myuOOH5AoA9Jdzw0bHAY0ABkN68XFXPjZAuQzuSqeSC1+mXPxF7Z4rTmtF109li0S9/YqylGXpISWUV9Y1NzJCdnOs7wJ7gUDY0jqO0ssoYAuAF4DvAT3FcQXfScVMZQwRJlpILXmfqnKsoXvMSY05txFIbWyx295lG0ZyrYi3N0EMmDc3iR2kvMEO3tVSCXSeTyR36bKylRZRwDUGGqi4XEVHVvcB/ichKHOPQISKSDywEhgBBYIGq/qzdNkU4lU3L3UV/VNXvde1P6D2ScZLI0HUsy6LooZfbRA0VmaihhKAoYw+HU8o4EshsSUK7JKWUQRl7cCrrJybhGoJ6EfEBu0TkPmA/0FnR8QDwkKpuFJFsYIOILFPV0nbbrVTVmDtWk3WSyNA9LMtyJ4Zj/tM19CLWsd3kZVlk+vq0LUtx/B8wek7C3iyGawgeADKB+3GSyC4Fbj/bDm6nsQPu62oRKQOGA+0NgSeI1y5RBoOhFxk4FvH5yUmzyEl354EaUiB3TELfLIrTGybCHyIyClgBTFbVqpDlRcBrOL2LK4GHQxPXQra7G7gbIC8vb/qiRYvab9Jj3txVz4y9z3ORz+0ShdMlav2oe7huTHrnBwBqamrIyupRe+eI4WVtYPT1BC9rgzjTp0HG7ZxPv+NbEbVRsTjRfwo7x93L5sNB5m9poCGkNVeaBfdekMbUweHeU/dAWw+ZN2/eBlUt7GjdWdWLyJtnW6+qn+7sw0UkC+di/0CoEXDZCIxU1RoRuRp4HTitCLuqLgAWABQWFmpRUVFnH9tlsn2LGbjv9C5R48YFmH5JeJ9XXFxMJLT1Bl7WBkZfT/CyNohDff9U1KYSbGb+RQzz+di6fBeN9s42+zbaYOWOpKgoMr0jonXuOjNjs4EK4BVgLV2MFBIRP44ReFlV/9h+fahhUNUlIvKciAxU1SNd+ZzeIJ67RBkMhl7kDJVgJw3LITNVKGgqawktLfVPTIiSFZ0ZgiHA5cDngH8B/gy80pH7pj3iFCH6NVCmqj85wzZDgIOqqiIyE6dRTkyuvKZLlMFgOBtF4wbydNZCxpzahKUB7JQUdve5kKJxV8ZaWo85qyFQVRv4C/AXt67Q54BiEfmeqv68k2PPAW4F/i4im91l3wTOcY/9PPAZ4F4RCQB1wC0ajUmLjmjuElW+ghwrAJICpkuUIU5J1OiWWGLtW8ulaTuoTs2lLhAkJ8XHpbId2bc27vtIdDrD4RqAa3CMwCjgaZzS02dFVd+jE1eSqj4DPBOO0IhjukQZEoREjm6JKUd2IcEmcjJzaHEG1Qac60UiGwIR+S0wGXgb+K6qbouKqlhhukQZEgATCh0hBo4Fn98JKRWn2CA+J7Q03ulsRHArcAoYB9wf0ntAAFXV+J8lMRgSjJL9J/hWcAEX+UtbyiSsCRZQuv9xYwh6Qv5FMHoulK+AYMAxAgniPu5sjsD4RQyGOGNO6i4GWqeHQh9J3QWMj7G6OCaB3ceRyYIwGGJFMOj8ox7Z5QzlE+QftSuYUOgIkqDuY2MIDIlDMEjwrQeo3/UugaZGUvyppI+dh++6p5LKGJhQaENXSZ7/DkPCY+9dzaGty9hTbfFhXQZ7qi0ObV2KvXd1rKVFl+ZQaKklz6ohR2qRBPFlGyKDGREYEoadJRvJCTQS1DQAggp2oIkdpZsoGD0nxuqiSAL7sg2RwRgCQ8JQ0phHoVpAa+ewJrUoaxhMQYy1RZ3u+LLN/ErSYgyBIWHoP2EuH2yZzEzdRgo2ASw+kMnkTpgba2nex8yvJDVxbQhMGr0hlKIJQ7ht+MO8tW8tw+z9VFrDCQ6fxcIJQ2ItzfPYe1dzeOsyjgTSCGoGvnoYuHUpg6asxkomt1qSEreGoDmNvjmD8rD/Y94bPI5v3fsF0zIwSbF8wsK7ZlO84zxKK6u4wtwchI2ZX0lu4tYQNKfRPxpcwGw3g9I+nMLHL3/A8H/9hRnOJimWT7hsYp7JoO0iZn4luYnbq2VJZRWTmsqY7SulmgyOkc1JTadP5fvOhJfBYAib/hPm8oFMJoc6BlBNDnV8IJPpZ+ZXkoKIjQhEJB9YiNPTIAgsUNWftdtGgJ8BVwO1wB2qujGc408alsNh/8f4sWkucuoTH2m+YEJUAzQYoomZX0luIukaCgAPqepGEckGNojIMlUNbV5/FU5ryrHALGC++9wpReMH897gcdiHnQbTPvGR6feRnpbmmWqAtm2zedXbnKgoo1/+RKbOucrMXxg8iZlfSW4iZghU9QBwwH1dLSJlwHAg1BBcDyx0m9GsEZF+IjLU3fesWD7hW/d+gY9f/oBzKt8nzRckPS3NMxmUtm1T/OTnGXNqE3kawN6ZQvGalyh66OWoGoPmyKrFuxux8w6af27DGTHzK8mLRKMhmIiMAlYAk0P7FIvIYuBHbhMbRGQ58HVVXd9u/7uBuwHy8vKmL1q0qHWlBul7soyMukrqMoZxsu9EkNhMfdTU1JCVlQXAofKtzPzwGapCKkD2lTrWjrqPwaOnREVPUJX/WVfPnpNBGmwlzRLO7evjkRnp+MRbxiD03HkRL+vzsjYw+npCb2qbN2/eBlUt7GhdxKOGRCQLp4H9A6FGoHl1B7ucZplUdQGwAKCwsFCLiorabXFpLyjtOcXFxTRrW75/HSnaOn8BgqU2uakNnK4/MiwvO8jemk002M7nN9iwt0bQIQUUeeyuL/TceREv6/OyNjD6ekK0tEX01llE/DhG4GVV7ai95T4gP+T9CKAykpqiRb/8idiSQqtdU2yx6Jc/MWoaSiqrqG9sYoZs52brXWbIduobmyitbG+PDQZDMhPJqCEBfg2UqepPzrDZm8B9IrIIZ5L4ZDjzA/HA1DlXUbzmJcac2oilNrZY7O4zjaI5V0VNw6ShWfwo7QVm6LaWTlXrZDK5Q5+NmgaDweB9IukamoPT6vLvIrLZXfZN4BwAVX0eWIITOrobJ3z0zgjqiSqWZVH00MttooaKohw1VJSxh8MpZRwJZBJU8AlcklLKoIw9wNCo6TAYDN4mklFD79HxHEDoNgp8uUsHbqxxqiTGQeawZVlMv+Ra4NrYfP6x3eRlWWT6+nCyppa+WZlkBwPI8X+AKRtg8CCmflhsiL8SEyc+gsUPOPXW48AYxJSBYxGfn5w0C2kSstMsaEjxTJ6FwRBKc/2wzRUnqGu0yUi1mJrfj999cZYxBhEm/q6kYkH5ClNGIhzyL4LRc6GhipSmKmioAo/kWRgM7SnecYjNFSeobbRRoLbRZnPFCYp3HIq1tIQn/gwBQDDglJEwnJ3mTlU3PMfeUTfDDc+ZkZTBs5RUVlHXaLdZVtdomyi3KBB3riE7qKgvBTHujfBwO1V9XN7IBFN/yeBhJg3LITNVKGgq41zfAfYEh1Lqn0jBsJxYS0t44s8Q2AHeaZhA0YhZmKo9BkPiUDRuIE9nLWTMqU1YGsBOSWF3nwspGndlrKUlPHHnI9ing7i/5jaKdx6JtRRDEmAHleVlB3ljdyPLyw5iByNfkiVZsfat5dK0HfTvn4s/ZxD9++dyadp2rH1rYy0t4Ym7EcEp0qltVEorqxKzOJZpIO4Z2kex/PWjTSaKJZIc2YUEm8jJzKHFGVQbMGXlo0DcGQKAjFQrMf2GpoG4pwiNYoG2USwJeRMSawaOBZ8fVEHEefaZcOdoEHdXF58IU/P7UTR+cKyl9Dr23tUc2rqMPdUWH9ZlsKfa4tDWpdh7V8daWlJioliiTEi4M7VHTbhzFIm7EcE5AzISdmhuGoh7i0nDcshItVpGBJDAo1Ev0BzuXLHGcQfljjGu0SgRd4YgO92fkEYATANxr1E0fjAXjsjBt28tw+397LeGExwxKyFHo57BDXc2cwLRJe4MQSLTf8JcPtgymZm6jRRsAlh8IJPJNQ3EY4KF8ru8RdRXvUt9XS3pGZmk55Xj4yI6KaNlCEFEKC8vp76+PtZSOqRv376UlZXFWkaHdEdbeno6I0aMwO/3h72PMQQeIt4biCdcwbCKNfg+XElmVn9s/GRmZcGHbnkTc8caNn369CE7O5tRo0YhHuuMB1BdXU12dnasZXRIV7WpKkePHmXfvn2MHj067P0i2Y/gNzhlNw+p6uQO1hcBbwDl7qI/qur3IqUnHojnBuJ2ULntV6tb3CjrrOH8ZsQsFt41Oy70d8iRXRBsciJYwHkOmnDGrmJZFrm5uZ40AomGiJCbm8vhw4e7tF8kRwQvAs8AC8+yzUpVjU2NZo8Srw3Ei7d/zPX7n2AG2/BbNk1YrNu/kuLtz3JZQZz2PggNZwQTztgDjBGIHt051xGbjlfVFcCxSB3f4C2Ob1/JTN1GNRkcI5tqMpip2zixfWWspXUfU73VkCTEeo5gtohswelT/LCqlnS0kYjcDdwNkJeXR3FxcfQUdoGampqk1db38EZSsGmdRBVSsMk5vJHi4s6jbDx77rJvoO/I8fiOlxPsP5qT2RNhxYpYq2qDZ8+dS05ODtXV1WFvv2V/FS9/sJ+9x+oYOSCDz88czgXDexaye+jQIb7xjW+wfv16+vXrh9/v54EHHuC6667Dtu0O9e3du5fzzz+fRx55hG9/+9sAHD16lLFjx3LnnXfy5JNP8sMf/pAf/ehHbNq0ifPOOw+AZ555hm9+85sUFxczbdo052/asoW5c+fyxz/+kU9+8pOd6r3nnntYtWoV2dnZiAjz589nypQpqCpf+9rXWLp0KZmZmcyfP5+pU6eetn99fX2XfhOxNAQbgZGqWiMiVwOvA2M72lBVFwALAAoLC7WoqChaGrtEcXExCaGtG2Uu7JF+Dr/0Br4ALW0xU1L8XHrFdVhh5EB4+dzBpZ7W52VtAJs2bQp7wvMny3bwyxXl1AdsVGH7wRqKdx3jS5eM5j8uH9+tz1dVrrjiCm6//Xb+8Ic/AM5F/s033yQ7O/uME7JZWVmce+65LFu2jB//+McAvPTSS0yaNInU1FSys7NJS0vj/PPPZ/HixXzrW98CYPHixRQUFLRMkgO8+eabfOITn+CNN97gn//5nzvV7Pf7eeKJJ7jyyivbaFuyZAl79+7lH//4B2vXruWrX/0qa9eeXospPT2dCy+8MOxzFLNMDVWtUtUa9/USwC8iA2Olx+Dilrmo/cO/UbX0h9T+4d8IvvWAYxzOgjVyNoOnXM652TajMuo4N9tm8JQrsEbOjo5uQ9yz8aPj/HJFOXVNdsu0TFChrsnmlyvK2fjR8W4d95133iE1NZV77rmnZdnIkSP5yle+AjhGYe7cuUybNo1p06bx/vvvt2yXkZHBxIkTWb9+PQC///3v+exnP9vm+DfccANvvPEGAHv27KFv374MGjSoZb2q8uqrr/Liiy+ydOnSHoXRvvHGG9x2222ICBdddBEnTpzgwIED3T5eMzEzBCIyRNxZDRGZ6Wo5Gis9Bodul7nw+fBd9xSZN/2CnCsfJfOmX5gaSYYu8cIqZyTQEQ0BmxdWlXe4rjNKSkpaXDQdMWjQIJYtW8bGjRv5/e9/z/33399m/S233MKiRYvYt28flmUxbNiwNutzcnLIz89n27ZtvPLKK9x8881t1q9atYrRo0dz3nnnUVRUxJIlS1rWdeTWaebRRx9l9uzZPPjggzQ0NACwf/9+8vPzW7YZMWIE+/fv7/QcdEbE/ktF5BVgNTBeRPaJyBdF5B4RaTbLnwG2uXMETwO3uM3sDTFkZ8lG7EAjwZA7suYyF53SnBU67Tbn2RiBiJJoJbLLj5ziTFeAoMKHR2p75XO+/OUvc8EFFzBjxgwAmpqa+NKXvsT555/PTTfdRGlpaZvtP/WpT7Fs2bIOL/LNNBuL119//TTXzyuvvMItt9zSst0rr7zSsm7z5s0dHu+xxx5j+/btFBcXc+zYMR5//HHAGV20pzcisiI2R6Cqn+tk/TM44aUGD2HKXMQH7fM2XvyoJO7zNkYP7ENpZRUd2TOfwKiBmd067qRJk3jttdda3j/77LMcOXKEwsLClvd5eXls2bKFYDBIenp6m/1TU1OZPn06Tz75JCUlJbz11lunfcZ1113HI488QmFhITk5rRPbtm3z2muv8eabb/KDH/ygJeGrs0SxoUOdkOu0tDTuvPNOnnjiCcAZAVRUVLRst2/fvtNGKN3B3LIZ2tB/wlw+kMnkUMcAqsmhjg9kMv1MmQtP0Zy38T3mc5/1J77HfK7f/wTF2z+OtbRuc+ec0aSldNx3MC3F4s454WfKhnLppZdSX1/P/PnzW5bV1raOLqqqqhg6dCg+n4/f/e532Pbp7qmHHnqIxx9/nNzc3A4/IyMjg8cff5xHH320zfK//e1vXHDBBVRUVPDhhx+yd+9ebrzxRl5//fWzam72+6sqr7/+OpMnOzm5n/70p1m4cCGqypo1a+jbt2+L0egJsQ4fNXiMeC9z4XV6qwxHc95GFRk0j9xm6jY2bF8JBZ/tbHdPMu2c/nzpktH8ckU5DQG7JfosLcXiS5eMZto5/bt1XBHh9ddf58EHH+THP/4xgwYNok+fPi3ulrvuuqslomjevHn06dPntGNMmjSJSZMmnfVzmt0/obzyyiunuYpuvPFG5s+fz6233srUqVM7dA99/vOf5/Dhw9i2zbRp03j++ecBuPrqq1myZAljxowhMzOTF154IdzTcFYk3tzyhYWF2jyD7zW8HMbXFW3NF6vSyioKolTmwsvnDnpHn23bfH/+bwgc2smOpiGU+CdyQf6AbpVVL1v8c3LWPcVRbXUv5Eo1J2c+SME19/VIZ2+zadOmLoUybvzoOC+sKufDI7WMGpjJnXO6bwTCIZFqDTVTVlbGxIkT2ywTkQ2qWtjR9mZEYDiNeC1z4WmCQT5++R7uOLwCiwBNfovVwQJ+UHF3tzqejZs0jcObUtvkbVgpfsYXhH/B9SrTzukf0Qu/4XTMHIHBEA0q1tCncjUnNb2lBMfFvlImNZV1q+NZaN7GCH+1ydsw9AgzIjAYosGRXaT5bHziJ6hORFYKNuP8B7vX8aw5b6NiDR+9/2cmXHyN6eZl6DbmV2MwRIOBY0lPSyfT78MnzuSuLRb+wWO73/HMzdv4eOjlJm8j0VCFhhr8jSehoYYzJlj0EmZEYDBEg/yLkNFzGV2+gvqGBhqCPk4N+ye+9fkvxG3cvyFCqMLJCmioITVow4kqSMuCvvmtvTF6GWMIDIZo4DZml4o1ZBzdTUbuGPoZV46hIxpPOaMA8aECiA8aqp3laVkR+UjzKzR0jWAQ9r4PG37rPHdSjM4QginBER4V6+DVL8Av/sl5rljXo8MdPXqUqVOnMnXqVIYMGcLw4cNb3jc2NvaS6FZefPFFBg0a1PIZv/rVr1rW/fa3v2Xs2LGMHTuW3/72tx0fIFAPaGhF95DlkcGMCAzhEwzC4gegfKXTwtHndxq3XPuUuagZeod3fwjv/xya6gCFj7fCjrfh4q/AvG9265C5ubktSVv/9V//RVZWFg8//HDL+lOnTvWC8LbcfPPNPPNM2wo6x44d47vf/S7r169HRJg+fTqf/vSn6d+/XahsSjogTpUXaH1OaVv6ojcxhiBMEq4xe3eoWOMYgbRsx1epCuWmmbuhl6hY5xqBkOJyGnTev/80jLkc8mf0ykfdcccdDBgwgE2bNjF58mRyc3PbGIjJkyezePFiRo0axUsvvcTTTz9NY2Mjs2bN4rnnnsOyOi6FcTb++te/cvnllzNgwAAALr/8cv7yl7/wuc+1K8uW2gdNyyJYX40Gg9govvRsJPX0jOfewtzGhYEdVG799Vq+8somfrpsJ195ZRO3/npt3Fd77DJna+ZuMPSUtfPdkUAHBBqc9b3Izp07+dvf/sYPf/jDM25TVlbG73//e1atWsXmzZuxLIuXX34ZcEpTnKnKwWuvvcaUKVP4zGc+01IkLtwS0gqUNw1grz2Qj7Ufe+2BlDcNIJJXm0iWof6NiBwSkW1nWC8i8rSI7BaRrSJy5oLhMaZ4xyG2VBxjUlMJn7XeZVJTCVsqjlG841CspUUX08zdEEmO/gPOdLnToLu+97jppps6vbNfvnw5GzZsYMaMGUydOpXly5ezZ88eAH71q1+1VDAN5brrruPDDz9k69atfPKTn+T22293/oQwS0hX1weobbSp0TSOaTY1mkZto011faA7f2ZYRNI19CJOmemFZ1h/FU5ryrHALGC+++w5Svaf4FvBBVzkL8WPTZNlsSZYQOn+x5OrDENzM/fyFc5IwJdimrkbeo/c85w5Ae0gAEF8vX7DEVpcLiUlhWBI4ENzFzFV5fbbb+exxx4L+7ihFUq/9KUv8fWvfx1wRgChfYT37dvXYf2quibbTTpsJahKXZNNToY/bB1dIWIjAlVdARw7yybXAwvVYQ3QT0R6Xk81AsxJ3cXFVhnVZLSWB7BKuTh1V6ylRRefD/uan7Lhwu/zt8G3s+HC72Nf81MzUWzoHWbde+YJ0ZQ0mHVPx+t6gVGjRrFx40YANm7cSHm50w3tsssu49VXX+XQIWf0f+zYMfbu3XvWY4W2jnzzzTdbir9deeWVLF26lOPHj3P8+HGWLl3KlVdeedr+GX7LTTpsxSdChr/r8xLhEsvJ4uFARcj7fe6y0xpwisjdwN0AeXl5baxqNMirfJ80XwCfLQQBH0KazyZz3/sUF7fG9dbU1ERdW7j0hragKv+zrp49J4VGu4DUUjh3zVIemZF+2g83FvoiiZf1eVkbOK0cq6urO9+w3wRSC/+N1HXPg92AaBAVH1hpNBbeQ2O/CRDOcc5CQ0MDfr+fpqYm6urqqK6uxrZtrrjiCn7zm98wZcoUpk2bxpgxY6ipqWHkyJE8+uijfPKTnyQYDLY0lR8wYAD33XcfX/jCF05rg/nEE0+wZMkSUlJS6N+/P88++yzV1dX4/X4eeeQRpk+fDsDXvvY1/H7/6edGlVQLGu3WgoKpFtBUR3WYIaT19fVd+k1EtAy1iIwCFqvq5A7W/Rl4TFXfc98vB76mqhvOdsyYlKHe+z76+pep1gzqAkEyUnxkSy1yw3NtomW8XEq5N7QtLzvIV17ZRG1ja+OOzFSLn3/uwh67yLx87sDb+rysDbpehpqKdc7E8NF/OO6iWff2WrRQR3ixDLWqUl0f4GRNLX2zMslOT+lSS8p4KkO9D8gPeT8CqIyRlrPjlgfIKV9BjhUASU7feEllFXWNbbs31TXalFZWJddciSGy5M+I6IU/HhARcjL8SMBHdoTmBUKJpSF4E7hPRBbhTBKfVNXT3EKewC0PQMUaJ1Qyd0xSVnqcNCyHjFSrzYggI9XqXvVMg8HgGSJmCETkFaAIGCgi+4DvAH4AVX0eWAJcDewGaoE7I6WlV2guD5DEiVNF4wczNb8fmytOUNdok5FqMTW/X/erZxqSBlXtkmvD0H264+6PmCFQ1c91sl6BL0fq8w29j+UTfvfFWVFvY2mIb2zb5ujRo+Tm5hpjEGFUlaNHj5Ke3rVyFKbEhKFLmDaWhq5y6tQpqqurOXz4cKyldEh9fX2XL5zRojva0tPTGTFiRJf2MYbAYDBEFFVl9OjRsZZxRoqLi7sW1RRFoqUtuWY7DQaDwXAaxhAYDAZDkmMMgcFgMCQ5Ec0sjgQichg4e7GP2DEQOBJrEWfAy9rA6OsJXtYGRl9P6E1tI1V1UEcr4s4QeBkRWX+mFO5Y42VtYPT1BC9rA6OvJ0RLm3ENGQwGQ5JjDIHBYDAkOcYQ9C4LYi3gLHhZGxh9PcHL2sDo6wlR0WbmCAwGgyHJMSMCg8FgSHKMITAYDIYkxxgCg8FgSHKMIegC4vEauiLSN+S1p7SKyMCQ157SBiAik2Kt4WyIyCUiMjTWOjpCRG4REU/G4QOIyJdF5Ab3tRd/e6NFJMN9HZNrsjEEYSAiV4jIS4Anf+wicqmILAOeF5FvQ0u/h5gjIkVuP+qfi8hPwDvamhGR7wPviMjYWGtpT8j5+xLQEGs9oYjIeBFZD9wKePEC+09ub/RvA7eBt357IvIJEVkJPAO8LiKiqsFYaDGG4Aw03zmIyMXAY8D5wOzQO9tYIg4+Ebkd+B/gWeBJYKqI3O8RbbcCPwZ+ATwMTBKRm2KpDTq8KxwEHASubL4ziyXSyg3AG8BLqnqrqh6LsbT25+5K4P+o6jWqui5WmkJxz1uKiDyK83/7K5zuh7tFJN0rIwIRGYSj7xeqeg3Otfi2WOkxhuAMhNw5VADXA/fijAimxkpTKOoQBCqB21X1dVVdDywFsjyibR1wiar+L1ANnAQ2i0gKxG6Y3vzdiojlLtoM/BT4DBBzF5F7/hTHOC0EdgCIyGdF5JwQN0LUz1+7O+oJrkZE5AERudq9wMUM99QFgL8Cc1T1T67GW4AmD40IzgW24+gEOAaUxOpGxOQRtENE7gKuAdYAv1PVypB1/+2+/JWqxqTwXYi+tcALqnrQvaCJqgZE5EmgSlW/G0Ntbc6diEzGGf72Bd4DUlX139yhcNR+gCH6VuPcye5zl78B3IdjCIYD7wPvq+rH0dLWTt8a4EXgEHA7cBfOqKUEsHEuaP8SzfPX0bkTkf8CPgbmATU4N5bDgDtU9UA0dHWgbw3OCGq/uzxVVRtdF9ELqvpqNHWdQd+vcL7H54Am4BM4N5wfAQNV9eqoC1RV83AfwBXAJuBS98t6BrgoZP044CXg5nb7Saz1AX73eT5wRbT1daLtHOBc93UKcBiY54Hvdo677tvu8zXAcaAcGBFjfc8BFwC5wA+B2e52fYADwD/FWNs44DrgHeDnIdsuAW6N1u/uLN/trGYNQA7wPHB9NHWdRd98YLK77gvAD0K23Q5cF22dxjXUltk4dw3vAN/F+VLua16pqjtx7mgni8g8Efmmuzxad7Vn1KeqTe7I4DxgnYjkici/RVFfR9q+4n7+R6q6x30dABYBmVHQ1Jm+e9x1V4jIKhyf7Rs4d73HY6yvDHhIVY8C31XV1QCqegp4DYimC6Gjc/cNVX0Lx2j6RaS5Se4KIN/VGsv/i+bfnqpqFY5BuNzdPtoutfb6SoH/dNf1xfmum/kT0T9/xhBAG1/xDuBmAFWtAN52138uZPOFwL8Af8BxI0TcVxuGvn9x158LDAG+iHNnNiTS+jrRpu3OHSLyEDAL2BYpTV3QlyIin8SZH/hAVaeo6h04d5BTYqxvCeATkVtUtSFk+4eBmTgXk1hp+zOQKSJXAk8AVcA3ROQbOHe4xZHW1om+jv5vfwdcICI5GqXInE6+WxGRy911D7rzKw8DNwCroqEvlKQ0BCIyOOS1T1Vt9+0bwOGQH9AhnKHvOBGxRCQTeBqnMc50Vf0y9L7l7oa+se6PbhQwHigAblR3nqA39XXz3Ik4Ia7vAjOAmzRCcyxd1Pc34GLgTVV9MOQwNzXfgcdY3zvAeDcCa6aILMUxAjep6kcx1rYMx/1ShjOS2gT0B65S1fd7W1s39LX837rLcoBXiGAIbhf1LcdxnS7BKSz3/+EEolytqlsipfGMRMsH5YUHjl9zOc6P+DvAIHf5ecBX3de34FwgMt339wA/dl9bwGAP6nvCfT0W1+/tIW3/474eBkz14Llr/m59gM+D+prP3xDgfC9qi/Sjp99t8/frQX1PhhwjNRrn8kyPhB8RtHOLfBN4F+dLGQK84C4/Tuudwp9wZu8XiMgQnDuwJgBVtVX1kAf1Nbj6dqlqrw0re0lbo6utUlU395a2XtTX/N0GtZddBr18/j5W1b97UVsk6M3vFpzv14P66kP0RexchkUsrVA0HrSGyKbhuHUuC1m3FfhMB/tkAN/Hicn/DZCejPq8rM3oS1xtRl/0HzEXEMEv6nrgj8APgFHust/i+Febt/kcsLHdfsNCXmcmoz4vazP6Eleb0Re7R8wFROjLmgT8HSfO+SmcyZiLcFLiVxJiiXGyX29xX18CvJXM+ryszehLXG1GX2wfMRfQi1+SHyfxZgZOzY6fuMsH4YR7/gknfvh14EGgr7v+28A/J7M+L2sz+hJXm9HnnUdCTBaLyB04JRcGqlP8ahvwKRFJV9XDOHHNB3HS9R/Emaj5joh8Bacg1f5k1edlbUZf4moz+jxGrC1RD611EfAXnDod/6edFf8l8DX3fRrwaeAp9/15wL/jJJnMTEZ9XtZm9CWuNqPPm4+YC+jBl9UP+L84hcIKcTIcb3TXWTh1Pd4BxrrLrsQpRpX0+ryszehLXG1Gn3cfcecaEpEbRGSoqp4ALlWnmuBOnGzfeSKSq05G3wqcL3SBiAzDmbBpErcEcjLq87I2oy9xtRl9cUCsLVEXLPV0nISMUuDhkOUp7vM0nJox97bb7zs4dYHeIrJZwZ7V52VtRl/iajP64ucRN/0IRKQAuAyn2uE1wC9VdaOIWKpquxb5ZmAu8FNV3RGyb4aq1iWrPi9rM/oSV5vRFz941jUkIgNE5H4RGenO0pfitGPcgtMM40Zwyj6IU+ApgNP04RhO9c0WIvFleVmfl7UZfYmrzeiLXzxpCESkuZPPJ4BHcdKyUaceTAVOvfhcEfm0u4u66//h7rc2WfV5WZvRl7jajL44J5Z+qTM9gLtpDdEahhO/G5rCPRAnbvdH7vuhuNUFiWCVwXjQ52VtRl/iajP64vvhyREBTlPsKnCqVgL/P/Dj5pWqegR4FRgtIodxWueluuui0XTCy/q8rM3oS1xtRl88E2tL1M5iN1vfzwAl7db9Dbe2t/v+ZZzerV8x+rytzehLXG1GX2I8YjYiEJFx7ZepatCdoHkVqBOndVszLwDnSGvHoWJgvKr+PNn0eVmb0Ze42oy+BCbalgenHdtenGSN0SHLhRA/HHABTkjXLPf9dwmx3Mmoz8vajL7E1Wb0Jf4jaiMCac28Ox+nx+la4HoRafbBqTqWe5SIvOB+qY8Dd4jIKpyaHuuTUZ+XtRl9iavN6EsiIm1pgBSceh0/x0nHHuouvxinZsfUkG3n4NT1/qa2WvNMnIbOSafPy9qMvsTVZvQl3yOimcUiIjjJGjk41fxuA94AFqhqk4j8DAgA31fV4yKSiZPaXeXu79MIztZ7WZ+XtRl9iavN6EtSImllcL6o94Fs9/2VwM+A29335+BMzsxx3/d3n1Nxe4Imqz4vazP6Eleb0Zecj4jOEahjgT8E7nAXrQI2ATNFZISqfgT8Gvi6iCwGfuLu16juN5es+ryszehLXG1GX3ISjcniPwFTxSnxWgNsBRqAwe76AuBTwBZVvTMKeuJJn5e1GX2Jq83oSzKiYQjeA47iWm9V3YjT0i1VRPJxvrxxqvpoFLTEmz4vazP6Eleb0ZdsRMP/hDOTvwK4CRiFM6tfGEufWLzo87I2oy9xtRl9yfWIWj8CEbnK/cIuBp5R1Wei8sFh4mV9XtYGRl9P8LI2MPqShag2phERP06ORyBqH9oFvKzPy9rA6OsJXtYGRl8yEDcdygwGg8EQGbxahtpgMBgMUcIYAoPBYEhyjCEwGAyGJMcYAoPBYEhyjCEwGAyGJMcYAoPBYEhyjCEwGAyGJOf/Ad0SVyiwRQA3AAAAAElFTkSuQmCC", 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" ] @@ -641,12 +653,12 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -739,14 +751,14 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "sigma_time = 0.52, sigma_amp = 0.39\n" + "sigma_time = 0.40, sigma_amp = 0.39\n" ] } ],