diff --git a/notebooks/server_side/1_simple_braitenberg.ipynb b/notebooks/server_side/1_simple_braitenberg.ipynb index 00d97bd..5aacfd1 100644 --- a/notebooks/server_side/1_simple_braitenberg.ipynb +++ b/notebooks/server_side/1_simple_braitenberg.ipynb @@ -1,28 +1,10 @@ { "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os \n", - "os.environ['jax_cpu'] = \"CPU\"" - ] - }, { "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-07-03 16:30:26.129142: W external/xla/xla/service/gpu/nvptx_compiler.cc:760] The NVIDIA driver's CUDA version is 12.2 which is older than the ptxas CUDA version (12.5.40). Because the driver is older than the ptxas version, XLA is disabling parallel compilation, which may slow down compilation. You should update your NVIDIA driver or use the NVIDIA-provided CUDA forward compatibility packages.\n" - ] - } - ], + "outputs": [], "source": [ "import time\n", "\n", @@ -88,7 +70,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -137,19 +119,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "WARNING:root:NEIGHBORS BUFFER OVERFLOW at step 3846: rebuilding neighbors\n" + "WARNING:root:NEIGHBORS BUFFER OVERFLOW at step 3931: rebuilding neighbors\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Simulation ran in 9.619100965999905 for 20000 timesteps\n" + "Simulation ran in 15.745815200032666 for 20000 timesteps\n" ] } ], "source": [ - "\n", "n_steps = 20_000\n", "\n", "hist = []\n", @@ -171,7 +152,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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ycjLly5dn7/vvE92/v9ft9uUjIu69i7FjQTp+hBBCFAQpKSmUK1cu2xYj/hS0iU18fDwAhw4dIiEhwXX80KFDrh1r4+PjOXz4cLbH2e12jh8/7np8fHw8hw4dynZO1tdZ51woIiKCiIiIHMejP/uMaKsVHA6PX48DC8P4kOu+6Ev9+nDB1jBCCCFESMurqRxBW8emUqVKxMfHM2fOHNexlJQUli9fTqNGjQBo1KgRJ0+eZPXq1a5z5s6di9PppGHDhq5zFi5cmG0n4tmzZ3PllVfmOgx1SStWeJXUAFhxci2rqcdqRo6EXDZGFiJfOnAAVq+GxYth40ZITQ10REKIgiygic3p06dZu3Yta9euBfSE4bVr17Jnzx4Mw2DIkCG8/PLL/PTTT6xfv56ePXuSmJjoWjlVo0YN2rVrR9++fVmxYgWLFy9m4MCBdOvWjcTERAB69OhBeHg4ffr0YePGjXzzzTeMHj0621CT26xWn15vJjbu5QuOHIEff/SpKSECKjMTpk2DFi2gTBlo0ACaNoWrroL4eHjsMdi6NdBRCiEKpMDtv3luR+ELb1m77zqdTvXMM8+o0qVLq4iICHXTTTepLVu2ZGvj2LFjqnv37qpIkSIqOjpa3XffferUqVPZzlm3bp1q2rSpioiIUGXKlFGvvvqqR3EmJycrQCVbLEqB1zc7FvU1XZVhKFW9ulK5bAAsPORwKDVrllIvvqjUo48qNXy4Uu++q9S+fYGOLHT9+adScXH61/pifxJWq/63Rw+lUlMDHbEQIpBc19Dk5Dx5vqCpYxPMUlJSiImJIRmI9qEdBfxMBzryk+tYnTp6vk337hAV5WukBUdyMkycCGPHwq5dYLOdm5CdNVrYsSMMGgQtWwYszJAzbRp06wZOp3vnWyzQsCHMng2FC/s3NiFEcHJdQ5OTiY725SrqnqCdYxOUfByKcmDlJMWyHfv7b+jTB+LiZHjKXVu2QO3aMGwY7N6tj9ntengkM1NfdJ1O+PlnuPFGGDLE66lR4jzvvQddu7qf1IA+d9kynbjLRyghRF6QxMYTPl4dLTj5i3q53nf6NNx+O9SvD3v3+vQ0IW3bNmjUCA4ePDfwcTF2u/53zBjo21curL747jsYONC7xyqlk8zz1gEIIYTfyFCUG1zdaJGRRJ+3T5Wn0ogggYMkE8NNzKEL3xHHYWzYOU4JFtCCr+lG4dgo/vwTatQw8UWEgPR0/T3Zu/dc0uKJd9+VZfbeWLECmjTx7nt+vqZN4c8/zYlJCJF/5PVQlCQ2bnD9UPr0oeikSRhevMNnYuNLevA3dRnEWK5gJ5nYsOLAQGHHShgOkolmIg8wufRj/Lq2DBcptVMgTZ4M99zj/ePj4mDfPggLMy+mgqB1a93bYsY7xb//wgWFwIUIakrB4cNw4oR+7yhVCvLg2hxSZI5NMBswACMsDKfh2bfNgYEdK3X5mzcZRkV2ARCGHQsKAwhDD3PFkMJgRvPboWuYOHCNyS8gfxs7Vk9G9dbhw3pIRLhv+3b44w/zhvHeftucdoTwt+PH9e/rFVfoEgY1akCVKlCsGLRrB7/8InP3gpUkNp6oXBl++AHDYsHh5rfO8V/qcoAy1GY9VpxYuPRVwoaDEhxn8HctOL1ikxmR53vr18Py5Z5NXL2Q1aonwAr3jR/v85z5bH77zby2hPAHpeCFFyAhIfsChfPv/+MP6NABKlaU4dVgJImNp9q2xZg9CxVZ6L+kJXcKndSkEckcWlGB3dhwP7234SCSszhvvsX3yQ0hYP1639twOGDdOt/bKUjmzDH3U+mOHXDBDidCBA2nE3r3huefh4yMiy9QyPqbOHBAr7yUFa3BRRIbb7RsiW33DtZ3fZkD6ArHDixkYnP15BwkgWd5kYYs50bmepTUZAnDQfTx3TJ+AqSkmNPO6dPmtFNQHD9ufptJSea3KYQZhg+Hzz93/3ynUyc5XbvC0qX+i0t4Jmg3wQx6cXHU/WYESwY+wbjBszm9dhvRpHCKomynCrNogwMbwxmFBe/HT+xYsY0dC506mRh8/lOokDntREaa005BYfPDO0R6uvltCuGrLVvgjTc8f5xSulO9f39YI9Mig4IkNj5q3MxK4zXtiIlpl2uvwkOM9ymxseGAefNg584CvZykfHnf2zAMc9opSBIS9K+emWsnixUzry0hzDJ+vE7kvRn5dzph7VpYuRKuvdb00ISHZCjKjyw4qMAeTNmofccOM1rJt5o1g3LlfG+nb1/f2yhI7rrL3PaKF9cTLoUIGhkZnN26j4Uf/UNp+z7CyPC6KVmcEBwksTFJ8eI5jxXmjHlPcOqUeW3lQ1arrnzry3LviAjo2dO8mAqCnj31980MVis8/DCEh5vTnhA++ecfXbGzRAkKXVmO1WdrsI9yHKcEoxlMdTZ73OS0aX6IU3hMEhuTtGqVcz7CGUzc9a9oUfPayqfuv19fZA0vusCsVrjvPoiJMT+uUBYTA716mbPk2+mEfv18b0cInxw7BjffrAvTvP8+nMn+AbQIZ3iYD9hMTX6nLbEcdbvps2d9K0khzCGJjUn69885NuvEyk4q+jDD5jxVqpjRSr5WsiR8843+vyfJjc0GV13l3cRAAS+9BGXL+jaR2GKBBx6AChXMi0sIjx04cG67ebjohJow9PGbmMMKrqMM+9x+CjNKUwjfSGJjknr19KSxC4dKPuBhlC/fZqtVdwfJxARAF8X66iv9bXGnF8Figbp19ftYYRM70AqSUqV0QbL4eO96biwWuOEGGDfO9NCEcN/p07pk8O7dbhdnsuGgHHv5nbYUwb3pAPPm+RKkMIMkNiZ6/fWcPQmfcD8OfOjHdzhg0CDfAgsxd90Fixfr9yjDyHmxzUouY2Phf/+DBQv0xVl4r0oVWLUKbrnF/cdk9fB07QozZsjcGhFg778PGzd6vOwpDDs1+IdBjHXrfH/UfhKekU0w3eDJBl5ffKHnJMC5JbIf0o8+TMTq6aCU1ap7arZsMbeufQjZtQs++ggWLdJvKJGRUKYM9OihS//IxdR8Wd/zDz+8+Ju4zQZ33gkDBkDjxt7NixLCNA6HLpexd69XD1fAARIpzx6cl/mget998MknXj1NyJLdvYOQpz+Un3+G7t31RDKACJXKfG6gPqvdrkCsrFaMokX1BknVqvkSvhB+43TCwYPnEkuloEQJXWY+Li7Q0QnxnxkzoH17n5vpwE/8QodLnlO/vk78k5N1YdGyZfWHrYIsrxMbKdDnBx066Df7yZNhzBjYvDmKtszkB26nBQsBLrkRph0rR51xHP9wFjUlqRFBzGLRb9pm17sRwlS//OJ99b3/ZGKjAz9fNrFZvVonN+dr2VKXq7jtNv9U8xbZyRwbPylaFB56SA/pLlgAUfHFuNmYRX/eZwtXAvoPxY4VBxYy/ssxj1GCVxlOPWMNjfpexT//BPJVCCFECDh61Od12FYcxHLMo8cY/00/WLgQunTRMwtWrfIpDOEGyR39zDD0MuMjR8ChwvmQh/iQB2nCYu7gW0pxBBt2TlCc+dzA93Qmk3BwgvUM3HorbN3qW2E6IYQo0EyacWFcoqcdIJx0OvM9A3iPa1hDYc6SQRj7HYl8Qh8+PfgAzZol8NtveqWg8A9JbPxsxw7dC5qdwWKaspiml3ysw6EfP3OmriclhBDCC7Gx+tOhD702Dqwcp8RF7lU8xtv8j1eI5Th2LNj+660JJ5NK7OZ5nuc55wtMS7uTXreO4/eVsdSo4XU44hKkH8DPxo/3bUGT1Sr1P4QQwift2vk0vwb0su/fyPkJ04KDT7iftxhGLHqZoC2XFbBWnNhwcCfTmHvmOsY8vseneMTFyaooN3g7o9vp1CtEkpN9e37DgP379U7LQgghPGS3Q7lyqKQkrzclPkQcZdmHnbBsx99hCIMZc8kFIRfKxMZOKhG9aTnxNXLZaDDE5PWqKOmx8aOUFN+TGtDDw7t3+96OEEIUSDabLqpkeHfJs2PlffrnSGoas5ghjPYoqQHd+3MF/7L7vue8ikdcmiQ2fnTGxM29T582ry0hhChwBg6Eyldg93BqaSY2dlOBMQzO2STjyPRyqqoNB3VWfiJv7n4giY0fmbkhdx703gkhROgqVgxj9mxSo+PcTkYysXGUkrRhFifJPmQUxyHu4FvXhpneiHSehSlTvH68yJ0kNn5UtCiULu17OzYbXHGF7+0IIUSBVrEihTauYnvxawEumuBkHV9NPeqzmn+pnOOc25mO1c1K8hejQBIbP5DExo8MAx5+2LdVUTabLuxUsqR5cQkhREFlLZtApQNLuKP8Cr7kHtLJvqFcBmFMpgfXsZxGLOMgibm2E8dh7L5scMx/FeiTknxqQ+QkdWz8rG9fePFF7x9vt+s5b0IIIcwRGQkT/76WWrU+5ZH9oynLPopyilMUZR9lOcXlx/7DyQCv11idJz3d9zZENtJj42eJiXDPPd5VDrbZoEEDaHrpOn5CCCE8FBMDK1dCmerR/GPUZAUN2UxNt5IagJMU83koCtDFA4WpJLHJAx98APXqeTYkZbPp3ZF//FEPaQkhhDBXQgIsWwa9e3u+OeWfNMOaSyE+j1itsreCH0hikwcKFYLZs8/1vFyu98ZigUqVYMkS3eMjhBDCP2Ji4JNP9FSXUaP0fMaLfZg8P/lZybWs5WocvlxGHQ69W7IwlSQ2eaRYMZg1CyZOhKuu0sdstnO3sP/qPlWsqDfNXLUKKlQIVLRCCFGwxMbC8OF6w+L0dPjuO7j9dt3bXqMGNGkCgwbBhg3QqhVYLAZjGIzF214bq1U3VKWKqa9DyJYKbjG7HLRSemx3+nQ4elQn7SVK6N/x1q1lJ28hhAhmqanQvTvM/DGVv6hHFbZ7Vs/GMHRis3AhNGrkv0CDRF5vqSCJjRvy+ocihBAiuDkculfn6zf2MnbV9cRx2L3kJmuca8oU6NbNv0EGCdkrSgghhAhyVit07QrfryzHqTkrOVa6JgAO4yKrRAxD36Ki4OefC0xSEwiS2AghhBA+qH5jIvH7/4JffsHatnXus48rVYJ33oH9+6F9+7wPsgCRAn1CCCGEr6xWnbC0bw+7dsHff0Nysu6hKVsWGjaU2h15RBIbIYQQwkwVK+qbCAgZihJCCCFEyJDERgghhBAhQxIbIYQQQoQMSWyEEEIIETIksRFCCCFEyJDERgghhBAhQxIbIYQQQoQMSWyEEEIIETIksRFCCCFEyJDERgghhBAhQxIbIYQQQoQMSWyEEEIIETIksRFCCCFEyJDERgghhBAhQxIbIYQQQoQMSWyEEEIIETIksRFCCCFEyLAFOgAhhAgEpWD+fBg/HjatzaDZ4e/okPk95cKSSCiVSfFqpbDcdCP07g3Fiwc6XCGEmwyllAp0EMEuJSWFmJgYkpOTiY6ODnQ4QggfTZoEL78Mh7anMMJ4jX5qPLEcx4EFK04AnICBARHhGD16wFNPQeXKgQ1ciHwor6+hMhQlhCgwnE4YMkR3wqRt38cSGvG4eo1YjgO4khrQb44GCiM9HfXFF1C/PixaFJC4hRDuk8RGCFFgPPUUjB4NxTnOPG7gSrZiw3HZxxl2O+rUKWjTBtasyYNIhRDeksRGCFEgzJsHr76q/z+BvlRkF2HY3X684XRCRga0b6//FUIEJUlshBAFwpgxYLNBeXbTiR/c6qnJweGAgwdh+nTT4xNCmENWRQlzZWTgPHWGJX8XYfeBMM6ehZgYqFMHqlcPdHCioNq3D376Sc+x6cdHOLFg8SaxAbBaYexY6NrV3CCFEKaQHhvhu3374JlncJYqDRERWEqWoOmN4TS+pxJb+r3Jw3cdo0YNaNYMpk6VXnyR977++tz/+zLBu96aLA6HnkS8Y4fvgQkhTCeJjfDeyZP6U2uFCjhfGYXl6OFsd1dgF6/xJAdJYCwDWL0knbvugquugp07AxOyKJj27dMdLeGkE8cRcxrdvducdoQQppLERnjn4EFo2BC+/x6cTizOnJ+ALejls+Fk8jDjmelsRWFOs3MnXHstbN+e92GLgiktTf9bmDPmNXr6tHltCSFMI4mN8Nzp09C2Lfz7r+6Wd4MVJ41YylS6oux2kpOhdWs4dcrPsQqBnucFcIqiprV535AYatSApk3hmWdg717TmhZC+EASG+G5t96CjRvB7v5SWQAbDm7hN7rzFXa77smfNMlPMQpxnnr1IDMT7ISxgyvOK8PnHScGv++sxj//wOLFMGoUVKgAt90mZW6ECDRJbIRnMjPh/ff18hIvOLAwkLGur8eM0Xv2COFPnTpBiRL6/+/THzC8bisTGz9yG0kkuI45HPr3eMYMaNRIr8ASQgSGJDbCMz/9BIcPX/68i7DipCErqcsalIJt22DBAhPjEyIX4eHw8MN6AvFn9CaTMK/bCsPOewzM9T6HQ6/669IF5s71+imEED6QxEZ45rvv9NXBB5nY6Mz3gG5qyRIzAhPi0vr3h6JF4aQllvE8iMOLt79MbKzlauZy40XPUUp3aHbqJPOLhQgESWyEZw4dcnvC8MUoDEr9t+TWYtGrxoXwt8RE+PVXCAuD4ZY3WUgzj5KbTGwcpSTt+RV1mcc5nXpi/OTJvkYthPCUJDZBKC0NTpzwOX/wj8xMn5swUNjO26MnIsLnJoVwS+PGMH8+RMWEc5vxKzO4BQA7F++FdGLgxGAnlWjEUg5Qxu3nkzlkQuQ9SWyCxPbtMGyYnuAYFaX/tdmgRg147z1ISQl0hP8pVQoM7ydegu6xOUFxQCdvpUubEZgQ7rn+ej2367nXCzO43HS68RXLuB7QCU4GYWQQRuZ/O87soiKP8TYNWMVuKrr9PErBpk2wdq0fXoQQ4qIMpeTzxOWkpKQQExNDcnIy0dHRprZ98CDcdx/MnKnnm1zYS5OVQ0RGwqOPwosv+jzFxTfjxsHgwT5/DL2FX/mNW7BaYc8ePUwgRF5zOuGPP3QCEr51A1fv+J7S1iNULGvnjQnFmUtL5nDTZYeeLuXHH/UycCEKKn9eQ3MjiY0b/PVD2bYNbrjB/WkrhqHfIKdO1as8AiI5GeLjz5Vy9ZAT2Ec5KrILq83C7bfDtGmmRiiEz9LT9YcJM3z1FXTrZk5bQuRHeZ3YyFBUgBw+DK1a6X/dnUujlF5t3bdvAMftY2KgZ089TuYFhYVxDERhwW6HAQNMjk8IE0RE6EnGZsiqeiyEyBuS2ATI88/D/v0eF+9FKfj8c919HjDDh+t1sx6OiWViZTcV+Ih+GAY88ojusRIiGF11lV615wvDgFq1zIlHCOEeSWwCICUFPvvM+1VPNpue6hIwlSrpEqsREW4nN5nYOEEJWjObZIrRu7femUGIYDVwoNcFtgH9p3HzzVC+vHkxCSEuTxKbAPjyS6+nqAC6l+fnnwO86V79+rrb6TKJTdbKkn+oTgNWcapUZd55ByZODPAkaCEuo1s33THpLYdDJ0dCiLwV1ImNw+HgmWeeoVKlSkRFRVG5cmVeeuklzp/vrJTi2WefJSEhgaioKFq1asW2bduytXP8+HHuvvtuoqOjKVasGH369OF0AEuCTp3qexuGoVdbBMSMGVCmDDzxBM6Mi4+lKWAbVWjD79xadh1vfF2e/fthyBCfV4wL4XeFCsHjj3v3WJsN6tSBtm3NjUlcYO9evbV6hQq6TobNBsWLw623wm+/+dblJvIvFcRGjhypYmNj1S+//KJ27typpk2bpooUKaJGjx7tOufVV19VMTExavr06WrdunXqtttuU5UqVVKpqamuc9q1a6euvvpqtWzZMvXnn3+qKlWqqO7du7sdR3JysgJUcnKyKa+renWl9GwZ729hYUo995wp4Xhm0iSlDEM5DcPtYN/nIQVOFRur1OefK5WWFoC4nU6lli9X6rvvlPryS6V++UWpPXsCEIjITxwOpbp2VcqDX3dlsymVkKDU/v2Bjj6E7d+vVMeO+gdjteb+QwClypfXf+8FlN2u3/oCzexr6OUEdWLTvn17df/992c71rlzZ3X33XcrpZRyOp0qPj5evfHGG677T548qSIiItRXX32llFJq06ZNClArV650nfPbb78pwzDUfjffecz+oVSubE5i87//mRKO+37/XSmLRTm9CPhZnnd9WaWKUjt35lHMJ04oNXp07t90w1Dq1lv163I48iggkd9kZCjVp0/262VuN8PQtyuvVGr37kBHHcI2bdKZ46V+GBfeAvIpMI8cParUm28qVaOGchYpohzWMJUSVlzNt7RUnflWhRmZKjZWqf79ldqwITAhSmJznpEjR6oKFSqoLVu2KKWUWrt2rYqLi1Nf/peB79ixQwFqzZo12R7XvHlzNXjwYKWUUhMnTlTFihXLdn9mZqayWq3q+++/z/V509LSVHJysuu2d+9eU38oDRv6nthYrUqdl8/5n8OhVKVKnn10Pe9mx6LKsNd1qHhxpXbs8HPMP/+sVKFC5644F/t4DUrVr69UUpKfAxL5ldOp1OzZ5zoJLBb94SIs7FyHQa1aSn34oVJnzgQ62hC2f79OanLrpbnc7Z13Ah29uZKTdcYdHp7rB85M9PcoiTg1kDHKanEqUKpp07xPcPI6sfGuGEkeGT58OCkpKVSvXh2r1YrD4WDkyJHcfffdACQlJQFQ+oKa/KVLl3bdl5SURFxcXLb7bTYbJUqUcJ1zoVGjRvHCCy+Y/XJcWreGVat82wvK4YCWLc2L6bL++AN27vT64QqDvkzgefT39cQJaNRIN1mokFlBnufrr6FHj/+eXF38vKz19uvWwbXXwvLlkJDgh4BEfmYYuu5Uq1Z6WscPP+gaVJmZekpH8+b691nmjvnZkCFw5Ih3b55Dh0LHjnpVZ3538KD+ZdyyxfW9uPBXz4Y+XprDjGUwtZ1/8xAfsnixhYYN9RSkZs3yOO48EtSTh6dOncrkyZOZMmUKf/31F5MmTeLNN99k0qRJfn3eESNGkJyc7LrtNXn5Ub9+vs1ps1igQQO9MCnPjBvndVE+0H9k/XkfG+c20Tx8GB56yIzgLrBkCdx777nPLu6w2/WbRdu2uuysEBdRrpzeVeTll+G113RZp8aNJanxuwMH4PvvPS/+9R+FAR9+aHJQAXDqlH6f2rrVowSvLx/zGk+iFJw5oz9gb9jgxzgDKKgTm8cff5zhw4fTrVs3ateuzb333sujjz7KqFGjAIiPjwfg0KFD2R536NAh133x8fEcPnw42/12u53jx4+7zrlQREQE0dHR2W5mKlcOOnTwfrmz0wmDBpka0qUppdN7L99QspTiKNewJtuxL76AuXN9ajanp55yP6E5n90O69ebs2xNCGGuCRO8+rPOYjgdOD740LdaG8HgpZf05mYevh8bwOO8SRMWAfrzW+vW3r1VBrugTmzOnj2L5YLSn1arFed/3R2VKlUiPj6eOXPmuO5PSUlh+fLlNGrUCIBGjRpx8uRJVq9e7Tpn7ty5OJ1OGjZsmAevIncvvqhLtnv6Kc9qhXr14K67/BNXrk6f9jmpyRLLsRzHhg41pWntn39g/nzvx/ksFhg71sSAhBCm+OILDKcP4/eANeWkHz5J5aHUVPjoI6/f3zKxMYD3XF8nJenex1AT1IlNhw4dGDlyJL/++iu7du3ihx9+4O2336ZTp04AGIbBkCFDePnll/npp59Yv349PXv2JDExkdtvvx2AGjVq0K5dO/r27cuKFStYvHgxAwcOpFu3biQGcEvpq6+G777TiYq7ZdutVl3FNKvob6hYuxY2bzapsfHjfRoyw+mElSthzZrLnyuEyDPqgp53b6Xtyn1uZb4wdareiNhLYdi5g2+J49wox7hxsGOHGcEFkTyZouyllJQU9cgjj6jy5curyMhIdcUVV6innnpKpaenu85xOp3qmWeeUaVLl1YRERHqpptucq2iynLs2DHVvXt3VaRIERUdHa3uu+8+derUKbfj8OeM7oULlYqN1ZNBLJZLL9xp0kSpI0dMD+HynE7PllZe4nYdy3IctliUGjTIpFjr1PE9TotFLxEXQgQNe3ikz3/bTlALun8Q6JfivTZtLn6hcPPmwFAP8X62w48/7t+w83pVlKFUKI6wmcvfW66npsK0aTBmDJw3Ygbozoc77tC7YDdpEsAJirfeCjNn+jQkdZRYEjlAJuE57mvQQHeU+Kx8ed/3mggL0/N0nnvOhICEEGY4Vag0RVN977UZ3egrHlnSzYSIAuCqq2DjRp+ayCCMV/gfL/C861h0tB6WioryMb6L8Pc19EJBvdy7oIiKgp499W3LFti3D86ehZgYqFEDSpUKdIToTW9+/dXrh9ux8gEP55rUABw/7nXT2fkyDJVFKQjPPU4hRGBsLtWca/ZMJwzvP1w5MVhpud7EqPKYSSs2I8jeTkoKLFwYOluASGITZK68Ut+CTps2ej+WPXu8mkZvwclH9Lvo/ZGRvgR3nsRE2LXLt6n+djtcUPtICBFY82oO4Lo933r9+EyszKIthwtVNC+ovFaihM9NWHBykmI5jh854nPTQSOoJw+LIGKxwPvve/3wkTzFPsrlep9hQNmyXjedXTcTuphtNrjtNt/bEUKY5kSdFmyhGs4cpejcE4aDcQwkJcXkwPJSs2be1wn5jw0HS2ic43hmZi4n51OS2Aj33XILfPwxGIZHby4f04dnefGi9yul6+mZ4t57fVsyZrPptfRBMf4nhMjS5Q6D4byKBc97Y+1YWUIjZtKWvXvzce2Whx7yqWS9E4N/uJJFNM1xX/HivgQWXCSxEZ65/36YPh1HtP4rsOfyK+QEHFhIJ5yneYm+TCBnwe9zoqP1BGlTxMRAr17ef6qx2/VMbSFEULn2WphVqBPDeAPA7fTGjpV/uYIO/IzCwoEDsGyZ/+L0qypV9FYKPvTajGEwub0f/1f6LSRIYiM8d9tt2A4dYFDsFFaQs8jhbiryOG+QwEFG8jSXSmoA+vc3cY4NwMiRenWUpxOJDQMefTS0/sKFCCGGAW8xjAeYgAMrjktcwjLRF/9lXM/1LOM4sa77tm/3e6j+88ILXi2PzcTGTirxOT1z3FekCFyw5WK+JomN8IoRGUGv37vThCWUJolabOBq1lKe3VRmB+/wGCe4/ES3ChXgmWdMDi42Vm/amZjoWXLTuze8+abJwQghzJJVbWIiD1CB3bzEMxwm57CxE4PfuIU2zKQ5C7O9FxkG+XueTePG8NlnYBgoNxOcTGycpBitmc0ZiuS4v149k2MMMKlj44a8XoOfn9xwAyxY4N1jrVZd8bJCBVNDOufIET0mPX26fje7cGzaYtGVhosX13VrHntMdjIUIojFxuYsDWEjk+YsJJ4kIkjnJMVYybUXXawA8PnnJs7rC5Qff0R164YzLQMDZ669FHas2HCwlaq0YRa7qZhrUzNn6oWv/pLX11BJbNwgic3F7duni+sdOeLZjuWGAb/8oucj+92+fTBhAkycqKtQORx67Ouaa3R9ni5dQmuPCiFCVOPGsHy5Z+81uVm6FK7Px+VsXI4cYV6vT6ny21jKsQ/Qc4+yPp4tpBljGcR0bsdOWK5NVKgA//7r/tY+3pDEJghJYnNpmzfr+WyHDl1+wr5h6MK+U6dCx455E182Sun+7LDc/8iFEMHr88/12gBvGYauE7ZpU+h0zh49CtUqO7j61CLKqL0U4izJxPA3dfiHGpd9/IcfQr+LlxgzhSQ2QUgSm8s7eFCP5kyZAhkZOZdTWq36U1bbtvDyy1C/fmDiFELkX2lpEB/v/T6QhgHvvQcPP2xuXIG2aBHceKP+YOlub5ZhQN++et9gfyd5eX0NlcnDwhQJCfDJJzrBefttvbCoUiUoVw7q1tXTV7Zvh99+k6RGCOGdyEh45BHvLsRWqy7ce8895scVaE2bwuzZULjw5VeCZ90/eLCuuRoqPVfnkx4bN0iPjRBCBAe7XRcGnznT/d4Ji0WPPi9YAA1zVqgIGXv2wNixekphcrJ+zUrp5MXp1Ld27XRS065d3sUlQ1FBSBIbIYQIHqmp0KOHXvCYtbjxYmw2KFRIL1Zo1izPQgyo1FSYNg3++ksnOFFRuvrF3XfrnvS8JolNEJLERgghgovDAV9+CaNHw5o1OoFRSic5Vqvu2SlSBPr0gSFDoGLFQEdccEliE4QksRFCiOC1ahV89ZWu5pCeDsWK6eXc3bvreScisPL6GuphzXkhhBAiuDRooG9CgCQ2QggR3JKSdLESp1Mv6ylTJjSXsghhElnuLYQQwSY1FSZN0rUREhKgdm24+mpdP6FaNb30xdtiLkKEOElshBAimEydqpew9O4Na9fmvH/HDl3MJT4e3nknZzVMIQo4SWyEECJIqLHj4K67zvXG5LaOWSl9S0vTlS8fe0ySGyHOI4mNEEIE0OHD8Mor8HDcdxiDB+mDniQq774Lb73ll9iEyI9kubcbZLm3EMJsyckwaJBepmzYM9lLWUpx2LtPm2FhcOAAlCxpdphC+Ez2ihJCiBB38KCuszJlii4k14GfKO1tUgO6Wt0nn5gZohD5liQ2QgiRh06d0rvcb9+u8xGAQYzFzmV2L7wE5XTCuHHnGhSiAJPERggh8tCrr8KmTbqnBiCCNG5gATa8T0oMgL174Z9/TIlRiPxMEhshhMgj6enwwQfZO1ZKcNy8JzhuYltC5FOS2AghRB75/ns4cSLQUQgR2iSxEUKIPPLNN2C54F33OCXMe4LYWPPaEiKfksRGCCHyyIEDOWvupRPJPG7wafKwEzheuBxUr+5bgEKEAElshBAij2Rk5H58LIN8mjyssLC0waCc3UFCFEDyVyCEEHnkYvXzfuI2DhGHE+927XZg5WSn+3yITIjQIYmNEELkkebNc+9UcWDjIcZ73e5z4aPo2EeqDgsBktgIIUSeeeABMC7SKTOdTgxkHKDnzLjrLYZypt9jFCnie3xChAJJbIQQIo8kJkKnTmC9yDzhD+jPHUzjJMUBcOTyFu3EwInBWaJ4hHf5X/ibDBzk3RCWEKFIEhshhMhDzzyj96y8WM/Nd9xBAge5my9ZRYMc92+lGgMZRzxJjOERpkyBatX8HLQQ+Yjs7u0G2d1bCGGmX3+F22/XFYgv9w5ckiOU5CgWnBynBEnEAwY2m94Z/I478iJiIbwnu3sLIUSIa98eZs0Cd97jj1KKf6jBJmqRRAKGYXDXXbBunSQ1QuRGEhshhAiAli1h3z4YP/7SdfWyhqyKFtXzc3buhK+/hpo18yZOIfIbGYpygwxFCSH8SSlYswb27IHt22H9ej3BOCoKiheHZs2gdWupvyfyp7y+htr8/gxCCCEuyTCgXj19E0L4RvJ/IYQQQoQMSWyEEEIIETIksRFCCCFEyJDERgghhBAhQxIbIYQQQoQMSWyEEEIIETIksRFCCCFEyJDERgghhBAhQxIbIYQQQoQMSWyEEEIIETIksRFCCCFEyJDERgghhBAhQxIbIYQQQoQMSWyEEEIIETIksRFCCCFEyJDERgghhBAhQxIbIYQQQoQMSWyEEEIIETIksRFCCCFEyJDERgghhBAhQxIbIYQQQoQMSWyEEEIIETIksRFCCCFEyJDERgghhBAhwxboAESAZWbC3r1w8iREREB8PMTGBjoqIYQQwivSY1NQ7dsHzz4LiYlQuTLUrw9XXQUlS0Lr1vDTT+BwBDpKIYQQwiOS2BQ0mZnQvz9UqACvvAJHj+Y8Z9486NhRn7NkSd7HKIQQQnhJhqIKkvR06NAB/vgDlLr4eVk9NQcPwg03wPTpcMsteRGhyAeyRi+TkyEyUo9eFi8e6KiEEEKTHpuCQino0wfmzLl0UnM+pxPsdujSBVav9m98Iujt3g3/+x+ULq1HL+vVg5o19ZSsDh1g5kz9KyOEEIEkiU1BsXQpTJ7s+ZVHKf0RfehQ/8Qlgl56OvTuDZUqweuvw4kT2e9XCn7/Hdq1gypVYM2agIQphBCAJDYFx3vvgc3LkUeHAxYsgM2bzY1JBL2zZ6FVK/jiC53AXGw+ud2u/921Cxo31r8uQggRCJLYFASHD8PUqeeuPt6w2WD8ePNiEkHP6YTu3fX8cXc7+pSCtDSdDC1f7t/4hBAiN5LYFATz5vmW1IB+/I8/mhOPyBdmz9ar/r2ZN2O36+TmwAHz4xJCiEuRxKYgOHYMDMP3di6cXCFC2tix3o9eApw+DS1bQkqKeTEJIcTlSGIjhMhh1y6YMcP3jr5t2+D5582ISAgh3CN1bDzwzDNw6pTumi9eXBfobdcOLMGeHsbGur/E+1JKlPC9DZEvzJ6d/VemHqtpzWxKcBwnFo5Skp+4jW1Uu2Q7SsHHH8PLL0OhQn4OWgghkMTGI++9d25ExzDg3XehXDkYNAgefBCiowMa3sXddBOEhell296yWqFTJ/NiEkHt+HGIsqRzp/NrBjGGBvyFHSvO/zp5LTh5k8eZQ0vGMYgf6Yi6SAfwqVPw9ddw//15+QqEEAVVsPc1BBWHQ3fN2+1QLPMwV7Geknv/4sMn/6VhfTu7dwc6wosoWRK6dfNtwoTDAQ89ZF5MIqg5ko6wwNmUSfTmGtYCYMNBOJmEk4kNve67BQv5gc78QCeiOJtrW4YBX36ZV5ELIQo6SWw8YCWTLnzLfFpwmNKspw5/UZ/tqjLztpdlau2XOLT2YKDDzN2AAd5PmLBa9SzQapcedhAh4sQJen7UhGvQlfasXHxZVFaCcyu/MINbCCMjxzlKwf79/glVCCEuJImNB/6hOt9yJ01YnOO+eA7x2KnnKXlNOdRjjwXfztjXXQf33ef56iiLBcLD4Z13/BOXCDqOO7oSf/ZfV9LiDitOmvEn7zIk1/vT000KTgghLkMSGw/Ecgzgom/4VpxYcejJN3fc4fuSEjMZBnz4IbRv735yY7XqpObHH+Hqq/0bnwgOq1ZhnfuHR0lNFitO+jKBUhzOcZ9skimEyCtBn9js37+fe+65h9jYWKKioqhduzarVq1y3a+U4tlnnyUhIYGoqChatWrFtm3bsrVx/Phx7r77bqKjoylWrBh9+vTh9OnTHsdixb2VRYZSOhkYONDj5/CrsDD44Qd45BE93+Ziy7my5uKULw8LF+rlX6JgeP99HIb3c7EsOOnDxBzHmzf3JSghhHBfUCc2J06coEmTJoSFhfHbb7+xadMm3nrrLYqf9/Hv9ddfZ8yYMYwfP57ly5dTuHBh2rZtS1pamuucu+++m40bNzJ79mx++eUXFi5cSL9+/fwbvFK6h2TdOv8+j6dsNj2stG8fvPQSJCRkv99i0WvYZ86E7dvh2msDE6fIe8nJMGUKVuV9T6MFJwMZBxd8CHj4YR9jE0IINxlKmVHgxD+GDx/O4sWL+fPPP3O9XylFYmIiQ4cOZdiwYQAkJydTunRpPvvsM7p168bmzZupWbMmK1eupEGDBgD8/vvv3HLLLezbt4/ExMTLxpGSkkJMTAzJgEcrum026NMnuPdYcjggKQlOnoTISL2CKiYm0FGJQPjrL6hf35SmYjhJCvr3KDpa50xCiILJdQ1NTiY6D+qiBHWPzU8//USDBg248847iYuL45prrmHChAmu+3fu3ElSUhKtWrVyHYuJiaFhw4YsXboUgKVLl1KsWDFXUgPQqlUrLBYLyy+yS196ejopKSnZbl6x22HSpOB+V7daoUwZqFULKleWpKYgM/H3VH8M0O6+27RmhRDisoK6QN+///7LBx98wGOPPcb//vc/Vq5cyeDBgwkPD6dXr14kJSUBULp06WyPK126tOu+pKQk4uList1vs9koUaKE65wLjRo1ihdeeMGcF5GWBosW6Um7QuQBpWDFCtiwQecqhQtDXBxUqQJnz0KRIjqXLVbsggeaWBr4DIUBnTe/9JJpzQohxGUFdWLjdDpp0KABr7zyCgDXXHMNGzZsYPz48fTq1ctvzztixAgee+wx19cpKSmUK1fO+waPHTMhKiEu7cwZmDwZxoyBjRv1McPIfTcNmw26dNHljZo2/W+hnC+/4+fHQRTJxGAYcM89ekcPIYTIK0E9FJWQkEDNmjWzHatRowZ79uwBID4+HoBDhw5lO+fQoUOu++Lj4zl8OPvyU7vdzvHjx13nXCgiIoLo6OhsN5+YsbO2EJewYQNUraqLQ2/adO74xWbQ2e3w3Xd6tVLdurBzJ5CYCK1a6W4WL2ViYxK9cRo2YmPBrI5PIYRwV1AnNk2aNGHLli3Zjm3dupUKFSoAUKlSJeLj45kzZ47r/pSUFJYvX06jRo0AaNSoESdPnmT16tWuc+bOnYvT6aRhw4Z58CqQj6zCr/7+Gxo1gsOHdSLj7nKArDJLmzbpxW+bNqFLFPhQXDIMO+/Tn+hovbDuvz/VoLd7Nzz1FNxwA9Spo+tZdu6skz9ftlgTQgSACmIrVqxQNptNjRw5Um3btk1NnjxZFSpUSH355Zeuc1599VVVrFgx9eOPP6q///5bdezYUVWqVEmlpqa6zmnXrp265ppr1PLly9WiRYtU1apVVffu3d2OIzk5WQEq+dx1w/1boUJKpaSY+n0RIsvRo0qVLq2U1er5r+b5N6tVqcREpZL2ZSpVrpxXDWZgU/NprmrWVGrr1kB/Z9yzfLlS7dsrZRjZX/IVbFdvGsPUBmqqJEu8SimaqBy1r1bqxReVOngw0GELka+4rqHJyXnyfEGd2Cil1M8//6yuuuoqFRERoapXr64++uijbPc7nU71zDPPqNKlS6uIiAh10003qS1btmQ759ixY6p79+6qSJEiKjo6Wt13333q1KlTbsfgdWJjsyk1YIAp3wchcjNqlFIWi29JzfnJzdChSqm//lIqKsqjhjOwqsPW0urPr/YqpzPQ3xX3fPWV/hM9P6Gpy1/qd1orBSqT7MmdE5TTYtEPuPNOpXbuDPRLECJfyOvEJqjr2AQLr+vYgJ78UKuWH6ISBZ3DoYd6zNxgMjpalzWKWv3fSr6zZy+7NYjDsKFKx2ObNxuqVzcvGD/66Se4/Xb9/6x3wJuZwXd0Iey83csvymrVpRFmzTKt9o8QoUrq2IQKw9BbF0hSI/zk99/N3zU7JQW++Qa9VGrVKrjrrly331CGgTIMiIrC+lBfbGtX5Zuk5vBh/bLgXFLThEX8SEfCSXdvnyyHQ6+lb9UKLtjCRQgRWJLYeMCOB6ub7roL3nrLf8GIAm/FinPbepnFYoHffvvvi6pV4csv4cABGDlSz6ytVQvq1MG46SaM996DQ4fg/ffhglpSwWziRMjIOJfUhJHBd3TBgtPt/eAAndycPg09evgnUCGEV4K6jk2wOUgiJdhPJlbCLvhU5wQMw4Jhs8ITT8CLL158k0khTJCcbH4lAacTjh694GCpUjB8uL7lcw4HjBunX2eWTvxA6Vx2JHeL3a57tlatgvOqmwshAkeuvB548Pr1dLT9ymza4Lyg98ZSoQLGG6/DwYPw8suS1Ai/i4jwT7uhXHZp/nzdAXW+QYzF7stboc2me62EEEFBemw8MGOmlejoW8jIuAXOJMPxo7pPu1gx3RUvyYzIQwkJPpWcyZXVqjtoQtXu3dm/LscemrLYt0btdpgyBT76yPyxQSGEx+RK7IXwcLAUj9GbRtaooa8wktSIPNa1q/ltOhzQoYP57QaLM2ey90glcuDiJ3siPR1OnjSnLSGET+RqLEQ+lZgInTqZ20lQvLjeQypUxcRkr8wcSZp5jaemmteWEMJr0m8qRD60ebMuoVK48GXLzLjNaoUHH/Tf3J1gcNVV2b9OJsa8xnNsly6ECASvEps5c+YwZ84cDh8+jPP85QXAJ598YkpgQojs7HaYPl3v3v3nnwqLAVabgcWSfZWPN2w2vbn344+bEmrQqlcPrrkG1q3T37NtVOUsURTCh94Ww4CKFaFIEdPiFEJ4z+OhqBdeeIE2bdowZ84cjh49yokTJ7LdhBDmO3kS7mu8hb13PsrUP+NJJ4IMZeNIZgzfOTvSitkYeJfd2GwQFwezZ0OJEubGHYwGDz6XCJ6hCJ9yH5m+dl4PGhTay8mEyEc83lIhISGB119/nXvvvddfMQWdvC4HLcT5zqzZyoZmD9HwzDzsWHNUxs3ERhh2/qUSw3iTH+jsVrs2m+4Fat4cvv5az4EvCFJT4cor9bJvhwNqsYEN1Pa+wYgIXeaheHHzghQihAT9lgoZGRk0btzYH7EIIS60fDlcdx31zywEyLXcfxh6kk1FdvE9XXiUt1332WxQqJCeP3O+qCh44AE9JLNgQcFJakC/9qz5SVYrbOQqvqcTdqyXf/CFDEN3AUlSI0TQ8DixeeCBB5gyZYo/YhFCnG/LFhyt2hJhP+XW/kWW/7YDeJuh9OZTQK8A2rFD91Ls368nHe/dCydOwAcfQJ06fn0FQat6dViyRA/BWSzQk89ZRx3PkhvD0GvjR43yX6BCCI95PLCclpbGRx99xB9//EGdOnUICwvLdv/bb799kUcKITzSty+cOY3Nw7kzCviQB/mFWzmuSvHxx/D003p5eGKif0LNj2rVgo0b9d5RY8cWoeWe+XxPF1rxR65Dfi5ZY3i9eumifBd2hwkhAsrjOTYtW7a8eGOGwdy5c30OKtjIHBuR5zZuzLk22QMOLIxgFG/wBPHxurdGakhenNMJM2fCiqUOEtb+RosN46i2cxagMGw23fXlcOgkpksXGDAAmjWTCcNCuCGvr6EeJzYFkSQ2Is8NHIga/yGGw7siNU5gH+WoxE6cWDl8OLS3SvCLHTtg7lw4flxnhSVLws03Q3x8oCMT51FKYbfbcZi9v4jwSFhYGNaL9F7m9TXUpzWO+/btA6Bs2bKmBCOE+M/kyV4nNaAnz5VnLw1YxQoakpwsiY3HKlfWNxG0MjIyOHjwIGfPng10KAWeYRiULVuWIkFQz8njxMbpdPLyyy/z1ltvcfr0aQCKFi3K0KFDeeqpp7BIf7cQvnE4TNt3qDSHAL0ySohQ4nQ62blzJ1arlcTERMLDwzFkaDAglFIcOXKEffv2UbVq1Yv23OQVjxObp556iokTJ/Lqq6/SpEkTABYtWsTzzz9PWloaI0eOND3IgiojA77/Ht5/X0+5OHNGL1W94gro1w/uvluKnYakzEzTmgong7AwiI01rUkhgkJGRgZOp5Ny5cpRSDL3gCtVqhS7du0iMzMz/yU2kyZN4uOPP+a2225zHatTpw5lypShf//+ktiYwOmE11+HN97Qw/tWq/4QD3oT4b/+gocfhsceg4cegpEjITIysDELE0VGQliYKQlOiqU4PXqE9v5PomDzZZTA4YDff4dly3QJhIgIPYWqa1eoUMHEIAuAYOot8zixOX78ONWrV89xvHr16hw/ftyUoAqyzEy45x6YOvXcsdzmxCkFZ8/CO+/A0qUwY4bswRdSmjSBP//M/YfvpnTCWeW8ht/7mxiXECHg+HGYMAHGjYN9+/TniCxOJzz5JNxyi94po00bWfyW33ic6l599dWMGzcux/Fx48Zx9dVXmxJUQaWULl0ybZpnj1m6FFq10kNXIkQMGuRTUpOJja+MHlSqV4JrrzUxLiHyuQ0bdCWF//1PJzWgP1Bm3RwO/b46cya0a6d7x+3ez+MXAeBxj83rr79O+/bt+eOPP2jUqBEAS5cuZe/evcyYMcP0AAuSn36CSZO8e+zq1fDII7qarAgBt92my+IePuzVw8Ow83mRAUydKp82hcjyzz+6M/TMmXMboV5MVjLz0Uf6/M8/l7+l/MLjHpsWLVqwdetWOnXqxMmTJzl58iSdO3dmy5YtNGvWzB8xFhhjxmQvYlqKwwzjDT6lN9/ShUn05AWepRL/5vr4Dz+ENWvyKFjhXzYbvPqqVw91YGFGeEfeXthAVisL8Z+0ND2sdOaMZ52hSsGXX0KoFtU3DIPp06cHOgxTeVXHJjExUSYJm2zrVl0LDKAeq3mUt7mLqVhw4sSCFQcOLBjA07zMLNrwDo8yi7auNpSCzp3h33/lk0VIuO8+XSTOg781BxZ2l6xP7T8nUy7nVDghCqypU/U+ad569VW93+kFuwiJIORWj83ff/+N879+u7///vuSN+Gdb77RvTU9mcRyGnIXUwnDjhUnYdixoAjDgQ0HFhQ38QczacdLPA2cKx69a5feEFqEiJdf1h8VLZZL7klk/+8ziqNte67YNY9y1QvnVYRC5Atjx/q2rcjRo2Bmx8bvv/9O06ZNKVasGLGxsdx6663s2LHDdf+SJUuoW7cukZGRNGjQgOnTp2MYBmvXrnWds2HDBm6++WaKFClC6dKluffeezl69Kjr/htuuIHBgwfzxBNPUKJECeLj43n++edd91esWBGATp06YRiG6+t169bRsmVLihYtSnR0NPXr12fVqlXmvXh/U24wDEMdOnTI9X+LxaIMw8hxs1gs7jSX7yQnJytAJScn++05Hn5YqV6Wz5UC5dSdL27fXmF4tkP33OO3MEWg7N6t1FNPKVWiRM7fAZtNqR49lFq8WCmnM9CRCpEnUlNT1aZNm1Rqauplz1271qO31FxvVqtSLVqYF/+3336rvvvuO7Vt2za1Zs0a1aFDB1W7dm3lcDhUcnKyKlGihLrnnnvUxo0b1YwZM1S1atUUoNasWaOUUurEiROqVKlSasSIEWrz5s3qr7/+Uq1bt1YtW7Z0PUeLFi1UdHS0ev7559XWrVvVpEmTlGEYatasWUoppQ4fPqwA9emnn6qDBw+qw4cPK6WUqlWrlrrnnnvU5s2b1datW9XUqVPV2rVrL/l6LvXzyItr6PncGorauXMnpf6rx75z506/JVkFWcmkDTzrvA8nnk98GsGrrOA6ptMJ0L0/kybJpochpXx53Xvz7LN6GfiRI3oZXPHi0LChnmgshMjVhg2+t+FwwPr1vreTpUuXLtm+/uSTTyhVqhSbNm1i0aJFGIbBhAkTiIyMpGbNmuzfv5++ffu6zh83bhzXXHMNr7zySrY2ypUrx9atW6lWrRqg68w999xzAFStWpVx48YxZ84cWrdu7bquFytWjPjz9kDbs2cPjz/+uKu0S9WqVc174XnArcSmwnmVinbv3k3jxo2x2bI/1G63s2TJkmznCvfdvGMsCsPz2dyAHQuP84YrscnMhORkfc0TISY8HG66KdBRCGGKtDT49lv4+GM9NzA1FYoWhWuu0cusb7rJnPmCKSm+twF64rFZtm3bxrPPPsvy5cs5evSoa7rHnj172LJlC3Xq1CHyvMqr1113XbbHr1u3jnnz5uW6N9OOHTuyJTbnS0hI4PBlVls+9thjPPDAA3zxxRe0atWKO++8k8r5aCWCx9fRli1b5lqILzk5mZYtW5oSVIGTnMx1mz8nDO+KJdhw0pil1ObcHKe0NLOCE0IIc2VkwNNPQ0IC3Huv7oTcu1fPY9m5U5e+aN0aqlSBTz/1/fkKmzTlLCrKnHYAOnTowPHjx5kwYQLLly9n+X+TIzPcLEh2+vRpOnTowNq1a7Pdtm3bRvPmzV3nhV0w29kwDFcSdTHPP/88GzdupH379sydO5eaNWvyww8/ePgKA8fjxEYplWvp5GPHjlHYrN+eguarr7DY031qIhMbfZng+loSGyFEMEpJ0UnLqFHn9nq98DqbVUPm33/h/vthyJDL1525FDMGEgzDvG0Wjh07xpYtW3j66ae56aabqFGjBidOnHDdf+WVV7J+/XrS089dF1auXJmtjXr16rFx40YqVqxIlSpVst08uRaHhYXhyGX9e7Vq1Xj00UeZNWsWnTt35lMzMsw84vZy786dOwM62+vduzcR520+43A4+Pvvv2ncuLH5ERYE27Zh2Gw+7Q0Uhp1qbHV9nZpqRmBCCGGejAzo2BEWL/YsURk9Wve6eFtlpFkzPU1tzx7vHp/lvCkuPilevDixsbF89NFHJCQksGfPHoYPH+66v0ePHjz11FP069eP4cOHs2fPHt58803g3J5MAwYMYMKECXTv3t216mn79u18/fXXfPzxx25vRFmxYkXmzJlDkyZNiIiIIDIykscff5w77riDSpUqsW/fPlauXJljTlAwc7vHJiYmhpiYGJRSFC1a1PV1TEwM8fHx9OvXjy+//NKfsYauU6f0xHsfFeOk6/+y6aEQIti8/TYsXOjdbiGvvKKHrLxhsehdSnxZUBERoYfNzGCxWPj6669ZvXo1V111FY8++ihvvPGG6/7o6Gh+/vln1q5dS926dXnqqad49tlnAVzzbhITE1m8eDEOh4M2bdpQu3ZthgwZQrFixTzaGPStt95i9uzZlCtXjmuuuQar1cqxY8fo2bMn1apVo2vXrtx888288MIL5rz4PGAo5dkV9YUXXmDYsGEFatgpJSWFmJgYkpOTiY6ONv8JHntM78bm427OM2lDO2YCevKwP0IVQghvOBy61+TAAe8eb7PpAqTffKO/TktLY+fOnVSqVCnbJNuLOXZMP39amufDWhYL9O+va+EEyuTJk7nvvvtITk4myszJPia51M/D79fQC3hceThr2ZgwUdWqPu+ylomN7VTBMODmmyWpEUIElxkzvE9qQL9Ffv89JCXBeSuT3RYbC999B+3b6/ky7n6kt1r1Kq3XXvP8OX3x+eefc8UVV1CmTBnWrVvHk08+SdeuXYMyqQk2biU29erVY86cORQvXpxrrrkm18nDWf766y/TgiswuneHRx+FdO8nEIdhZwJ9UQoGDjQxNiGEMMEXX+gkwYdN63E69dYIgwd79/h27WDaNP2W63BcPhaLBa69Fn75BQoV8u45vZWUlMSzzz5LUlISCQkJ3HnnnbKVkZvcSmw6duzomix8++23+zOegqlYMbjnHl1Vz4ueGwcWVnIt6y11KV8W2ra9/GOEECIv7dnjW1IDOjHypdcH9HDW0qV6IvL06br35vy4spKv+HgYMACGDQM3RrpM98QTT/DEE0/k/ROHALcSm/OHn2Qoyk8GD4bPPvPqoVacvMnj2Gzw9ddScVgIEXzMWqlpRjv16ulhqf37YcIEWLJEz8GJiICyZXWPTocOel6PyH88/rHt3bsXwzAoW7YsACtWrGDKlCnUrFmTfv36mR5ggVGnjv4Lu/9+jx6mgLeNYfwa0YUfvoNGjfwTnhBC+MKsSujFipnTDkCZMnDenpAiRHj82b5Hjx7MmzcP0GOArVq1YsWKFTz11FO8+OKLpgdYoNx3n05uLJbLflSwo2sUvMaT/HD9a/z5J9xyS14EKYQQnmvY8JIb1LslMxPq1zcnHhG6PE5sNmzY4NqzYurUqdSuXZslS5YwefJkPvNyKEWc54EH9ABw5876XcBiQVmsKHQyk/lfJ9vS8Ba8f8sv3Lr+VRYtsdCgQWDDFkKIS+nXz7fqwQCJiXpVk2nS0+Grr/RUgJ499fvvM8/Axo0mPonIax4PRWVmZromEv/xxx/cdtttAFSvXp2DBw+aG11Bdd11ulhDUhJ88gnGpk2QkoKtSBGoWBF696ZZtWo0C3ScQgjhpsqVoU0b+OMP7yYRWyx6Mq+vvT4AHDyoa4eNHw/Hj0NYmM66slb8vvwyNG2qE5477jBnJ06RZzxObGrVqsX48eNp3749s2fP5qWXXgLgwIEDxMbGmh5ggRYfD//7X6CjEEIIUzz9NMye7fnjrFY9R8eULQ1WrtTrvpOTz2VYuRVHXboUFi2CHj3gk0+knHs+4vFQ1GuvvcaHH37IDTfcQPfu3bn66qsB+Omnn3Jsqy6EEEJkadpUTyME9ztBrFYID4fff4dSpXwMYO1auOGG7EnNxWTd//XXcNddvq9V98D8+fMxDIOTWbuEenlOQeVxj80NN9zA0aNHSUlJofh509z79etHobyuYCSEECJfuf9+XeyuZ089+nOxfCEr8SlRAmbNgrp1fXziM2d0T016umdJitMJP/2ktyN/+mkfgzBP48aNOXjwIDExMaa0N3/+fFq2bMmJEycoZubSswDwquKJ1WrFbrezaNEiFi1axJEjR6hYsSJxcXFmxyeEECLEdOsG27fD8OE6cYFzi0GzEpoqVWDMGNi2zYSkBvQk4UOHvOt5UQreesun6vBmCw8PJz4+/pI7ARRUHic2Z86c4f777ychIYHmzZvTvHlzEhMT6dOnD2fPnvVHjEIIIUJM+fJ6ju7Bg7oC8DvvwIsv6jm9CxbAli16exhTOiSUgtGjfateevIkfPutCcFo6enpDB48mLi4OCIjI2natCkrV67Mds7ixYupU6cOkZGRXH/99WzYsMF1X25DUYsWLaJZs2ZERUVRrlw5Bg8ezJkzZ7I955NPPkm5cuWIiIigSpUqTJw4kV27dtGyZUsAihcvjmEY9O7dG4Bvv/2W2rVrExUVRWxsLK1atcrWZjDy+Kf82GOPsWDBAn7++WdOnjzJyZMn+fHHH1mwYAFDhw71R4xCCCFCVHg4dOyoFyCNGKF30W7e3OSFSKtXw4YNvq03t1jg/fdNC+mJJ57gu+++Y9KkSfz1119UqVKFtm3bcvz4cdc5jz/+OG+99RYrV66kVKlSdOjQgczcJjoDO3bsoF27dnTp0oW///6bb775hkWLFjHwvM0De/bsyVdffcWYMWPYvHkzH374IUWKFKFcuXJ89913AGzZsoWDBw8yevRoDh48SPfu3bn//vvZvHkz8+fPp3Pnzih3dxANFOWh2NhYNW/evBzH586dq0qWLOlpc/lCcnKyAlRycnKgQxFCeOvwYaVefVWpLl2UatlSqZtvVuqBB5SaN08ppzPQ0QkPpaamqk2bNqnU1NTLn/zFF0rpfhvfbsWLmxL76dOnVVhYmJo8ebLrWEZGhkpMTFSvv/66mjdvngLU119/7br/2LFjKioqSn3zzTdKKeU658SJE0oppfr06aP69euX7Xn+/PNPZbFYVGpqqtqyZYsC1OzZs3ON6cL2lFJq9erVClC7du267Gu61M8jr6+hHk8ePnv2LKVLl85xPC4uToaihBDBZ/16ePVVvS200+m6TCkAmw3j44+halV45BF48EHZICgUnTplTjsmDcHs2LGDzMxMmjRp4joWFhbGddddx+bNm7n22msBaHTeHjklSpTgyiuvZPPmzbm2uW7dOv7++28mT57sOqaUwul0snPnTtavX4/VaqVFixZux3n11Vdz0003Ubt2bdq2bUubNm244447si0cCkYeD0U1atSI5557jrS0NNex1NRUXnjhhWw/BCGECLiffoJrr9VJjd1+LrEBDMCw2wFwbtuOGjiIjJs7mnbxEkGkSBFz2ilc2Jx2/OD06dM8+OCDrF271nVbt24d27Zto3LlykRFRXncptVqZfbs2fz222/UrFmTsWPHcuWVV7Jz504/vALzeJzYvPvuuyxatIiyZcty0003cdNNN1GuXDmWLFnC6NGj/RGjEEJ4buZM6NQJMjJ0UnMJFhQGCssfM9lcvRNpp3KfxyDyqSuu8L0NwzCnHaBy5cqEh4ezePFi17HMzExWrlxJzZo1XceWLVvm+v+JEyfYunUrNWrUyLXNevXqsWnTJqpUqZLjFh4eTu3atXE6nSxYsCDXx4eHhwPguGDVmGEYNGnShBdeeIE1a9YQHh7ODz/84PVrzwseJza1a9dm+/btvPrqq9StW5e6devy6quvsm3bNmrVquWPGIUQwjNHjuj91sDVQ+MOGw6u3PcHU2q+bNrohQgCjRvrPR18mZGslB6qNEHhwoV5+OGHefzxx/n999/ZtGkTffv25ezZs/Tp08d13osvvsicOXPYsGEDvXv3pmTJktx+++25tvnkk0+yZMkSBg4cyNq1a9m2bRs//vija/JwxYoV6dWrF/fffz/Tp09n586dzJ8/n6lTpwJQoUIFDMPgl19+4ciRI5w+fZrly5fzyiuvsGrVKvbs2cP333/PkSNHLppcBQ1PJuQsXbpU/e9//1PDhg1TM2bM8NO0n+Ajk4eFyGdefVUpi8XrSaLHKaZuuSlNZWQE+oWIi/Fo8rBSSo0erZRheD9xuHBhpU6fNjX+QYMGqZIlS6qIiAjVpEkTtWLFCqXUuYm8P//8s6pVq5YKDw9X1113nVq3bp3r8blN9l2xYoVq3bq1KlKkiCpcuLCqU6eOGjlyZLbnfPTRR1VCQoIKDw9XVapUUZ988onr/hdffFHFx8crwzBUr1691KZNm1Tbtm1VqVKlVEREhKpWrZoaO3bsRV9PsEweNpRy7+PMt99+y1133UVUVBRhYWGkpKTw2muvMWzYMH/mXUEhJSWFmJgYkpOTiY6ODnQ4QohLcTj0ZrH79vnUzN18yU0T7+b++80JS5grLS2NnTt3UqlSJSIjIy//gJMnoUIFOH3a82XfFgs89hi88YZXsfrDzJkzufnmm0lLS3MNIwXSpX4eeX0NdXsoatSoUfTt25fk5GROnDjByy+/zCuvvOLP2IQQwnPz5vmc1Diw8CAfMXq0RyNZIpgVKwY//6yTFE8K9Vmt0KQJjBzpt9A8dejQIX788UeqVq0aFElNsHH7p7tlyxaGDRuG9b8944cOHcqpU6c4fPiw34ITQgiP7djhcxNWnFRmO3//DStWmBCTCA7Nm8Mvv+idui+3rN8w9K1lS/2YIEogbrnlFv744w/ee++9QIcSlNxObM6ePZutCyk8PJzIyEhOnz7tl8CEEMIrZ87oT9k+KsJpbDb4ryCrCBVt28Jff8G99+pkxTCy9+BkJTxXXAHvvgszZkCQTUFYvXo1W7dupVWrVoEOJSh5VInq448/psh59QDsdjufffYZJUuWdB0bPHiwedEJIYSnihb1bqPDC5yiKKAXWIkQU706fPIJvPkmTJoES5fC8eMQGQkJCdC9u+6pyY8bTCoFmZnnShxYrecSuALC7cSmfPnyTJgwIdux+Ph4vvjiC9fXhmFIYiOECCwTlqLasbKRmq5rhAhebq5/yV2JEvDoo/qW3zkcOjk7fBhSU7PfFxEBcXEQG+u3yto+/RxM5vYr3LVrlx/DEEIIkzRpAlWr4ty2HQvevdnacPAB/bFYIMirxxdYYWFhgJ4m4U1V3ZBy7Bjs3n3x1V7p6bB3r55UX7asTnJM7sHJyMgAcM3DDSTZFEUIEVoMAwYPxhjkXe+xApKI5xduxZEJN9xganTCJFarlWLFirkWsBQqVAijAA23uBw5AocOuXeuUjrBOXsW4uNNS26cTidHjhyhUKFC2IJgr7XARyCEEGa791547nnsx09iw7P5NgbwBo/jwEZcHHTs6J8Qhe/i4+MBCu7q3DNn4OhRzx939KgesjJxUrTFYqF8+fJBkVxKYiOECD0xMRi/zUA1bo7dobDhXkE2JwZf0413eBSLBQYMkM2+g5lhGCQkJBAXF0dmQZsMlZGhl6+fPOnd48PDYeFCXd/HBOHh4Vg8qQ/kR27/yR44cIDExER/xiKEEOa57jqOTZ1L1B3tKaxOXbLnxo4VGw4+4X4e5gOsVoP4eOjfPw/jFV6zWq1BMbcjT/3wA6xb5/3jDQOmTNEVlUOM2+lVrVq1mDJlij9jEUIIU8V3bsy/P65nTNhQThIDQAZhZGIlAxt29MVwAc25nR/oywSUNYzoaJg9G86rZCFEcBk71rMKyhdrw9PtJfIBt/eKev/993nyySdp164dH374ISVKlPB3bEFD9ooSIn9bvx463ZzG9fu/paGxghh1kjQiOUgCU+jBVq7EatUrZqtWhd9+05tBCxGUTp0yb37Mli1QrZo5bV1EXl9D3U5sAHbu3EmfPn3YtGkTEyZMoEOHDv6MLWhIYiNE/peZCdOn6w+pf/6Z8/7WrWHQILjlFlMKFwvhP7t3641ezbB0KVx/vTltXUReX0M9mhZXqVIl5s6dy7hx4+jcuTM1atTIsbTrr7/+MjVAIYQwQ1gY3Hmnvu3YAf/+e+6Db9WqeuNnIQqcIFjFZDaP5/vv3r2b77//nuLFi9OxY8egWLMuhCiY7HbYs0cvDAkP13XH4uIu/7jKlWWoSeRjsbHmtRWC00o8ykomTJjA0KFDadWqFRs3bqRUqVL+iksIIS7q4EGYMAHee0+X4zhfixZ6SKljR1mqLUJUkSLQtKkeRvJ2XzTD0Bt9VqlibmxBwO0/+3bt2rFixQrGjRtHz549/RmTEELkym6Hxx8/t5gjtxmCCxboW6FC8MEHIG9X+dOhQ7pI7qxZsG2b/llHRuqCud266X0sC7RBg2DRIt/bCMGhKLcnD7du3ZpPP/2UsmXL+jumoCOTh4UIPLsd2rSBefM8e1ytWvDpp3Dttf6JS5jHboeffoK33oIlS3Leb7Ho67DDoXvmBg+GTp1C8tp8eRkZUKaMd5WHQWeJBw+aVqDvUoJ6VVRBJYmNCBonTsDKlXoXX5tNTyhp1EjPjA1hTifUq+d9PbKwMPj2W7jtNnPjEub580/o2hWSktw7P2t5/j33wMSJeo5VgfPtt3o2vDfGjdOltfNAXl9Dg6P+sRDi0lavhvvvh4QEaNsWunfXb2gtWuhPbc89B/v3BzpKv1AKOnf2rchqZiZ06aKHqETw+flnuPFG9/dyhHNTS6ZM0UNTIVhn7vLuuEOPy3rq6afzLKkJBElshAhmaWn6Y2yDBvDFF5CenvOcI0dg5EgoXx7efTfPQ/S311+HH3/0vR2HQyc3uX0LReCsXKlzdLs99zlTl+N06t0FRo0yP7Z8YeBAmDoVihfXX+dWjTjrWOHCeuLZSy/lXXwBIImNEMEqLU1PKvnuO/213X7xcx0O/Q7/6KPwzDN5E18eOHPGvPdgpeDYsXPfThEchg7VPWq+euutApy03nmnni/z5Ze5TyarUQM++kh3iT30UN7Hl8dkjo0bZI6NCIju3fUnMW/62CdO1ENX+dzHH0Pfvua1ZxjQsKFeJSsCb+NGuOoq89qbPBl69DCvvXzr2DF9czp1nZpSpQI6w1rm2Agh9ISSr7/2fuLA8OHmfAwOsDFjzH0/VgqWLYNdu8xrU3jvgw/Ma8sw4P33zWsvX4uN1fs/Va+uFxgUsGVjktiIkOVw6KWj7dtDpUp6p+aKFfXozrffBvl1/4MPfKsud+SIORNTAig9XW9e6Y8+5YMHzW9TeO77781rSynYtMm89kT+JYmNCDlKwejRei5tx44wc6b+hH7smN47bu5cPSRdtiy89pr3hTv9JjkZJk269Jyay7FavVstEUROnvRf26dO+a9t4T5vS7BcjPxcBeSzxObVV1/FMAyGDBniOpaWlsaAAQOIjY2lSJEidOnShUMXrBncs2cP7du3p1ChQsTFxfH4449j9+WiIYJWZibcey8MGQIHDuhjFyYuWV8fPgwjRuiVMmlpeRrmpa1d63tADgcsXuyf7o48EhHhv7b37PFf28J9Zveayq7sAvJRYrNy5Uo+/PBD6tSpk+34o48+ys8//8y0adNYsGABBw4coHPnzq77HQ4H7du3JyMjgyVLljBp0iQ+++wznn322bx+CcLPlNIT/qdM8ewxP/8MvXoFUR0Ms7oqHA69rCifio72X3ITFeWfdoX7/DEUXKiQ+W2K/CdfJDanT5/m7rvvZsKECRTPWqsPJCcnM3HiRN5++21uvPFG6tevz6effsqSJUtYtmwZALNmzWLTpk18+eWX1K1bl5tvvpmXXnqJ9957j4yMjEC9JOEH330Hn3zieSeF06kXH02a5J+4PGZmFeF8XI7VYtELw/xBNscMPH/0kpYrZ36bIv/JF4nNgAEDaN++Pa1atcp2fPXq1WRmZmY7Xr16dcqXL8/S/9ZzLl26lNq1a1O6dGnXOW3btiUlJYWNGzfm+nzp6emkpKRku4ngN3q0913RFouubRcUIzelSpnTTpEi+TqxAejf3z/tnvf5SARI4cLmL9apWdPc9kT+FPSJzddff81ff/3FqFzKSiYlJREeHk6xCzbxKl26NEn/bTiSlJSULanJuj/rvtyMGjWKmJgY162cfAwIeps26Y1uvZ0I7HTC33/rKqgBV7++7x89bTZdZz6fu/Za8/K8LBERsiFmMLBY4OqrzWvPMOCaa8xrT+RfQZ3Y7N27l0ceeYTJkycTGRmZZ887YsQIkpOTXbe9e/fm2XML70ye7Pvwgs2mdy0IOIsFBg3KvTS6u+z2kNkL5pNPzGvLZoO775Yem2AxaJB5bVmt0Lu3ee2J/CuoE5vVq1dz+PBh6tWrh81mw2azsWDBAsaMGYPNZqN06dJkZGRw8oLJlocOHSI+Ph6A+Pj4HKuksr7OOudCERERREdHZ7uJ4GbG/o8Ox7mVVAF3//3eZ2pWq+6SqFvX1JAC5dZbzfskHkL5Xkjo1g2KFvW9HZtNb6kWF+d7WyL/C+rE5qabbmL9+vWsXbvWdWvQoAF333236/9hYWHMmTPH9ZgtW7awZ88eGjVqBECjRo1Yv349hw8fdp0ze/ZsoqOjqSkDsiEjLc33VU1Kwdmz5sTjs9hYGD/e88dZLBAZaW43RxCYMsX3FS8Wi76Q1qtnTkzCd4UK6ZILZhg61Jx2RP4X1GsDihYtylUXbCRSuHBhYmNjXcf79OnDY489RokSJYiOjmbQoEE0atSI66+/HoA2bdpQs2ZN7r33Xl5//XWSkpJ4+umnGTBgABH+LJQh8lRMjL5w+ZLcWCxBNkRx331w/DgMG+be+VarXsf866/mbsATBKpXh1mzoF07nXx6+nO2WKBpU/j0U//EJ7w3fDhs3qz3b/R28v7EiZKwinOCusfGHe+88w633norXbp0oXnz5sTHx/P9eXW6rVYrv/zyC1arlUaNGnHPPffQs2dPXnzxxQBGLczWoIE5FYTr1/e9DVMNHQrTpkGFCvrr3Ianso5df73eCKl587yLLw81aQLLl58blnJnClLWt+auu3QF6jycqifcZBg64Rw8WH/t7tQyq1X/fCdPhp49/RefyH9kd283yO7ewe/0aYiP960eXXi4nmMTG2teXKZxOmH2bL1Nwrx5utvCYoFixfRVu3//kOuluZTVq/WGh1OmXLweSlSUnkz68MNQu3aehie8tHw5vPcefPVV7juKGIbu1YmK0tPQBg7UvXkiuOX1NVQSGzdIYpM/DB6sL3be9NzYbHDPPfloqMJu14mNLyunQkDWvKi0NNixQ+8HlpGhhxTr1tXVi0X+c/SoHlHdtw/WrNEfWEqU0Pu/Va2q93ozY9KxyBuS2AQhSWzyh3//hTp1IDXVszkYhqFrm6xaBbVq+S8+IYQoiPL6GlqwP+6JkHLFFfDTT551ZFgsOrGZOlWSGiGECAWS2IiQcuONMGeO3k3gcslN1sroGTOgQ4e8iU8IIYR/SWIjQk7z5nq+xauvntuZwDD0PJqsvWkSEuDFF/XwVdu2gYtVCCGEuWSOjRtkjk3+5XTqHpytWyElRU84rFwZWreWHZ6FECIv5PU1VN7aRUizWHQS07p1oCMRQgiRF2QoSgghhBAhQxIbIYQQQoQMSWyEEEIIETIksRFCCCFEyJDERgghhBAhQxIbIYQQQoQMSWyEEEIIETIksRFCCCFEyJDERgghhBAhQxIbIYQQQoQM2VJBCCGECKDMTJg9G/bsgTNnICYGrroKGjY8t3GvcJ8kNkIIIUQA7N0Lb70Fn38OJ07oJMZiAYdD31+rFgweDD16QJEigY01P5GhKCGEECIPHT0K99wD5cvD6NE6qQFQ6lxSA7BpEzz0EFSrBhs2BCbW/EgSGyGEECIPOJ3w3HMQHw+TJ1/+fKX07fBhaNQI/v7b/zGGAklshBBCCD9zOqF3b3jxxey9Mu5wOCA1Fdq0gWPH/BJeSJHERgghhPCzESPgiy+8f7zDAUeOwMcfmxdTqJLERgghhPCjHTvgjTd8b8fphHHjPO/xKWgksRFCCCH86MMP9WonM+zbBzNnmtNWqJLERgghhPCT1FT46CPzelksFlixwpy2QpUkNkIIIYSfrFoFycnmted0nlseLnIniY0QQgjhJ/5YxZSSYn6boUQSGyGEECIfscmeAZckiY0QQgjhJ7Gx5rd5zTXmtxlKJLERQggh/OS666BYMXPbrFjR3PZCjSQ2QgghhJ9ERMCDD4LVal6btWqZ11YoksRGCCHyo7NnYeJE3SVQsiQUKoSKiyOjSUvSPp+KSs8IdITiPw8+qFcz+cowoF07qFDB97ZCmSQ2QgiRn2RkwJNPQunS8MADqNWr9dKb1FSMI0ewLPmTyF53cSyyDD82fZ1/NplwRRU+qVRJb6ngK6Vg4EDf2wl1ktgIIUR+ceoUtG4Nb74Jp08DYFzQFWBDV4IryVFuW/wka2v1oE3LTPbvz/NoxXleegnuv9/7x9tscNVVusdGXJokNkIIkR9kZkKnTrB4sdvjGgbQlan0WNCPBvUV//zj3xDFxVksegPLF17wfHsFm02vrvrtN3Pn6oQqSWyEECI/eP99mDvX49r8FhS91Wc0OvIjrVpBUpKf4hOXZRjw7LNw8KCeGuXO+Yahh7KWL4eyZf0fYyiQxEYIIYKd0wmjR3v9cDtW+jvHcuiQvrCKwIqLg2XL4Pff9ciiYehenLAwfcvqlbnySnjvPfjrL5kw7AlDKaUCHUSwS0lJISYmhuTkZKKjowMdTr5x6BAcOABpaRATA1dcAZGRgY5KiHzojz/0FdBH1djC3shqJCXpv0kRHPbsge+/h8OH9dzw4sWhWTN9M4xAR+e7vL6GSmFmYSq7HX75BcaO1b3m5ytaFB54AB56CKpVC0x8QuRLkyfriRZ2u9dNZGKjO1/xUvpzfP45DBpkYnzCJ+XLw5AhgY4idMhQlDDNihW6ImanTrBgQc77T52CMWN092r37pCamuchCpE/HTzoU1IDoDCIR0+wmTrVjKCECE6S2AhTzJ4NzZufm5h4sfmNWcenToWWLV0rVoUQl2LCpwADRQTpKKWHPIQIVZLYCJ+tXw8dO+qxYXcXbDidsGoVdO1qTkVOIUJaiRI+T7ZQGJykGOBz548QQU0SG+Gz4cN1UuPpNHSHQ9dlmDnTP3EJETIaNfI5sQknk+U0BPyz47QQwUISG+GTXbt0cuJhaQ0XqxXGjTM1JCFCz333eV7V7QJHieUHOmG1Qtu2JsUlRBCSxEb45MMPffsgmdVrs2uXaSEJEXpKlYK77tIro7xgx8oHPEwm4SilN2UUIlRJYiN88sMPvs+RUUpPPhZCXMLw4WCzoTz8JGHHyklieJ/+WK1w661SwVaENklshNfS0uDff31vx2aD48d9b0eIkHbVVTBtGlgsONx867ZjJYNwbuZ3DlsSCA/XmzEKEcqkQJ/w2pgxel8+XykVGtU1CzKnUxfHnTwZ9u2Ds2f1BNXrrtNFGRMTAx1hiLj1Vozff8fS8XacZ1MBZ64pjgMDAzhGLG2ZyXpLXaxWXd22Tp08jlmIPCY9NsIrDod5k34dDlmlkV9lZsK770LlynpC6pQpuuL0smXw66/w4otQrhzccQesXh3oaENEq1YYe/eQ9uLrHI44t4GQk3OfDjZTk4cYT1VjB+uoS4kS+ufSrl0gAhYib8leUW6QvaJymjED2rc3py2LBfbulU/1+c2pU3DbbTB//uXPtVp1r9yUKXDnnX4PrcBQDiebP/qTRV/uZNOyUxx3xvAP1VnJtYDB9dfrrRO6dIGIiEBHKwoq2StK5AvffOPz1jWAvth16iRJTX5z6BDUrXuu0vTlZJUD6NoVfvoJOnTwW2gFimG1UPPhFtR8uAXHj8M//0ByMhQqpCcIV64c6AiFyHuS2AivJCWZU71UKejf3/d2RN7Zs0cnNSdOePf4zp11D118vKlhFXglSkDjxoGOQojAkzk2wivp6ea0U6mS3jNK5A8nTsCNN3qf1IBOiAcPNi8mIYQ4nyQ2wiuxsb6vZDIMPSQhK6Lyj//9z5wl/tOmwZEjvrcjhBAXksRGeKVpU9/bUApatPC9HZE3kpPhs8883xPsYp55xpx2hBDifJLYCK/07g3h4b61ERenV9WI/OGLL3RRRrN89515SZIQQmSRxEZ4pXhx6NHD661rsFhgwADvHy/y3qRJ5rZ39CisWWNum0IIIYmN8Nrw4bo2hqebDluturfm4Yf9E5fwDzPm1lzo0CHz2xRCFGyS2AivVauma5LYbDpZcYfNBkWK6E0vS5Xyb3zCXCkp5rdp1uo6IYTIIomN8MmNN+rKszEx+uuL9d5kJT5lysDy5Xo/P5F/ZGSYU7foQmfOmN+mEKJgk8RG+KxRI120bcIEqFkz93Ouvx6+/hq2boUrr8zb+ITvfKlbcylZCbEQQphFpm4KUxQurHdx7tMH1q6FnTv1XkIxMTqRqVEj0BEKX/hrkrdMHhdCmE3eVoSpDAOuuUbfROgoVkwPJ2bt+WRmu0IIYSYZihJCXJbVCrff7vkKuEsJD5dhSSGE+SSxEUK4ZcAAcDrNactq1XWQihc3pz0hhMgiiY0Qwi033ABVq5rTa+Nw6ERJCCHMJomNEMIthqH3irJafdu41GqF1q2hQQPTQhNCCBdJbIQQbmvcWO/xFBbmXc+N1ap7faZONT82IYQASWyEEB7q0EEXZcya+OtO701WgcaGDWHxYlkNJYTwH0lshBAea9QINm6EP/+Eu+7SPTgXOr9Hp0kTmDYNFiyAEiXyLk4hRMEjdWyEEF4xDGjaVN+UgrNnYf9+3Ztz7JjegqFECWjZ8uIVqYUQwmyS2AghfGYYuvp0tWr6JoQQgSKJjRBCCCG85nDAr7/CokVw8qQemi5dGu68MzDb6UhiI4QQQgiPHTsGH34I770HBw5kn2vndMJzz0Hz5nofwbwkiY0QQgghPLJpE7RpAwcPnqtInpmZ87zFi2HhwryNTRIbIYQQQrht+3a9aCAl5fLbrJi9ca47ZLm3EEIIIdySmQlt2+qkJhBJizukx0YIIYQQbpk+Hf79N9BRXJr02AghhBDCLWPHnqskHqykx0YIIYQQl7Vli642HuyCusdm1KhRXHvttRQtWpS4uDhuv/12tmzZku2ctLQ0BgwYQGxsLEWKFKFLly4cOnQo2zl79uyhffv2FCpUiLi4OB5//HHsdntevhQhhBAiX9u8OdARuCeoE5sFCxYwYMAAli1bxuzZs8nMzKRNmzacOXPGdc6jjz7Kzz//zLRp01iwYAEHDhygc+fOrvsdDgft27cnIyODJUuWMGnSJD777DOeffbZQLwkIYQQIl9KSQl0BO4xlFIq0EG468iRI8TFxbFgwQKaN29OcnIypUqVYsqUKdxxxx0A/PPPP9SoUYOlS5dy/fXX89tvv3Hrrbdy4MABSpcuDcD48eN58sknOXLkCOHh4Zd93pSUFGJiYkhOTiY6Otqvr1EIIYQIRt99B/9daj2UAuTdNTSoe2wulJycDECJ/7YHXr16NZmZmbRq1cp1TvXq1SlfvjxLly4FYOnSpdSuXduV1AC0bduWlJQUNm7cmOvzpKenk5KSku0mhBBCFGSVKgU6Avfkm8TG6XQyZMgQmjRpwlVXXQVAUlIS4eHhFCtWLNu5pUuXJikpyXXO+UlN1v1Z9+Vm1KhRxMTEuG7lypUz+dWIkKCU7pvdswcOHcq97KYQQoSIa66BWrX0prfBLN8kNgMGDGDDhg18/fXXfn+uESNGkJyc7Lrt3bvX788p8pETJ+Ddd6FKFYiJgQoVID5eb299772wbJlOeoQQIoQYBgweHOgoLi9fLPceOHAgv/zyCwsXLqRs2bKu4/Hx8WRkZHDy5MlsvTaHDh0iPj7edc6KFSuytZe1airrnAtFREQQERFh8qsQ+Z7TCc88A2+9BRkZOe/PzISvv4Yvv4Srr4avvgrM1rYiX0tJgR9/hP37IT1d587XXguNGwf/J2UR+nr0gOHDITn58tspBEpQJzZKKQYNGsQPP/zA/PnzqXTBAF/9+vUJCwtjzpw5dOnSBYAtW7awZ88eGjVqBECjRo0YOXIkhw8fJi4uDoDZs2cTHR1NzZo18/YFCbcdPKgnqh08qN/cixWD66+HG28ESyD6Ge126NYNvv/+0r0xWWUENmyAhg1h1iwduBCXkJam8+XPPoMdO/SvmGFAISOVEs6jRJJK6aox3D2kFPf0tFCkiJ8COXMGZszI/ofXsCHUqeOnJxT5TZEi8NNP+r0YgjS5UUHs4YcfVjExMWr+/Pnq4MGDrtvZs2dd5zz00EOqfPnyau7cuWrVqlWqUaNGqlGjRq777Xa7uuqqq1SbNm3U2rVr1e+//65KlSqlRowY4XYcycnJClDJycmmvj6R04IFSt1xh1JWq1IWi1JhYfpmsykFSl1xhVJvv63UyZN5HFi/fsppGDoId28Wi1LFiim1dWseByvyi0OHlBo2TKnIyPN/dZyqEYvVF/RQ6YRl+53aT4J6PeZltX1xkrmBbN6s1ODBShUpcu5312o999wNGyr15ZdKpaWZ+7wi35o1S6lChc69N1/qZhh5ew0N6sQGyPX26aefus5JTU1V/fv3V8WLF1eFChVSnTp1UgcPHszWzq5du9TNN9+soqKiVMmSJdXQoUNVZmam23FIYuN/DodSjz6q/wgu9odSmFOqO1PUMN5Qr0e/pJKeGqPU4sVKOZ3+DW7ZMs8SmvNvVqtSHTr4Nz6RL23apFSZMkqdny9fyWa1ljpKgcog5x+CE5Qdi8rEpk706K9URoZvQTidSr3xhg7iElcop8Wi/1+jhlJ79pjzDRD53ubNSt17r/7wmfUrcv5bHyiVkKDU00/n7TU0X9WxCRSpY+NfSsGDD8KECbnfX53NPMwH3M8nFOEMdqwoDKw4sKCgZk0YNAjuuQd/9NFndO+J5euvsOFltWrDgN27QVbXif/s3KmnYZ06de5YA1byB60oxBnCuPy2yU4MVMubsM74GSIjvQvkuefgxRfdPt1psWHElcRYuRLOm+8oCrajR+HTT2HRIjhyRP86xsfDXXdB+/Zw9mzeXkMlsXGDJDb+NW6czktyM4gxvMsQHFgu+mavDAMDdOIwaxZceaV5wR09ij0uEZvyfim3sloxRoyAl14yLy6Rb2VkQEICHD9+7lgl/mUVDYgmBZsbSU0WZVgw7rxDT1r3dGbxV1/pmaAesmMjo1I1Cv2zBtwocCpEXl9D881ybxGa7HYYOTL3+0bwCmN4BAvqkp9gXT35+/friboX7CfmixPfzPIpqQEwHA6YNs2kiER+5nTCLbdkT2oARjGCoh4mNQCGcsLUqTB7tmeBKAVPP+3ZY/5jw06hnZv4+6XpXj1eCH8L6lVRIvT98gvkVifxdn7gFZ7yrDGHQ/ftt2kDmzbpujI+Wv7rUVpjwYqPU/+PHfM5FpH/jR4Nc+ZkP1aaJLrwncdJTRZltWG8957+vXfX3Lnw779ePR+AHSunXhnLhru68l+9VOGm5GT9OWfnTjh9GqKjdVWIzp29H1EU2UliIwLq/ffBatU5yTmKF3gWBwZWPBwpdThg716YPBn69fM5vqVLnLT2uRVwZDqxmtCOyL/sdnjttZzHH+BjDE9/z89jOOzw88/6997deVzvvQc227nyBB6y4aCJcxEDB29i3Fwpm+GODRv0sPukSXolve28q29mpq5X1K8f9O8PFSsGLMyQIENRIqDWrr0wqYGGLKcOGzxPas43erTP1X8dDtiZXML33hogvVBxn9sQ+duvv+qdNy7UiR+w+Po7phT89pv75y9f7nVSc75T81Yhhdkvb+JEPVl84kRds0gpncxk3UD35Lz9tl4L4cmPUuQkiY0IqPNXhWR5mPfJ9KUzUSk9FLVsmfdtAGfPwjxa4sS3cq+Z2Nhb5xaf2hD53/jxuR8vyREff8PQH/+PHnX/fBM29nVgobhxkg8/9LmpkPbBB/DAA3p+1eVySYdDJz633qqH6YV3JLERARUVlfNYQ1YQ5u3S6iyGAatX+9RE4cKw3yjHz3TwKdEKw86ryf19ikXkf+vW5X7c4kvP5Pk86aE0YTWTBSdnVJT0LlzCn3/CgAGePSZrLcSdd8L27f6JK9RJYiMCqnz5nKtUY0j2vWGrVfft+sBi0fGNY6DXiZYdK/NpwWfLqsubVAF34UqoLEcp6XvjDgeUKOH++WXK+JxOGcBBEmRe/CW8+qp3W8AopXt3xo41P6aCQBIbEVAPPJDzWBombECqVO7dQR4qVw7mcBO/0B67h9N/nRg4sPIEr2O1XnwoQoS+9PTc900F+NWL360clPJsVVSvXijDt7f/4xRnNq0Ds3dbPrBrl54rc+EcQnfZ7XpOzunTpoZVIMivpAioe++FCzdS30t5HL7+ajockJjoUxOnTunRLIWFu/iGVTRwOy4HFhxY6cpUVnIdDoeurJyW5lNIIp/avv3iI0Uf0c+3ycNWK7RuDZUru/+Y3r1RFu+HV+1YGc9DZBBBqVJeNxPSPv7Y9w17z57VtReFZySxEQEVEwN9+uj35iyf0dv3VSJFikCHDj41MWXKuUTkLIVpyTymcicAmRf5hG3/70/qOMVpxR/8REfXfSkpPpUOEfnYiRMXv28v5fmFW73vtXE4Ll66+2JiY0ntcrdXz6kAA6UTMgt06eJxEwXC+vXe99Zksdn0MnHhGUlsRMC9+irUrn0uufmabpyiqPcNWq06W/KxQN9ff2WvNZFGFD34mhps4n0GcJqc7a+gId2ZQln2s5AWOe4/edKnkEQ+dWGv5IWG8yppRHreU2m16iGoWzxfdVdk/FscKnyFxxPjDeBBPmQ3FbFa4f77PX7qAuFic6o8oZTPUwULJElsRMAVKaK3eKpbV3fdplKIj+jn/SdYpxMeftjnuJKTc//E9Q81GMJo4jhMXdZwA/O4nqVUYBdNWMLXdCfjIvOEpLJowRQff+n7N1OTDvxMBuHu/95bLFCvHnz7bfYuT3cVL86OD+ewk0puPafjv0Xpj/EWE3kAq1VvcljShLnPociM/XgNw5QC6gWOJDYiKJQqBQsXwv/+pxd3PMcLrOPqiw75XNKYMaZshBkVdekx8lQKsY66LOAGlnM9e6hw2TYTEnwOS+RD5cpBw4aX/n2aT0ua8ScH0HPDLppsZCUxd94J8+dDUe97N5v1KMfrnZczkQdIJRInRo66TVk9Ohu5ig78xDs8htWq/05fecXrpw55FStm7/H1hsOhV2YKz0hiI4JGoUJ6A+yDB2HiV4V5p83vbIuqi8Od5CbrijFqFAwcaEo8Zcua0gygr0U33CCJTUE2aJDuTLyU1TSgEju5lZ/5g1Y5kgx7VFF45BHYulXPKi1UyKeYDAPem1Kc6e3Gk0ASjzCav6jHfhI5Rgl2cAVT6E5DlnE16/iFDthsem7crFnu7+BQEPXubUpxZ+65x/c2ChpDKR/rzhcAeb3lujjPmTPw/PPw4Yd6mZLFkv3qkLXfTe3a8OKLcPvtpj31li1QvbppzfHdd3qjO1EwpadDmTJ6IvHlEpwspThMAgcpYkklunwxZmyqiBFl/nim3Q7DhuktpJzO3OPL+lO79lqdU11xhelhhBSl9PD6hg3u/7zPZ7NBx456pDG/y+trqCQ2bpDEJghkrXucNAn27NHLlYoVg+uu07vGXXddzkp/JmjZUlcPvdTqhkT2cwPzKcFxnFg4Sklm0YaT6P2hLBaIi9N7FPraNS3yt1mz9Dxfp9P9QsEWiy4UvGQJXHONf+M7cgQ+/VRv1nj+HlAREXD33fpPrX59/8YQSj7/HHr18v7xCxZA8+bmxRMoktgEIUlsCq7p06FTp9zuUbRkHgN4j9uZjhWna9jAgiKNCCbTgw8YwN9h9Zk3D5o0ycvIRbCaOlUnCRfrGTmf1aqTip9/hhtvzJv4QCddKSl6FV9UFBQvDmFheff8oUIpuO8+neB4eqV98UV45hn/xJXX8voaKnNshLiEjh3hoYeydwYV4gw/0pG53MRt/OTa/duCcu37E0k6PfmCVTRga9uBNLnex4IWImR07Qrz5ukFTZB7L17WsaZN9V6ueZnUgP59j4mBChV0b6MkNd4xDF2Y8957z319KVlTBZ9+Wt+EdySxEeISDEPv19K7t/46klRm05pb+BXgkntIZd1X8df39QxAbwbaRUhq2hRWrtSVrXv10svBIyP1XOAyZfTGiZs360VPtWsHOlrhi7Aw+Owz+OgjqFpVH7swmc36ul49PRfvpZf8MrJeYMhQlBtkKEoopecvlxnajVvOTnP10njkuef0RGghRIGklJ6zN3EibNumh/uKF4dataBfv3O9eKFG5tgEIUlsBKA/Qtes6f3jIyMhKUn38RcwWW/of/2lCx9GRuqeiY4dfSrDIoTIB/L6GiprNIRw1/jx59a8eiM9Hb74wrQ6O/nBqVN64uSYMbr0isWiJ8Q6nXqlWaFCepivf3/9qVUIIXwlPTZukB4bwdmzehblmTPet2EYUKWKLpBTAAbQN23S2xjt33/p87ISnbfegkcfzZvYhBB5R3pshAhGW7b4ltSAHo/Ztk23Y8ZGMkFs82ZdWujs2cufm1Uj6LHH9PlPPeXf2EQAHD2qC+T89de5NeRlyujlQtddF+joRIiRxEYId5i5LffJkyGd2KSkQKNG3uWBTz8NNWpIheaQsX49vP46fPPNuQzW6dQ9llarrgR49dW6q+7eey+9mZYQbpLfIiHcEZH7bt1eCfEtvrt10xOEvTVkiOfFzEQQmj4dGjTQFcMzM7NXJFTq3Fy19ev1RKu779bz0ITwkSQ2QrgjMdGcdsLC9FYQIWryZPjtN9/a2LtXL4cV+diMGajOnVGZmZefbJ+V7EydCj16SL0n4TNJbIRwR8WKevc/X7rKbTbdnRGiG0YpBU8+aU5boVJKvkA6cABHpztwKjA86XpzOuH77+Gdd/wXmygQJLERwl2DB/v2adJu1yVlQ9S8eZdfAeWupCTYvt2ctkTeWtn3I1RGBla8HE986y3vSyoIgSQ2QrjvjjugRAnvem2sVqhbN6RXgLz3nrlzPz/4wLy2RN74YWomFWa8jw0f9kY7eBB+/dW8oESBI4mNEO6KjNSrOwzDszo0FouuRDd5ckjXr1m+3NzpEXPmmNeW8L+MDPj2gd+J44hvDVmtemMlIbwkiY0QnmjVSic3Npt73RNWq94zYOZM37ZjyAdSUsxt7/hxc9sT/vXDDxB3ajsOXy8rDoeuGyWElySxEcJTXbrAggW6WAvkPhnYatW9M23bwooV584NYWauiAe9gEzkH2PHQlHjNE4zLiunT/vehiiwJLERwhuNGsGiRboGR9++etVUTIzeqrdKFXjiCfj3Xz1XoFq1QEebJ8qWNa8tw4CEBPPaE/518iQsXgwpqigWTBiPlK1rhA9Cc92pEHnlqqvg/fcDHUVQ6N1bF5A1q7he9+7mtCP8L2vYcAtXYvUxsVFWK0aNGiZEJQoq6bERQpiiVy8IDzenrYgIXWFf5A9Zk8Zn0Yb9JHq70BsAw+GAhx4yJS5RMEliI4QwRbFi0LOnnl7kC6tV9/7IaET+UaKE/teJlfcY4PU8GyeQmVBOz00TwkuS2AghTPPGG1C1qvfFla1WKFcOXnrJ3LiEf5Uoocs0WSzwMQ9wlkJerY6yANb/PSmbYQqfyG+PEMI0MTHwxx86ufH02mS16i25/vgDSpb0T3zCf7IKcx8hjtv4CScWj5IbJwYbG/TEMqC/H6MUBYEkNkIIU5UpA0uXQv/+EBV1+fMtFr0K6tZbYeVKqFzZ/zEK891117nhw/m05BZmkEYkmZdZo2JHj11OtPQlccbEkC5iKfKGJDZCCNPFxOi6JocO6UVj112nhyvOH6LKWtI9YgTs2gXTp0Pp0oGKWPiqUCG9zVOWP2hNHf5mPA9xhkI4McjAhh0LmdhcCc8imtKJ7zk5ajzFS8lCXeE7QymzFmeGrpSUFGJiYkhOTiZaZjQK4bP0dF2AT6ZShJ4XXoDnn89+rDCn6cEU6vEXxThJKlHspwyTuZt/qMHgwfDuu9JZE6ry+hoq6XFBd+YMTJkCU6fqzecyMyE2Fm68Efr1g/LlAx2hCEFmVykWweO553TP26OP6gQW4IwqwgT6ZTvPYtHzql57GR5/XJIaYR7psXFDSPbYHD+uP1pNnAhnz+pj5/8qWK16JuCtt+rzrrkmMHEKIfKl5GT4/HMYMwa2b89+X4UKMGiQXtYfGxuQ8ISZTp7U28wcO6a/jo2FFi10DQjy/hoqiY0bQi6x2bVLb+a4a5fecO5SrFY9MWLaNOjQIS+iE0KEEKVgxw59zVNKz7WqUkWGIUPCmjXw3nvw5ZfnuueyREbC3XfDgAGkVK4siU2wCanE5sgR1LXXovbux+K0u/cYw9AJzqxZ0LKlf+MTQggR3Ox2vexxwgT9wdd+kWvJf/el9O5NzGef5dk1VHLmAsbRpx/OPfvcT2oAlEI5ndCpk56TI4QQomByOOCOO+Djj/XXF0tqzr/vs8/8Htb5JLEpQBw792D8/CNWdZnhp1wYTicqOZmzE7/yQ2RCCCHyhSeegJ9+Mm+3Wz+QxKYAWdzrI6/3cAFwYmH3Y6NZtzZ4f6GFEEL4SVISjB4d1EkNSGJTYKSlwZWLJmLD896aLFac1HBsoF/j9axbZ2JwQgghgt/EiUGf1IAkNgXG1K+dlFKHTGkrLn0fbdrAiROmNCeEECLYORx6BZTTGehILksSmwLi0w/SsGBOph3hPMuRI3k+H0wIIUSg7N+vi7jmA5LYFBDrtka5NpvzVTIxgN4LKB8k70IIIXyVj7roJbEpIM6mGmzgKhw+/sidGGyiJkrBzp0wd65JAQohhAhe+WgfFElsCohChWAcA7HgfRdLJjZ+5DYOUAbQNfvWrjUpQCGEEMErLi7QEbhNEpsConJl+JrunKaI122EYec9Brq+tlj0FiFCCCFCXIkSeiseqzlTGvxJdvcuIB58EPquKsybDON5nsfTjXQzsbGOOszlRtcxpXRPkBBC7NsHX32l55impUFMDNSvD7ffDuHhgY5OmGLQIPjjj0BHcVmyV5QbQmGvqDNndE9i6lkn39CVLnzv9iqpTGwkEc+1rOQQ8a7jhvH/9u4+qqn7/gP4OwkkBJEHQQgqCFYUUKpO1KLWzpmVWk5Xq6usSy0yxemAquzY6jz1Ya2TrR67rSruocLcrFjPRJ3rdBQRq0VAFARBtC0W2/FQtYCiFUi+vz/uz9umoICERML7dU6O5t7vTT73oyQf7v0+AKmpQExMT0VNRA+7o0elFbwPHvxmWbm7WlqkhZ4XL5aWFho0yHZxmmltlQLeulVayPHmTakPiZ8fsGABEBsrXaEgc0ajtDR7dXWXRo40AnADuFYUWVa/flKxLaDET7EbqYgFIBUt92L8/9KnAiPwGE6ZFTWAtHjrc8/1ZNRE9LAymYAVK4AZM4B//1u6gmsyScXM3QcgreqdnAyMGgXk5to2ZgghFTNDhgBz5gA5OdJon5YWqbgpL5eWDPD1lQqchgYbB/yQUamA9HTpT0VXr/tbDwubPuTXvwZCQ4FWOGIh/go9MnEIUTBBASOUaIYjmuEoDws/j1FYiL9iAk7LHYbvcnAA5s8HeukFLCLqBiGkX5Q2bZKe328dRED6Rf/GDWD6dCAvr+fja5fJJF06SkgAamu/Cay9ds3NwN/+Bkye3GvmbrGaqVOBf/4TcHSUOlp2RKm0+r1I3orqBHu4FXXX9euATvfNb1MAMARXMAv7MRBfwhEt+AoeOI5pyMMk4B69cRQK4Nw5YPRo68RNRA+Pd94BFi7s+nEqldT35tIlG9zpWbHim0qssxwcgJAQ4ORJoH//nomrt8rPB5Ytky7DOTi0rW7vbouIQOMbb8BtxgyrfYeysOkEeypsAODIEWDmzO4t+fHWW9L/aSLqW0wmYPhw4PLlB/sMUSik+iIpyeKh3dtHHwFTpjzYsSoVsHw58Oablo3JXpw7B6SkAPv3fzNM1t1d6jW+ZAnw6KNW/w5lYdMJ9lbYAMB77wEGg3QltrP/AxQKqe0bbwCrV/dsfET0cPrgA+CHP3zw4xUKqf/pJ5907k6GRfz0p8DevR3fM7sXV1dpZWut1rJx9RHW/g5lH5s+au5caTTD2LHS8870Axs7FsjIYFFD1JelpEh3GR6UENLVnuxsi4V0f3V13StqAKCxEdizx3IxUY9iYdOHPf44cOaMdKs0JkYalnm3s7tKBbi4AEFB0sjH/Hyp7axZto6aiGyppKR7NQIgXakpK7NMPB3KyGi/k3BXKJXArl2WiYd6HCfoI0yYIM1HQ0TUkcbG7r+GUmmZ1+mUmhrpEtO3R0x0lckE/O9/louJehSv2BARUadZYrZxk0maW8sq7tx5uF6HehwLGyIi6rRHHun+ckEmk9SB2Co8PLo0S+49cSbiXoOFDRERdVpcXPe7rAwYAERFWSaeDkVEdD9glUrqlEi9AgsbIiLqtFmzAC+vBz9epZKmN7HaZLRTpkiT7HVnCQCjUZq1mHoFFjZERNRpajXw8ssPVicoFFLH4UWLLB/Xfd80MfHBj1epAL1eGiJKvQILGyIi6pKVK6VJ+rra10YIadS0v3/PxHVP8+YBgYEPNgGPQgGsW2fxkKjnsLAhIqIucXQE9u0DnnxS+t7v6OqNSiU9du4Enn/eOjGacXEBMjOlqf47W9zcPbHU1AdfjoFsgoUNERF1Wb9+wMGD0rpxAQHStu/WDHcn/Hz6aeDECenCic0MGwYUFEh/3g3uXpRKQKORqrcXX7ROfGQxXCuqE+xxrSgiIksxmYCsLODvfwc+/xxoapJGPoWHS6OorH7r6X5aWqQFG99+G/jww7b7hwyR+uTExgIDB1o9PHvERTAfQixsiIjs0IULQHEx0NAgzTw4ZIg0rLu7E/WQGWt/h3JJBSIi6puCg6UH2RX2sSEiIiK7wcKGiIiI7AYLGyIiIrIbLGyIiIjIbvSpwmbr1q0ICAiAk5MTJk2ahPz8fFuHRERERBbUZwqbPXv2ICkpCWvXrsWZM2cwZswYREZGoq6uztahERERkYX0mcJm8+bNiIuLQ2xsLEJDQ7F9+3Y4Oztjx44dtg6NiIiILKRPzGPT3NyMwsJCrFq1St6mVCqh1+uRm5vbpv2dO3dw584d+XlDQwMAaZIhIiIi6ry7353Wmg+4TxQ2V69ehdFohI+Pj9l2Hx8fXLhwoU37jRs3Yv369W22+/n59ViMRERE9uzatWtwc3Pr8ffpE4VNV61atQpJSUny8/r6egwdOhRVVVVW+UchqcL38/PDlStXuIyFlTDn1secWx9zbn0NDQ3w9/fHgAEDrPJ+faKw8fLygkqlQm1trdn22tpa6HS6Nu01Gg00Gk2b7W5ubvxBsDJXV1fm3MqYc+tjzq2PObc+pdI63Xr7ROdhtVqN8ePHIysrS95mMpmQlZWFiIgIG0ZGREREltQnrtgAQFJSEmJiYhAeHo6JEyfi97//PZqamhAbG2vr0IiIiMhC+kxhEx0djS+//BJr1qxBTU0Nxo4di8OHD7fpUNwejUaDtWvXtnt7inoGc259zLn1MefWx5xbn7VzrhDWGn9FRERE1MP6RB8bIiIi6htY2BAREZHdYGFDREREdoOFDREREdkNFjadsHXrVgQEBMDJyQmTJk1Cfn6+rUPqlTZu3IgJEyagf//+8Pb2xqxZs1BRUWHW5uuvv0Z8fDw8PT3h4uKCOXPmtJlYsaqqClFRUXB2doa3tzdWrFiB1tZWa55Kr5WcnAyFQoFly5bJ25hzy/viiy/w4osvwtPTE1qtFmFhYTh9+rS8XwiBNWvWwNfXF1qtFnq9HpcuXTJ7jevXr8NgMMDV1RXu7u5YsGABbt68ae1T6RWMRiNee+01BAYGQqvV4pFHHsHrr79utjYRc949x48fxzPPPINBgwZBoVBg//79Zvstld9z587h8ccfh5OTE/z8/PC73/2u68EKuq/09HShVqvFjh07xPnz50VcXJxwd3cXtbW1tg6t14mMjBSpqamitLRUFBUViaefflr4+/uLmzdvym0WL14s/Pz8RFZWljh9+rR47LHHxOTJk+X9ra2tYvTo0UKv14uzZ8+K999/X3h5eYlVq1bZ4pR6lfz8fBEQECAeffRRsXTpUnk7c25Z169fF0OHDhXz588XeXl54tNPPxVHjhwRH3/8sdwmOTlZuLm5if3794vi4mLxox/9SAQGBorbt2/LbZ566ikxZswYcerUKfHhhx+K4cOHixdeeMEWp/TQ27Bhg/D09BSHDh0SlZWVYu/evcLFxUX84Q9/kNsw593z/vvvi9WrV4t9+/YJACIjI8NsvyXy29DQIHx8fITBYBClpaVi9+7dQqvVij/96U9dipWFTQcmTpwo4uPj5edGo1EMGjRIbNy40YZR2Ye6ujoBQOTk5AghhKivrxeOjo5i7969cpvy8nIBQOTm5gohpB8upVIpampq5DYpKSnC1dVV3Llzx7on0IvcuHFDBAUFiczMTPHEE0/IhQ1zbnmvvvqqmDp16j33m0wmodPpxJtvvilvq6+vFxqNRuzevVsIIURZWZkAIAoKCuQ2//nPf4RCoRBffPFFzwXfS0VFRYmf/exnZttmz54tDAaDEII5t7TvFjaWyu+2bduEh4eH2efKq6++KkaOHNml+Hgr6j6am5tRWFgIvV4vb1MqldDr9cjNzbVhZPahoaEBAOSF0QoLC9HS0mKW7+DgYPj7+8v5zs3NRVhYmNnEipGRkWhsbMT58+etGH3vEh8fj6ioKLPcAsx5Tzh48CDCw8Px/PPPw9vbG+PGjcNf/vIXeX9lZSVqamrMcu7m5oZJkyaZ5dzd3R3h4eFyG71eD6VSiby8POudTC8xefJkZGVl4eLFiwCA4uJinDhxAjNnzgTAnPc0S+U3NzcX06ZNg1qtlttERkaioqICX331Vafj6TMzDz+Iq1evwmg0tpmd2MfHBxcuXLBRVPbBZDJh2bJlmDJlCkaPHg0AqKmpgVqthru7u1lbHx8f1NTUyG3a+/e4u4/aSk9Px5kzZ1BQUNBmH3NueZ9++ilSUlKQlJSEX/3qVygoKMDLL78MtVqNmJgYOWft5fTbOff29jbb7+DggAEDBjDn7Vi5ciUaGxsRHBwMlUoFo9GIDRs2wGAwAABz3sMsld+amhoEBga2eY27+zw8PDoVDwsbson4+HiUlpbixIkTtg7Frl25cgVLly5FZmYmnJycbB1On2AymRAeHo7f/OY3AIBx48ahtLQU27dvR0xMjI2js0/vvfcedu3ahXfffRejRo1CUVERli1bhkGDBjHnfRBvRd2Hl5cXVCpVmxEitbW10Ol0Noqq90tISMChQ4eQnZ2NIUOGyNt1Oh2am5tRX19v1v7b+dbpdO3+e9zdR+YKCwtRV1eH733ve3BwcICDgwNycnLwxz/+EQ4ODvDx8WHOLczX1xehoaFm20JCQlBVVQXgm5zd73NFp9Ohrq7ObH9rayuuX7/OnLdjxYoVWLlyJX7yk58gLCwM8+bNw/Lly7Fx40YAzHlPs1R+LfVZw8LmPtRqNcaPH4+srCx5m8lkQlZWFiIiImwYWe8khEBCQgIyMjJw9OjRNpccx48fD0dHR7N8V1RUoKqqSs53REQESkpKzH5AMjMz4erq2ubLhIAZM2agpKQERUVF8iM8PBwGg0H+O3NuWVOmTGkzjcHFixcxdOhQAEBgYCB0Op1ZzhsbG5GXl2eW8/r6ehQWFsptjh49CpPJhEmTJlnhLHqXW7duQak0/zpTqVQwmUwAmPOeZqn8RkRE4Pjx42hpaZHbZGZmYuTIkZ2+DQWAw707kp6eLjQajUhLSxNlZWVi0aJFwt3d3WyECHXOkiVLhJubmzh27Jiorq6WH7du3ZLbLF68WPj7+4ujR4+K06dPi4iICBERESHvvzv0+MknnxRFRUXi8OHDYuDAgRx63AXfHhUlBHNuafn5+cLBwUFs2LBBXLp0SezatUs4OzuLf/zjH3Kb5ORk4e7uLg4cOCDOnTsnnn322XaHxo4bN07k5eWJEydOiKCgIA49voeYmBgxePBgebj3vn37hJeXl3jllVfkNsx599y4cUOcPXtWnD17VgAQmzdvFmfPnhWfffaZEMIy+a2vrxc+Pj5i3rx5orS0VKSnpwtnZ2cO9+4Jb7/9tvD39xdqtVpMnDhRnDp1ytYh9UoA2n2kpqbKbW7fvi1+8YtfCA8PD+Hs7Cyee+45UV1dbfY6ly9fFjNnzhRarVZ4eXmJX/7yl6KlpcXKZ9N7fbewYc4t71//+pcYPXq00Gg0Ijg4WPz5z382228ymcRrr70mfHx8hEajETNmzBAVFRVmba5duyZeeOEF4eLiIlxdXUVsbKy4ceOGNU+j12hsbBRLly4V/v7+wsnJSQwbNkysXr3abNgwc9492dnZ7X5+x8TECCEsl9/i4mIxdepUodFoxODBg0VycnKXY1UI8a2pGYmIiIh6MfaxISIiIrvBwoaIiIjsBgsbIiIishssbIiIiMhusLAhIiIiu8HChoiIiOwGCxsiIiKyGyxsiIiIyG6wsCEiu5SWlgZ3d/cO2ykUCuzfv7/H4yEi62BhQ0TdYjQaMXnyZMyePdtse0NDA/z8/LB69ep7Hvv9738fCoUCCoUCTk5OCA0NxbZt2ywSV3R0NC5evCg/X7duHcaOHdumXXV1NWbOnGmR9yQi22NhQ0TdolKpkJaWhsOHD2PXrl3y9sTERAwYMABr16697/FxcXGorq5GWVkZ5s6di/j4eOzevbvbcWm1Wnh7e3fYTqfTQaPRdPv9iOjhwMKGiLptxIgRSE5ORmJiIqqrq3HgwAGkp6dj586dUKvV9z3W2dkZOp0Ow4YNw7p16xAUFISDBw8CAKqqqvDss8/CxcUFrq6umDt3Lmpra+Vji4uLMX36dPTv3x+urq4YP348Tp8+DcD8VlRaWhrWr1+P4uJi+QpRWloagLa3okpKSvCDH/wAWq0Wnp6eWLRoEW7evCnvnz9/PmbNmoVNmzbB19cXnp6eiI+PR0tLiwUySUTd5WDrAIjIPiQmJiIjIwPz5s1DSUkJ1qxZgzFjxnT5dbRaLZqbm2EymeSiJicnB62trYiPj0d0dDSOHTsGADAYDBg3bhxSUlKgUqlQVFQER0fHNq8ZHR2N0tJSHD58GB988AEAwM3NrU27pqYmREZGIiIiAgUFBairq8PChQuRkJAgF0IAkJ2dDV9fX2RnZ+Pjjz9GdHQ0xo4di7i4uC6fLxFZFgsbIrIIhUKBlJQUhISEICwsDCtXruzS8UajEbt378a5c+ewaNEiZGVloaSkBJWVlfDz8wMA7Ny5E6NGjUJBQQEmTJiAqqoqrFixAsHBwQCAoKCgdl9bq9XCxcUFDg4O0Ol094zh3Xffxddff42dO3eiX79+AIAtW7bgmWeewW9/+1v4+PgAADw8PLBlyxaoVCoEBwcjKioKWVlZLGyIHgK8FUVEFrNjxw44OzujsrISn3/+eaeO2bZtG1xcXKDVahEXF4fly5djyZIlKC8vh5+fn1zUAEBoaCjc3d1RXl4OAEhKSsLChQuh1+uRnJyMTz75pFvxl5eXY8yYMXJRAwBTpkyByWRCRUWFvG3UqFFQqVTyc19fX9TV1XXrvYnIMljYEJFFfPTRR3jrrbdw6NAhTJw4EQsWLIAQosPjDAYDioqKUFlZiaamJmzevBlKZec+mtatW4fz588jKioKR48eRWhoKDIyMrp7Kh367u0uhUIBk8nU4+9LRB1jYUNE3Xbr1i3Mnz8fS5YswfTp0/HOO+8gPz8f27dv7/BYNzc3DB8+HIMHDzYraEJCQnDlyhVcuXJF3lZWVob6+nqEhobK20aMGIHly5fjv//9L2bPno3U1NR230etVsNoNN43lpCQEBQXF6OpqUnedvLkSSiVSowcObLDcyEi22NhQ0TdtmrVKgghkJycDAAICAjApk2b8Morr+Dy5csP9Jp6vR5hYWEwGAw4c+YM8vPz8dJLL+GJJ55AeHg4bt++jYSEBBw7dgyfffYZTp48iYKCAoSEhLT7egEBAaisrERRURGuXr2KO3futGljMBjg5OSEmJgYlJaWIjs7G4mJiZg3b57cv4aIHm4sbIioW3JycrB161akpqbC2dlZ3v7zn/8ckydP7vQtqe9SKBQ4cOAAPDw8MG3aNOj1egwbNgx79uwBIM2fc+3aNbz00ksYMWIE5s6di5kzZ2L9+vXtvt6cOXPw1FNPYfr06Rg4cGC7c+U4OzvjyJEjuH79OiZMmIAf//jHmDFjBrZs2dLl+InINhTiQT5xiIiIiB5CvGJDREREdoOFDREREdkNFjZERERkN1jYEBERkd1gYUNERER2g4UNERER2Q0WNkRERGQ3WNgQERGR3WBhQ0RERHaDhQ0RERHZDRY2REREZDf+D92ORjonbmc5AAAAAElFTkSuQmCC", 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" ] @@ -337,7 +318,7 @@ ], "metadata": { "kernelspec": { - "display_name": "venv", + "display_name": "myvenv", "language": "python", "name": "python3" }, @@ -351,7 +332,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/notebooks/server_side/2_selective_sensing_braitenberg.ipynb b/notebooks/server_side/2_selective_sensing_braitenberg.ipynb index 583a163..3000808 100644 --- a/notebooks/server_side/2_selective_sensing_braitenberg.ipynb +++ b/notebooks/server_side/2_selective_sensing_braitenberg.ipynb @@ -4,15 +4,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-08-14 14:49:33.389880: W external/xla/xla/service/gpu/nvptx_compiler.cc:760] The NVIDIA driver's CUDA version is 12.2 which is older than the ptxas CUDA version (12.5.40). Because the driver is older than the ptxas version, XLA is disabling parallel compilation, which may slow down compilation. You should update your NVIDIA driver or use the NVIDIA-provided CUDA forward compatibility packages.\n" - ] - } - ], + "outputs": [], "source": [ "import time\n", "\n", @@ -90,6 +82,26 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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n4emnCzZjKrifigkKgl27oFq1gp3rL9OnT2fw4MGkpKQQFhZmTRF/k+PMYWPSxr8mKsuBoweOcu+ye9mbduFJWRw2B13rdGVO3zmBLVRExEsr3ljB/Ifnez9A1YCRe0YSVd2aBTz/6TPUH9QTUgCPPw7XXuteMTe/zvSgzZpVuAHkww8/ZOnSpezevZs5c+bw6KOP0rt37yITQAAcdgflw8p7fX6OK4dhbYb5sSIREf9qPqg59mA73gyBM+wG9brVsyyAFAaFkAJwOODLL93jOgzjr4DxT8fb7TB9uvt2TmFKTEzk9ttvp0GDBowaNYpevXoxadKkwi0iHy6KvIgg27kTmV2IzbDRv0l/Ol/cOQBViYj4R1j5MG75uOAfAIbdICImgq7vdg1AVUWHQkgBhYfD3Lnw3//CxRe7t/394RK73d1b0q0bLF8O/foVfp2PPPIIe/bs8dxyevPNNynjj+eM/SzYHkzdCnVx2Bz5flrGwOCG2jcw5eYpJXawloiUHA17NuSm92/CsBkYtgv/m2Vz2ChbpSwDFw2kbBX/DG4tqvSIrhccDhgxAoYPd0/D/tFH8McfkJbmHrzaujXcdRdcdJHVlRYPYUFhNKjYgF1H3JOa5fXUzJmAEmQP4oG2DzCm8xi/PF0jIlIYWgxuQXSNaOL/Hc+BVQewOWznzP1h2NyP4jbu25hrx15LRKyfJpYqwjQwtQADUyWwMjIy2LZzGzP3z2TcunGczjnt2VcruhYj2o5gYPOBPo0jERGxWuKGRBImJrB74W4yTmRgD7YTHhNOk9ua0GJwC8pULDq91oEemKoQohBSZJz98wgOCSY1M5X07HSiQ6MJc4Tp1ouISCELdAhRf7aPNh/ezPRN0zl46iAZORlEhUTRqkorbmtyG2VDSva9vECyGTaiQ6OJDo22uhQREQkQhRAvmKbJF1u/4K2Vb7Fs/zIcNgemaWJiYjNs/G/d/xj942gGNx/MyEtHUrt8batLFhERKXL0dEwBZTuzGTJvCL0+68XKP1YC7vkqnKYTl+kix5WDiUl6djrvrX2PZu82Y/6u+RZXLSIiUvQohBSAaZoMnjuYaRumAeA0/3mNlRxXDhk5Gdw440YW71kc+AL/tHjxYgzDIDk52adjREREAkkhpADGrRrH9F+m/zXNeD64TBcu08VNM2/iSNqRAFZXMB06dODQoUNERflnJj6FGhERKSiFkHxyupyMXT7Wq3Ndpou07DSmrJ/i56q8FxwcTGxsrJ44ERERyyiE5NO3O77l4MmDXp/vMl1MSJiA0/XPt3DyKzMzkwceeIDKlSsTGhrKZZddRkJCQq5jli1bRtOmTQkNDeXSSy9l8+bNnn159VwsXbqUyy+/nLCwMOLi4njggQdIS0vL9Z6PPvoocXFxhISEULt2bd5//3327NlDp06dAChXrhyGYTBo0CAAPv/8c5o0aUJYWBgVKlSgc+fOudoUEZHSSyEkn95b+x52w+5TG3+k/sGC3xf4pZ5HHnmEL774gg8++IB169ZRu3ZtunTpwvHjxz3HPPzww7z++uskJCRQqVIlunXrRnZ2dp7t7dq1i+uvv56ePXuyadMmPvnkE5YuXcrw4cM9xwwYMICZM2cybtw4tm7dynvvvUdERARxcXF88cUXAGzbto1Dhw7x3//+l0OHDtGvXz/uvPNOtm7dyuLFi+nRowclfGoaERHJJz2im09bjmy54EDUC7EZNrYf206X2l18aictLY2JEycybdo0brjhBgAmT57M/Pnzef/992nTpg0ATz/9NNdeey0AH3zwAdWqVWP27Nn07t37nDbHjBlD//79GTlyJAB16tRh3LhxXHnllUycOJF9+/bx6aefMn/+fDp3di8ad/GZxXOA8uXds5hWrlyZ6OhowB1scnJy6NGjBzVq1ACgSZMmPn3vIiJScqgnJJ9OZZ3yuQ2bYeNk1kmf29m1axfZ2dl07NjRsy0oKIi2bduydetWz7b27dt7/rt8+fLUq1cv1/6zbdy4kWnTphEREeF5denSBZfLxe7du9mwYQN2u50rr7wy33U2a9aMa665hiZNmtCrVy8mT57MiRMnvPiORUSkJFIIyafw4HCf23CZLsoGF81ZVE+dOsU999zDhg0bPK+NGzeyY8cOLrnkEsLCwgrcpt1uZ/78+Xz33Xc0bNiQ8ePHU69ePXbv3h2A70BERIobhZB8ql+hvs9jQlymi0vKX+JzLZdccgnBwcEsW7bMsy07O5uEhAQaNmzo2bZy5UrPf584cYLt27fToEGDPNts2bIlW7ZsoXbt2ue8goODadKkCS6XiyVLluR5fnBwMABOZ+5bVoZh0LFjR5599lnWr19PcHAws2fP9vp7FxGRkkMhJJ/ubnW3z2NCYiNiue6S63yuJTw8nPvuu4+HH36Y77//ni1btjB06FDS09MZMmSI57jnnnuO+Ph4Nm/ezKBBg6hYsSLdu3fPs81HH32U5cuXM3z4cDZs2MCOHTuYO3euZ2BqzZo1GThwIHfeeSdz5sxh9+7dLF68mE8//RSAGjVqYBgGX3/9NUeOHOHUqVOsWrWKl156iTVr1rBv3z6+/PJLjhw5ct4gJCIipYtCSD51q9eNmPAYr8+3GTaGtRmGw+afscAvv/wyPXv25I477qBly5bs3LmTH374gXLlyuU65sEHH6RVq1YkJiby1VdfeXos/q5p06YsWbKE7du3c/nll9OiRQueeuopqlat6jlm4sSJ3Hrrrdx///3Ur1+foUOHeh63veiii3j22Wd57LHHiImJYfjw4URGRvLTTz9x4403UrduXf7zn//w+uuvewbTiohI6WaYJfx5yX9ahvjspeNDQ0Mv2NZLi1/lP0seLdCMqQA2bIQ6Qtn14C5iI2ILdG6g/PDDD9xwww1kZGScN5gUtoL+PEREJLD+6TPUH9QTkg8uF+zeDZ3DH+Kq2O4YBbhsBgYY8GWfL4tMAElKSmLu3LnUqVOnyAQQEREpfRRCLsDlgh074Ngx9y2VF5rPpHOVXgAXDCMOm4MQewhz+szxeW4Qf7rxxhtZsGABb7/9ttWliIhIKabJyi5g7144edbUHsH2EF5oMYMOlW9g1u7/si11PXbDgct0YmJiw46JicNwcGvd23ii0//RqHIj676BPKxdu9bqEkQKJD0dypSxugoR8TeFkH9w+rS7B+TvbIaNf1UbyL+qDeTX5AS+O/AxRzMOkuFMp2xQORpEtaJrtYFUDC9Pw0qFX7dISWKasGULtG5tdSUi4m8KIXDetUyOHAHDcP8jeD6NotvQKLpNnvuysyE5Gc56YEX+QQkfIy1eWrQIzlohQERKkFI9JiQoKAiA9PT0c/Y5nXD06D8HkPw4fNi380uTMz+HMz8XEYCvv4Y/lx4SkRKmVPeE2O12oqOjOfxnUihTpgyGYQCQluYelOqrkyfdt3X+bFbyYJom6enpHD58mOjoaOx232amleLH5YKFC+Hdd2HTJkhNdY8BiYtz/0KQnQ16kEuk5CnVIQQgNtb92Ozhv3VZpKe7e0L84fffwVaq+5zyJzo62vPzkNLBNGHqVHjxRfffE4cDcnL+2r9nj/uYiy6CBx6Axx93HyMiJUOpnqzsbE6nk+zsbM/XixfDvff6p4ZNm/Rb3IUEBQWpB6SUcbngwQdhwoT8HW8YcN118MUXEO77epIikg+BnqxMv1P8yW635/oQrFDB/Xiur8LCIAA/N5Fi77HH8h9AwN0jMn8+9O4Nc+eqR0SkJNBNgvNo2dLdBewLhwP69PFPPSIlycKF8OqrBT/P5YLvvoN33vF/TSJS+BRCzsNuh+HDfRvLkZMD99/vv5pESopx43zryXjrLf8MHBcRaymE/IM773SHEW/Y7dCiBbTJewoRkVLrjz9g3rzcA1ALwjTdazktXOjfukSk8CmE/IPKld2/sRWUYbgHor7/vv9rEinuZs70/ZF1hwM++sg/9YiIdRRCLuDee+GFF/J/vN0OoaHu3/RatAhcXSLF1YED3vcwnpGTA/v3+6ceEbGOQkg+PPGE+7euM1NY/NM/oE2bwrJl0Llz4dQmUtycPu2fdtLS/NOOiFhHISSfbr/d/ZvX7Nlw5ZW5g0iZMlClCixdCuvWqQdE5J9ERfmnnQoV/NOOiFhHT9oXgMMB3bu7X6bp/k3M4XDffvn4Y03NLpIfrVq5p2H3hd3ubkdEijf1hHjJMCAiwh1AAG69FbZts7YmkeLgllugfHnf2nC5YOhQ/9QjItZRCPGT0FCoW9fqKkSKvuBguO8+7wenOhzwr39B9er+rUtECp9CiB81bmx1BSLFw/33Q9my3gUR04R//9v/NYlI4VMI8SN/DbgTKemqVoVvvnH3auQ3iJwZczVlClx6aeBqE5HCoxAiIpbo0AGWLHEv8Hih5RHsdndg+eQTGDCgcOoTkcBTCBERy7RrBzt3wtixUKOGe5vN5g4cZ4JJuXLw6KOwY4d7BV0RKTkM0zRNq4sIpNTUVKKiokhJSSEyMtLqckTkPFwu93owW7ZAaiqEh0PNmnDjjRASYnV1IqVToD9DNU+IiBQJNpt7pmHNNixSeuh2jIiIiFhCPSFSZORk5nDywEkyUjIIKhNE2SplCYlUP7yISEmlECKWO7b9GGveXcO6/60j62SWZ7thN2jQswFth7Wl+uXVMTQvvohIiaIQIpbJOpXFnEFz2PrFVgy7genMPUbadJr89uVvbPl0C5UaVaLP7D5UqKNVy0RESgqNCRFLZCRnMOWyKfw25zeAcwLIGa4cFwBHfzvK5LaTObT+UKHVKCIigaUQIoXOme1k1s2zOLz58HnDx9+ZTpOsk1l8fN3HpOxPCXCFIiJSGBRCpNBt+WwLe3/am+8AcobpNMlIzuCn534KUGUiIlKYFEKk0K0avwrD5t0gU1eOi40fbyQjOcPPVYmISGFTCJFClbgxkQMrD2C6vJ+o15npZOOHG/1YlYiIWMHSEOJ0OnnyySepVasWYWFhXHLJJTz//POcPZO8aZo89dRTVKlShbCwMDp37syOHTssrFp8sfO7nRh2Hx+1NWH7V9v9U5CIiFjG0hDyyiuvMHHiRCZMmMDWrVt55ZVXGDt2LOPHj/ccM3bsWMaNG8e7777LqlWrCA8Pp0uXLmRkqDu+OEo/lu71rZizpR1O80M1IiJiJUvnCVm+fDk333wzXbt2BaBmzZrMnDmT1atXA+5ekLfeeov//Oc/3HzzzQB8+OGHxMTEMGfOHPr27XtOm5mZmWRmZnq+Tk1NLYTvRERERArK0p6QDh06EB8fz/bt7q71jRs3snTpUm644QYAdu/eTWJiIp3PWtEqKiqKdu3asWLFijzbHDNmDFFRUZ5XXFxc4L8RybcyFcr4NB4EAAPCK4f7pyAREbGMpSHkscceo2/fvtSvX5+goCBatGjByJEj6d+/PwCJiYkAxMTE5DovJibGs+/vHn/8cVJSUjyv/fv3B/abkAKpc2OdAj+am5e6N9X1QzUiImIlS2/HfPrpp0yfPp0ZM2bQqFEjNmzYwMiRI6latSoDBw70qs2QkBBCQrToWVEV0zSGau2rcWCV90/I2EPsNBvQzM+ViYhIYbO0J+Thhx/29IY0adKEO+64g1GjRjFmzBgAYmNjAUhKSsp1XlJSkmefFD9tR7T1OoDYHDaaDWhGaFSon6sSEZHCZmkISU9Px2bLXYLdbsflcq8XUqtWLWJjY4mPj/fsT01NZdWqVbRv375QaxX/aXhrQ2pcWaPAj+oadoOw8mFc+eSVAapMREQKk6UhpFu3brz44ot888037Nmzh9mzZ/PGG29wyy23AGAYBiNHjuSFF15g3rx5/PLLLwwYMICqVavSvXt3K0sXH9iD7PSd25eYpjH5DiI2h42QyBBu/+F2IqtFBrhCEREpDIZ59sxghezkyZM8+eSTzJ49m8OHD1O1alX69evHU089RXBwMOB+TPfpp59m0qRJJCcnc9lll/HOO+9Qt27+BiampqYSFRVFSkoKkZH68CpKstKymHvnXLZ8ugXDbuQ5YNXmsOHKcVG5SWX6fNmH8rXLW1CpiEjpFOjPUEtDSGFQCCn6ju86zpp317Bu8joyU/6a48XmsNGwV0PaDGtDXIc4DMP3Sc5ERCT/FEJ8pBBSfDiznJw8dJLMlEyCygQRERtBcESw1WWJiJRagf4MtfQRXZGz2YPtRNeItroMEREpJFpFV0TkbKYJ6enw51N6IhI4CiEiIqmp8M470KgROBwQHu7+s1o1eO45OHTI6gpFSiSFEBEpvXJy4LHHIDYWhg+HrVv/6gExTThwwB1C4uKgXz9ITra0XJGSRiFEREqnjAzo1g3GjoXTp92hI69x+k6n+/XZZ3DppeoVEfEjhRARKX1cLhg4EH78Me/gkRenE3btguuug5MnA1ufSCmhECIipc+cOfDppwUffJqT475lM3ZsQMoSKW0UQkSk9Bk/Hux27851OmHiRMjK8m9NIqWQQoiIlC6//QaLF7vDhLeOHYPZs/1WkkhppRAiIqXLl1963wtyhs3mHqgqIj5RCBGR0uXwYXeI8IXLBYmJ/qlHpBTTtO0iYrksZxazt87m/fXv8/uJ3zmdfZrI0Ehaxrbk3tb3cln1y/y3gGF2tn/aSUqCffvcc4hocUURryiEiIhlsp3ZjFk6hnGrxnHs9DFshg2X6X5i5eCpg+w8vpMZm2dQv2J9nrziSW5rcpvvb1quXP4fy72Qd9+FiAho0MD9uuQSCAryT9sipYBCiIhY4mTmSbrP6s6iPYswcYeCMwHkjBxXDgDbjm6j/5f92Zi4kZc7v+xbr8iVV8KLL3p/Prhv59x1Fzz6qG/tiJRyGhMiIoUu25lNj096sGTvEk8A+Sdnjhm7fCzPLXnOtze/5hqoVcu3Wyh2OwwZ4lsdIqIQIiKF782VbxK/Ox6nWfDHZJ9Z8gwr9q/w/s1tNhgxwvvzHQ7o0wcqVvS+DREBFEJEpJA5XU7GrRqXrx6QvDhsDiYkTPCtiCFD3L0hjgLekbbZICQEnnjCt/cXEUAhREQK2bc7vuXAyQNen5/jyuHTXz/lcNph74uIjIT5892DVPMbROx297Hz5kH9+t6/t4h4KISISKH6cNOH2A3fJgtzmS4+/fVT3wq5+GJYswbq1XN/fb4JzM7MKVKuHCxZAldf7dv7ioiHQoiIFKp9Kfu8GgtyNrth50Cq970pHtWrw8aN8M037tVx8xqs2qIFfPCBe06QSy/1/T1FvGCa7sWbMzOtrsS/9IiuiBSq9Ox0v7RzOue0X9rBbocbb3S/9u1zry2TkgLh4VCzJjRs6J/3ESmgrCz3KgPjx8PKlX8t+hwRAbfdBvffD82aWVujrxRCRKRQlQst53MbJibRodG+F/N31au7XyIWe+89+Pe/4fhxd052nTWFzqlTMGUKTJrk7pybMsU9V15xpNsxIlKoWldtjcPm2+8/Oa4cWsS28FNFIkWHacLDD8O997oDCOS94HOOex4/EhKgXTtY4cNT61ZSCBGRQnVv63s9M6F6KzYilq51u/qpIpGi45VX4LXX8n+80wlpaXD99e47icWNQoiIFKq6Fepyda2rvX5CxmbYGNZmmM+9KVL0ZaRkcPS3oxxce5DjO4+Tk+FbeC3qdu9234IpKJfLHUSGDfN/TYGmv8UiUuievOJJFu1eVODz7IadqNAo7m51dwCqkqLANE32/rSXhLcT2PrlVkznX5PaBUcE02JIC1rf25qK9a2ZsdbpcrL20FoOpx0m25lNubBytKzSksiQSJ/bfu899xPhed1+uWBdTli4ELZvh7p1fS6l0Bim6a/lJIum1NRUoqKiSElJITLS9/+TiIh/vLfmPe795t58H2837ATbg1kyaAltLmoTwMrEKsd2HOOTWz7hyK9HsDlsuHJc5xxjOAzMHJN6N9Xjlo9uISQypFBqO5J2hCnrpzAhYQJ/pP6Ra1+oI5SBzQZyX+v7aBbr3eMqGRlQpQokJ3tfo8PhXpHgjTe8b+PvAv0ZqhAiIpb5YMMHDJnnXgjufHOHGLjn7igfVp7vb/+e1lVbF1p9UngSNyTyQacPyDqVlWf4+DvDblCxfkUG/zSYsPJhAa3tf+v+x/3f3I/TdJ6z0vMZDpuDHFcO/Rr3Y8rNUwh1hBboPX78Ebp08b3W2Fg4dMj3ds4I9GeoxoSIiGUGNh/ItuHbGHXpKKJCogB3j0eQLQib4f7nqWZ0TV6/7nV2jNihAFJCpf6RykfXfUTmycx8BRAA02ly9LejzPjXDJxZvk1+90/GLhvL0K+Gku3KPm8AATyDrT/59RO6fNyFjJyMC7ZtmnDihPsWyrJl/qn3zBM1xYV6QkSkSDidfZqvtn/FvpR9pGWlERUaRZPKTehUq5MnkEjJ9PW9X7P+/fX5DiB/1/2D7jQb4P9Zuz7Z/Al9v+hb4PNsho3ejXozs+fMPPebpru3YutW959Hj7rHc3z1la8Vu+cUyc7Oe/Jfb+h2jI8UQkREiq6MlAxej33d6ydfDJtBbItY7l7j38HKTpeTmv+tec74j4JYd/c6WlTJ33w28+bBzTd7/VYe5cr5tzdEt2NERKTE2vjhRnIyvX/01nSZHFp7iINrD/qxKvh+5/c+BRCHzcHENRPzfXz79vlf0Pm87+mAa67xrY3CphAiIiKW2fntTp/bMOwGO7/zvZ2zTVg9wafVnnNcOXy08SOSM5LzdXylStCnj29BJCcHhg/3/nwrKISIiIhl0o6kgY+DAgybwenjflrQ8E+L9y72ebXnDGcGaw6uyffxw4b9NR17QRmGe36QK67w7nyrKISIiIicJcuZla+nW/LjxOkT+T720kvd40JsXn4yv/aa/wakFhaFEBERsUx45XDw8YPTdJmEVfDfXCG+3Ib5uyB7UL6PNQyYMQPati14EBk3Drp1K2BxRYBCiIiIWKbuv3yfY9x0mtTt6r+5yu02u2feGl9VKlOpQMeXKQPx8XDLLe6vzzdGxDDcr5AQ+Pjj4jcW5AyFEBERsUzT25viCPV+NKZhM7io3UXENo/1Y1XQt3FfnxdJjAmPoV21dgU+r0wZ+PxzWLcOBg+G0DwmX61Z0z09+6FD0L+/T2VaSiFEREQsExIZQvNBzTEc3t2TMV0mbYe39XNVcF/r+zyzoHrDH6s9t2gBkyZBYiIsWQJz5sC338LatbBzJ4wc6Z4XpDjTKroiImKpK/5zBb/N/o20I2m5Vs29EMNuUL1jdRr1aeT3mprFNuPSiy4l4WCCV0/JGBjc1fIuv9QSFVX8nnrJL/WEiIiIpcpWLcvtP95OaFRovntEDLtBTNMY+s7tiz3IfwNJzzb5psmEOkK9WjbgrevfokrZKgGoqmRRCBEREcvFNIlh6JqhxDSJAcDmyPvjybAbYECDHg0Y/PNgQqMLtlptQTSu3JhvbvuGMEdYgZ6YeebKZxjetpiOFC1kWjtGRESKDNM0ObDqAAlvJ7D5k824sv9a1C4kKoRW97Si9T2tKXdx4Q2G+CXpF4bMG0LCwQQcNsc5Y0Xshh2n6SQmPIax145lQLMBhVZboGkBOx8phIiIFE9ZaVmkHU4j61QWodGhRMREYA8OzK2X/Fh/aD3vrHmHTzZ/wsmsk4B7jZjLql/GA20foFu9bj4/UVPUKIT4SCFERET8LcuZRbYzmzJBZTCK2zSlBRDoz9CSFdlEREQKQbA9mGB7sNVlFHsamCoiIiKWUAgRERERSyiEiIiIiCUUQkRERMQSCiEiIiJiCYUQERERC2VkQMmeLOP89IiuiIiIHx08CFOmwK+/QkoKRERAzZoweDA0aJD72D17IC0NGvl/Db5iQSFERETED1auhNdeg9mzwTDcvRsuF9hs7terr8Lll8NDD8HNN8O6dbB6Ndx7r9WVW0chRERExEf/+x/cc487bLhcufe5XH9tW74cfv4ZevaEMmVg2rRCL7VI0ZgQERERH0ydCkOHuoNGTs4/H+t0uv/84gsoW9YdWkqzUv7ti4iIeO+XX9wBxBvvvAOffurfeoobhRAREREvjRvnHv/hDZsNxo71bz3FjcaEiFjE5XSx49sdHEw4SEZyBo5QB2WrlqVR70aUrVrW6vJE5AKSk+Hjjy98C+Z8XC5Yu9b9atXKr6UVGwohIoUs/Wg6ayetJeHtBE4ePIkt6K8OSdNp8uNDP1L/lvq0Hd6WmlfVtK5QEflHM2dCZqZvbTgc8P77CiEiUggOrT/Ex10+5vSx05gu9+xErmzXOcdtm7uNrV9spf3/tefaV67FsHnZ3ysiAbNrlztEZGd730ZODmzf7r+aihuFEJFCkrgxkamXTSUnM8cTQM7HleMOJiteW0F2WjY3vn0jhrc3nkUkIE6d8k87KSn+aac40sBUkUKQeTKTj7t87A4gzoLNz7xm4hrWTV4XoMpExFsREf5pJzraP+0URwohIoVg08ebSDucVuAAcsbPL/58wd4TESlcdet6Pyj1DIcD6tf3Tz3FkUKISICZpsnqcat9aiNlXwq7ftzlp4pExB/69oXQUN/ayMmBu+7yTz3FkUKISID9seIPjv52FHzoyDAcBgnvJPivKBHxWWQkDBrk7s3whs0Gl14KzZr5taxiRSFEJMAObz7scxtmjknSxiQ/VCMi/jRihPtPb8aNu1zwyCP+rae4UQgRCbCMlAwMu+9PtmSm+jghgYj4XYMG8MEH7hVzC+qxx+CWW/xfU3GiECISYMHhwX4ZVBoUHuSHakTE3267zT1zqsNx4Vszdrv7zyefhJdeCnxtRZ3mCRHxt8OHYfZsOHQIMjOJSizr03gQAMNmEF0z2i/liYj/9e8PjRrBm2+6Z1J1Ot1jPlwu95+m6f7v666DUaPg2mutrrhoUAgpINM0NWmU5G3FCpgwwb0sptPp+ZXoEieUYSTphHvdtOkyaXlXS39VKiIB0Ly5+9bMG2+4/9yyxT0RWUQE1KwJAwZArVpWV1m0KIRcQEZOBp/++ilvJ7zNlsNbSMtOI9QRSo2oGtzd6m4GNR9EubByVpcpVnK54D//gTFj3MHjzMQBf87lbAdak8DPXIHp5R3QkMgQGvVp5KeCRSSQKlSA0aOtrqJ40JiQ83CZLp5f8jyxr8UycM5A1hxcw6nsU5iYnM45zbZj23jox4eo8noV7vn6HtKy0qwuWaxgmu7h8WPGuL8+z8xFrViLDRdw7joxF2LYDFrf15qgMI0JEZGSRSEkD1nOLG799FaeXvw0KZnuSf1dZu4PD/PP/2U6M3l/3ftcPvVyjqYftaJcsdKkSfDOOxc8LJKT9OBLwKAgA0QMu0FchziuevYqbysUESmyFEL+xjRN7pp3F3O3zcXM54eF03SyKWkTXad35XT26QBXKEWG0wnPP5/vwxuyhe7MxsDEwHnB4w2bQfWO1en3dT8cIbpzKiIlj0LI38zbNo+PNn10Ts/HhThNJ2sOreH1Fa8HqDIpcr79Fg4cKNApzdjEYKZwCbsAE+Nvt2fOzCdStmpZrn7xau6YfwehUT7OCy0iUkQZpunNFCvFR2pqKlFRUaSkpBAZGXnB46/98FoW7VmE07zwb6p5iY2IZf+o/Ths+s21xLvhBpg/390j4oVkollDKw627UF6po2gsCAi4yJpentT6nStg82u3xFExFoF/QwtKH1SnmXHsR0s2L3ApzYSTyXy9fav6V6/u3+KkqJr3TqvAwhANMl0Jh5GDILbb/dfXSIixYTlv2odOHCA22+/nQoVKhAWFkaTJk1Ys2aNZ79pmjz11FNUqVKFsLAwOnfuzI4dOwJSy2dbPsNu2H1qw27YmbV5lp8qkiLt5Enf2zAM90QCUvSU7E5ikSLB0hBy4sQJOnbsSFBQEN999x1btmzh9ddfp1y5v+bdGDt2LOPGjePdd99l1apVhIeH06VLFzIyMvxeT+KpRGyGb5fEaTo5ePKgnyqSIs3XNbzB/UG3fDmsWeOZV0SKiEOHrK5ApMSz9HbMK6+8QlxcHFOnTvVsq3XWdHKmafLWW2/xn//8h5tvvhmADz/8kJiYGObMmUPfvn39Wk+20z8fAplOLTRWKsTFQXKy778x16kDmze7b+/UqQMNG0Llyt4tyyn+8+uvULWq1VWIlGiW9oTMmzeP1q1b06tXLypXrkyLFi2YPHmyZ//u3btJTEykc+fOnm1RUVG0a9eOFStW5NlmZmYmqampuV75FR0a7fX3craKZSr6pR0p4oYM8b2NKlXcs60OGgR33w2dOkFMjAJIUbBli27JiASYpSHk999/Z+LEidSpU4cffviB++67jwceeIAPPvgAgMTERABiYmJynRcTE+PZ93djxowhKirK84qLi8t3PR2rdyTb5VtviM2w0TGuo09tSDExYACEhHh/vs0Gw4ZdeNlNsYbLBb/9ZnUVfpedns0vM37hpxd+YsHjC/j5pZ/5bc5vOLO9H2Qt4i1LH9ENDg6mdevWLF++3LPtgQceICEhgRUrVrB8+XI6duzIwYMHqVKliueY3r17YxgGn3zyyTltZmZmkpn51+2Q1NRU4uLi8vV4kdPlpMZbNThwsmBzP5zNYXNwYPQBKodX9roNKUbuv989a2pBn5IxDAgKgr17ITY2MLWJd7Ky4Isv4Jln3D+f7Gx32IyLg7vugsGDoWLx6+08tuMYayauYd3/1pF1Mgubw+aZwNeV4yK8cjit72tNq7tbUbZqWavLlSIi0I/oWtoTUqVKFRo2bJhrW4MGDdi3bx8AsX/+45yUlJTrmKSkJM++vwsJCSEyMjLXK7/sNjvD2w73enCqw+agV8NeCiClySuvuMdw2L14qmr6dAWQosQ04dVX3bfIbrsNdu6EzEx3j8jp07B9Ozz2mHucyJ13FqunmjZ9vIl3Gr7DqnGryDqZBbiDhyvbhSvHPWFe2uE0fnr+J8bXHc/uhbutLFdKEUtDSMeOHdm2bVuubdu3b6dGjRqAe5BqbGws8fHxnv2pqamsWrWK9u3bB6Smu1vdTZWIKgV+VNfAwGFz8O/L/x2QuqSIKlvWPWFZ48b5CyJ2u/s1ZQrcemvg65P8yclx31575BE4fty9zZXHrMkul7tn5MMPoUMHOM9t4aJk/ZT1zL5jNq4cF6bznzu+TZdJzukcPu7yMb8v+L2QKpTSzNIQMmrUKFauXMlLL73Ezp07mTFjBpMmTWLYsGEAGIbByJEjeeGFF5g3bx6//PILAwYMoGrVqnTv3j0gNZUPK8/8O+ZTNqRsvoOIzbBht9n5sveXNK7cOCB1SREWEwNLl8L//R9ERbm32f72V+tMQLniCli40D0QVYqGMyshT5+e/3OcTnfPyHXX+We+mADZv3w/Xw39qkDnmC4T02Uy6+ZZJO9JDkxhIn+yfNr2r7/+mscff5wdO3ZQq1YtRo8ezdChQz37TdPk6aefZtKkSSQnJ3PZZZfxzjvvULdu3Xy17+39rB3HdtDl4y7sTt6N3bDnOY27wZ/rfISUZW7fuVxV86p8ty8lVEYGfPYZfPyxe12ZjAwoXx46doR774V69ayuUP5u4UK45hrvzrXb4eGHYcwY/9bkJzNvmsmOb3dcsAckL4bdoN2D7ejyepcAVCbFRaDHhFgeQgLNlwuY5cxi9tbZjF89nmX7l52zv16FejzQ7gHuaHoHZUM0kEukWOreHb75xn1LxhvR0e7bMr48KRUAKftSeKvmW+RzMfA8hUSG8NChhwgqE+S3uqR40doxFgq2B9OncR/6NO7D1iNb2Xp0KykZKUQER1AjugZtqrbB0HwOIsXXH3/AvHm+zQeSnAyffw79+/utLH9Y9791GDbDq16QMzJTM/n1019pPqi5/woTOYtCSD41qNSABpUaWF2GiPjTF1+4H5f2JYTYbDBjRpELIYkbEn0KIAC2IBtJm5IufKCIlyxfwE5ExDJJSd49Xn02lwsOFr31ok4fP+17IyZkpPh/nS6RMxRCRKT0ysoqWu34UXBEsO+NGBAUpvEgEjgKISJSekVH+2d9mAoVfG/Dz6KqR7lnRfWB6TKJrOb/wYgiZyiEiEjp1aGD90/FnGG3w+WX+6ceP2o2oJlnNlRvmS6TJv2b+KkikXMphIhI6dWpE9Su7duqxS6XewXkIiauYxwVG1QEL781w2FQ76Z6RMVF+bcw8V1ODuzaBWvXwqZN7rFNxZRCiIiUXoYBDzzg/fl2O3TtCn8uNVGUGIbBpaMu9XqeEDPHpN0D7fxblPjm0CF47jmoVs0dnlu3hmbN3GtQXX45fPppkRyf9E8UQkSkdBs0CGrWBEcBZywwDPfjuU8/HYiq/KLlkJY06tMIw1bw7pDL/n0Zta6uFYCqpMCcTnjoIfdKzs8+m3fPx4oV0KePO6AsWFD4NXpJIURESrczixBGR+c/iNhs7hAyc6b7t9EiyrAZdP+gOw165nOOoz+zSvuH2nP1C1cHrjDJv5wc6NUL3nzTHUbyWlgR3PsAjh2D669394oUAwohIiKXXAIJCXDxxe6vzzd3iGG4X2Fh8PXX0LNn4dXoJUeIg1tn3UqXt7oQVd09vsNw5O4ZOfMUTaWGlegxvQfXvXadZoMuKkaMgDlz8v8Ul8vlfvXvDz/9FNDS/EFrx4iInJGd7Z7Gffx4WLLk3P0XX+weQzJwoLvnpJgxXSa7ftzFuv+t4/iO42SezCQ0OpTKjSvT+t7WVGtfTeGjKPnlF2ja1LtzbTZo3Bg2bPBp4LUWsPORQoiIeGX7dti8GVJSoEwZqF4dLr3UtydpRAri/vth8mTfHiNftQratvX6dC1gJyJihbp13S8RK6SmwrRpvgUQhwMmTIAPP/RbWf6mMSEiIiJFzfLlcNrH9X9yctxjl4owhRAREZGi5tgx/7STkuKfpQkCRCFERESkpCriY5gUQkRERIqaihX9005UVJEOIl4NTI2Pjyc+Pp7Dhw/j+tvEKVOmTPFLYSIiIqVWx44QHg5pad634XDAzTf7r6YAKHBPyLPPPst1111HfHw8R48e5cSJE7leIiIi4qOICLjzzoIvJ3C2nBwYPtx/NQVAgecJqVKlCmPHjuWOO+4IVE1+pXlCRESkWNq6FRo29O5cmw2aN3evtOuDQH+GFrgnJCsriw4dOvi9EBERETlLgwYwalTBx3QYhrsH5e23A1OXHxU4hNx1113MmDEjELWIiIjI2V59Ffr2zf/xNps7gHz2mXuG3yKuwDebMjIymDRpEgsWLKBp06YEBQXl2v/GG2/4rTgREZFSzW6HKVNg2TI4dOj8K+na7e59VavCjBlw+eWFX6sXChxCNm3aRPPmzQHYvHlzrn1a+EhERMTP/vc/+OQTqFPHPZX7+PGwd+9f+w0Drr3WPQj1+uvPvwp0EaQF7ERERIqqQ4dg9ercj9q6XHD4MJw4AcHB7jlFoqIC8vZFegG7P/74A4Bq1ar5pRgRERE5y4kT5871YbNBbKz7VcwVeGCqy+XiueeeIyoqiho1alCjRg2io6N5/vnnz5m4TERERLxkmu4nZEqwAveEPPHEE7z//vu8/PLLdOzYEYClS5fyzDPPkJGRwYsvvuj3IkVEREqdUjDOssBjQqpWrcq7777LTTfdlGv73Llzuf/++zlw4IBfC/SVxoSIiIh4p8hNVnb8+HHq169/zvb69etz/PhxvxQlIiIiJV+BQ0izZs2YMGHCOdsnTJhAs2bN/FKUiIiIlHwFHhMyduxYunbtyoIFC2jfvj0AK1asYP/+/Xz77bd+L1BERERKpgL3hFx55ZVs376dW265heTkZJKTk+nRowfbtm3j8mIyQ5uIiIhYT5OViYiISJ6KxGRlmzZtonHjxthsNjZt2vSPxzZt2tQvhYmIiEjJlq8Q0rx5cxITE6lcuTLNmzfHMAzy6kAxDAOn0+n3IkVERKTkyVcI2b17N5UqVfL8t4iIiIiv8hVCatSo4fnvvXv30qFDBxyO3Kfm5OSwfPnyXMeKiIiInE+Bn47p1KlTnpOSpaSk0KlTJ78UJSIiIiVfgUOIaZoYecxnf+zYMcLDw/1SlIiIiJR8+Z6srEePHoB78OmgQYMICQnx7HM6nWzatIkOHTr4v0IREREpkfIdQqKiogB3T0jZsmUJCwvz7AsODubSSy9l6NCh/q9QRERESqR8h5CpU6cCULNmTf7v//5Pt15ERETEJ5oxVURERPJUJGZMbdmyJfHx8ZQrV44WLVrkOTD1jHXr1vmtOBERESm58hVCbr75Zs9A1O7duweyHhERESkldDtGRERE8hToz9ACzxOyf/9+/vjjD8/Xq1evZuTIkUyaNMmvhYmIiEjJVuAQctttt7Fo0SIAEhMT6dy5M6tXr+aJJ57gueee83uBIiIiUjIVOIRs3ryZtm3bAvDpp5/SpEkTli9fzvTp05k2bZq/6xMREZESqsAhJDs72zNIdcGCBdx0000A1K9fn0OHDvm3OhERESmxChxCGjVqxLvvvsvPP//M/Pnzuf766wE4ePAgFSpU8HuBIiIiUjIVOIS88sorvPfee1x11VX069ePZs2aATBv3jzPbRoRERGRC/HqEV2n00lqairlypXzbNuzZw9lypShcuXKfi3QV3pEV0RExDtFYsbUv7Pb7eTk5LB06VIA6tWrR82aNf1Zl4iIiJRwBb4dk5aWxp133kmVKlW44ooruOKKK6hatSpDhgwhPT09EDWKiIhICVTgEDJ69GiWLFnCV199RXJyMsnJycydO5clS5bw0EMPBaJGERERKYEKPCakYsWKfP7551x11VW5ti9atIjevXtz5MgRf9bnM40JERER8U6Rm7Y9PT2dmJiYc7ZXrlxZt2NEREQk3wocQtq3b8/TTz9NRkaGZ9vp06d59tlnad++vV+LExERkZKrwE/HvPXWW3Tp0oVq1ap55gjZuHEjoaGh/PDDD34vUEREREomr+YJSU9PZ8aMGWzduhWABg0a0L9/f8LCwvxeoK80JkRERMQ7RWqekJUrV/LVV1+RlZXF1VdfzV133eX3gkRERKR0yHcI+fzzz+nTpw9hYWEEBQXxxhtv8Morr/B///d/gaxPRERESqh8D0wdM2YMQ4cOJSUlhRMnTvDCCy/w0ksvBbI2ERERKcHyPSYkIiKCDRs2ULt2bQCysrIIDw/nwIEDRW69mLNpTIiIiIh3isw8Ienp6bkKCA4OJjQ0lFOnTvm9KBERESn5CjQw9X//+x8RERGer3Nycpg2bRoVK1b0bHvggQf8V52IiIiUWPm+HVOzZk0Mw/jnxgyD33//3S+F+Ytux4iIiHinyDyiu2fPHr+/uYiIiJReBZ62XURERMQfFEJERETEEgohIiIiYol8h5CDBw8Gsg4REREpZfIdQho1asSMGTMCWYuIiIiUIvkOIS+++CL33HMPvXr14vjx44GsSUREREqBfIeQ+++/n02bNnHs2DEaNmzIV199Fci6REREpIQr0IyptWrVYuHChUyYMIEePXrQoEEDHI7cTaxbt86vBYqIiEjJVOCnY/bu3cuXX35JuXLluPnmm895eevll1/GMAxGjhzp2ZaRkcGwYcOoUKECERER9OzZk6SkJK/fQ0RERIqOAvWETJ48mYceeojOnTvz66+/UqlSJb8UkZCQwHvvvUfTpk1zbR81ahTffPMNn332GVFRUQwfPpwePXqwbNkyv7yviIiIWCffIeT6669n9erVTJgwgQEDBvitgFOnTtG/f38mT57MCy+84NmekpLC+++/z4wZM7j66qsBmDp1Kg0aNGDlypVceumlfqtBRERECl++b8c4nU42bdrk1wACMGzYMLp27Urnzp1zbV+7di3Z2dm5ttevX5/q1auzYsWK87aXmZlJampqrpeIiIgUPfnuCZk/f77f33zWrFmsW7eOhISEc/YlJiYSHBxMdHR0ru0xMTEkJiaet80xY8bw7LPP+rtUERER8TPLpm3fv38/Dz74INOnTyc0NNRv7T7++OOkpKR4Xvv37/db2yIiIuI/loWQtWvXcvjwYVq2bInD4cDhcLBkyRLGjRuHw+EgJiaGrKwskpOTc52XlJREbGzsedsNCQkhMjIy10tERESKngI9HeNP11xzDb/88kuubYMHD6Z+/fo8+uijxMXFERQURHx8PD179gRg27Zt7Nu3j/bt21tRsoiIiPiRZSGkbNmyNG7cONe28PBwKlSo4Nk+ZMgQRo8eTfny5YmMjGTEiBG0b99eT8aIiIiUAJaFkPx48803sdls9OzZk8zMTLp06cI777xjdVkiIiLiB4ZpmqbVRQRSamoqUVFRpKSkaHyIiIhIAQT6M9SygakiIiJSuimEiIiIiCUUQkRERMQSCiEiIiJiCYUQERERsYRCiIiIiFhCIUREREQsoRAiIiIillAIEREREUsohIiIiIglFEJERETEEgohIiIiYgmFEBEREbGEQoiIiIhYQiFERERELKEQIiIiIpZQCBERERFLKISIiIiIJRRCRERExBIKISIiImIJhRARERGxhEKIiIiIWEIhRERERCyhECIiIiKWUAgRERERSyiEiIiIiCUUQkRERMQSCiEiIiJiCYUQERERsYRCiIiIiFhCIUREREQsoRAiIiIillAIEREREUsohIiIiIglFEJERETEEgohIiIiYgmFEBEREbGEQoiIiIhYQiFERERELKEQIiIiIpZQCBERERFLKISIiIiIJRRCRERExBIKISIiImIJhRARERGxhEKIiIiIWEIhRERERCyhECIiIiKWUAgRERERSyiEiIiIiCUUQkRERMQSCiEiIiJiCYUQERERsYRCiIiIiFhCIUREREQsoRAiIiIillAIEREREUsohIiIiIglFEJERETEEgohIiIiYgmFEBEREbGEQoiIiIhYQiFERERELKEQIiIiIpZQCBERERFLKISIiIiIJRRCRERExBIOqwsQkZJvf8p+NiZtJCUjhVBHKNUiq9HmojbYDP0eJFKaKYSISEC4TBc/7vqRCasn8O2ObzExc+2/uNzFjGg7goHNBlIurJxFVYqIlQzTNM0LH1Z8paamEhUVRUpKCpGRkVaXI1IqJJ1KouuMrqw9tBa7YcdpOs85xsAAICwojJk9Z3JTvZsKu0wRuYBAf4aqL1RE/OrQyUO0/V9bNiZtBMgzgACYf/7vdPZpus/qzvRN0wuzTBEpAhRCRMRvMnMyuX769Rw8eZAcV06+zjkTRgbNHcTSfUsDXKGIFCUKISLiN59t+YxNSZvyHUDOZpom/1n4nwBUJSJFlUKIiPjN+FXjvX7ixWk6WbJ3CVuPbPVzVSJSVCmEiIhfbEjcwOqDq3GZLq/bcBgO3l3zrh+rEpGiTCFERPxi6b6lnidevJVj5rBwz0I/VSQiRZ1CiIj4xYnTJ7Db7H5pR0RKB4UQEfGLIHtQkWpHRIo+hRAR8YuY8Bivnoo5m4FBlYgqfqpIRIo6S0PImDFjaNOmDWXLlqVy5cp0796dbdu25TomIyODYcOGUaFCBSIiIujZsydJSUkWVSwi59OtXjeCbL73YvRr3M8P1YhIcWBpCFmyZAnDhg1j5cqVzJ8/n+zsbK677jrS0tI8x4waNYqvvvqKzz77jCVLlnDw4EF69OhhYdUikpeKZSrSp3EfHDbvl6QKcYQwoNkAP1YlIkVZkVo75siRI1SuXJklS5ZwxRVXkJKSQqVKlZgxYwa33norAL/99hsNGjRgxYoVXHrppRdsU2vHiBSeVX+s4tL3L/z3Mi92w86QFkN4r9t7fq5KRLxVqtaOSUlJAaB8+fIArF27luzsbDp37uw5pn79+lSvXp0VK1bk2UZmZiapqam5XiJSONpVa8dD7R8q8HkOm4PqUdV58ZoXA1CViBRVRSaEuFwuRo4cSceOHWncuDEAiYmJBAcHEx0dnevYmJgYEhMT82xnzJgxREVFeV5xcXGBLl1EzjL22rEMaTEk38c7DAdVy1ZlwYAFVCxTMYCViUhRU2RCyLBhw9i8eTOzZs3yqZ3HH3+clJQUz2v//v1+qlBE8sNm2JjcbTJvXPcG5cPcvZp249z5Q+yGHZth46b6N5EwNIGLy11c2KWKiMW8H0HmR8OHD+frr7/mp59+olq1ap7tsbGxZGVlkZycnKs3JCkpidjY2DzbCgkJISQkJNAli8g/MAyDUe1HcX+b+/ly65dMWD2B9YnrOZ1zGofNQWx4LHe2uJOhrYZSLbLahRsUkRLJ0hBimiYjRoxg9uzZLF68mFq1auXa36pVK4KCgoiPj6dnz54AbNu2jX379tG+fXsrShaRAghxhNCvST/6NXE/dpvjysFu2DEM36Z3F5GSwdIQMmzYMGbMmMHcuXMpW7asZ5xHVFQUYWFhREVFMWTIEEaPHk358uWJjIxkxIgRtG/fPl9PxohI0eLL47siUvJY+oju+X4bmjp1KoMGDQLck5U99NBDzJw5k8zMTLp06cI777xz3tsxf6dHdEVERLwT6M/QIjVPSCAohIiIiHinVM0TIiIiIqWHQoiIiIhYQiFERERELKEQIiIiIpZQCBERERFLKISIiIiIJRRCRERExBIKISIiImIJhRARERGxhEKIiIiIWEIhRERERCyhECIiIiKWUAgRERERSyiEiIiIiCUUQkRERMQSCiEiIiJiCYUQERERsYRCiIiIiFhCIUREREQsoRAiIiIillAIEREREUsohIiIiIglFEJERETEEgohIiIiYgmFEBEREbGEQoiIiIhYQiFERERELKEQIiIiIpZQCBERERFLKISIiIiIJRRCRERExBIKISIiImIJh9UFFGWJifDll+4/MzMhOhrat4crrwTDOPf45GQID4egoMKuVEREpPhRCMnD0qUwYQJ88QU4neD48yq5XO6v69SBESNg0CAoW9a9b9Uq93GtWllWtoiISLGi2zFncbng4Yfh8svdASQnB0wTsrPdL6fTfdzOnfDgg9C0KezYAePHw549CiAiIiIFoRDyJ9OE++6D115zf52T88/Hmibs3w+NG8ORI9CnT+HUKSIiUlIohPzpnXdg0qSCneN0usPKjBmQlRWYukREREoqhRDcQeKFF7w71+WCXbvcA1hFREQk/xRCgK+/dj8B4y27HcaN8189IiIipYFCCPD22+4g4S2nE1asgM2b/VeTiIhISacQAqxf/9eTL7745Rff2xARESktFEKAU6d8b8MwICXF93ZERERKC4UQIDTU9zZME8qU8b0dERGR0kIhBKhePe9p2AuqWjXf2xARESktFEKAIUN8b+Oii9xryoiIiEj+KIQAAwdCcLD359tsMHy4b0/YiIiIlDYKIbhXxx040LsQYRjuVXPvvNPvZYmIiJRoCiF/eu01aNDgrxVzC2LWLKhc2f81iYiIlGQKIX8qWxYWLIBGjfLXI2K3uwPLRx9B9+4BL09ERKTEUQg5S0wMLF0K//d/7ls04B7vcbYzAaVTJ1i8GPr3L8wKRURESg7DNE3T6iICKTU1laioKFJSUoiMjMz3eRkZ8PnnMH06HDgAmZlQrhxcdhncey/Urh3AokVERIoAbz9D80shRERERPIU6M9Q3Y4RERERSyiEiIiIiCUUQkRERMQSCiEiIiJiCYUQERERsYRCiIiIiFhCIUREREQsoRAiIiIillAIEREREUsohIiIiIglFEJERETEEgohIiIiYgmFEBEREbGEQoiIiIhYQiFERERELKEQIiIiIpZQCBERERFLOKwuQERERP60bRv8/DOcOAFBQVC5Mtx4I0RHW11ZQCiEiIiIWCknB+bNg3HjYMkS9za7HUwTXC4ICYHbb4dhw6BFC2tr9TPdjhEREbHK0aNw2WXQsycsXfrXdqfTHUAAMjPhgw+gZUt47LG/tpcA6gkRERGxwvHj0L497Nnj/trpPP+xOTnuP195xX2r5t13wTACXmKgqSdERESksJkmdO8Ou3f/FTDya9Ik962bEkAhREREpLAtWeIegPpPvR//5Lnn3LdpijmFEBERkcL29tvg8GFExPHj8OWX/qvHIgohIiIihSkxEWbPLvhtmLPZbDB+vP9qsohCiIiISGHasMH72zBnuFywdq1fyrGSQoiIiEhhSknxTztZWcV+XEixCCFvv/02NWvWJDQ0lHbt2rF69WqrSxIREfFOaKh/2rHZ3LOqFmNFPoR88sknjB49mqeffpp169bRrFkzunTpwuHDh60uTUREpOCqVvVPO5UquYNIMVbkq3/jjTcYOnQogwcPpmHDhrz77ruUKVOGKVOmWF2aiIhIwbVuDZdc4ttkY3Y7DBrkt5KsUqRDSFZWFmvXrqVz586ebTabjc6dO7NixYo8z8nMzCQ1NTXXS0REpMgwDBgxwrc2XC645x7/1GOhIh1Cjh49itPpJCYmJtf2mJgYEhMT8zxnzJgxREVFeV5xcXGFUaqIiEj+DRwIYWHe9YY4HHDDDVCrlv/rKmRFOoR44/HHHyclJcXz2r9/v9UliYiI5BYdDdOnF/w8u909FmTyZL+XZIUiHUIqVqyI3W4nKSkp1/akpCRiY2PzPCckJITIyMhcLxERkSKne3eYNs0dLPI7wDQ2FhYu9N/gVosV6RASHBxMq1atiI+P92xzuVzEx8fTvn17CysTERHxgwEDYMECaNfO/XVeU7nbbO7tTZvCf/4D9esXbo0BVKRDCMDo0aOZPHkyH3zwAVu3buW+++4jLS2NwYMHW12aiIiI7666CpYvh40bYcgQqF0bKlSAKlWgeXMYMwYOHoT162Hz5mI/QdnZDNM0TauLuJAJEybw6quvkpiYSPPmzRk3bhztzqTGC0hNTSUqKoqUlBTdmhERkeLt2DFYuhRuvrlQ3i7Qn6HFIoT4QiFERERKlL173WNDQkIC/laB/gz1YR1hERERKXQ1akAJ6T8o8mNCRERE5G98mW21CFEIEREREUsohIiIiIglFEJERETEEgohIiIiYgmFEBEREbGEQoiIiIhYQiFERERELFHiJys7MyFsamqqxZWIiIgUL2c+OwM1uXqJDyHHjh0DIC4uzuJKREREiqdjx44RFRXl93ZLfAgpX748APv27QvIBZRzpaamEhcXx/79+7VeTyHRNS98uuaFT9e88KWkpFC9enXPZ6m/lfgQYrO5h71ERUXp/7SFLDIyUte8kOmaFz5d88Kna174znyW+r3dgLQqIiIicgEKISIiImKJEh9CQkJCePrppwkJCbG6lFJD17zw6ZoXPl3zwqdrXvgCfc0NM1DP3YiIiIj8gxLfEyIiIiJFk0KIiIiIWEIhRERERCyhECIiIiKWKNEh5O2336ZmzZqEhobSrl07Vq9ebXVJJcaYMWNo06YNZcuWpXLlynTv3p1t27blOiYjI4Nhw4ZRoUIFIiIi6NmzJ0lJSRZVXPK8/PLLGIbByJEjPdt0zf3vwIED3H777VSoUIGwsDCaNGnCmjVrPPtN0+Spp56iSpUqhIWF0blzZ3bs2GFhxcWb0+nkySefpFatWoSFhXHJJZfw/PPP51q7RNfcNz/99BPdunWjatWqGIbBnDlzcu3Pz/U9fvw4/fv3JzIykujoaIYMGcKpU6cKXoxZQs2aNcsMDg42p0yZYv7666/m0KFDzejoaDMpKcnq0kqELl26mFOnTjU3b95sbtiwwbzxxhvN6tWrm6dOnfIcc++995pxcXFmfHy8uWbNGvPSSy81O3ToYGHVJcfq1avNmjVrmk2bNjUffPBBz3Zdc/86fvy4WaNGDXPQoEHmqlWrzN9//9384YcfzJ07d3qOefnll82oqChzzpw55saNG82bbrrJrFWrlnn69GkLKy++XnzxRbNChQrm119/be7evdv87LPPzIiICPO///2v5xhdc998++235hNPPGF++eWXJmDOnj071/78XN/rr7/ebNasmbly5Urz559/NmvXrm3269evwLWU2BDStm1bc9iwYZ6vnU6nWbVqVXPMmDEWVlVyHT582ATMJUuWmKZpmsnJyWZQUJD52WefeY7ZunWrCZgrVqywqswS4eTJk2adOnXM+fPnm1deeaUnhOia+9+jjz5qXnbZZefd73K5zNjYWPPVV1/1bEtOTjZDQkLMmTNnFkaJJU7Xrl3NO++8M9e2Hj16mP379zdNU9fc3/4eQvJzfbds2WICZkJCgueY7777zjQMwzxw4ECB3r9E3o7Jyspi7dq1dO7c2bPNZrPRuXNnVqxYYWFlJVdKSgrw14KBa9euJTs7O9fPoH79+lSvXl0/Ax8NGzaMrl275rq2oGseCPPmzaN169b06tWLypUr06JFCyZPnuzZv3v3bhITE3Nd86ioKNq1a6dr7qUOHToQHx/P9u3bAdi4cSNLly7lhhtuAHTNAy0/13fFihVER0fTunVrzzGdO3fGZrOxatWqAr1fiVzA7ujRozidTmJiYnJtj4mJ4bfffrOoqpLL5XIxcuRIOnbsSOPGjQFITEwkODiY6OjoXMfGxMSQmJhoQZUlw6xZs1i3bh0JCQnn7NM197/ff/+diRMnMnr0aP7973+TkJDAAw88QHBwMAMHDvRc17z+rdE1985jjz1Gamoq9evXx26343Q6efHFF+nfvz+ArnmA5ef6JiYmUrly5Vz7HQ4H5cuXL/DPoESGEClcw4YNY/PmzSxdutTqUkq0/fv38+CDDzJ//nxCQ0OtLqdUcLlctG7dmpdeegmAFi1asHnzZt59910GDhxocXUl06effsr06dOZMWMGjRo1YsOGDYwcOZKqVavqmpdAJfJ2TMWKFbHb7ec8FZCUlERsbKxFVZVMw4cP5+uvv2bRokVUq1bNsz02NpasrCySk5NzHa+fgffWrl3L4cOHadmyJQ6HA4fDwZIlSxg3bhwOh4OYmBhdcz+rUqUKDRs2zLWtQYMG7Nu3D8BzXfVvjf88/PDDPPbYY/Tt25cmTZpwxx13MGrUKMaMGQPomgdafq5vbGwshw8fzrU/JyeH48ePF/hnUCJDSHBwMK1atSI+Pt6zzeVyER8fT/v27S2srOQwTZPhw4cze/ZsFi5cSK1atXLtb9WqFUFBQbl+Btu2bWPfvn36GXjpmmuu4ZdffmHDhg2eV+vWrenfv7/nv3XN/atjx47nPHq+fft2atSoAUCtWrWIjY3Ndc1TU1NZtWqVrrmX0tPTsdlyfzTZ7XZcLhegax5o+bm+7du3Jzk5mbVr13qOWbhwIS6Xi3bt2hXsDX0aVluEzZo1ywwJCTGnTZtmbtmyxbz77rvN6OhoMzEx0erSSoT77rvPjIqKMhcvXmweOnTI80pPT/ccc++995rVq1c3Fy5caK5Zs8Zs37692b59ewurLnnOfjrGNHXN/W316tWmw+EwX3zxRXPHjh3m9OnTzTJlypgff/yx55iXX37ZjI6ONufOnWtu2rTJvPnmm/W4qA8GDhxoXnTRRZ5HdL/88kuzYsWK5iOPPOI5RtfcNydPnjTXr19vrl+/3gTMN954w1y/fr25d+9e0zTzd32vv/56s0WLFuaqVavMpUuXmnXq1NEjun83fvx4s3r16mZwcLDZtm1bc+XKlVaXVGIAeb6mTp3qOeb06dPm/fffb5YrV84sU6aMecstt5iHDh2yrugS6O8hRNfc/7766iuzcePGZkhIiFm/fn1z0qRJufa7XC7zySefNGNiYsyQkBDzmmuuMbdt22ZRtcVfamqq+eCDD5rVq1c3Q0NDzYsvvth84oknzMzMTM8xuua+WbRoUZ7/fg8cONA0zfxd32PHjpn9+vUzIyIizMjISHPw4MHmyZMnC1yLYZpnTUMnIiIiUkhK5JgQERERKfoUQkRERMQSCiEiIiJiCYUQERERsYRCiIiIiFhCIUREREQsoRAiIiIillAIEREREUsohIhIkTJt2jSio6MveJxhGMyZMyfg9YhI4CiEiJRSTqeTDh060KNHj1zbU1JSiIuL44knnjjvuVdddRWGYWAYBqGhoTRs2JB33nnHL3X16dOH7du3e75+5plnaN68+TnHHTp0iBtuuMEv7yki1lAIESml7HY706ZN4/vvv2f69Ome7SNGjKB8+fI8/fTT/3j+0KFDOXToEFu2bKF3794MGzaMmTNn+lxXWFgYlStXvuBxsbGxhISE+Px+ImIdhRCRUqxu3bq8/PLLjBgxgkOHDjF37lxmzZrFhx9+SHBw8D+eW6ZMGWJjY7n44ot55plnqFOnDvPmzQNg37593HzzzURERBAZGUnv3r1JSkrynLtx40Y6depE2bJliYyMpFWrVqxZswbIfTtm2rRpPPvss2zcuNHT8zJt2jTg3Nsxv/zyC1dffTVhYWFUqFCBu+++m1OnTnn2Dxo0iO7du/Paa69RpUoVKlSowLBhw8jOzvbDlRQRbzisLkBErDVixAhmz57NHXfcwS+//MJTTz1Fs2bNCtxOWFgYWVlZuFwuTwBZsmQJOTk5DBs2jD59+rB48WIA+vfvT4sWLZg4cSJ2u50NGzYQFBR0Tpt9+vRh8+bNfP/99yxYsACAqKioc45LS0ujS5cutG/fnoSEBA4fPsxdd93F8OHDPaEFYNGiRVSpUoVFixaxc+dO+vTpQ/PmzRk6dGiBv18R8Z1CiEgpZxgGEydOpEGDBjRp0oTHHnusQOc7nU5mzpzJpk2buPvuu4mPj+eXX35h9+7dxMXFAfDhhx/SqFEjEhISaNOmDfv27ePhhx+mfv36ANSpUyfPtsPCwoiIiMDhcBAbG3veGmbMmEFGRgYffvgh4eHhAEyYMIFu3brxyiuvEBMTA0C5cuWYMGECdrud+vXr07VrV+Lj4xVCRCyi2zEiwpQpUyhTpgy7d+/mjz/+yNc577zzDhEREYSFhTF06FBGjRrFfffdx9atW4mLi/MEEICGDRsSHR3N1q1bARg9ejR33XUXnTt35uWXX2bXrl0+1b9161aaNWvmCSAAHTt2xOVysW3bNs+2Ro0aYbfbPV9XqVKFw4cP+/TeIuI9hRCRUm758uW8+eabfP3117Rt25YhQ4ZgmuYFz+vfvz8bNmxg9+7dpKWl8cYbb2Cz5e+flGeeeYZff/2Vrl27snDhQho2bMjs2bN9/VYu6O+3fAzDwOVyBfx9RSRvCiEipVh6ejqDBg3ivvvuo1OnTrz//vusXr2ad99994LnRkVFUbt2bS666KJc4aNBgwbs37+f/fv3e7Zt2bKF5ORkGjZs6NlWt25dRo0axY8//kiPHj2YOnVqnu8THByM0+n8x1oaNGjAxo0bSUtL82xbtmwZNpuNevXqXfB7ERFrKISIlGKPP/44pmny8ssvA1CzZk1ee+01HnnkEfbs2eNVm507d6ZJkyb079+fdevWsXr1agYMGMCVV15J69atOX36NMOHD2fx4sXs3buXZcuWkZCQQIMGDfJsr2bNmuzevZsNGzZw9OhRMjMzzzmmf//+hIaGMnDgQDZv3syiRYsYMWIEd9xxh2c8iIgUPQohIqXUkiVLePvtt5k6dSplypTxbL/nnnvo0KFDvm/L/J1hGMydO5dy5cpxxRVX0LlzZy6++GI++eQTwD0/ybFjxxgwYAB169ald+/e3HDDDTz77LN5ttezZ0+uv/56OnXqRKVKlfKci6RMmTL88MMPHD9+nDZt2nDrrbdyzTXXMGHChALXLyKFxzC9+VdGRERExEfqCRERERFLKISIiIiIJRRCRERExBIKISIiImIJhRARERGxhEKIiIiIWEIhRERERCyhECIiIiKWUAgRERERSyiEiIiIiCUUQkRERMQS/w8lVCTJemdNIQAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "render(state)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, "outputs": [], "source": [ "n_steps = 5_000\n", @@ -102,12 +114,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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Ffn4+RFGEp6cn7OzsLF1OpWZnZwcrKytcvXoVeXl5BnOTiIio4mFIKSFje1BEEYiLA7ZvB+7cAbRawN0d6N4d6NABYMdM6bD3hIio8mBIMZO8PODbb4ElS4ATJwCV6mEgEUVg/nygTh1g0iRg1CjA3t6y9RIREckNfy01g3v3gC5dgFdfBU6d0m1Tq4H8fN1DrdZtu3gRmDgRCA0Fbt2yXL1ERERyxJAiscxMoHNn4NAh3XOttvhjRVH3OHsWaNdONxxEREREOgwpEnv1VeD0aUCjKfk5ajWQmAgMHGi+uixJEARs2bLF0mUQEVE5w5AioStXgE2bShdQCmg0wJ49wNGjkpdFRERULjGkSOirrwBTLj5RqYClS6WrZ+fOnWjfvj1cXV3h7u6O3r174/Lly/r9Bw4cQNOmTWFra4uWLVtiy5YtEAQBx48f1x9z+vRp9OzZE46OjvD29sawYcNw55FxqU6dOmHSpEl4++234ebmBh8fH7z33nv6/YGBgQCAF154AYIg6J+fOHECnTt3hpOTE5ydndGiRQscPnxYuhdPRETlHkOKRDQaXUgxphelgFoNrF8P3L8vTU1ZWVmYOnUqDh8+jOjoaCgUCrzwwgvQarXIyMhAnz590KhRIxw9ehQffPABpk+fbnB+WloaunTpgmbNmuHw4cPYuXMnkpOTMfCxcalvvvkGDg4OiImJwaJFi/D+++8jKioKABAXFwcAWLNmDW7duqV/PnToUFSrVg1xcXE4cuQIZsyYASsrK2leOBFRBZB6KRXx2+Nxcv1JnN9yHkknkirdyue8BFkid+7oruoxVW4ucPUq0LCh6W0NGDDA4Pnq1avh6emJs2fPYv/+/RAEAatWrYKtrS3q16+PGzduIDw8XH98ZGQkmjVrho8++sigDX9/f1y4cAF16tQBADRu3Bhz5swBANSuXRuRkZGIjo7Gs88+C09PTwCAq6srfHx89O0kJibirbfeQnBwsP48IqLKTqvW4vzW84hdEour+64W2u/d2Bshk0LQaEgjWNlX/F/s2JMikYwM+bV18eJFDBkyBDVq1ICzs7N+qCUxMRHx8fFo3LixwaqtISEhBuefOHECe/bsgaOjo/5RECoeHTZq3LixwXm+vr5ISUl5Ym1Tp07Fq6++irCwMCxYsMCgPSKiyij1ciqW1luKH1/8EYn7E4s8Jvl0Mra/uh2fB3yOawevlXGFZY8hRSIODtK15egoTTt9+vRBamoqVq1ahZiYGMTExAAA8vLySnR+ZmYm+vTpg+PHjxs8Ll68iA4dOuiPe3yYRhAEaJ907TWA9957D2fOnEGvXr2we/du1K9fH5s3by7lKyQiqhjunL+DVa1W4V6Crkte1BQzrPPfj9actBx80+kb/Bv9bxlVaBkMKRLx8ACkuLWPQgFUrWp6O3fv3kV8fDzeffdddO3aFfXq1cO9R8aj6tati1OnTiE3N1e/rWC+SIHmzZvjzJkzCAwMRK1atQweDqVIZVZWVtAUMVmnTp06mDJlCv744w/0798fa9asMeKVEhGVbw9SH+DbZ79FbkZu8eHkMaJGhFatxca+G3HnfMVdZIshRSLW1sCIEbordIylUgH9+unu7WOqKlWqwN3dHStXrsSlS5ewe/duTJ06Vb//5ZdfhlarxdixY3Hu3Dns2rULn3zyCYCH9ymKiIhAamoqhgwZgri4OFy+fBm7du3CqFGjigwdxQkMDER0dDSSkpJw7949PHjwABMmTMDevXtx9epV/PPPP4iLi0O9evVMf+FEROXMkZVHcP/m/RIHlAKiVoQmV4P9C/abqTLLY0iR0LhxD5e8N4ZaDURESFOLQqHAxo0bceTIETRs2BBTpkzBxx9/rN/v7OyM7du34/jx42jatCneeecdzJ49GwD081T8/Pzwzz//QKPRoFu3bmjUqBEmT54MV1fXUt3o79NPP0VUVBT8/f3RrFkzKJVK3L17F8OHD0edOnUwcOBA9OzZE3PnzpXmxRMRlRNajRaxkbEQtcZdtaNVa3Fqwylk382WuDJ5EMTKdj1TETIyMuDi4oL09HQ4Ozsb7MvJyUFCQgKCgoIMJpkWp1Mn4J9/Sh9WVCrdDQdPn7bcnZHXr1+PUaNGIT09HXZSjF2ZQWm/H0REcnZhxwV83+d7k9oQFALCFoah7ZttJaqqdJ70GWoq9qRIbMMGwMsLUCpLfo5SCTg5AVu3lm1AWbduHfbv34+EhARs2bIF06dPx8CBA2UbUIiIKprE/YlQWJn2USxqRVz9u/DlyhUB10mRmJ8f8NdfQFgYcO3a0xd3U6l0c1D++AOoVatsaiyQlJSE2bNnIykpCb6+vnjppZcwb968si2CiKgSe3DvASDBeEb27Yo53MOeFDOoWRM4fBiYOhVwcdFte3QKh0Kh6zFxcADGj9fdr+expUbKxNtvv40rV67oh1A+//xz2Nvbl30hRESVlNJKCUjQg66yqZh9DhXzVcmAuzuwaBHw/vvAjz8C27YBKSmAKAKenkCPHsDLL0u7vgoREZUvDt4ORk+aLSAoBTj6SLTAlswwpJiZrS0wbJjuQURE9Kj6L9bH3tl7TWpD1IhoMKiBNAXJDId7iIiILMSznieqd6gOQWn8mI+jjyPq9K4jYVXywZ4UM9OKWkT/G43tF7bjTvYdiBDhZuuG7rW6o1ftXlAqSnEZEBERVTghE0Nw9S/jrs4RFAJaRbSCQlUx+xwYUswkOz8bXx3+CktilyAhLQEqhQqiKEKECIWgwLLDy+Dn5IcJrSZgfKvxcLF1sXTJRERkAfX610P9gfVx7qdzpZqfIqgE+DTxQejUUDNWZ1kVM3pZWHJmMtqvbo9pf0zDlbQrAAC1Vg2NqIFW1EKt1a30dvP+Tby75120WtVKfxwREVUugkLAC9+8gJo9apb4Sh9BKcCznieG/jYUVvZWTz+hnGJIkVhaTho6rO2Ak8knIf7335NoRS0S0hLQbnU73Lp/q4yqBPbu3QtBEJCWlmbSMUREZDqVrQpDtg5B+5ntYeVgpQsrRQQWQSFAoVKgyfAmGHNgDBy8KvYlogwpEhu+eTgup16GRiz5DfjUWjVSslLwwg8vQE53KWjbti1u3boFFxdphqIYeoiIiqdQKdB1Xle8mfQmeq/oDe9G3lDa6OYtKqwUcK3hiq7zu2Lqzanou7ovrB2tLVyx+XFOioQu3r2I7Re2G3WuWqtGzI0YxN6IRetqrSWuzDjW1tbw8fGxdBlERJWKtaM1WoxtgRZjWwAANPkaKFQK/R3qKxP2pEhoxeEVUArGX62jUqiwNG6pZPXk5uZi0qRJ8PLygq2tLdq3b4+4uDiDY/755x80btwYtra2aNOmDU6fPq3fV1TPx/79+/HMM8/Azs4O/v7+mDRpErKysgy+5vTp0+Hv7w8bGxvUqlULX3/9Na5cuYLOnTsDAKpUqQJBEDBy5EgAwE8//YRGjRrBzs4O7u7uCAsLM2iTiKgyU1opK2VAARhSJKPWqvF/x/6vVMM8RbWx8fRGpOekS1LT22+/jZ9//hnffPMNjh49ilq1aqF79+5ITU3VH/PWW2/h008/RVxcHDw9PdGnTx/k5+cX2d7ly5fRo0cPDBgwACdPnsQPP/yA/fv3Y8KECfpjhg8fju+//x6LFy/GuXPn8NVXX8HR0RH+/v74+eefAQDx8fG4desWvvzyS9y6dQtDhgzB6NGjce7cOezduxf9+/eX1bAXERFZBod7JHIn+w4ycjNMbidfm4/E9EQ0sm1kUjtZWVlYvnw51q5di549ewIAVq1ahaioKHz99ddo1aoVAGDOnDl49tlnAQDffPMNqlWrhs2bN2PgwIGF2pw/fz6GDh2KyZMnAwBq166NxYsXo2PHjli+fDkSExOxadMmREVFISwsDABQo0YN/flubm4AAC8vL7i6ugLQBR+1Wo3+/fujevXqAIBGjUx77UREVDGwJ0Ui93PvS9dWnultXb58Gfn5+WjXrp1+m5WVFUJCQnDu3Dn9ttDQh9fXu7m5oW7dugb7H3XixAmsXbsWjo6O+kf37t2h1WqRkJCA48ePQ6lUomPHjiWus0mTJujatSsaNWqEl156CatWrcK9e/eMeMVERFTRMKRIxNFaups7OVk7SdaWlDIzM/Haa6/h+PHj+seJEydw8eJF1KxZE3Z2dqVuU6lUIioqCr///jvq16+PJUuWoG7dukhISDDDKyAiovKEIUUiHvYekgQVlUKFas7VTG6nZs2asLa2xj///KPflp+fj7i4ONSvX1+/7dChQ/o/37t3DxcuXEC9evWKbLN58+Y4e/YsatWqVehhbW2NRo0aQavVYt++fUWeb22tu1xOozGctyMIAtq1a4e5c+fi2LFjsLa2xubNm41+7UREVDEwpEjESmmF0U1HQyUYP81HpVDhxXovoopdFZPrcXBwwLhx4/DWW29h586dOHv2LMLDw5GdnY0xY8boj3v//fcRHR2N06dPY+TIkfDw8EC/fv2KbHP69Ok4cOAAJkyYgOPHj+PixYvYunWrfuJsYGAgRowYgdGjR2PLli1ISEjA3r17sWnTJgBA9erVIQgCduzYgdu3byMzMxMxMTH46KOPcPjwYSQmJuKXX37B7du3iw1KRERUeTCkSGhcq3FQi2qjz1dr1YgIiZCsngULFmDAgAEYNmwYmjdvjkuXLmHXrl2oUqWKwTFvvPEGWrRogaSkJGzfvl3f4/G4xo0bY9++fbhw4QKeeeYZNGvWDLNnz4afn5/+mOXLl+PFF1/E+PHjERwcjPDwcP3lxFWrVsXcuXMxY8YMeHt7Y8KECXB2dsZff/2F5557DnXq1MG7776LTz/9VD/Zl4iIKi9B5LWeyMjIgIuLC9LT0+Hs7GywLycnBwkJCQgKCoKtre1T2+rxXQ/8+e+fpb4UWSWo0Mi7EY6MPSKb6+F37dqFnj17Iicnp9jgUtZK+/0gIiLzetJnqKnYkyKx7/p/hwCXAKgUJR/2UQpKuNm7YevgrbIJKMnJydi6dStq164tm4BCRESVC0OKxDzsPfDXqL9Q2602FMLT316loERV56r4e9Tf8HfxL4MKS+a5557Dn3/+iaVLpVsBl4iIqDS4mJsZVHOuhkOvHsLimMVYFrcMtzJvQaVQQa3VzVdRCSqoRTXc7dwxruU4vNHmDXjYe1i4akNHjhyxdAlERFTJMaSYibONM97t8C5mtJ+BXy/8iu0XtuNO9h2Iogg3ezf0qNkDL9R7AdZKDqUQEREVhSGlhIydX6xSqNA3uC/6BveVuKLKifO8iYgqD85JeQqlUndX47y8PAtXQgCQnZ0NQLfEPxERVWzsSXkKlUoFe3t73L59G1ZWVlAomOssQRRFZGdnIyUlBa6urvrwSEREFRdDylMIggBfX18kJCTg6tWrli6n0nN1dYWPj4+lyyAiojLAkFIC1tbWqF27Nod8LMzKyoo9KERElQhDSgkpFAqucEpERFSGOMGCiIiIZIkhhYiIiGSJwz1kNpnJmbh24BoepD6AQqWAg6cDAjsHwsqOlw9TOZSfD6hUgEzur0VUGTCkkKREUUTi/kTELY3DuZ/PQavWGuy3cbZBs1eboeXrLeFe291CVRKVQHY2sHEjsHQpcOYMkJurCyl+fkB4OPDqqwCvNCMyK0HkEp5mvc10ZZKXlYefh/yMC9svQKFSFAooBQSlAFEjotPcTugwq4Ns7vxMBADQaoEPPwQ++QS4fx9QKHTbHqVQ6HpUBg8GIiMBV1eLlEokB+b8DOWcFJJEfnY+1nVdh4u/XgSAYgMKAIgaXS7eO2cvdr6xk0vdk3zk5wMvvQS8954uoACFA0rBNo1G19PSpg1w82aZlklUWTCkkCQ2D9+Mm3E3IWpLFzhil8QibmmcmaoiKgVR1A3jbN6s+3NJaDTA5ctAt24PQw0RSYYhhUyWdDwJ534+V+qAUmDPrD1Q56olroqolH7/Hfjmm5IHlAJqNXD+PPDRR+api6gSY0ghk8Uti4NCZfxfpZy0HJz96ayEFREZITISMHZFY40GWLFCN7mWiCTDkEImyUnPwYlvTzxxDsrTCAoBsUtiJayKqJQSEoCdO3Vhw1hpacBPP0lWEhExpJCJkk8mQ5Njwg92AKJWNGo+C5FkfvnF9PVPFArghx+kqYeIAHCdFDJRTlqOJO2IWhG593Nh68L7I5GZaTTAtWvA3btAerquB+TPP00PKVotr/IhkhhDCplEaS3dXYmlbIuoWEol4O8P2NjogsmDB7rJr1JcCs87pRNJiiGFTOLo4yhJO1YOVlwun8qOUgn4+uoeAHDkCLB3b9FropSGh4fJpRHRQ5yTQibxbuwNt1pugAk95QqVAo2GNpKuKKLSat9e15tiCoUC6NhRmnqICABDCplIEASETAoxqQ2tWotW41pJVBFVGBqNbt7IzZu6++iYU+fOQM2aps9LCQ+Xph4iAsCQQhJoMrwJVHYqo3pTBKWAqq2rwqcpb9RG/4mLA0aNAhwcdMMnVavq/hwcrLvZX0aG9F9TEIBJk4w/X6kEXnhBd/NBIpIMQwqZzNbFFv3W9ANKOe9QUAiwdrBGv7X9zFEWlTfnzwMtWgAhIcB33xVeGO3CBWDiRMDbW3dvHVPnjzxu1CigRg3dnY5LQxAAKytg9mxp6yEihhSSRoOBDdD7q9663pQS9KgISgHWTtZ4Zdcr8AjmZMNKLyYGaN0aOHFC97yo+SGiqHvk5ABz5wJDh5q2+NrjnJyAqCjAza3kQUWh0PWi/PQT0LixdLUQEQCGFJJQi7Et8PKvL8OznicAFLlUvqDUJZigrkEIjw1HtTbVyrRGkqFLl4AePYDMzNKFjh9+AN54Q9pagoJ0w0116uieF7dMviDoHgXBplcvaesgIgCAIIpSLA5QvmVkZMDFxQXp6elwdna2dDnlniiKuHbgGuKWxuHyH5eRm5ELhUoBOzc7NBzSEC1fbwm3mm6WLpPk4vnngd9+M75XJC4OaNlS2po0Gl1NkZHAH38U3l+/vi4gvfwy4CjNZfhE5ZU5P0MZUsCQQmQxiYlAYKDxC6mpVMCwYcDq1ZKWZSAhATh7Vrc6rYMDEBAANG1q+pVARBWEOT9DuZgbEVnOypW6eR3G9qKo1cD69cCnnwJVqkhbW4GgIN2DiMoc56QQkeX8+KPpk1/z8oBdu6Sph4hkhSGFiCznzh3T2xAEadohItlhSCEiy5FiSpwgSL9mChHJAkMKEVmOq6vpbWi15puPQkQWxZBCRJbTs2fpV3h9nCAAnTpJUg4RyQtDChFZzrhxpt19WKXSrbPi7y9dTUQkGwwpRGQ5DRsC7doVv7Lr06jVwIQJ0tZERLLBkEJElvXxx7q1Ukq7OJpSqRsu6tLFPHURkcUxpBCRZYWGAt9/rwsqihL+SBIEoHlzYNOmkp9DROWOrP91azQazJo1C0FBQbCzs0PNmjXxwQcf4NGV/EVRxOzZs+Hr6ws7OzuEhYXh4sWLFqyaiEptwABg586HV/sUFzwKJtm6uQFr1/K+OUQVnKxDysKFC7F8+XJERkbi3LlzWLhwIRYtWoQlS5boj1m0aBEWL16MFStWICYmBg4ODujevTtycnIsWDkRlVpYGHDjBrBuna6X5HH29sBrrwGnTwMnTgCLF0uzzgoRyZasbzDYu3dveHt74+uvv9ZvGzBgAOzs7PDdd99BFEX4+flh2rRpePPNNwEA6enp8Pb2xtq1azF48OASfR3eYJBIhi5fBpKSgJwcXQ9L3bqGPScnTuhWmu3a1WIlEpF5P0Nl3ZPStm1bREdH48KFCwCAEydOYP/+/ejZsycAICEhAUlJSQgLC9Of4+LigtatW+PgwYPFtpubm4uMjAyDBxHJTM2auit/unYFWrQoPLTTpAng7a0LMURUIcn6LsgzZsxARkYGgoODoVQqodFoMG/ePAwdOhQAkJSUBADw9vY2OM/b21u/ryjz58/H3LlzzVc4EZWNhg1NW2eFiGRN1j0pmzZtwvr167FhwwYcPXoU33zzDT755BN88803JrU7c+ZMpKen6x/Xrl2TqGIiKnOmrlhLRLIl63/db731FmbMmKGfW9KoUSNcvXoV8+fPx4gRI+Dj4wMASE5Ohq+vr/685ORkNG3atNh2bWxsYGNjY9baiYiIyDSy7knJzs6G4rFLEZVKJbT/3fE0KCgIPj4+iI6O1u/PyMhATEwMQkNDy7RWIiIikpase1L69OmDefPmISAgAA0aNMCxY8fw2WefYfTo0QAAQRAwefJkfPjhh6hduzaCgoIwa9Ys+Pn5oV+/fpYtnoiIiEwi65CyZMkSzJo1C+PHj0dKSgr8/Pzw2muvYfbs2fpj3n77bWRlZWHs2LFIS0tD+/btsXPnTtja2lqwciIiIjKVrNdJKStcJ4WIiMg4lXadFCIiIqq8GFKIiIhIlhhSiIiISJYYUoiIiEiWGFKIiIhIlhhSiIiISJYYUoiIiEiWGFKIiIhIlhhSiIiISJYYUoiIiEiWGFKIiIhIlhhSiIiISJYYUoiIiEiWGFKIiIhIlhhSiIiISJZUli6AiJ5MnavGuZ/P4fzm87ifdB/afC0cPB0Q1DUITUY0gV0VO0uXSERkFoIoiqKli7C0jIwMuLi4ID09Hc7OzpYuhwgAkJOeg38W/oPDKw4j514OBIUAUfvfP1dB9z+ltRKNhzbGM+88gyo1qliuWCKqtMz5GcqeFCIZSr+Wju+6fYe7F+9C1OiCiT6gAMB/f9TkanBi3Qmc++UcXv71Zfi39bdAtURE5sE5KUQyk303G2s7rsXdSw8DypNo1VrkZuRiXdg6JJ1IKoMKiagiyM0Fbt4EEhKAe/cAOY6rMKQQycy2MduQfi0dorrkPzFErQhNngbf9/4emnyNGasjovJMFIG//wYGDwYcHYGqVYEaNQA3N6BmTeDzz3WBRS4YUohk5F7CPcRviy9VQCkgakRkXM9A/LZ4M1RGROXdyZNAw4ZAhw7Azz8DarXh/itXgGnTAF9f4N13Aa3WImUaYEghkpEjXx2BoBCMPl9QCohdEithRURUEfz1FxAaCsT/9zvM4wEF0PWyiKJuGGjePF1vS1HHlSWGFCKZEEURR1cdLdE8lGLb0Ii4uu8q0q6kSVcYEZVrZ88CvXoBOTmAphSjwT/9BEyaZL66SoIhhUgm1A/UeJD6QJK20q6mSdIOEZV/U6cCDx6UfvhGFIHly4EjR8xTV0kwpBDJRF5WnnRtZUrXFhGVX5cvA3/8UboelEepVMDSpdLWVBoMKUQyYeNsI1lbti62krVFROXXV18BChM+6dVqYP16y13xw5BCJBMqGxVcqruY3I6gEOBW202CioiovPv5Z+N7UQrk5QFRUdLUU1oMKUQy0mp8K5Ou7lGoFAh+IRiO3o4SVkVE5dXdu6a3IQhAaqrp7RiDIYVIRpqNbgZBaXxI0aq1aBXRSsKKiKg8k2qtE1N7Y4zFkEIkI/Ye9mgR3sKo3hRBJcC3uS8COwVKXxgRlUtVJLjvqCjqVqS1BIYUIpnp9lk3+LfzL1WPikKlgIOnA4ZsHwJBML4nhogqll69dFfomEKpBDp1kqScUmNIIZIZlY0KQ38fiprdawLAk8OKoHtUqVEFYw6OgZOfU9kUSWRGufdzcfvcbdyIu4Hb524j936upUsqt8aNM23VWJUKGDBAt1S+JZiYr4jIHKwdrDFk2xCc2XQGsUticf3gdQhK4eEwkKibf1IlqApCJoWg2ehmsHGS7hJmIku4EXcDccvicHrDaWjyHk6CUFor0fDlhmg1vhWqtqpqwQrLn0aNgLZtgZgY4+aVqNVARIT0dZWUIIpyvDlz2crIyICLiwvS09Ph7Oxs6XKICkk+mYxzm88h+042tGot7NzsENQ5CEFdgzi8Q+Xe/Vv3sWnAJlw/eB0KlQJadeHZngXbq4VWw8CfB8LJt5L2GqrVwL//Amlpum4OLy+gWrUnnnLokO6mgmq1bn5JSSkUgI+Pbmn8t9/WXeVTFHN+hjKkgCGFiMhS0q6kYXW71chKySoynDxOoVLAwcsBo/aPQpUgCWaFlhe3bgH/93+65V+Tkw33tWoFTJwIvPQSYPvYQo63bwPW1ti82wUDB+qu9inJFT8KBdCuHbBrF7BnD3D8OPDmm4C1deFjzfkZyjkpRERkETlpOfj22W9LHFAA3TBnVkoWvn32W+Sk5Zi5QhnQaoHp0wF/f+C99woHFEB3c53hwwE/P2Dbtofbt2wBLl4EXFzwwgu65fELrvYpbhVapVL3/6FDdQu42dkBzz2nu/9PTAyQnS3li3s6hhQiIrKImCUxuJdwr8QBpYBWrUVaQhpiI2PNVJlMaDTAkCHAokW6PxfXBVKwPS0N6NcPWLIEGDMGcHLSTUj5T+fOwM2bwPffA23aFG7G2RmYPFmXa9atA2wemeZmaws880zhjhpz43APONxDRFTWtGotPqv2GbKSs4xuw9HHEVOuTYFCVUF/354yBfjyy9JNJCnwySfAtGlPPOTaNSApCcjNBVxdgVq1jAshHO4hIqIKJX57vEkBBQAykzJxYccFiSqSmYsXgS++MC6gCAKwYsVTz/X3101nad8eaNiw7HtJSoIhhYiIytylnZdM7gFRqBS4+PtFiSqSmRUrHk4QKS1RBC5d0s14Lee4TgrJz7FjwE8/ASkpumvmqlQBOnaUZulEIpKFnNQcaDWm3VhGq9Hiwd0HElUkI9nZuit5TLlhjkqluxKoSxfp6rIA/sQnedBodLO5Fi8G4uIMw4ggAJ9/rlvyMCICeP11wN3dcrUSkWxUyHWC4uKAjAzT2lCrgd9/l6YeC+JwD1leVhbw/PPAsGG6S+kA3T+wgkd+vm7brVvA7NlA06bA+fMWK5eITGfnbgeF0sThHqUCdu52ElUkI3fvStPOgwdAXp40bVkIQwpZVl4e0Ls3sHOn7vnTVhnSanVhpV073aqLRFQu1e5Vu9SXHj9Oq9aiTu86ElUkI8UtYlJGTp4Exo/XTaqtVUu3tH7v3rpR+ILfGcsKh3vIst5+G/jrr5ItgVhAo9F1hfboAZw7Z/zkMiKymNrP1YZTVSfcv3Hf6DacqjqhVs9aElYlE1INZ9vbF71EbDF27gTmztUto69SGd6Y8Nw54NdfAU9P3eK206eXqmmjsSeFLCctTTeDvTQBpYBarbtE79dfJS+LiMxPoVQgZELIw5tmlpKgENAqopXJQ0ayFBLycGlYY6lUQN++JT78iy90K8vG/rc+3uN3Ti6Yw3v7tm7h227dgPR000osiQr43bWs21m3sXD/QnRd1xVNVjRB86+a47n1z+H/jv4fsvJMWxOgwvnmG9PGS5VK3cqKRFQutYpoBY9gDwiq0gUVhUoBj2APhEwIMVNlFmZjo7tAwJRe4lLcvvirr3TrxoliyX5n1GqB/ft1UwnNPeWFK85CmtXyLt69iLn75uKHMz9AK2qhFR9+pwUIECHC0doRY5qNwbsd3oWHvYdU5ZdfdevqekNM/SuYkAAEBkpSEhGVrYwbGVjzzBqkJ6ZD1Dz9Z4GgFODi74JRf4+Cc7UKvEL41atAUJBxPx8VCiA4GDh9uvhbF/8nPh6oX9+4Dm2FAnj3XWDaNK44K2t/X/0bLVe1xA9nfoBaqzYIKAAgQveXLDMvE5GxkQhZFYLLqZctUap8aLW6xYakyMgXKuiKk0SVgHNVZ4THhiOoSxAAFLvAW0FvS1CXIITHhVfsgAIA1asDs2aV/jxB0KWHFSueGlAAYNky4+fparVAZKR5e1M4cdZER28dRbfvuiFPk1conBRFI2pwLf0aOn3TCXHhcfBx9DF/kXL04IFx0b0oZTEwSkRmY+9hj2F/DMPts7cRtzwOx1cfR372w8tIrOyt0HR0U7Qa1wqe9T0tWGkZe+893c11Vq4s2fEKhe6xcaPuboBPkZUFfP114fknpZGaanjjZakxpJggX5OPPt/3Qb4mv0QBpYBaVCPpfhKGbx6OP4b9YcYKZczOTpfypehJcXIyvQ0isjjP+p54bslz6PZJN2TfzkZuRi5snG1g72kPlU0l/LgquAdPUJDuspvcXN32x39uKpW6ma1+frrbF3fuXKLmt27VBRVTKBTAd9+Z1sYT2zdf0xXf1vituHn/JjRi6ZcuVotqRP0bhfg78WaorBxQKIBq1aRpKyhImnaISBZUNio4V3OGZ31POFdzrpwBpYAgADNmAMnJugsFatcuvP/ZZ4EdO4ArV0ocUADdXZBNvdOIVgskJprWxpMwpJhgSewSKAXjZ18rBSVWHF4hYUXlzGuvmbZokUIBtGmjm4BLRFSROTvrrtY5f153HfCFC7qLBtLTdcvf9+pV6quBsrNLNG3lqcw54s6QYqSraVfx19W/jOpFKaARNfj62NeotBdYjRljWkjRanWrChERVRaCAHh46HpUAgNNGu52cTHtHoYFzDlxliHFSInp0vRv3c+7j/t5xq+4WK75+AAvv2zcWgBKpe78AQOkr4uIqBJo0sT06xdUKt0icObCkGKk7Pxsydqq1Iu8RUYC9eqVbmBUodCtx/zbb7pFj4iIqNQ6d9ZN6TNlyEetBl59VbqaHseQYiQXWxfJ2nK1dZWsrXLHyQnYvVt3Z+OSDP2oVLqx2agooFkzs5dHRFRRKRSmjZgLgu7mgy1bSlfT4xhSjFTbrTZUCtNnnAe4BMDOqgLearw0PD2BffuADz8EqlbVbXu0Z6UgvFhb6yL70aO6uyATEZFJRo3S/Qg2ZtRdFIE5c6SZfFucSnxdl2nc7d0xsMFAbDqzCWqtcSvhKAQFJrSaIHFl5ZS9PTBzpu6uyL//DmzaBKSk6GZkubsD/v66sPLJJ5aulIiownB1BXbt0v3el5tbuom0772nmxaYkWGu6njvHgDG37vnwLUDaLfa+N/orRRWuDntJu/jUxKiCLzxBrB4saUrISKqcI4dA7p3B+7effJkWpVKNw9l0SLgzTd1vShS3P+uOBzuMUFotVC0929v1FopCkGB11q+xoBSUoKgWxMlM9PSlRARVTjNmumWYFm4EAgI0G1TKgErK10wEQTddQojRuhG3N96y7zDPAXYkwLTUuDtrNsI+b8QXM+4XuJhH4WgQMfqHbHzlZ2wVlobU3LllJOj+1fUtKmlKyEiqrC0Wt21CceOAWlpuruYVKumG9pxdS18vDl7UhhSYPobnJSZhB7f9cCJ5BNQQAEtiu4rUwpKaEQN+gX3w4b+Gzhh1hiZmYCjo6WrICKi/3C4R+Z8HH1wcMxBrOqzCvW96gPQBRIrhRWsFFb64aAO1Tvg54E/4+eBPzOgGIsBhYjI4sqqe4M9KZA2BYqiiEPXDyE6IRqpD1KhUqjgYe+BvnX7oq4H7zFDRETlW3q6bp6Kg4PuuTl7UngJssQEQUCofyhC/UMtXQoREZHkLl/WrVRbEFLMicM9REREVGKXLgH5+WXztRhSiIiIqMQuXzbvnY8fxeEeIiIieqL794FffwWSkoBfftFNnO3dG2jc2LxflyHFAk4mn8SmM5uQkpWCPE0eqthWwTPVn8HzdZ+X5H5AREREUjh9Gli+HFizBnjwQHd3Eq0WOHwYeOcd3RqbY8aY7+vz6h6Yd2ZyAa2oxQ+nf8CS2CU4eP2gQRgRICBfmw8vBy+Mbzke41uNh6eDp1nqeJqM3AzczrqNXE0uXGxc4OvkC4XAUUEiospEFIH583VBpGAp/KLoQksGAC7mZjbmDikP8h9g6C9Dsfn8ZigEBbRi8TdGUApKeDp44o9X/kAj70aS11IUrahF1OUoRMZF4reLvxnU5+fkhwmtJmBM8zHwcvAqk3qIiMiyZszQLZFfMgwpZmXOkKLWqtF7Q29E/Rv1xHDyKKWghKO1I2JejTH72ipxN+Iw6KdBSEhLgEqhKnJpf4WggEJQYGLIRHz87MdQKoy4pzcREZULa9cCo0aV5gzzhRT245vZrN2z8MflP0ocUABAI2qQlZ+F7t91R57GfFOooy5HocPaDkhMTwSAYu89pBW1UGvV+OLQF+i/qT/yNWV07RkREZUpjQaYPdvSVTzEkGJGmXmZWBK7BCJK31ml1qpxNf0qtpzfIn1hAE4knUDfjX2Rp86DRtSU6BwRIrbHb8frv75ulpqIiMiydu0Crl2zdBUPMaSY0fqT65Gdn230+UpBiSUxSySs6KEpu6YgT5NX7M0QiyNCxOpjqxF7I9YsdRERkeUsXaqbKCsXDClmtOzwMpPO14ga7L+2H/F34iWqSCf+Tjz2XNlT4h6Ux6kUKiyPWy5pTUREZHkxMcVfyWMJDClmdOHuBaOGeh4Xf1fakLLi8AqoBOOjslqrxobTG3A3+66EVRERkaVlZlq6AkMMKWai0WqQo86RpK30nHRJ2imw+fxmqEXTonKeJg+7E3ZLVBEREcmBtbWlKzDEkGImSoUS1kppvttONk6StFMg9UGqyW0IEHD3AXtSiIgqEj8/S1dgiCHFjAJdAiVpJ8g1SJJ2pMYldoiIKpaRI3WryMqFjEqpeMa2GGvSkvIKQYEm3k3Q2FvaOzhVsatichsiRLjbu0tQDRERycXo0QwppXLjxg288sorcHd3h52dHRo1aoTDhw/r94uiiNmzZ8PX1xd2dnYICwvDxYsXLVjxQ6OajTLphoFaUYtJrSdBEAQJqwKer2P6jQxVChU6B3aWqCIiIpIDLy9g8GBAKZOFxWUdUu7du4d27drBysoKv//+O86ePYtPP/0UVao87AlYtGgRFi9ejBUrViAmJgYODg7o3r07cnKkmbRqCjc7N4xsOtKo3hSloIS7nTsGNxwseV3jWo0rdnXZklApVBjUYJDFboJIRETm88UXQPXq8lgvRdb37pkxYwb++ecf/P3330XuF0URfn5+mDZtGt58800AQHp6Ory9vbF27VoMHlyyD3hz3rsnOz8bHdZ0wPGk4yVel0QhKGClsMK+kfvQulprSesp0GFNBxy4dsDotVIOjD6AUP9QiasiIiI5uHoV6NoVuHJFt1T+kwhCBkSxEt67Z9u2bWjZsiVeeukleHl5oVmzZli1apV+f0JCApKSkhAWFqbf5uLigtatW+PgwYPFtpubm4uMjAyDBwBotbpvjJTsrezxx7A/EFI1pEQ9KiqFCvZW9tj5yk6zBRQA+Lz757BSWEFA6YaSFIICQxsNRZtqbcxUGRERWVr16kBsLDBmDGBrCwiC7vGogp6WxtJOmzQg65Dy77//Yvny5ahduzZ27dqFcePGYdKkSfjmm28AAElJSQAAb29vg/O8vb31+4oyf/58uLi46B/+/v4AdJOF8vKA6GjD47Va4PffgbffBl59FXj9dWDWLODYsZK9Djc7N+wesRsLui6Av7Puaz06J0T47z8bpQ1GNBmBo2OPolNgp5I1bqQWfi3w08CfoFKoSjwcJUBA16CuWN13teTzZIhIPnLv5+LMpjOIWRKDg58dxLHVx3An/o6ly6Iy5uYGfPUVcOuWbgioRQugalXA0xOoVQsYNgyIiwP++st8Nch6uMfa2hotW7bEgQMH9NsmTZqEuLg4HDx4EAcOHEC7du1w8+ZN+Pr66o8ZOHAgBEHADz/8UGS7ubm5yM3N1T/PyMiAv7+/vqtq9WrA3R3o1AlYtQpYsgRITHyYGgUBEEXd0sGtWgETJwJDhpRs/E4rarHr0i78cOYHJGclI1edC3d7d7T3b48RTUfA1dbVmLfKaP8k/oOBPw3Ezfs3oRSURQ7/KAUlRIh4rcVr+LLHl7BSWpVpjURUNlJOpyBuWRyOrz0O9QM1IACCQoCo0X1MBHYKRMjEENR9vi4UKln/jktlyJxTJmQwLaZ4vr6+qF+/vsG2evXq4eeffwYA+Pj4AACSk5MNQkpycjKaNm1abLs2NjawsbEpdv+oUUDfvroek5QUXU8KUPT9DI4cAYYPBzZsAH78EXB0fPJrUggK9KzdEz1r93zygWWkXUA7XJ18Fb9e+BWRsZH4M+FPg/0e9h4Y33I8wluEo5pzNQtVSUTmJIoi9s3dh31z90GhUkCr/u+Hngh9QAGAq39fxZW9V+DXyg8v//oyHDwdLFQxVRayDint2rVDfLzhfWsuXLiA6tWrAwCCgoLg4+OD6OhofSjJyMhATEwMxo0bZ/TXvX5dd5OllJSnH1sQYKKigB49dENFT8g/sqRSqNA3uC/6BvfFnew7SM5MRq4mF662rvB39mfPCVEFJooidk3ZhZgvYwDgYUAp6tj/Asuto7fwdZuv8WrMq7D3sC+TOqlyknV/3ZQpU3Do0CF89NFHuHTpEjZs2ICVK1ciIiICACAIAiZPnowPP/wQ27Ztw6lTpzB8+HD4+fmhX79+Rn1NrRbo3RtILeXK8RoNcPAgMGWKUV9WNjzsPdDAqwGa+zZHjSo1GFCIKrgjXx3RB5SSEjUi0q6m4fvnv4eole2MAaoAZD0nBQB27NiBmTNn4uLFiwgKCsLUqVMRHh6u3y+KIubMmYOVK1ciLS0N7du3x7Jly1CnTp0Sf41Hx9NiY53x7LPG12tlBdy8CXh4GN8GEVFZ0ORr8Hm1z5GVkmV0G8OihqFGWA0Jq6LyxpxzUmQfUsrCo2/w8OHO+PXXoueflIRCASxYALz1lrQ1EhFJ7dwv57BpwCajzxdUAuo8VweDt0q/6CSVH+YMKbIe7ilrSUnAtm3GBxRAN1y0dKl0NRERmUtsZCwEpfHLCYhqEfHb45FxPUPCqogeYkh5xOXLukuLTXX1KpCfb3o7RETmdCPuhsHVO0YRgVvHbklTENFjGFIecf++dG1l8BcLIpIxUSsiP1Oa36Zy0ix/rzSqmBhSHmEv4ZV0T1svhYjIogRAYSXNR4DKVtarWVA5xpDyiP+WXzGZh0f5WyuFiCoXQRDg6C3Nb1NOvk6StEP0OIaUR1SvDnTsCCiVxrehVAKvvSZdTURE5tJkRBOTJs4CgLO/M6qFcjVqMg+GlMdMnPj021I/iVYLjB0rXT1ERObSYmwLkxZjExQCQiaEQKHkRwmZB/9mPeb554Fq1YzrTVEqgf79gYAA6esiIpKaS4AL6j5fF4LKiN4UAVCoFGg2upn0hRH9x6jZTtHR0YiOjkZKSgq0WsP7PKxevVqSwizFygrYsQNo2xbIzS15r4pKBQQF6e6aTERUXvRa3gs3W95EZnJm6S5HFoF+6/rx3j1kVqXuSZk7dy66deuG6Oho3LlzB/fu3TN4VARNmuhuFOjsrAsfT6NUAsHBwN69QJUqZi+PiEgyTr5OGLFnBJx8naBQleAjQQFAAHqv7I2GgxqavT6q3Eq9LL6vry8WLVqEYcOGmaumMlfckr5XruiWuP/mG12vCvBwsTelUtfL4ukJjBsHvPkm4MQJ7kRUTmUmZSLqrSic3ngaolYsNFdFoVJAq9bCt4Uvun7UFTW71bRQpSQ3srp3j7u7O2JjY1GzZsX5C/q0Nzg9Hfj2W2D3buDOHd2QkJcXMGAA0Lev7jkRUUWQdTsLx9ccx6n1p5CZnAlNnga2rrYI7BSIVhGt4NfCz9IlkszIKqRMnz4djo6OmDVrlqSFWJI532AiIqKKzJyfoaWeOJuTk4OVK1fizz//ROPGjWH1WDfCZ599JllxREREVHmVOqScPHkSTZs2BQCcPn3aYJ8gmLYoEBEREVGBUoeUPXv2mKMOIiIiIgMmLeZ2/fp1XL9+XapaiIiIiPRKHVK0Wi3ef/99uLi4oHr16qhevTpcXV3xwQcfFFrYjYiIiMhYpR7ueeedd/D1119jwYIFaNeuHQBg//79eO+995CTk4N58+ZJXiQRERFVPqW+BNnPzw8rVqzA888/b7B969atGD9+PG7cuCFpgWWBlyATEREZx5yfoaUe7klNTUVwcHCh7cHBwUhNTZWkKCIiIqJSh5QmTZogMjKy0PbIyEg0adJEkqKIiIiISj0nZdGiRejVqxf+/PNPhIaGAgAOHjyIa9eu4bfffpO8QCIiIqqcSt2T0rFjR1y4cAEvvPAC0tLSkJaWhv79+yM+Ph7PPPOMOWokIiKiSqjUE2crIk6cJSIiMo7F791z8uRJNGzYEAqFAidPnnzisY0bN5akMCIiIqrcShRSmjZtiqSkJHh5eaFp06YQBAFFdcAIggCNRiN5kURERFT5lCikJCQkwNPTU/9nIiIiInMrUUipXr26/s9Xr15F27ZtoVIZnqpWq3HgwAGDY4mIiIiMVeqrezp37lzkom3p6eno3LmzJEURERERlTqkiKIIQRAKbb979y4cHBwkKYqIiIioxIu59e/fH4BucuzIkSNhY2Oj36fRaHDy5Em0bdtW+gqJiIioUipxSHFxcQGg60lxcnKCnZ2dfp+1tTXatGmD8PBw6SskIiKiSqnEIWXNmjUAgMDAQLz55psc2iEiIiKz4oqz4IqzRERExrL4irPNmzdHdHQ0qlSpgmbNmhU5cbbA0aNHJSuOiIiIKq8ShZS+ffvqJ8r269fPnPUQERERAeBwDwAO9xARERnLnJ+hpV4n5dq1a7h+/br+eWxsLCZPnoyVK1dKWhgRERFVbqUOKS+//DL27NkDAEhKSkJYWBhiY2Pxzjvv4P3335e8QCIiIqqcSh1STp8+jZCQEADApk2b0KhRIxw4cADr16/H2rVrpa6PiIiIKqlSh5T8/Hz9JNo///wTzz//PAAgODgYt27dkrY6IiIiqrRKHVIaNGiAFStW4O+//0ZUVBR69OgBALh58ybc3d0lL5CIiIgqp1KHlIULF+Krr75Cp06dMGTIEDRp0gQAsG3bNv0wEBEREZGpjLoEWaPRICMjA1WqVNFvu3LlCuzt7eHl5SVpgWWBlyATEREZx+Irzj5OqVRCrVZj//79AIC6desiMDBQyrqIiIiokiv1cE9WVhZGjx4NX19fdOjQAR06dICfnx/GjBmD7Oxsc9RIRERElVCpQ8rUqVOxb98+bN++HWlpaUhLS8PWrVuxb98+TJs2zRw1EhERUSVU6jkpHh4e+Omnn9CpUyeD7Xv27MHAgQNx+/ZtKesrE5yTQkREZBxZLYufnZ0Nb2/vQtu9vLw43ENERESSKXVICQ0NxZw5c5CTk6Pf9uDBA8ydOxehoaGSFkdERESVV6mv7vniiy/QvXt3VKtWTb9GyokTJ2Bra4tdu3ZJXiARERFVTkatk5KdnY0NGzbg3LlzAIB69eph6NChsLOzk7zAssA5KURERMaRzTophw4dwvbt25GXl4cuXbrg1VdflbQYIiIiogIlDik//fQTBg0aBDs7O1hZWeGzzz7DwoUL8eabb5qzPiIiIqqkSjxxdv78+QgPD0d6ejru3buHDz/8EB999JE5ayMiIqJKrMRzUhwdHXH8+HHUqlULAJCXlwcHBwfcuHGjXN6v51Gck0JERGQcWayTkp2dbfDFra2tYWtri8zMTEkLIiIiIgJKOXH2//7v/+Do6Kh/rlarsXbtWnh4eOi3TZo0SbrqiIiIqNIq8XBPYGAgBEF4cmOCgH///VeSwsoSh3uIiIiMI4tLkK9cuSLpFyYiIiJ6klIvi09ERERUFhhSiIiISJYYUoiIiEiWShxSbt68ac46iIiIiAyUOKQ0aNAAGzZsMGctRERERHolDinz5s3Da6+9hpdeegmpqanmrImIiIio5CFl/PjxOHnyJO7evYv69etj+/bt5qyLiIiIKrlSrTgbFBSE3bt3IzIyEv3790e9evWgUhk2cfToUUkLJCIiosqpVCEFAK5evYpffvkFVapUQd++fQuFFCIiIiIplCphrFq1CtOmTUNYWBjOnDkDT09Pc9VFRERElVyJQ0qPHj0QGxuLyMhIDB8+3Jw1EREREZU8pGg0Gpw8eRLVqlUzZz1EREREAEoRUqKiosxZBxEREZEBLotPREREssSQQkRERLLEkEJERESyxJBCREREssSQQkRERLLEkEJERESyxJBCREREslSuQsqCBQsgCAImT56s35aTk4OIiAi4u7vD0dERAwYMQHJysuWKJCIiIkmUm5ASFxeHr776Co0bNzbYPmXKFGzfvh0//vgj9u3bh5s3b6J///4WqpKIiIikUi5CSmZmJoYOHYpVq1ahSpUq+u3p6en4+uuv8dlnn6FLly5o0aIF1qxZgwMHDuDQoUMWrJiIiIhMVS5CSkREBHr16oWwsDCD7UeOHEF+fr7B9uDgYAQEBODgwYPFtpebm4uMjAyDBxEREclLie/dYykbN27E0aNHERcXV2hfUlISrK2t4erqarDd29sbSUlJxbY5f/58zJ07V+pSiYiISEKy7km5du0a3njjDaxfvx62traStTtz5kykp6frH9euXZOsbSIiIpKGrEPKkSNHkJKSgubNm0OlUkGlUmHfvn1YvHgxVCoVvL29kZeXh7S0NIPzkpOT4ePjU2y7NjY2cHZ2NngQERGRvMh6uKdr1644deqUwbZRo0YhODgY06dPh7+/P6ysrBAdHY0BAwYAAOLj45GYmIjQ0FBLlExEREQSkXVIcXJyQsOGDQ22OTg4wN3dXb99zJgxmDp1Ktzc3ODs7IyJEyciNDQUbdq0sUTJRCRDWlGL6H+jsTRuKf6++jfu592HUqGEl4MXXmn0Csa2GIvqrtUtXSYRPUbWIaUkPv/8cygUCgwYMAC5ubno3r07li1bZumyiEgmfjzzI6b/OR0JaQlQCSqoRTUAIF+bj8T0RCz8ZyHm75+PXnV6YelzSxHgEmDhiomogCCKomjpIiwtIyMDLi4uSE9P5/wUogpkwf4FmBk9s0THKgUl3Ozc8OfwP9HYu/HTTyAiAOb9DJX1xFkiImOtOLyixAEFADSiBqkPUhG2LgyJ6YlmrIyISoohhYgqnBsZNzDhtwmlPq8gqIz/dbwZqiKi0mJIIaIKZ9XRVRBh3Ei2RtTgt4u/4UraFWmLIqJSY0ghogolX5OPZXHLoBW1RrehEBRYeWSlhFURkTEYUoioQvk78W/czr5tUhsaUYNvT34rUUVEZCyGFCKqUJIyi79vV2ncybojSTtEZDyGFCKqUPI0edK0o80DV2ggsiyGFCKqUFxtXSVpx8naCYIgSNIWERmHIYWIKpSQqiFQCKb9aFMJKrQPaC9RRURkLIYUIqpQ/Jz80LduX6gUxt/1Qy2qMSGk9OusEJG0GFKIqMKZEDIBaq3a6PMDXALQrWY3CSsiImMwpBBRhdM5sDM6BXaCUlAadf78rvNNHjIiItPxXyERVTiCIGDzoM2o61G31EHl/U7v4+VGL5upMiIqDYYUIqqQXG1d8c/of/QTYJ80R0UpKKEQFFjcYzFmdZxVViUS0VMwpBBRheVq64rdI3YjalgUetXuBQGFLyl2s3PDjPYzkPBGAia2nmiBKomoOMZPfyciKgcUggJhNcIQViMM1zOuI/ZGLO49uAdrpTW8Hb3RKbATrJXWli6TiIrAkEJElUY152qo5lzN0mUQUQlxuIeIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkSWXpAshyNBpg1y7gyBEgPR2wtQWqVgVefBHw9LR0dUREVNkxpFRCd+8C//d/QGQkcP06oFIBgqDbp1YDkyYBgwYBEyYAbdpYtlYiIqq8ONxTyRw/DtSvD/zvf7qAAuiCSX6+7iGKuuc//ACEhgJz5+q2ERERlTVZh5T58+ejVatWcHJygpeXF/r164f4+HiDY3JychAREQF3d3c4OjpiwIABSE5OtlDF8nbqFNC+va4nRat98rFqte7/770HzJhh9tKIiIgKkXVI2bdvHyIiInDo0CFERUUhPz8f3bp1Q1ZWlv6YKVOmYPv27fjxxx+xb98+3Lx5E/3797dg1fKUkQF06wbk5OjmopTGokXAd9+Zpy4iIqLiCKJYfjrzb9++DS8vL+zbtw8dOnRAeno6PD09sWHDBrz44osAgPPnz6NevXo4ePAg2pRwQkVGRgZcXFyQnp4OZ2dnc74Ei1m6FJg40bihG0EAatUC4uMfzl0hIiICzPsZKuuelMelp6cDANzc3AAAR44cQX5+PsLCwvTHBAcHIyAgAAcPHiy2ndzcXGRkZBg8KjJRBBYvNu38ixeBffukq4mIiOhpyk1I0Wq1mDx5Mtq1a4eGDRsCAJKSkmBtbQ1XV1eDY729vZGUlFRsW/Pnz4eLi4v+4e/vb87SLW7/fuDCBdMmwKpUwLJl0tVERET0NOUmpEREROD06dPYuHGjyW3NnDkT6enp+se1a9ckqFC+Tp40fZhGrQaOHpWmHiIiopIoF+ukTJgwATt27MBff/2FatWq6bf7+PggLy8PaWlpBr0pycnJ8PHxKbY9Gxsb2NjYmLNkWUlPB5TKh1fsGKuCj4oREZHMyLonRRRFTJgwAZs3b8bu3bsRFBRksL9FixawsrJCdHS0flt8fDwSExMRGhpa1uXKlr390y85Lgk7O9PbICIiKilZ96RERERgw4YN2Lp1K5ycnPTzTFxcXGBnZwcXFxeMGTMGU6dOhZubG5ydnTFx4kSEhoaW+MqeyiAgwPSQolAAj2VEIiIis5J1SFm+fDkAoFOnTgbb16xZg5EjRwIAPv/8cygUCgwYMAC5ubno3r07lnGGp4HnngNcXYG0NOPb0GqBMWOkqoiIiOjpytU6KeZSGdZJmTED+OST0i/kVsDFBUhK0t2EkIiIqADXSSGTvfaa8Vf4KBTA+PEMKEREVLYYUiqJoCBg9erSn6dUAm3bAnPmSF8TERHRkzCkVCLDhgErVpS8R0Wh0AWU7duBSnTFNhERyQRDSiUzdizQvDnQurXuuVJpuL/guZcXMHcuEBWlm3RLRERU1mR9dQ9J7+efgVmzgL59dTcMXLECiIkB7t3TrYMSEAAMHw706QNYWVm6WiIiqswYUiqR/HxdGAkP1z2vWxf4/HPL1kRERFQcDvdUIhcuAKNGWboKIiKikmFPSgXyIP8BUh+kAgDc7NxgZ2W4jn1wcOE5KERERHLFkFLOqbVqbIvfhsjYSOy5ssdgX/uA9pgYMhH9gvvBWmnNgEJEROUKQ0o5tvX8Vry24zUkZyVDKRROIAevHcT+xP3wsPdAZM9IDGo4yAJVEhERGYdzUsqplUdW4oUfXkBKVgoAQCMWXu++YNud7DsY/PNgfH6Qs2SJiKj8YEgphzaf24zXd7wO8b//SmrqH1Ox/uR6M1ZGREQkHYaUciZPk4fw7eFGn//6r68jKy9LwoqIiIjMgyGlnPnl3C+4++BuqXpQHpWZl4mNpzdKXBUREZH0GFLKmSUxS6AQjP+2KaDAlzFfQhSNCzlERERlhSGlHLn34B4OXD8Arag1ug0ttDiVcgo37t+QsDIiIiLpMaSUI3ey78iyLSIiInNgSClHTOlBMWdbRERE5sCQUo642bnJsi0iIiJzYEgpRzzsPdDAswEECEa3IUBAkGsQAlwCJKyMiIhIegwp5YggCJjUepLRlx8XmBgy0aQrhIiIiMoCP6nKmZcbvQwHKwejz7dWWmNk05HSFURERGQmDCnljKO1IxY9u8jo8z/o/AGq2FWRsCIiIiLzYEgph8a3Go8Z7WaU+rwJIRPwZts3zVARERGR9BhSyqn5YfPxZY8vYa20fuL8EoWggEqhwvyu87G4x2IIgvGTbomIiMqSIHJ9dGRkZMDFxQXp6elwdna2dDmlcjf7LtYeX4vI2EhcSb9isK+aczVMaDUBo5uNhqeDp2UKJCKiCs2cn6EMKSjfIaWAVtQi/k687uaDogh3e3fUda8LpUJp6dKIiKgCM+dnqErS1shiFIIC9TzrWboMIiIiyXBOChEREckSQwoRERHJEkMKERERyRJDChEREckSQwoRERHJEkMKERERyRJDChEREckSQwoRERHJEkMKERERyRJDChEREckSQwoRERHJEkMKERERyRJDChEREckSQwoRERHJEkMKERERyRJDChEREckSQwoRERHJEkMKERERyRJDChEREckSQwoRERHJEkMKERERyRJDChEREckSQwoRERHJEkMKERERyRJDChEREckSQwoRERHJEkMKERERyRJDChEREckSQwoRERHJEkMKUXkjikBioqWrICIyO4YUovJGEHT/37On6P2iCGg0ZVcPEZGZMKQQlUcBAcDZs8Dhw7rn168Ds2cD/v6AtTWgUgH29kD79sDGjUBenmXrJSIygiCKomjpIiwtIyMDLi4uSE9Ph7Ozs6XLISqZ/Hzg2WcBW1vgjz8AhaJwD4pSqdvm7g68+y7wxhsPe2KIiCRgzs9QlaStEVHZSUwEzp8HkpN1z4sa4inYdvcuMGUKcO4csHy5LtAQEckcf1IRlUe3bwNdu+rCR2msXAnMnGmemoiIJMaQQlQezZypm4eiVpf+3EWLHs5lISKSMYYUovLm3j3gu++Mv4JHpQKWLpW2JiIiM2BIISpv1q0z7WodtRrYsAFITZWuJiIiM2BIISpvNmzQrYViirw8YPt2aeohIjIThhSi8ubWLdPbUCp1k2+JiGSMIYWovDFmsuzjBIELvBGR7DGkEJU3VaqY3oZGI007RERmxJBCVN507qy7QscUogi0aydNPUREZsKQQlTejBtn2pCPUgmEhgKNG0tXExGRGTCkEJU3DRrobhxo7NL2Gg0wcaK0NRERmQFDClF5NG+ecTcKVKmApk2BAQMkL4mISGoMKUTlUYcOwJo1uqBS0rCiUgFVqwK//w5YW5u3PiIiCTCkEJVXw4YBv/wC2No+OawUTLJt1gyIjQV8fMquRiIiEzCkEJVn/foBN24An34KBAYW3i8IQM+ewK5dwKFDgJdXWVdIRGQ0QRRNXV+7/MvIyICLiwvS09Ph7Oxs6XKIjKPV6npKbt4EHjwAXFyAJk0Af39LV0ZEFZg5P0NNXGyBiGRDoQDatLF0FUREkuFwDxEREckSQwoRERHJEkMKERERyVKFCSlLly5FYGAgbG1t0bp1a8TGxlq6JCIiIjJBhQgpP/zwA6ZOnYo5c+bg6NGjaNKkCbp3746UlBRLl0ZERERGqhAh5bPPPkN4eDhGjRqF+vXrY8WKFbC3t8fq1astXRoREREZqdxfgpyXl4cjR45g5syZ+m0KhQJhYWE4ePBgkefk5uYiNzdX/zw9PR2A7lpvIiIiKrmCz05zLLtW7kPKnTt3oNFo4O3tbbDd29sb58+fL/Kc+fPnY+7cuYW2+3PRKyIiIqPcvXsXLi4ukrZZ7kOKMWbOnImpU6fqn6elpaF69epITEyU/A2momVkZMDf3x/Xrl3jKr9lhO952eN7Xvb4npe99PR0BAQEwM3NTfK2y31I8fDwgFKpRHJyssH25ORk+BRzIzUbGxvY2NgU2u7i4sK/1GXM2dmZ73kZ43te9vielz2+52VPoZB+mmu5nzhrbW2NFi1aIDo6Wr9Nq9UiOjoaoaGhFqyMiIiITFHue1IAYOrUqRgxYgRatmyJkJAQfPHFF8jKysKoUaMsXRoREREZqUKElEGDBuH27duYPXs2kpKS0LRpU+zcubPQZNri2NjYYM6cOUUOAZF58D0ve3zPyx7f87LH97zsmfM9F0RzXDNEREREZKJyPyeFiIiIKiaGFCIiIpIlhhQiIiKSJYYUIiIikqVKH1KWLl2KwMBA2NraonXr1oiNjbV0SRXG/Pnz0apVKzg5OcHLywv9+vVDfHy8wTE5OTmIiIiAu7s7HB0dMWDAgEIL85HxFixYAEEQMHnyZP02vufSu3HjBl555RW4u7vDzs4OjRo1wuHDh/X7RVHE7Nmz4evrCzs7O4SFheHixYsWrLh802g0mDVrFoKCgmBnZ4eaNWvigw8+MLh3DN9z0/z111/o06cP/Pz8IAgCtmzZYrC/JO9vamoqhg4dCmdnZ7i6umLMmDHIzMwsXSFiJbZx40bR2tpaXL16tXjmzBkxPDxcdHV1FZOTky1dWoXQvXt3cc2aNeLp06fF48ePi88995wYEBAgZmZm6o95/fXXRX9/fzE6Olo8fPiw2KZNG7Ft27YWrLriiI2NFQMDA8XGjRuLb7zxhn4733NppaamitWrVxdHjhwpxsTEiP/++6+4a9cu8dKlS/pjFixYILq4uIhbtmwRT5w4IT7//PNiUFCQ+ODBAwtWXn7NmzdPdHd3F3fs2CEmJCSIP/74o+jo6Ch++eWX+mP4npvmt99+E9955x3xl19+EQGImzdvNthfkve3R48eYpMmTcRDhw6Jf//9t1irVi1xyJAhpaqjUoeUkJAQMSIiQv9co9GIfn5+4vz58y1YVcWVkpIiAhD37dsniqIopqWliVZWVuKPP/6oP+bcuXMiAPHgwYOWKrNCuH//vli7dm0xKipK7Nixoz6k8D2X3vTp08X27dsXu1+r1Yo+Pj7ixx9/rN+WlpYm2tjYiN9//31ZlFjh9OrVSxw9erTBtv79+4tDhw4VRZHvudQeDykleX/Pnj0rAhDj4uL0x/z++++iIAjijRs3Svy1K+1wT15eHo4cOYKwsDD9NoVCgbCwMBw8eNCClVVc6enpAKC/CdWRI0eQn59v8D0IDg5GQEAAvwcmioiIQK9evQzeW4DvuTls27YNLVu2xEsvvQQvLy80a9YMq1at0u9PSEhAUlKSwXvu4uKC1q1b8z03Utu2bREdHY0LFy4AAE6cOIH9+/ejZ8+eAPiem1tJ3t+DBw/C1dUVLVu21B8TFhYGhUKBmJiYEn+tCrHirDHu3LkDjUZTaFVab29vnD9/3kJVVVxarRaTJ09Gu3bt0LBhQwBAUlISrK2t4erqanCst7c3kpKSLFBlxbBx40YcPXoUcXFxhfbxPZfev//+i+XLl2Pq1Kn43//+h7i4OEyaNAnW1tYYMWKE/n0t6mcN33PjzJgxAxkZGQgODoZSqYRGo8G8efMwdOhQAOB7bmYleX+TkpLg5eVlsF+lUsHNza1U34NKG1KobEVEROD06dPYv3+/pUup0K5du4Y33ngDUVFRsLW1tXQ5lYJWq0XLli3x0UcfAQCaNWuG06dPY8WKFRgxYoSFq6uYNm3ahPXr12PDhg1o0KABjh8/jsmTJ8PPz4/veQVTaYd7PDw8oFQqC13VkJycDB8fHwtVVTFNmDABO3bswJ49e1CtWjX9dh8fH+Tl5SEtLc3geH4PjHfkyBGkpKSgefPmUKlUUKlU2LdvHxYvXgyVSgVvb2++5xLz9fVF/fr1DbbVq1cPiYmJAKB/X/mzRjpvvfUWZsyYgcGDB6NRo0YYNmwYpkyZgvnz5wPge25uJXl/fXx8kJKSYrBfrVYjNTW1VN+DShtSrK2t0aJFC0RHR+u3abVaREdHIzQ01IKVVRyiKGLChAnYvHkzdu/ejaCgIIP9LVq0gJWVlcH3ID4+HomJifweGKlr1644deoUjh8/rn+0bNkSQ4cO1f+Z77m02rVrV+jS+gsXLqB69eoAgKCgIPj4+Bi85xkZGYiJieF7bqTs7GwoFIYfX0qlElqtFgDfc3MryfsbGhqKtLQ0HDlyRH/M7t27odVq0bp165J/MZOn/ZZjGzduFG1sbMS1a9eKZ8+eFceOHSu6urqKSUlJli6tQhg3bpzo4uIi7t27V7x165b+kZ2drT/m9ddfFwMCAsTdu3eLhw8fFkNDQ8XQ0FALVl3xPHp1jyjyPZdabGysqFKpxHnz5okXL14U169fL9rb24vfffed/pgFCxaIrq6u4tatW8WTJ0+Kffv25eWwJhgxYoRYtWpV/SXIv/zyi+jh4SG+/fbb+mP4npvm/v374rFjx8Rjx46JAMTPPvtMPHbsmHj16lVRFEv2/vbo0UNs1qyZGBMTI+7fv1+sXbs2L0EurSVLlogBAQGitbW1GBISIh46dMjSJVUYAIp8rFmzRn/MgwcPxPHjx4tVqlQR7e3txRdeeEG8deuW5YqugB4PKXzPpbd9+3axYcOGoo2NjRgcHCyuXLnSYL9WqxVnzZolent7izY2NmLXrl3F+Ph4C1Vb/mVkZIhvvPGGGBAQINra2oo1atQQ33nnHTE3N1d/DN9z0+zZs6fIn98jRowQRbFk7+/du3fFIUOGiI6OjqKzs7M4atQo8f79+6WqQxDFR5boIyIiIpKJSjsnhYiIiOSNIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiIiIZIkhhYiIiGSJIYWIiIhkiSGFiMqdtWvXwtXV9anHCYKALVu2mL0eIjIPhhQiKpZGo0Hbtm3Rv39/g+3p6enw9/fHO++8U+y5nTp1giAIEAQBtra2qF+/PpYtWyZJXYMGDcKFCxf0z9977z00bdq00HG3bt1Cz549JfmaRFT2GFKIqFhKpRJr167Fzp07sX79ev32iRMnws3NDXPmzHni+eHh4bh16xbOnj2LgQMHIiIiAt9//73JddnZ2cHLy+upx/n4+MDGxsbkr0dElsGQQkRPVKdOHSxYsAATJ07ErVu3sHXrVmzcuBHr1q2DtbX1E8+1t7eHj48PatSogffeew+1a9fGtm3bAACJiYno27cvHB0d4ezsjIEDByI5OVl/7okTJ9C5c2c4OTnB2dkZLVq0wOHDhwEYDvesXbsWc+fOxYkTJ/Q9N2vXrgVQeLjn1KlT6NKlC+zs7ODu7o6xY8ciMzNTv3/kyJHo168fPvnkE/j6+sLd3R0RERHIz8+X4J0kotJSWboAIpK/iRMnYvPmzRg2bBhOnTqF2bNno0mTJqVux87ODnl5edBqtfqAsm/fPqjVakRERGDQoEHYu3cvAGDo0KFo1qwZli9fDqVSiePHj8PKyqpQm4MGDcLp06exc+dO/PnnnwAAFxeXQsdlZWWhe/fuCA0NRVxcHFJSUvDqq69iwoQJ+lADAHv27IGvry/27NmDS5cuYdCgQWjatCnCw8NL/XqJyDQMKUT0VIIgYPny5ahXrx4aNWqEGTNmlOp8jUaD77//HidPnsTYsWMRHR2NU6dOISEhAf7+/gCAdevWoUGDBoiLi0OrVq2QmJiIt956C8HBwQCA2rVrF9m2nZ0dHB0doVKp4OPjU2wNGzZsQE5ODtatWwcHBwcAQGRkJPr06YOFCxfC29sbAFClShVERkZCqVQiODgYvXr1QnR0NEMKkQVwuIeISmT16tWwt7dHQkICrl+/XqJzli1bBkdHR9jZ2SE8PBxTpkzBuHHjcO7cOfj7++sDCgDUr18frq6uOHfuHABg6tSpePXVVxEWFoYFCxbg8uXLJtV/7tw5NGnSRB9QAKBdu3bQarWIj4/Xb2vQoAGUSqX+ua+vL1JSUkz62kRkHIYUInqqAwcO4PPPP8eOHTsQEhKCMWPGQBTFp543dOhQHD9+HAkJCcjKysJnn30GhaJkP3bee+89nDlzBr169cLu3btRv359bN682dSX8lSPDykJggCtVmv2r0tEhTGkENETZWdnY+TIkRg3bhw6d+6Mr7/+GrGxsVixYsVTz3VxcUGtWrVQtWpVg3BSr149XLt2DdeuXdNvO3v2LNLS0lC/fn39tjp16mDKlCn4448/0L9/f6xZs6bIr2NtbQ2NRvPEWurVq4cTJ04gKytLv+2ff/6BQqFA3bp1n/paiKjsMaQQ0RPNnDkToihiwYIFAIDAwEB88sknePvtt3HlyhWj2gwLC0OjRo0wdOhQHD16FLGxsRg+fDg6duyIli1b4sGDB5gwYQL27t2Lq1ev4p9//kFcXBzq1atXZHuBgYFISEjA8ePHcefOHeTm5hY6ZujQobC1tcWIESNw+vRp7NmzBxMnTsSwYcP081GISF4YUoioWPv27cPSpUuxZs0a2Nvb67e/9tpraNu2bYmHfR4nCAK2bt2KKlWqoEOHDggLC0ONGjXwww8/ANCtz3L37l0MHz4cderUwcCBA9GzZ0/MnTu3yPYGDBiAHj16oHPnzvD09CxyLRZ7e3vs2rULqampaNWqFV588UV07doVkZGRpa6fiMqGIBrzE4aIiIjIzNiTQkRERLLEkEJERESyxJBCREREssSQQkRERLLEkEJERESyxJBCREREssSQQkRERLLEkEJERESyxJBCREREssSQQkRERLLEkEJERESy9P8fQsNTKebAHwAAAABJRU5ErkJggg==", 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" ] @@ -131,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -155,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -165,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -179,12 +191,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -208,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -221,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -232,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -243,7 +255,7 @@ "step 5000\n", "step 10000\n", "step 15000\n", - "Simulation ran in 13.123230180000064 for 20000 timesteps\n" + "Simulation ran in 114.98858090001158 for 20000 timesteps\n" ] } ], @@ -263,14 +275,21 @@ "print(f\"Simulation ran in {time} for {n_steps} timesteps\")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pretty slow if you don't use a GPU" + ] + }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -294,7 +313,7 @@ ], "metadata": { "kernelspec": { - "display_name": "venv", + "display_name": "myvenv", "language": "python", "name": "python3" }, @@ -308,7 +327,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/notebooks/server_side/3_prey_predator_braitenberg.ipynb b/notebooks/server_side/3_prey_predator_braitenberg.ipynb index 64dfd52..7bd3ce9 100644 --- a/notebooks/server_side/3_prey_predator_braitenberg.ipynb +++ b/notebooks/server_side/3_prey_predator_braitenberg.ipynb @@ -20,17 +20,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 11, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-08-02 15:52:56.509482: W external/xla/xla/service/gpu/nvptx_compiler.cc:760] The NVIDIA driver's CUDA version is 12.2 which is older than the ptxas CUDA version (12.5.40). Because the driver is older than the ptxas version, XLA is disabling parallel compilation, which may slow down compilation. You should update your NVIDIA driver or use the NVIDIA-provided CUDA forward compatibility packages.\n" - ] - } - ], + "outputs": [], "source": [ "from enum import Enum\n", "from functools import partial\n", @@ -40,7 +32,7 @@ "import jax.numpy as jnp\n", "\n", "from jax import vmap, jit\n", - "from flax import struct\n", + "from jax_md.dataclasses import dataclass as md_dataclass\n", "\n", "from vivarium.environments.braitenberg.simple import BraitenbergEnv, AgentState, State, EntityType, init_complete_state, init_entities, init_objects\n", "from vivarium.environments.braitenberg.simple import compute_motor, compute_prox, behavior_to_params, Behaviors" @@ -57,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -65,7 +57,7 @@ " PREY = 0\n", " PREDATOR = 1\n", "\n", - "@struct.dataclass\n", + "@md_dataclass\n", "class AgentState(AgentState):\n", " agent_type: jnp.array" ] @@ -81,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -108,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -168,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -227,13 +219,13 @@ " def _step(self, state: State, neighbors: jnp.array, agents_neighs_idx: jnp.array) -> Tuple[State, jnp.array]:\n", " # 1 Compute which agents are being eaten\n", " exist = self.eat_preys(state)\n", - " entities = state.entities.replace(exists=exist)\n", + " entities = state.entities.set(exists=exist)\n", "\n", " # 2 Compute the proximeter of agents\n", " exists_mask = jnp.where(entities.exists == 1, 1, 0)\n", " prox, proximity_dist_map, proximity_dist_theta = compute_prox(state, agents_neighs_idx, target_exists_mask=exists_mask, displacement=self.displacement)\n", " motor = compute_motor(prox, state.agents.params, state.agents.behavior, state.agents.motor)\n", - " agents = state.agents.replace(\n", + " agents = state.agents.set(\n", " prox=prox, \n", " proximity_map_dist=proximity_dist_map, \n", " proximity_map_theta=proximity_dist_theta,\n", @@ -241,14 +233,14 @@ " )\n", "\n", " # 3 Update the state with the new agent and entities states\n", - " state = state.replace(\n", + " state = state.set(\n", " agents=agents,\n", " entities=entities\n", " )\n", "\n", " # 4 Apply physics forces to the environment state\n", " entities = self.apply_physics(state, neighbors)\n", - " state = state.replace(\n", + " state = state.set(\n", " time=state.time+1,\n", " entities=entities,\n", " )\n", @@ -258,72 +250,6 @@ " return state, neighbors" ] }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "class PreyPredBraitenbergEnv(BraitenbergEnv):\n", - " def __init__(\n", - " self,\n", - " state,\n", - " pred_eating_range\n", - " ): \n", - " super().__init__(state=state)\n", - " # Add idx utils to simplify conversions between entities and agent states\n", - " self.agents_idx = jnp.where(state.entities.entity_type == EntityType.AGENT.value)\n", - " self.prey_idx = jnp.where(state.agents.agent_type == AgentType.PREY.value)\n", - " self.pred_idx = jnp.where(state.agents.agent_type == AgentType.PREDATOR.value)\n", - " self.pred_eating_range = pred_eating_range\n", - "\n", - " # Add a function to detect if a prey will be eaten by a predator in the current step\n", - " def can_all_be_eaten(self, R_prey, R_predators, predator_exist):\n", - " # Could maybe create this as a method in the class, or above idk\n", - " distance_to_all_preds = vmap(self.distance, in_axes=(None, 0))\n", - "\n", - " # Same for this, the only pb is that the fn above needs the displacement arg, so can't define it in the cell above \n", - " def can_be_eaten(R_prey, R_predators, predator_exist):\n", - " dist_to_preds = distance_to_all_preds(R_prey, R_predators)\n", - " in_range = jnp.where(dist_to_preds < self.pred_eating_range, 1, 0)\n", - " # Could also return which agent ate the other one (e.g to increase their energy) \n", - " will_be_eaten_by = in_range * predator_exist\n", - " eaten_or_not = jnp.where(jnp.sum(will_be_eaten_by) > 0., 1, 0)\n", - " return eaten_or_not\n", - " \n", - " can_be_eaten = vmap(can_be_eaten, in_axes=(0, None, None))\n", - " \n", - " return can_be_eaten(R_prey, R_predators, predator_exist)\n", - " \n", - " # Add functions so predators eat preys\n", - " def eat_preys(self, state):\n", - " # See which preys can be eaten by predators and update the exists array accordingly\n", - " R = state.entities.position.center\n", - " exist = state.entities.exists\n", - " prey_idx = self.prey_idx\n", - " pred_idx = self.pred_idx\n", - "\n", - " agents_ent_idx = state.agents.ent_idx\n", - " predator_exist = exist[agents_ent_idx][pred_idx]\n", - " can_be_eaten_idx = self.can_all_be_eaten(R[prey_idx], R[pred_idx], predator_exist)\n", - "\n", - " # Kill the agents that are being eaten\n", - " exist_prey = exist[agents_ent_idx[prey_idx]]\n", - " new_exists_prey = jnp.where(can_be_eaten_idx == 1, 0, exist_prey)\n", - " exist = exist.at[agents_ent_idx[prey_idx]].set(new_exists_prey)\n", - "\n", - " return exist\n", - "\n", - " # Add the eat_preys function in the _step loop\n", - " @partial(jit, static_argnums=(0,))\n", - " def _step(self, state: State, neighbors: jnp.array, agents_neighs_idx: jnp.array) -> Tuple[State, jnp.array]:\n", - " # 1 Compute which agents are being eaten\n", - " exist = self.eat_preys(state)\n", - " entities = state.entities.replace(exists=exist)\n", - " state = state.replace(entities=entities)\n", - " return super()._step(state, neighbors, agents_neighs_idx)" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -339,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -348,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -360,7 +286,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -387,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -401,12 +327,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -429,7 +355,7 @@ ], "metadata": { "kernelspec": { - "display_name": "venv", + "display_name": "myvenv", "language": "python", "name": "python3" }, @@ -443,7 +369,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/notebooks/server_side/outdated_simulator_tutorial.ipynb b/notebooks/server_side/outdated_simulator_tutorial.ipynb index 29a2bf0..278c2ad 100644 --- a/notebooks/server_side/outdated_simulator_tutorial.ipynb +++ b/notebooks/server_side/outdated_simulator_tutorial.ipynb @@ -115,7 +115,6 @@ } ], "source": [ - "from vivarium..states import SimulatorState\n", "from vivarium.environments.braitenberg.selective_sensing_classes import State\n", "\n", "box_size = 100. # size of the environment (it is a torus)\n",