diff --git a/fsrs4anki_optimizer.ipynb b/fsrs4anki_optimizer.ipynb index 07e87cb..f628525 100644 --- a/fsrs4anki_optimizer.ipynb +++ b/fsrs4anki_optimizer.ipynb @@ -5,9 +5,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# FSRS4Anki v3.25.3 Optimizer\n", + "# FSRS4Anki v3.25.4 Optimizer\n", "\n", - "[![open in colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/open-spaced-repetition/fsrs4anki/blob/v3.25.3/fsrs4anki_optimizer.ipynb)\n", + "[![open in colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/open-spaced-repetition/fsrs4anki/blob/v3.25.4/fsrs4anki_optimizer.ipynb)\n", "\n", "↑ Click the above button to open the optimizer on Google Colab.\n", "\n", @@ -103,7 +103,7 @@ } ], "source": [ - "%pip install -q fsrs4anki_optimizer==3.25.3\n", + "%pip install -q fsrs4anki_optimizer==3.25.4\n", "# for local development\n", "# import os\n", "# import sys\n", @@ -159,7 +159,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "24b1f0f5916d479ab8f6069b65ca587e", + "model_id": "e7d3723e0c0a41cfb3d74b98832a18e9", "version_major": 2, "version_minor": 0 }, @@ -180,7 +180,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d663b6d68eb64255aa5488356241cf8d", + "model_id": "ef705d1c8e234cfeb9a9c1c22468c26a", "version_major": 2, "version_minor": 0 }, @@ -317,7 +317,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a5928e08e0264a2e95a5c67089e6e33d", + "model_id": "1ca1987b46ce43aaa1c674de528aa44b", "version_major": 2, "version_minor": 0 }, @@ -342,7 +342,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "7e9229111d4b410ebd5f881b671d12a3", + "model_id": "30b65b9852fc4255ab2612a7a82abc5b", "version_major": 2, "version_minor": 0 }, @@ -363,7 +363,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "fa08fa6a568c4ea38016ac0bcd4a75bb", + "model_id": "e65de86f282d49e1a9a4bcff4c18ef71", "version_major": 2, "version_minor": 0 }, @@ -415,7 +415,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8bbcffffb49341d8bb2a10476902db54", + "model_id": "2e97e1f2081f43408e17a3474e071193", "version_major": 2, "version_minor": 0 }, @@ -436,7 +436,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "928bfd1eb36d4f669257c1230c54dc3c", + "model_id": "94bc06d26c6846e29d11c1782f3ad9b4", "version_major": 2, "version_minor": 0 }, @@ -488,7 +488,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4017fb729a78467bad483a5818702c1e", + "model_id": "ff3266dd5f134fdc87a118a12a3cd8c1", "version_major": 2, "version_minor": 0 }, @@ -509,7 +509,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0d5f6fd6f93d49e3a364f5ad26011247", + "model_id": "6131f93ae4bc478bb09bd543877d657a", "version_major": 2, "version_minor": 0 }, @@ -821,13 +821,13 @@ "text": [ "average time for failed cards: 25.0s\n", "average time for recalled cards: 8.0s\n", - "terminal stability: 100.18\n" + "terminal stability: 1241.95\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a7de23d2b16d46378d3f5bc8e8389082", + "model_id": "1fddbb5c38a04471b22c56024e1e0c68", "version_major": 2, "version_minor": 0 }, @@ -844,7 +844,7 @@ "text": [ "expected_time.csv saved.\n", "\n", - "-----suggested retention (experimental): 0.83-----\n" + "-----suggested retention (experimental): 0.87-----\n" ] }, { @@ -859,7 +859,7 @@ }, { "data": { - "image/png": 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", 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NTgxZqbKr1NisVNtVqmxWHMrwlbwXCASC0YqmG6wLx3jbH+HtQJhVwShxPV/YlFvSzFUbmJZ+h8mpZZSm2iE3eGp0CZveNDc3889//pOGhgbAzIlz/vnnU1NTM8w9G1qOWqEz1PzX/GtJJJpJJJtIJhpIJFcRjzfTngzTlIJOiumghE5K6aQ4K4hKCUiFJHTYGU+zM8/Pm0+RBarttqwYUvcRQ1YKJWO/xwoEAsHRgg6sj8T5T9jP2/4w7wSjRDP5UTZFSob5aiPTMu8wOfVvyrVmpFxoyugVNt2MpZw4h4IQOkOE1zsXr3duv9t0PU0q1UYi0UQi2Uwy0UwiuZFEoplIoo2mRIKWtJq1BPUWQ6V0UEJSctCVhq5IkvcjyX6vYZEMfO4K/vbBbmZ5nEx3O5jhsjPJacMqC2uQQCAYe6R0nW2xJBvCcTZG4rwfjvGep5b42p15+xUoGeaqzUxLr2SK9m+q0w1I6e6t+wqbhaiq94jfy2CQyWTYuHEjL7/8ci4nzsyZMznnnHPwekfnPR0KQugMA7JswW6vwm6v2u8+mUySZLI5K4Sastah/5BINNOZ8NOU1GjNOHOWoA5K6KKYDkrxU0QahQ7Zxmv+CK/5eyxDFgwmOa3McLuY7rIzw+1gustOrd2KLOKCBALBKKFLS7MxEmdDOM4HUVPYbI0m0faJr0GScck689RmpmVWM1l7g3Hp3cjp7v3GjrABM+Ffc3Mz69at4/333ycWM0MkfD4fH//4x5kyZcow9/DII4TOCEVRbDid43E6x+93n3Q6TCLRbAqiRLcoWks00UJzIsrueJoGqYa9jKOBcexlHHHJxZaYxpZYIO9cLhmmuRxZy48pfqa77ZRa1aG9UYFAIDgAumFQH0+xIWKKme55U7L/Yc9uWWeyGqCO3VRr66nOvE9tZjdKzl0l4fHMHDPCpptgMMj777/PunXraG9vz7W7XC4WLFjARz7yEVT16Pw+F0JnFGOxeHC7PbjdU/ts0zSN559/lqtOm0k8sY1IZAvh8KvUR1rZmXKwNyt89jKOJmqI6irvhuO8G47nnadEVZjucjDDbTfnLjvTXHZclrHv1xUIBEeWaCbD5kiCDZE4H2SnTdEEscy+mWtMqi1JJiqt1OjbqNLeo9bYTkmmHanXYFrDkPB4ZlBUeOKYEjZgxt5s3ryZdevWsXNnj3vOYrEwffp05s2bx8SJE4+KOJwDIYTOENHY2IjFYsHr9WK324dpuLiC0zmJgoLpUL4EgGMATQsQiWzOTisJhP/EjmiI3UZlzvKzl3G0UU6HBm8FInnVdgHG2dWs28sUP9PddiY57CJHkEAg+FAMw6A5qeXEzAeRBBsjcXbGk/Q3jMIm6UxUw9Sxh+r0B1Rn1lPLHpxaHHoZdhTFjdt9HG73DNzuaTjsU3jrrV2cesrFY8aaoes69fX1rFu3jo0bN+Yl9Kurq2PevHnMnDkTu314i4KOJITQGSKefvrpnPlQVVW8Xi8ejwev19tn8ng8uFwu5CMUJKyqPgoLT6Cw8IRc2wlGhlhsN5HIpqwAepKO8E52pJSs+KnLucACUiF7Ehp7EhovdfQkylIlmOy058X+1NitlFlVilRFxAAJBEch3QHCOVETjrMxGqdL6z+HWYmSYqLSQa2xnUptLeOM7VQYzSjJfKuOw1GH2z0dt3sGHvd03O7p2O01eT8qTRHQNJS3d8Rob29n3bp1rF+/nlCo53u3sLCQefPmMXfu3FFbdHOoEUJniHA4HDgcDuLxOJqm0dnZSWdn5373l2U5Twj1J4rcbjcWy9D8ySRJweWaiMs1kfLyj+faT9FCpvCJdluAnqEp3Mgeozxr+amjgVr2Mo4ETjZFE2yKJniqLZB3flWCMqtKuU2lwqpSZlOpsFqyc7O9XAgigWDEkNYNIpkMkYxuztM983AmQzSjE0mb28Pp7HomQzi7n7ldp1NL9w0QBhQM6tQIdVIjNemNVGfeZxz1FKRDkO61n+LG7T4mK2qm43HPwOWaisXiOoJPY3iIRqNs2LCBdevW0dTUI9jsdjuzZs1i3rx51NbWigSzH4IQOkPEddddB5i/KEKhEOFwmFAo1GcKh8OEw2F0XScYDBIMBg94XpfL1a9FqPe61Tp4tVRU1Uth4fEUFh6fazOMDPH4HsI599cywuHNNCSTObdXA+NopAY/xYSkAjQDGpMajfsJIMxdT5Ios1pywsecW3ICSQgigeDA6IZBIJ3Br6Xp0jIE0xkiWSESTvcIl7z1dL6giWYyfZLoHQ5uOc0kpZNxxk4q0+sZZ2yjmgasqfzvA4djHG73iVlBY1pr7PZqJOnoSYmRTqfZunUr69atY9u2bei6acmSJIkpU6Ywb948pk6dOmZccUeCo1boDHUJiG5UVaW4uJji4uL97pPJZIhEInnipz9BlMlkiEajRKNRmpub93s+u92Ox+MhmUzy+uuvU1tbS1VV1aDlTZAkBadzAk7nBMrLzs21p9NhIpEtPfE/0bdIJluIJjvxG24CFOKnMDsvylsPUJQVRMZBCSKLBOVWlTKrSoUtXxCVZ9vKrBZsskzGMMgY5gsgg7mcMQx0g9y6bhjmfvRsS2oaWxUbBYEIkmLJnsdAz+7TfR6j9zrZ82b3VWUJj6JQYFHwWhQ8ubmMU5bFLzHBAUnpOkFJZnM0QdhI4k+n8WsZurQ0XVrPsj+73L19MNOFqpKBU8rgktM4JA2HlMRBEgdx7EYMO1HsRhibHsZmhLDqARzEze3E8RCmONORFyCsKC7c7jnZWBpT1Lhc044KK01/GIZBQ0MD69atY8OGDbnSDACVlZXMmzeP2bNn43a7h7GXo5ejVugMdQmIgaAoCgUFBQfsh2EYxGKx/VqFupdTqRSJRCL3j/L222/nzuF2u6murqaqqoqqqiqqq6txOp2Ddh8WiwefbwE+34I+fdc0P8lUG6lkG8lkG8lUK8lkG6nkNpKpNpLJVmKpLgKGp48Iyl83BVG6t4UoPGi30BdXBWzYPSSntkiYokfpEUEFWRHU3d6fQMq1KQp2UQpk1BDL6HmipLdY8adN64s/29a9HMno4KmF93YM+HouOYNX1nBLSZxSEgcJ7PuIE6sewq4HsRlh7Flx0i1QuueqkfUjDfA3oSRZUBQXqlqI231sP7E04rPr9/tZv34969ato6urK9fu8XiYO3cu8+bNo6ysbBh7ODY4aoXOaEOSJFwuFy6Xi8rKyv3ul0gkCIVC+P1+3nzzTYqLi2lubqa9vZ1IJMKWLVvYsmVLbn+fz5cTPd0CyGazDXrfrdYirNYicE/f736GoZPSukglTRGUTLb2iKPUFnM92UYsFSCIp1/LkJ+i3HJI8uX3w9CR6Zkk8tcPdhrIcRoW4jiJ4SSGKzt3YkgKaQO6tMx+gzIPBqsk9RFIvUWSU5GRJZCR8uYSIEsSMpjtktS3DQlJIrsu5c2lvHP2f7yeybBFsVERiuG2WXHIMg5FwiHL2GUZmyyNCouWYRgksvEqoXRPDEr3cjiTIdxPe/dytxspcYiuIMkw8MgaXjmBR4rhIYLbCOIy/LiMLlx6Fx5CuAnnJg8RLJn0gMWJLFtRFDcWxY1iKUZRXFgsbnOuuLBYPCiKC8ViriuW7L6997O4UBQPsmwdFX/fI00ikWDTpk2sW7eO+vr6XLuqqsyYMYN58+YxYcKEIzY45WhACJ0xht1ux263U1hYyObNmznvvPNQVZVUKkVLSwuNjY00NTXR2NhIV1cXgUCAQCDAxo0bc+coKSnJEz8VFRVHxB8sSTI2awk2awkez6z97qfraTStMyd8ui1CpiDamBVJbSQ0PzpyL4ECICNJCpJkzs313svZbcggycRiCVwuT94x5nYFJHmfZQUpez4kBUlS0PUkaS2Ilg6gaSHS6SAGBknDnhM93QKoP0EUz1vP7ie5iGPHQCZlGHRqaTq19H6f17DiquCn63f1u0kCHIqcFT4SzuyyQzGFULcoyu3Ta7tDlrArpvuv9zkcSu91sy2uG6YQ6SVI+l3Oxqz07NsjVtKD5AtS0CmQ4nikGO48weLHkxMp3XNTvLiIIeu6WbTpAFgsHiyWAlRLNRbVay6rBWa74s6KElfPvJdwMcWJC1kevPg+QQ+6rrNz507WrVvHpk2bSKd7/l8nTJjAvHnzmDFjxqD/yBSYCKFzlGC1Whk3bhzjxo3LtcXjcZqbm3Pip6mpiWAwSEdHBx0dHaxfvx4wR4SVlZXliZ+ysrJhS0IlyxZstnJstvID7qfrGoah9xIyA7MgmEkXn+e0U88bNKFnGDrpdIR0OoCmBdHSwawQCuYEUVoLoaU70LQg6XQwN89kstXuDdCRSODIE0RRXL3EkpM4LhLYMQADGQMJHSm3bGRtU0a2Tc+29bfv/o/LX973PBkUNFRS2EhiJSXZyGS/dgxMd87+ksGNNCQMHKRwSomsiyeKw4hiNyLmMvHcX6R72UHcFDRZ8eIgzoHq7SqKG1X1oVoKsKjjUWQPzc1Bxk2cjc1aiEUtQLV4sag+c95LzJifccFIIRwO09DQwO7du9mwYQORSE8usuLiYubPn8+cOXPw+XzD18mjBCF0jmIcDgcTJ05k4sSJubZIJJKz+HSLn2g0SktLCy0tLbz77ruAmXmzoqIiL96nuLh4RJlbZXnkjUqQJBlV9aKqXhyOgR2r6ynS6VCeADIFUgAtHULTAr2EUTuaFiSTifacIDvE18hKn2xjdlP+et9t+243eh3DfrdlMhqSlM7bJY1CCispbD0CKLuezLXZ0LBmt3W3dx9jze2XtyzZ8s6Z7vX1ZieBMys+7Ea0jyDZ33LPFMdOAhkj/xH1QpIU062jOE33j6XbalKRFS4Fvea9RYo3N99XrGiaRn3980ycMHhiWzD4pFKp3PdmQ0MDjY2NebluwPy+nT17NvPmzaO6ulq49Y4gQugI8nC73UydOpWpU82yEoZhEAwGc6KnWwAlk0kaGhpoaGjIHWu1WqmsrMyL9/H5fCNK/IxmZNmK1VqC1Voy3F05KLotYueeuxhZTpPJxNH1OJlMnEwmlp2yy7o51zOJvHVzewg9t18i7zhdj2MY2UCUfQRIBhkNK1ZSyP36feScGOktTMx4lPKeOJTeMSm5ZXdO1JjHuZFlm3h5HQXouk57e3tO0DQ2NtLW1taP8IeysjKqq6uZOnUqU6ZMGbI8aIIDI5664IBIkoTP58Pn8zFz5kzA/Efv6urKEz/Nzc2kUil2797N7t09o5QsFgtFRUW5qbi4ODf3eDzixXAUIEkKFosdi2Xwh8YahoFhpHqJpwQZ3RRCenZdVmy5YNqeeBQhTAQHRzAYzAma7h96qVSqz34ej4eamhqqq6tzP/ZEzI35P5oJJrH4hq8khRA6Q0TnXzdjxNOoVW7UShfWKjdKkR1pDNSCkmWZkpISSkpKmDt3LmDmAuro6MhzebW0tJBOp2lra6Otra3PeVRV3a8Icrvd4iUk+FAkSUKSbMiyDVX1DXd3BKOcZDJJU1NTnrUmHO6bv8JqteZc9t3iZrDylI0lkvVBgi/Uk+6MU3HrQmTb8MSRCaEzBBiGQXKrHz2WJrHFn2uXbApqpSsnfNQqN2q5E8ky+l07iqJQXl5OeXk5xx57LGCKn0AgQFdXF52dnXR1deWWA4EAmqbR2tpKa2trn/NZrdb9iiCXyyVEkEAgOCwymUyeC6qhoSFXn7A3kiTlXFDdoqa0tFS45A+A1hIl+GI9ic1mbiBJlUntDWOf7BuW/gihM0QUXz0LrTmC1hQl1RRBa4liJDOk6kOk6kPkQkQVCbXMaQqgKjfWKnMu20f/n0ZRlFxW6ClTpuRtS6fT+xVBwWAwNxy+paWlz3mtVmue8OkthpxO57CKIMMwyGQy6LpOJpNBVVXhlxcIhhnDMAgEAjkrTUNDA83NzXmVv7vxer19XFCDWVZnLJP2Jwi9spvYe21mzJwMrgUVeM8ch+IdPjee+AYeAiRJwlbnxVbXY8o0Mgbp9hip5ihaYwStOUKqKYoRT6M1R9Gao/Buj3tHKbJjzYoftcq0AMnesZOAy2Kx5Nxf+5JOp/H7/XniZ18R1Nzc3G8ZDJvNlieCVFXNEx79zfe3LZPJ0NnZSUtLS26/A50nk8n0G5DocDjweDy5mmTdy70nl8s1bMP1BYKxgq7rhMPh3HdHR0cHO3fu5Gc/+xnRaLTP/jabrY8LyuPxDEPPRzeZqEZ42V4iK5ogY34HOuaU4D27DrV08LLvHypC6BwhJEVCrXChVrjgGDOlt2EYZALJHqtPcxStKUImkCTTlSDelSD+QU/Fc9mlomYtPt0iyFLiGBNxP72xWCyUlpZSWlraZ5umafsVQaFQKOdj713p93Dp7wtyIMTjceLxeL9xSt10Z77enxDqnobbYiUQDDfdBZC7vwN6T36/Py8ZX28kSaK8vDzPWlNSUiJcUIeBnsoQebOR8BsNGElz9KNtYgEF507AWjtyBONRK3SOVFHPAyFJEpZCO5ZCO45ZPUU/9ZhGqskUPVqzKYLS7TH0qEZyW4DktkDPOVQ5F/djur7cqBXDr6CHClVVKSsr67f+i6Zpfb74MpkMsiyjKMpBzXsvA7z33nssXLgQq9V6wH33N0+lUrkK9f1NoVCISCSCYRhEIpG8pGL9oSjKfkVQb5EkRnsIRjOZTCYnZnq7trvFTHdF7/6QJInCwkKKiorw+Xw0NzdzxhlnUFNTI1xQg4SR0YmubCH02h70iOn+UytdFJw7AdsU34j7MXbUCp2RVNRzX2Snin2yLy9wy9AyaC2xPMuP1hzF0HRSe8Kk9vQaGSCDUuJgvO4itrIFx8QiM+h5jFl+9kVV1VxA9GCgaRq7du1iypQph5yszWKx4HQ6D9gnXdeJRqP9iqDe67FYLBfgHQgEDnhdq9Wac4l1xwlZLJZBWe6ei1/CgsOhd5zevlMgEDigmFEUJSdm9p0KCgpybuDuXE61tbUi4eIgYOgG8fc7CL5cT6bTLBytFNkpOLsOx9zSEfuOOWqFzmhDUhWstZ48c6ChG6Q74rl4H60pgtYUQY+mybTFKcZG+Nl6wtQj2RVsdV6sdV5s471Yaz1IqogJGQnIspyzxByIdDpNJBLZrxDqnpLJJKlUis7OTjo7Ow94zsPt94FEkSzLdHZ28tJLL+H1enG73XmTiEsaPDRNI5FI5E3xeJxEIkE6nUaW5exQfGm/y0O1bV93c/cUDAb7jWnrZt8cXL0nr9crhPYRJrk9QNerDWiNptVZdqt4zxiHa2HFiB85LITOKEaSsyO2ypw455lthmGgh1LE9wbZ+Ppaxtsq0PaGMRIZElv8PcPdFQlrlRvr+KzwqfOiuIVZdyRjsVhyyRsPRDKZJBKJEAqFiMVipNNp0uk0mqYdcPnDtqfT6TxXr67rJJNJksnkAfuzevXq/W5zOp19BJDH4+nTZrfbR5w5fDDRdb1foRKNRmltbWXZsmVompYTL/tO+4tLGensm0ur9+TxeISYGQFojRGmbPQQWLEZAMmq4DmlGvdHa4YtL85AEUJnjCFJEkqBDZuzkOYdcY45bwYW2YLWEiVZHyS1O0RyVwg9nCK1N0xqb5jIm40AWEocpvCp82Id7zUDncfwy2WsYrPZcqPPBhtd1w9aOCWTSd577z3Gjx9PLBbLxSB1T4ZhEIvFiMViBwzUBtNVsa/46U8gdbvqBvN+e4/CO5QpmUz2a2npPX2YWDzY4Hq73Y7D4cBut+cmi8WSzSBtoOt6v8sH2na4xxzIzSQSg45ctI44oZfqib/fgRcVFAn3CZV4PlY76n4UC6FzFCApEtZqN9ZqN5xcbY728idJ7g6Rqg+SrA+Rbo2R7oiT7ogTW20m8JNdao+ra7wXa5V7xJsoBUOLLMtYrdaDCurUNI3GxkZOO+20PuJD13Xi8XjOFbevCOo9JRKJXHBqMBj80Ova7fY895gkSYcsUg4UJzIUqKqaJ1asViudnZ1MmjQJl8uVJ2D2FTVWq1VYQASHTSaUIvTabqKrWkAHJOgsTjLtqkXYy0bOSKqBIITOUYgkSViK7FiK7LiyQ931mEZyTzgnfFINYfSoRmJjJ4mN2TgPi4y11pMTPrZxXmSH+AgJBo4sy7hcLlwu14cGj2uaRjQaPShRlMlkclaSjo6OIem7xWJBUZSDmmRZxmaz9StM9m2z2Wx9kkt2B9MuXrxYBNMKhhQ9kSb87wYibzViaKbAt08vwnlGNWve/TczC4evVtXhIt5SAsAc6eWYXoRjehEARlon1RghVR/Kubz0WJrUriCpXdlf1RKo5a6eOJ/x3mEt3CYYm6iqelCxSYZhkEgk+ogfSZIOWpgcjHARCMYShqYTWdFE+PW96DEz1ss6zkPBOROwTSzoN3v0aEMIHUG/SBY5l93Zc2oNhmGQbo+bwifr8kp3JtBaomgtUaL/MbMUKwVWrOMLcnE+arkLSRE+eMHQI0kSDocDh8PRb7JJgUDQg6EbxN5tJfTKHjJBM0bMUuagYPF47DOLx1TslBA6goNCknpGeLmOrwAgE06Zwc1Zq4/WFCUTTBFf1058nVkcT7LKqNVurOO82LLD45UCkcxOIBAIhgPDMEhs7CL4Uj3pthhg/kD1nlmH89jyMfnDVAgdwSGjeKw4ZpfgmG3Wq9JTGXMkV7fVZ3fILGS6K0RqV4junL+K12rmBBpnCh+1xoNsHR3DFAUCgWC0kqwPEnyhntTuEACSw4L3tFrcJ1WO6bxqQugIBg3ZqmCf5MM+yQdkExq2x8zMzdmh7FpLlEwoRfyDzp46XhKoFa5cQkTrOA+W0rGfyVkgEAiOBFpLlOCL9SQ2dwFm6SD3yVV4Tq09KgaUjP07HCaat23B5nJTWFGJdJQGMEqyhFruQi134Vpourv0VAatIZIVPiFSe8JkQqlcBffoyhbzWJuCtcaNtdabEz+KZ3TlbhAIBILhQk9mSG7zE3u/g/j6djAAGVwLKvCeOQ7Fe/SEEAihM0S88tuf076nHpvTRfnEyVRMmkLFpKmUT5qCp7hkTAV6DQTZqmCbWIBtYk99sUwwSWpvmORes2aX1hjGSGZI7giS3NGTN0Xx2XLuLmutB2u1e0ybWwUCgWAgZIJJ4pu6SGzqJLEjAOmeEhuOOSV4z65DLR27RZ/3hxA6Q4Ch61idLiyqlWQsyp4N69izYV1uu8tXSPmkKTnxUzFpCg6Pdxh7PLwoBTYcBbZcrI+RMdDaYjmLT2pvmHRbjEwgSTyQJL4+mx9FllAre7m8aj1mNmfh8hIIBEcBhmGgNUdJbOwkvqkrV4eqG6XIjmNGEc5jyrDWjM5kf4OBEDpDgCTLXP69e8mk03Q27KFl+1ZadmylZcc2OvbuJhrws3PNSnauWZk7pqCsnPKs6KmYNIXyiZOx2h3DeBfDh6RIWCtdWCtdcHwlYCazSuVcXqbbSw9raI0RtMZIbni7ZLdgrXVn3V1eZKfFNNlmDAzdACM7z07mMr2WzbT16AYZLUNZs43oW03IktznGMMwILPvOek5j24gOyyo5U4sZU7UcueoS50uEAhGFkZaJ7kzSHxTJ4mNXbmh4QBIYK31YJ9RjGNmEZYy51HrPejNUSt0HnzwQR588MG8IoWDjWKxUDZ+ImXjJzL3zHMA0JIJ2up30ZoVPi07tuFvbiTY1kqwrZWtK940D5Ykiqtr86w+JXUTsByl2VFluwX7ZB/2yT7AFBmZYNK0+HQHOzdGMBJpktsCJLcFBuW6tbiI1O8ZlHMByC4LljIXarkzN1nKXSiuo/PvKhAIPpxMVCOxpYvEpi4SW/wYqZ73lqTK2KYU4phRhH16kYhl7IejVugsXbqUpUuXEgqFKCgo+PADBgnVZqd62gyqp83ItSWiEVp3bqdlxzZad2yjecdWIp0ddDbsobNhDx/8+zUAZMVCad2EnNWnYtIUimpqkeWjL05FkiQsPjsWnx3nXDM5nJHR0Vp6ubwaIhhaBmTJdGdJ2bkigWQGS+e29V7ObtMxaG5ppqqmGtmiZPcj73wokvmLSaaf80jo0RRaawytNUbGn0CP7pNdOovsVlHLnFi6BVCZC0u5UwgggeAoReuIZ11SnaTqQ6ZlOovsUXHMKMY+owj7ZJ+IVfwQjlqhM5Kwu9zUzZlP3Zz5ubZowJ9zd3VPiXCI1p3baN25jXWvmPupNjtlEyb1Ej9TKSivGJ4bGWYkRe4pXnrC4Z9P0zSWP7+dGedNHpQ6Q3oqQ7rNFD1aW4x0awytNUrGn0SPaCQjQZI7+xFA5U7UclcvEeREdgoBJBCMJQzdILUnZAYTb+wk3R7P265WuLDPLMIxoxi12i1iEQeAEDojFJevkEnHLWLScYsA01UTam/tJXy20rpzB1oiTuPmD2jc/EHuWLvbQ9mEyYQNibYZ06iaMk34aUcAslXBWuPpExSoJzOk22M5y0+6NWpagAK9BNCOfQSQx5oTPTkBVO46KnJiCARjhe4h4PGNnSS2dKFH0z0bZQnbxALTJTWjGEuRqCN4qIhvxVGCJEkUlFVQUFbBtBM/CoCuZ/A3NdK8fWvW7bWV9t27SETC7Hn/PQD+uuFdCsrKmbLoZKaecDIVk6YK0TPCkG37E0Bp0m1xtKzwMUVQjEwwiR5OkQynSG4P5J/L2yOA1HIXSrEd2aogWWUkNTu3KkgWWfwiFAiGgbwh4NsD5oCGLJLdgmN6IfaZxdinFiLbxSt6MBBPcRQjywrFNeMorhnH7NPOBCCtaXTsqadx62ZWvfYyybYmgm2trH72SVY/+ySeklKmZkVP5eRpR20yw9GAbLPkhs33Rk+ke7m+ut1gZp0xPZQiGUodXDC2RUbeVwCpsjlZFWS1V1s/8/63m+eTrbI5Kk0gOMoxDAOtKUpi036GgBfbc/E2tvFeJEV8Jw82QuiMMSyqSsWkKRSPG09DSuesM86g4YN1bP3P2+xcs5JwRztr/vk0a/75NO7iEqYefxJTTjiZ6qkzhOgZJch2C7ZxXmzj8nMv6Yl0zuqjtUbRsrmHDE3HSGXMuab3HJDW0dM6kGZIkGC+7KOzfr0ZXF3iQC11YCl1YilxINtEAKVg7GCkddJdCdIdcdKd8ew8gdYaQw+nenaUwDrOi31GEY4ZYgj4kUAInTGOarOZFpxFJ6OlktSve5dt/3mbHWveIdLZwbsv/IN3X/gHrsIiphx/ElNPOJnq6TOPypFcox3ZbsFW58VWt//kk4ZuYKR7CZ/cXEfXMhgpHWO/cx09J5iybb3Oo2fbc9lYDVAyMunmGOnmWJ++KF4rll7Cp1sEKT6bcKsJRiRGJitmOrOCppeoyQSSeSOjepMbAj4zOwRc5NM6ogihcxShWm1MWXgiUxaeSDqVYvf777H1P2+zY/U7RP1drH3pOda+9BzOAl9O9NTMmI2sCNEzVpBkCcmqwBBWizd0A0PLkIol+feL/+KkWceDX0Nrj5kvhvY4elQjE0qRCaX6BFpjkbAU97L+lDpQs3MRsyAYaoyMQcafQOu2ymQtM+nOOBl/wkwwuh8kq4KlxI6l2IGlxJGd20W5mmFGfGscpVis1tyorrSmsWfDWraueJvtq1cQCwZY98rzrHvleRzeAlMcnXAy42bNFaJH8KFIsoRks6DIBgmnjn1GUZ/h+XpMQ8uKHnOKmesdcUgbpLMuOOjMO052qz3Cp8TRYxEqtCMpwgokODgM3RQzOctML1dTuithZjnfD5IqZ0WMvZeYMSfZrQo31AhkwEJn165dvPnmm+zevZtYLEZpaSnHHHMMJ554Ina7GP42GrGoKhOPWcjEYxaSSS9l74b1bPnP22xftYJ4KMj6115k/WsvYvd4mbzgBKadcDK1s+ehWIROFhwaslPFNk7tE2fU/QLSugVQR4x0exytPY4eTqFHNFIRjdSuUP4JFQlLkb3HAtQtgkqyVqDuxI6CowIjrZtiOhjHE7AQW9mC4dd6RE1XIm+0Ux8sco+QKXGgZi0zlhIHsscqPkujjIN+U/35z3/mZz/7GatXr6a8vJyqqiocDgddXV3s2LEDu93OlVdeyTe+8Q3q6uqGss+CIUSxqIyffxzj5x/HmZ/7Ins3vs+2/7zNtpXLiYdDbFj2MhuWvYzd5WbSwhOYesLJ1M2Zj2IRCewEh48km24rS7EDpudv0xPpnOurtxss3RHH0PScdWi/KBKSIiNZpJ5lRYLsXLLIZrtln/buZYt5DJZ+jlUksMj9n3/fl2J2NFruNbvv+9boiXHKZDIUdKkkNnWRtlj6HmT0f2jvDZIsI9myI+VsCpJNMVMO2JRRMcKnW7Rkomn0qIYey07RdHaukYn12hZN55VImIqX8Kb6vie2SFiKuq0x9jzLjOKxijixMcRBCZ1jjjkGq9XKNddcwxNPPEFtbW3e9mQyyYoVK/jrX//KggUL+OUvf8n/+3//b0g6LDhyKBYL4+cew/i5x3DGZ2+kYdMGtmZFTywY4IPXX+WD11/F5nQxacGirOg5BotVBNoJBh/Zbuk335ChG2RCSdJtvVxgWdGTV/AwY2BkMhgpRhWT8RDcsnVoTq5IpvjJCp/cci9RlBNGubZeoqmf4w4kEA4oWrLrBxItA0IG2aES1eMUjCvF2u3uzIoapUAEvR8tHJTQueeee1i8ePF+t9tsNk477TROO+007rrrLurr6werf4IRgqwojJs9j3Gz53H6dV+gcfNGtv7nLba9s5xowM/GN/7Fxjf+hdXhYNJxi5hywsmMn3csqtU23F0XjHEkuafuGVML87YZaXO0mJHRMTIGpM25kdazwifbnm0zMtn2tNGznNEx0gZk9zUyOqSNvufM9Nqn+/zpfiJXu9+t+1p69n3nShKGoRMIBCn0+fq+lD/s+O62jIGezJgj5JIZ9FSvkXEZAz2WhtjgpRiQVDlPICFLgyNanGp2siC7VBRXdtmpIruyk9OCkl2XbArpTJpVzz/Peed9ZFDKuAhGJwcldA4kcvaluLiY4uLiQ+6QYOQjywq1M+dQO3MOp1/zBRq3bsqJnkhXJ5veep1Nb72OandQM30m1dNnUT1tJuWTpwjhIziiSBbZdEmNUjRN450heFEbGT0renSMZNpML5BMYySzqQKywkhPmuKod1u3WDKS+cs5b1p3vqaIRr+y5hBFyyFZXw5RVwnGFgcldEKh0IfvlMXr3X8OD8HYQ5JlaqbPomb6LD521edp3r6Frf95i63/WU64s51da9ewa+0awKy+Xj5pMjXTZ1E9fSZVU2fg8IjPi0BwpJEUGckpIzsBDv/Hh2GYli09J356BJShG4MjWgSCQ+SghI7P5zvoKPNMRkjooxVJlqmaOoOqqTM49TOfo61+Z7bg6EYaN39ANOCneetmmrduZtU/ngCguGYc1dNmUj3dnLyl5WJEg0AwypAkCVQFRVXAPdy9EQjyOSihs2zZstxyfX093/zmN7nmmms48cQTAVixYgUPP/wwd99999D0UjDqkCSJ8gmTKJ8wiWPPvQDDMAi2ttC4ZWNO/HQ1NdDZsIfOhj2sf+1FANxFxb2EzyxKxtWJLM0CgUAgOGQOSuiceuqpueXvf//7/PSnP+VTn/pUru2CCy5gzpw5/Pa3v+Xqq68e/F6OQjb/pxlJkhg/pxibUwTBSZKEr6ISX0Uls049A4BYKEjTlk2m+Nn0Aa27thPp6mTLijfZsuJNAKwOB1VTZ+TET8Xkqag2ka9JIBAIBAfHgDO+rVixgl//+td92hcsWMDnPve5QenUaMcwDFY+u4twZwJZlqie5mPi/FImzCvF5RPBuN04vQVMXngCkxeeAICWTNCyfavp6tqykaatm0jF49Sve5f6de8C2TifiZNyAc5V02bg9BYM520IBAKBYAQzYKFTW1vL7373O3784x/ntf/+97/vk19nJPPggw/y4IMPDklMkZ42mHp8OTvXduBvjrJ3k5+9m/z8+9GtlE/wMnF+KRPnl+Irdw76tUczqs1O7ay51M6aC4CuZ+jYs5uGTR/kXF5RfxfN27bQvG0Lq599EoCiqpqcq6t6+iwKygYvzscwDLRkEi0eI51MoiWTpFNJtGTCXE4m0VJJtEQi257dnkigpZLY3Z5s3NJ0IcgEAoFgGBiw0Ln//vu59NJLeeGFF1i0aBEAK1euZNu2bTzxxBOD3sGhYunSpSxdupRQKERBweC+gBRV5oQLJ3HChZMItMbYubadnWvbad0Vyk0rntpBYaWLifNLmDi/lNJxHhGEuw+yrFA2fiJl4ydy7LlLMAyDUHtrNrh5Iw2bP6CrcS9dTQ10NTXw/r9eBsBVWJRzddndnpxA0ZK9xEiyl1hJ9dqeFS7p3P4pfvXo7wflfoqqaqiaNpPqaTOomjaTwsoq8TcXCARjFi2ZYP2rL7F343ouvOXbw/Z9N2Chc95557Ft2zZ++ctfsnnzZgCWLFnCDTfcMKosOkcKX7mTYxfXceziOqKBJLvWmaKncUsAf3OUNc1R1rywG3ehjQlZS0/V5ALkUZCa/UgjSRIFZRUUlFUw85TTgWycz9bNZoDzlo207thO1N+VHeL+1qBe36JasdhsWGw2VKsN1WY3l7OTxdq9bLZbrFbCHe00btmUJ8g2LDMFmcNbYMYfTTfFT9mEyVhEUjOBQDDK0RIJ1r3yPKuefZJYMADA7vXvMX7escPSn0OqylhTU8OPfvSjwe7LmMflszH71Bpmn1pDIqqxe0Mnu9a2s/uDTiL+JO8va+D9ZQ3YXBYmzClhwvxSxs0swmIVo472h9NbwOQFi5i8wLQuaqkkrdu35WJ80prWIz6svURJVqxYbPb8Nps9224DWeHfb73FOeedh8PlOqzRX/FwiKatm2naYsYftezYRjwUZMfq/7Bj9X8AUFSViklTeqw+Is+QQCAYRaQScda+9E9WP/cU8VAQAG9pOYsu/gS1s+YMW78OSegEAgFWrlxJW1sbup6f4vyqq64alI6NdewulWmLKpi2qIJ0KsPezX52rm2nfl0HiajG5v+0sPk/LVisMuNmFTNxXgl1c0qwu8Qv/gOhWm3UzJxNzczZh30uTdOw2B1Y7Y7DHuLu8HiZdNzxTDrueADSmkbbru00btmUFT+biIeCObfcquxxRdW1OVdX9bQZ+CqEu0sgEIwsUvEY7734HKv/+TSJsJlguKC8gkUXf4KZHz0dxXJIUmPQGPDVn332Wa688koikQherzfvS1eSJCF0DgGLVWHC3BImzC1Bz+g0bw+yM+viinQl2fleOzvfa0eWJaqm9ozgcheKEVyjFYuq5pIrsuQSDMPA39yUEz1NW8w8Q12Ne+lq3JuLP3IW+KiaOj0rfGZSPnGSqBwvEAiGhWQsynsvPseafz5NIhIGwFdRyQmXXM6Mj5yGrIwMb8SAhc7XvvY1rrvuOn70ox/hdIpRQ4ONrMhUTyukelohH/l/U+jYG8kFM3c1RWnY7Kdhs583/rqVsvHeXDBzYYVruLsuOAwkSaKoqpqiqmpmf+wsoCf+qFv8tO7YSiwYYPuq/7B9lenusqhWyidNyVl9qqbNwOH2HOhSAoFAcFgkohHee+FZ1jz/NMloFIDCympOuPRypp90yogRON0MWOg0NjZy0003CZFzBJAkidJxHkrHeVh0wURzBNe6dnatbadlV4i2enP6z9M7Kaxw5oKZy+rEi24ssG/8UVrTaN25ncbNH9C0dRONWzaRCIeymaY/yB3X7e6qnj6LyinT8FVUiuzSAoHgsElEIqx5/hnee+EfJGOmwCmqquGESy9n2kkfHbHfMwMWOosXL2b16tVMnDhxKPojOAC+cifHnl3HsWfXEQ0m2bWug11r22nY4sffEsP/4m7efdEcwTVudhGJhIKe0UF4NsYEFlU1Bcy0GQBZd1ejGXi9ZRONmzfib27s4+5SVJXCymqKq2sprhlHcY0591VUCreXQCD4UDLJBCv+/hfWvfxPUvEYYNYpPOHSy5l6wskjVuB0M2Ch8/GPf5xbb72VjRs3MmfOHNR9hsNecMEFg9Y5wf5xFdiYfUo1s0+pJhlPs3tDBzvf68iN4Nr4ZjPg5I8b3qFudjET5pVQN6sYq2N4g8IEg4fp7qqhqKqGOR87G8gvq9G0ZRNtu3aQ1lJ07KmnY0993vGyouArr8yJn6KacRRX11JYVY1qFfFfAsHRTiwUZNU/nqT+hX+wK60BUDJuPCdeejlTjj8JSR4daVAG/Nb7/Oc/D5g1r/ZFkiRRvXwYsDksTF1YwdSFFaS1DA2b/Gx/r5Vta5pJxdNsW9XKtlWtyIpE9bRCM/B5XgnuQlEzaqyxb1kNXc8Qam+nq3FvtoDqXjobzbmWiOdy+2xb2eskkoSvrIKirOWnuLqW4upaimpqsdodw3NjAoHgiBELBVn97JOsfemfaMkEYAqcky67gskLTxg1AqebAQudfYeTC0YWFlVh/NwSqmcUECnYznEzTmbvhgC71ncQaI2xd2MXezd28cZft1I6zsOEeaboKa52i2HLYxBZVvCVV+Arr2DisQtz7YZhEOnq7CN+uhr2kIhGCLQ2E2htZuealXnn85SU9oifmnEUVddSXFOL3eU+0rcmEAgGmWjAz6pnn2TdK8+TTiYBKK2biFI3if/3+RuxWq3D3MNDQ/gxxjCSBBUTC6idVsJJl07G3xI143rWddCyK0j7njDte8KsfHYXnmJ7ztJTOcWHIjIzj2kkScJTXIKnuCQvW6lhGMSCgXzxk7UGxYIBwh3thDvaqV+7Ju98rsKiPuLHW155pG9LIBAcAhF/F6uffYJ1r7xIOmUKnPKJUzjxsk9RO2c+L7zwwqj+IXxIQuff//43P/nJT9i0aRMAM2fO5NZbb+WjH/3ooHZOMLgUVrgorHBx7OI6YqEU9e+bomfvpi7CnQnWL2tg/bIGbE4L42aJuJ6jEUmScPkKcfkKGTd7bt62eDhEZ2O38Mm6whr3EunsIOrvIurvYs+GdXnHyFYbf3nrFdyFRbgKi3rmvp51p69QlL4QCIaBSFcnK//xOO+/+hJpLQVAxeSpnHjZp5gwfwGSJKFp2jD38vAZ8BvskUce4dprr+WSSy7hpptuAuDtt9/mjDPO4KGHHuKKK64Y9E4KBh+n18rMk6uYeXIVWirD3o1d7Frfwe73O4iHtby4nppphUyYV8L4uSKu52jG4fFSM30WNdNn5bUnYzG6mnrET7cFKNjehp5K9hsIvS92jxe3rzBPDLl8RbiLsvPCQly+Iiyj1HQuEIwkwp0drHzm77z/r5fJZIVM5dTpnHTpp6ibd+yott70x4CFzl133cWPf/xjvvrVr+babrrpJn7605/ygx/8QAidUYhqVZiYzcGj6watO4Omiysb17NnYxd7Nnbx70d7x/WUUlztGnP/EIKBY3M6qZw8jcrJ0/LaY5EIzz3+N46dM5tEKEg04Cfi7yTqz84DfqL+LjLpNIlwiEQ4RMfe3Qe8lt3lNkVQnnWoEFdhMa7CQtzZuRg1JhD0JdTRxsqnH2fDspfJpNMAVE+fyYmXXsG4OfPG7Pf5gIXOzp07WbJkSZ/2Cy64gG9961uD0inB8CHLEpWTfVRO9om4HsFhodps2AqLqZt7TJ80FN0YhkEiEibq7yLi7zLFUFdnniiKBsxtGU0jEY2QiEbobNhzwGvbXK6sJagIX0WlOWosO3mKS8bsF7pA0B/BtlZWPv13Nrz+KnrGFDg1M2abMTiz5o75/4cBC53a2lpee+01Jk+enNf+6quvUltbO2gdE4wMRFyPYCiRJAmHx4vD46Vk3Pj97mcYBslotF+LkCmQsnO/n3QqSTIaJRmN0tW4t0/ckGp3UFRVQ3F1jSl+aszh877yyhGXul4gOBRioSDtu3fRsaee5u1b2fbO2+jZ1C+1s+aaAmfm8FUTP9IcUq2rm266ibVr13LSSScBZozOQw89xM9+9rNB76Bg5JAX15PMsHeTGddTv76DRKRvXM/4uSUUVrpwFVhxFtiw2pUx/8tBMDRIkoTd7cbudlNSW7ff/QzDIBmL5ixB4c4O/M2NudFjgdZmtESc1p3baN25Le9YWbFQWFlFUXVNngWoqKoa1SZi0wQjj0w6TVdTAx27d9G+p5727Dzq7+qz77g58znx0supmTF7GHo6vAxY6Nx4441UVFTw3//93/ztb38DYMaMGTz22GNceOGFg97B0YrW1oalqAhpmMvTDxWqLT+up6U7rmddO8G2eC6upzcWVcZZYMXpNYWPy2s11wtsOL1WXAU2nAVWHG4VWbjBBIeAJEnYXW7sLjfFNX0tzJm0RqClxQyY7h5B1riXrqYG0slkNq/QHrblnxRvSVmPBahXAkVRQFVwpIgFA7Tt3mWKmqyg6WzYm3NF7YuvvJLSugmUjBvP+HnHUjV1+hHu8cjhkN7CF198MRdffPFg92VM0Xzbt0hs3oz3vPMoWHI+9jlzxqw1Q5Ylqib7qJrs4+RecT17N3UR8SeJBZOkEhnSmk6oI0GoI3HA80kS2D1W0xLk7S2ErDi9phjqXlZtwtUgOHgUi5qt9VXLlF7thq4T7uzIFz+Ne+lsbCARDhFqbyXU3squffIHOQt8edYfUwDV4C4sHrP/74KhJZPW6GzYS8ee+h4rze5dxIKBfve3OpyU1o2nZNwESseNz4qbOpHFvBcDFjqrVq1C13UWLVqU1/7OO++gKAoLFiwYtM6NVvREgsTWLWQ6O/H/6U/4//QnrHV1eJcsoWDJ+Vjr9m96Hwv0juvpRktliAVTxIJJYqEU0WCKWChJLJi/HA+nMAyIh1LEQ6kPvZZqV0xLULd1qJdlyOm14itz4im2i5eO4IBIsoy3tAxvaRkT5h+Xty0WCtLVkG8B6s4fFAsGiAUD7N34ft4xVocjJ3xcvkJUmx3V7kC128y5zY7Vbke127PLDiw2G1a7A0VVxef1KMAwDKIBfx+3U1fj3lw8TR6SRGFFFaXjxlNSN57SuomUjhuPt7RMfF4+hAELnaVLl/L1r3+9j9BpbGzk3nvv5Z133hm0zo1WZLudKf/6F9Hlywk++xzh114jtXs3Hb/4BR2/+AX2eXMpOH8J3vPOxVJcPNzdPSKoVoWCUgcFpQf+laHrBvFwilgoZQqjUNIUQr2FUcgUTOmUjpbIEEjECLTG9n9tu0JJtZviajfFNW5KatwUVbmw2semW1EwuDi9BThnFlAzMz+2IRWP0dXYkGf96Y4DSsXjtGzfSsv2rQO+niTJqHZTCFlsNuLJFI+vfgur04maFUOWfoSSausRUWp2m9Vux+ZyY3OKVBDDSVrT6GzYY1ppdu+kfbdprYmHgv3ub3O6cm6n0rqslaamDtUuYsUOhQF/02/cuJFjjz22T/sxxxzDxo0bB6VTYwFJVXGfeiruU09Fj0YJv/YawWefI/r22yTWrSexbj2t99yD6+STKFiyBM8ZZyA7ncPd7WFHliVcBTZcBTY4wCA+wzDQkpmsRSjZVxiFUkQDSQJtMbREhuYdQZp35H+peEsdlNSYAqh77i22I8nihSD4cKwOJxWTp1IxeWpeeyat4W9uoqtxL12NDcQjYbRkAi2RIJWIk04mSCXM9e52LZHIZaY1DJ1UPEYq3iPem/ydh9VXi82Gp6g4m3+oGHdRcc+8qDi7rRDFIjJUD4S0phEL+okFAkSz1r3uqXs96u/C39KE0U+dSEmSKaysoqSux+1UWjceT3GpEKaDyICFjs1mo7W1lYkTJ+a1Nzc3YxmjgbeHi+xyUXDBBRRccAHpjg5Cz79A8NlnSbz/PtE33iT6xptITieeM86gYMn5uE46acwGMQ8WkiRhtVuw2i34yvcvEDMZnUBrjM6GCJ2NEToaInQ2RIgGU4Ta44Ta4+x8rz23v2pXKK4yhY+v0kHSL5NKpPebB0Yg2BfFolJSW3fA0WH9oesZtEQSLRFHy4qhRDTC22++yTFz56KnNVKJeB+B1L2v2RbPb0skSKeSpJNJ/M1N+JubDtgHh7egl/DpJYqKepYdHu+YfglriURWpPjNeaC3cPFnhUyQWDBAMhY96PPaXW7TMlM3ntJxEyitm0BxTa0Y0XcEGPDb9Oyzz+a2227jmWeeoaCgAIBAIMC3vvUtzjrrrEHv4FjDUlJC0VWfoeiqz5DctYvQs88RfO45tD17CD37LKFnn0UpLsZ77rkUXLBkTAcxHwkURaa4yk1xVX517Xg41SN8svOu5ihaIkPLziAtO7utPy4e+s8K0/rT7fqqdlNc48Jb7BDWH8GgIcsKNqcTWy/LrqZpuHbUM/n4Ew9ZbGvJhJljqKuLsL+TSFd28nfllqP+TjLpNPFQkHgoSHv9zv2eT7FYcOVZg4py657CYlxFRbiLikdMduruHEzhWMQULaFe1pdAvoCJBgO5qt0Hi6xYcPp8uAp8OAt8OL2+/PUCH0VVNbiLRID6cDFgofOTn/yEU045hbq6Oo455hgA1q5dS3l5OX/6058GvYNjGduECZTe9GVKvvwlEuvXE/zHs4ReeMEMYn7kEfyPPIJaN46C87NBzOPHD3eXxwwOj5Wa6UXUTC/KteWsP42m1ad9b5jGHZ3oSbnH+rO2l/XHplBc7aK4xkNJdl5cLWJ/BCML1WansKKKwoqq/e5jGAbxcCgrgDqJdHX1Wu4RRfFQkEw6nRuFdiDsLjfuomLsHnMIvqEbgIGhGxiGjmEYYBgYRk9bbt0wMPTsPvsc0z2h56/336aT1jR2PPr7AT0zi9WGsyArVny+nuV9JldBITaXiH8a6Qz4G7m6upr169fz5z//mXXr1uFwOLj22mv51Kc+Jcz7h4gkSTjmzcMxbx7l3/xGXhCztnsPHQ8+SMeDD2KfO5eCJUdXEPORJM/6s9D8Nf38889z+ilnEWxN0NkYpaMhTGdjlK6mKFoyQ8vOEC07Q3nn8ZbYc3E/ZeO9VE8rRLWKYfCCkYskSWbQtbeAsvET97tfWtOIBfyEu3pbhvaZd3WRTiVz5TpGClaHE2dBAc6CwjzR4vJ1LxfiLCjAVeBDtTuEeBlDHNJPT5fLxfXXXz/YfRHwIUHM69eTWJ8NYj7pJAouEEHMRwK7W8VT6Myz/ugZnUBrnI7GMJ0N0ZwLLBpI5nIF7VrXAYCiytRMK6RudjF1c4rxFov8FoLRiUVVc8Pw90d3dupuS1AiEkaSZCTJDL5FlvLWJUkyRYWUbZelbJsM3fvI+6xLEpJsJhWVZDm3v+lKlnL7ZzIZlr3+Oh+/8EIcLvd++ywY2xyS0PnTn/7Eb37zG3bu3MmKFSuoq6vj/vvvZ+LEiaMmO/KDDz7Igw8+SKa/fAUjhAMGMb/5JtE330RyOPCceaYIYj7CyIpMUZWLoioXLOxpj0dSdDZG6WyI0LE3TMMWPxF/kt0bOtm9oRP+CkVVLupmFzN+TgkVE70iC7RgTNE7O/VAA7IHG03TUF1uLCMkXkgwPAz4rfirX/2KO++8k//6r//ihz/8YU4oFBYW8sADD4waobN06VKWLl1KKBTKBVWPZA4qiLmoKJeJWZkxY7i7fFTicFupmWalZlohYP667WqKUv9+B7s3dNKyI0hXk+n6eu/lPWYx1JlF1M0pYdysIhxu6zDfgUAgEIwtBix0fv7zn/O73/2Oiy66iHvuuSfXvmDBAm655ZZB7Zygf/YbxNzV1RPEPG4cxVOnkJo9G3XSpOHu8lGLJElmosJqN8edM55EVGPPxk52v9/J7g86SUbTbFvdxrbVbSBBxQQvdbNLqJtTTEmNW8QJCAQCwWEyYKGza9eu3Gir3thsNqLRg88pIDh8DhjEvGcPxXv2sOfV13DMm4f3giV4zzsPS2HhcHf7qMbuUpm6sIKpCyvQdYPWXSF2v99B/YZOOhsiueDmd/6xE5fPlnVxFVMzvUjU9RIIBIJDYMBCZ8KECaxdu5a6feo1vfjii8wYo+4SXddJpT687tJwY1m0iOJFiyj81m2E3nqbhqeewrFnD9G2NqK//1+aH3oY53HH4Tn9YzgXLUK2Cb/1gdA0DYvFQiKROKRYLlVVUZT9ixNZlqicVEDlpAJOuGgS4a5ELpanYXMX0UCSjW81sfGtJhSLTPVUH3VziqmbXfKhpTQEAoFAYDJgoXPzzTezdOlSEokEhmGwcuVKHn30Ue6++25+//uB5SoYDaRSKXbt2oXeT/rukYwxeRLSl5Yi2Wzo8ThGPI6haYSBMMCaNcgOB5LDgWy1miXDBXkYhkFFRQV79+49ZBeSz+ejoqLioI73FNmZfUo1s0+pJq1laNwaMF1cGzoIdSTYs7GLPRu7ePOxbRRWOLOjuEqonFyAIgKaBQKBoF8GLHQ+97nP4XA4+Pa3v00sFuOKK66gqqqKn/3sZ1x++eVD0cdhwzAMmpubURSF2tpaZHn0vEx0XScSieB2u3P91pNJMqEweiSMoWm5fSVJQna7UbxeYeXpRX/P8GAxDINYLEZbWxsAlZWVAzreoirUzSqmblYxhjEFf0ssJ3qatgfxt8Twt8RY++perHaF2plFjJ9TwrhZxTi9IqBZIBAIujmkschXXnklV155JbFYjEgkQlnZ/nMqjGbS6TSxWIyqqiqcoyxXTbe7zW6397yk7XYoKMAwDPRYjEwggB4MYWQyEAxCMIhkt6P4fMgFBchHeQLIfp/hAHA4TPdSW1sbZWVlB3RjHQhJkiiqdFFU6eKYs8eRjGns2djF7g2d7Pmgk3hYY8e77ex4tx0kKKvzMn5OMXWziymt9YgyFQKB4KhmwEInHo9jGAZOpxOn00l7ezsPPPAAM2fO5Oyzzx6KPg4b3XEZVuvY+oUsSRKKy4XicmFUVqKHw2QCQTKRMHoigd7SAi0tppXH50PxeJAO8SV9tNMtkDVNO2Shsy82p8qUBeVMWVCOoRu07g5lrT2dtO8J01Yfoq0+xMpnd+HwqJRPKKBiopfyCQWU1XlEiQqBQHBUMeBvvAsvvJBLLrmEG264gUAgwPHHH4/VaqWjo4Of/vSn3HjjjUPRz2FlLA/xlWQZpaAApaAAI50mEwySCQbRYzH0SAQ9EkGTZRSPx7T0uMWQ54Ew1M9KkiUqJhRQMaGARRdMJBpIsvsDc/j6nk1dxMMa9es7qF/fke2PmbCwfLyX8okFlE/wUlThElYfgUAwZhmw0Hn33Xe5//77AXj88cepqKjgvffe44knnuDOO+8ck0LnaEGyWLAUF2MpLjbjeYJBMoEARiqVE0CSxWIKI58PyW4XomeE4fLZmHlyFTNPriKj6bTtCdO6K0jrrhAtu4JEupJm5ubGKBvfbgZAtSum8JlgWn3Kx3tFnI9AIBgzDFjoxGIxPNlqtC+//DKXXHIJsixzwgknsHv37kHvoGB4kG025LIyLKWlGPE4mUCATDCIkU6T7uwk3dmJZLOhFPhQfAXmyC3BiEJR5dzw9W6iwSStu0I58dO6O4yWyNCw2U/DZn9uP2+J3RQ9E0wBVFrjQVFHTzC+QCAQdDNgoTN58mSefvppLr74Yl566SW++tWvAmbApdfrHfQOCgaH0047jfnz5/PAAw8M6DhJkpCcTmSnE0tFBXokYlp3QiGMZJJ0WyvptlZkp9OM5/F6Rb2tEYyrwMbE+aVMnF8KmMVJu5qjWYtPiNad5oiu7sKk21a1AiBbJEprPZRP8FKRFUCeYmHREwgEI58Bv5HuvPNOrrjiCr761a9yxhlncOKJJwKmdae/jMmCscFNN93E22+/zYYNG5gxYwbvrVlDJhQyR25Fo2ZMTyyG1tycH88zBEPy9+zZw4033siyZctwu91cffXV3H333VgOILDeffddvvGNb7Bq1SoUReHSSy/lpz/9KW63WdF43bp13HPPPbz11lt0dHQwfvx4vvCFL3DNNdcMev9HErIiU1LjoaTGw6yPVgOQjGm01YdprQ9mxU+IRFTLWoJCrKcBIBfobIofL2XjvSLQWSAQjDgG/K102WWX8ZGPfITm5mbmzZuXaz/jjDO4+OKLB7VzgpHFddddxzvvvMP69euRFAVLYSGWwkL0VAo9G89j5uoJkQmFkBQF2es18/O4XH1ETyqVGvCItkwmw8c//nEqKipYvnw5zc3NXHXVVaiqyo9+9KN+j2lqauLMM8/kk5/8JL/4xS8IhUL813/9F9dccw2PP/44AGvWrKGsrIxHHnmE2tpali9fzvXXX08qlTrqarjZnCq1M4uonVkEmDmBQh1xWnaGcm6vjr2RPoHOSFBU6aJighnoXFzjxDCG8UYEAoGAQ8yjU1FRQUVFRV7b8ccfPygdGskYhkFcG3gpgMHAoSoH7SaIRqPccMMNPPXUU3g8nkF5Uf/P//wPAO3t7axfvz5vm2y1IpeWYiktRY/He4KY02kyfj8Zvx9Jlrn+O98hGIux8MQT+eUvf4nNZmPXrl0D6sfLL7/Mxo0befXVVykvL2f+/Pn84Ac/4Bvf+Abf/e53+xVOzz33HKqq8uCDD+by4fz6179m7ty5bN++ncmTJ3PdddflHTNx4kSWL1/Oc889d9QJnX2RJImCUicFpU6mLTL/79OpDO17I30Cnbsrs3cHOkuKmyc/eI+iShe+cie+cieFFU4KypyoVpGyQCAQDD0HJXRuuOEGvv3tb1NTU/Oh+z722GOk02muvPLKw+7cSCOuZZh550vDcu2N31+M03pwuvTWW2/ljTfe4M9//jPjx4/n29/+Nu+++y7z58/P7XPDDTfwyCOPHPA8kUhkwP2UHQ5khwNLebnp0spad4x0GiOV4l+vv45bsfD8H/+I5HJhZDLcuHTpQfdlxYoVzJkzh/Ly8ty2xYsXc+ONN/LBBx/06z5NJpNYrda8pH/dyfzeeustJk+e3O81g8EghaIIar9YrMqHBzrXh0indDr2RujY2/ez5C6yUVjuxFduiqDCcie+Cidun00MdxcIBIPGQb05S0tLmTVrFieffDJLlixhwYIFVFVVYbfb8fv9bNy4kbfeeou//vWvVFVV8dvf/nao+y3YD5FIhP/93//lj3/8I6eeeiper5eHH364j0j9/ve/P6SWCkmSUNxuFLcbS2UleiyOZLfjcjr55fe+izWbdTmxeTO3f/7z/NfnP4/icn1oIHNLS0ueyAFy6y0tLf0ec/rpp3PzzTdz33338ZWvfIVoNMo3v/lNAJqbm/s9Zvny5fztb3/jscceG9B9H83sG+icTKR49vGXmDt9AeGOJIHWGIHWGP7WGMlomkhXkkhXkr2b/HnnsagyBd3Cp5cVyFfuFDFAAoFgwBzUt8YPfvADvvSlL/H73/+eX/7yl2zcuDFvu8fj4cwzz+S3v/0t55xzzpB0dCTgUBU2fn/xsF37YNixYwepVIpFixbl2oqKipg2bVrefmVlZUesdIeZidmJ7HAwZ/58PNOn5+J4jGSSEpuNEoB0BtlmM2N6vN5BK0Exa9YsHn74YW6++WZuu+02FEXhpptuory8vN/SDhs2bODCCy/kzjvv5PTTTx+UPhyNyIqE6tGZMK8EdZ+/ZTySItBiip7cvDVGqD1OWtPpbIjQ2dDXCuQssOYJoG4R5Cl2IAsrkEAg6IeD/nlUXl7O7bffzu23347f72fPnj3E43FKSkqYNGnSUTHMVJKkg3YfjXSGynX1Ybhcrpx7Sy0vR08kuOELX+Avjz9On8jV7s+UJOX6UlFRwcqVK/N2a21tzW3bH1dccQVXXHEFra2tuFwuJEnipz/9KRMnTszbb+PGjZxxxhlcf/313H777YRCocO8Y0F/ONxWHJOtVE725bVnMjrhjkROAAVaozkRFA9rxIIpYsEUjVsDecfJFjOOqD8rkN11dNdsEwiOdg7prV1YWChiF0YokyZNQlVV3nnnHRYvNq1Pfr+frVu3cuqpp+b2G2rX1cEi2+388L77+Podd5ijt8IR9EgYPZnM2y+5fTuyt4BFCxZw11135QplArzyyit4vV5mzpz5odfrdnP94Q9/wG63c9ZZZ+W2ffDBB5x++ulcffXV3HXXXei6Poh3KjgYFEXOCRXm5m9LxrSc6DFFkGkJCrbFyaR1/M1R/M3RPufsTn5YMdGs+VVc40ZRRPJDgeBIEPEnad4RYMqC8g/feYgYG+YJQQ63281nP/tZvvGNb+BwOBg/fjx33HFHHxfNQF1X27dvJxKJ0NLSQjweZ+3atQDMnDnzsIue9tcXXdNygcx6NGoWG00kOLWujhmTJ/PpT36Se++5h1a/n29/+9ssXboUm80GwMqVK7nqqqt47bXXqK42c8P84he/4KSTTsLtdvPKK69w6623cs899+Dz+QDTXXX66aezePFibr75ZlpaWtB1nVgsJhJhjhBsTjVX16s3um4Q6eptBepxhUUDyT7JDy1WmbI6b074VEwswOERmb0FgsEiGdPY8V47W1e25KyvVVN8uApsw9IfIXSGiFQmhUW2IEtH/pfjfffdRzgc5lOf+hQej4evfe1rBIPBwzrn5z73Of7973/n1rtHN+3atYvx48cDpmvv//7v/wYlyZ6sqsjZultGOp2L6SEa5Ymf/5ybfvADTj7tNFwOB5/55Cf57je/iWEYSJJELBZjy5YtaJqWO9/KlSv5zne+QyQSYfr06fzmN7/hM5/5TG77448/Tnt7O4888kieS6+2tpb6+vrDvh/B0CHLEt4SB94SB3WzivO2JeNp2rLD31t2mAkQU/E0TdsCNG0L5PbzljqozAqf8okFFFe5kIXVRyA4aNKpDPXvd7JtVSv1GzrQ0z2hCJWTCoiHU8MmdCTDOLpTeoVCIQoKCggGg31+uScSCXbt2sWECROw2+0DOm99sJ5EJkGBrYBCWyF2y8COP1x0XScUCuH1evsNuB1sdu3axdSpU9m4cSNTpkwZsusYmQyZcNi09oTDeXE9kqqieLzIBV5kp/Ow48YG4xkezmdotKNpGs8//zznnXden2Dk4cLQDfwtsR7hky15sS8Wm1notNviUzGhALv7yN/DSHyGownx/A6fAz1DXTdo3Oxn66oWdr7XTirRk2euqMrF1OPLmbKgHG+JY0j6dqD3d2+ERWcIyOgZUpkUGT1DV7yLrngXTtVJoa0Qr807LFaeoeb555/n+uuvH1KRA5gZmX0+8PkwMhmz9lYohB4OY2ga6a5O6OpEUizIXg+Kx2NmZVZEcjoBSLJEUZWLoioXM0+uAjDLW9SHaNkZpHWnafXREhkat/hp3NIz9N1X7uwRPhMLKKx0iZFegqMOwzBoqw+zdVUL21a3EQ+lctvcRTamLixn6vEVFFe7h7GX+RyS0Emn07z++uvs2LGDK664Ao/HQ1NTE16vN1c76GhGkRWmFE4hokXwJ/yEU2FiWoyYFqM52ozP5qPQfuStPEPJ0qVLj/g1JUVBKShAKSjA0PV80ZPpycoM2USGLpc5OZ1C+Ahy2F0qdbOKc24vXTfwN0dp2RnMTqFcDqBAa4zNK8x8Tao9a/WZZAqf8vFeMcJLMGYJtMbY+V4n21a2EmyP59ptLguTjytn6vHlVE4sGJHJPgcsdHbv3s0555zDnj17SCaTnHXWWXg8Hu69916SySS//vWvh6Kfow5JkvBYPXisHrSMRiAZwJ/0o2U0uhJddCW6cKgO08pj9aLI4sV7OEiyjJKtq2XoullkNBQiE4lipJLo8Th6PA4dHSBJyHYHsruX8DkC7j3B6ECWJYqr3RRXu3OFThMRzXR3ZYVPW71p9WnY7Kdhc4/Vp7DCaVp8JpnursIK54j84hcIDoZoIMnmd5pofdvJ315Yk2u3WGUmzCtl6sJyamcWoVhG9vfngIXOV77yFRYsWMC6desoLu4J/Lv44ov5/Oc/P6idGyuoikqps5QSRwlRLYo/6SecDBPX4sS1OC1SixnLYy/EYRkaX+bRhCTLuazMKtkRXNGoOUWiGFoKPR5Dj8egvd0UPg4HstttCh+HQwgfQR52t8r4OSWMn1MCgJ7R6WyKmq6unabbK9gex98Sw98SY9NyM+O2zWnBW+LA5rRkJ7X/ZUd22WXB5rCIQGjBsNEzYqqVxq1+MAAUJBnGzSxmysJyJswrGVVZygfc0zfffJPly5f3GVI8fvx4GhsbB61jYxFJknBb3bitbjSXRiARIJAMkMqk8Cf8+BN+HBYHhXZh5RlMZFVFzsb1AGa+nm7hE41iaJppAYplg1IlGdnlNC09htE3kaHgqEdWZEprPZTWepidTU8VC6Vo3dUjfNp2h0jG0rTvCQ/4/KpdweawYHVYiCQcvNy4EbtL7SWO9iOYnBYsB5lFXSDoJq1l2P1+J1tX9h0xVT7RS9LexpJPn4q3yDWMvTx0Bix0dF0nk+lbwbuhoQGPxzMonToaUOV+rDypMPF0nHhEWHmGEtlqRbZaobAQwzAw9hU+6TR6JIIeiWAFkp2dyE4nisuF7HYj2e1HRSZwwcBweq1MmFfKhHlmra9MRqerKUo0kCQZS5OMpUnFNRLZ5WRUM+fxNMmYuaxlR61oiYy57E8CFuq7Og+6H4oqZ61Epghyeq14SuwUlDjwFNvNofjFdiyievxRja4bNG7xs3XlgUdMOQosPP/886M619SAhc7ZZ5/NAw88kCvcKWXT83/nO9/hvPPOG/QOjnV6W3nSetqM5Un486w8doudQnshBdYCYeUZZCRJQrLZkG02KCoyhU8yiR6NkolG0SMRyAY665EItLYiKQqy02m6udxuJJtNCB9BH5ReVp+DRc/opOIZElnhEwsl+M/yVcycNod0Us8Jpm5hlLccT4MBGU3Plco4EM4CK95iB95SuzkvceAtMYWQy2cTI8rGIIZh0LY7zLaVrWxb3Uqs94ipQpspbhZWUFztyn2n9c5HNloZsND57//+bxYvXszMmTNJJBJcccUVbNu2jZKSEh599NGh6ONRg0W2UOIoodheTCwdw5/wE0qFSKQTNEeaaZVa8dq8FNpMK494uQ4+kiQh2e3IdjtyYSGhYBCPzYYRi/VYfLK5fDJh0yUhKUrPiC6XSwgfwSEjKzJ2t5zL2aNpDpy70sz8SOWH5oExdINUMtNjKcoKoGgwRagjbk6dCUIdcbREJieGWnb2TSYqKxKeIntO+PRMpiiyuSziMz6KCLTG2Lqyha2rWgm27TNi6tgyph5fQeWkkTliajAYsNCpqalh3bp1/PWvf2X9+vVEIhE++9nPcuWVV+JwCBfLYCBJEi7VhUt15aw8gUSAZCZpxvUkAqaVx1ZIgU1YeYaUrPBRnE4oKTEtPvF4j8UnFjOFT3fmZkCyWHKiR7eMnoA9wehGkiXTXeU48GfOMAyS0TShzjjB9jjhzgTBjjjhjjihjgThzgR6xiDYHs8OI/b3OYfVruDJusC8pY6sRUi4xYYbLZUxS6C0RPG3mCVROpvya8BZVJkJ80qYenzFqBgxNRgc0rewxWLh05/+9GD3RdAPB7TypJtpibVQYO2J5dnfr6zTTjuN+fPn88ADDxzZGxhjSJKE5DQDlS2lpeZQ9qzw0buFTzpNJhgkEwyS0nXSgQD+Ne9S8rHTULO1twSC4UKSJOxuFbtbpayubzZZXTfMGmHtcUKd8WytsOy8M04smCKVyNDZEKGzIdLvNXJusRI7niI7NpeK3WXGDHXPu5eFKBoYhmEQD2sEWk0x42+O4W+N4m+OEe5K9HuMJEvUzihi6vGjb8TUYHBId9vU1MRbb71FW1tbnwrPN91006B0TJDPvlaeYDKIP+knmU6aFp9kAJvFlrPyyAyeSl+3bh333HMPb731Fh0dHYwfP54bbriBr3zlK4N2jYGwfv16li5dyqpVqygtLeXLX/4yX//61w94zGuvvcYdd9zB+++/j8vlylUot2QtLq+//jr3338/K1euJBQKMWXKFL72ta+xZMmSA55XkmUUlwvFZY5GMHP4xNGjEfRoFCIRDE2j63//l8APf4h93ly855yLd/HZqFVVg/NABIJBRJZNt5WnyE41hX22p1OZnAusW/yYoujg3GL7olhkc1h9LxFkd1qwuczRZHZX99D77LpTxe5SsTotYzqOSNcNQh1xAtmUBd1WGn9rlGQ0vd/jbC4LRRUuCiuc+LLz8vHeUR1MfLgMWOg89NBDfOELX8BqtVJcXJxnQZAkSQidI4BFtlDsKKbIXkQ8Hcef8BNMBUmmk7SkW2iNteK1elF1lYyRQTIO78tgzZo1lJWV8cgjj1BbW8vy5cu5/vrrURSFL33pS4d83lQqNeDK56FQiLPPPpszzzyTX//617z//vtcd911+Hw+rr/++n6PWbduHeeddx633347f/zjH2lsbOSGG24gk8nwk5/8BIDly5czd+5cvvGNb1BeXs5zzz3HNddcw5///Gc+8YlPHHT/zBw+LhS3KXz0cBgllcI+dy6plhYS69aTWLeetnvvxTFvHp5zz8G7eDFqZeWAnoNAMFxYrApFlS6KKvsONe7PLRbxJ0nGNBLRnrihRDaOyNANMumDC57uD6vDki+GeluMXBZUm0ysxULDJj92lw2rXUG19UyKKg97rJGWzHc3dYuaQFssb5h3HhJ4i+34yl0UVjopLHdSWGEuO9xHr6DZHwMu6llbW8sNN9zAbbfddkSKRQ41AyrqaRig9S0AeERQnXCAf8iMniGYDNKV7MIf9PODr/+AV597FZfbxbVLr+XfL/+bWXNn8cMf/xBVVlEV1Zxnp4H+sy9dupRNmzbxr3/966CPOe2005g9ezYWi4VHHnmEOXPmsGzZsgFd91e/+hW33347LS0tOZH0zW9+k6effprNmzf3e8y3vvUtXnnlFVatWpVre/bZZ/nEJz5BW1vbftMinHfeeRQVFfHHP/5xUIp6WsJhQi+/TPjFl4itXp2Xn8cxfz7ec8/Bs3gxakXFIV1rpCEKKh4+Y/kZGoaBlsiOMMuKoP7EUDLaPSTf3C8R03LD8A8XSZbyhE/3lC+ILKi91/fZdjDiqdvd1CNmogRaYnS1RIl0JffbP0WV8ZU7KazIipnKrKWmzHnEXH4j+TM4ZEU9Y7EYl19++ZgQOQNGi8GPhsnd8K0msO4/WZMiKxQ5iii0F/KFb36Bd1e8yy/+9AsKSwr52V0/44N1HzB11lT8CTOw8Hu3fI/n/v5c7vh9/zElJFq6WnKiaN9CpMFgkKKiogHfxsMPP8yNN97I22+/nWs799xzefPNN/d7TF1dHR988AEAK1as4JRTTsmzBC1evJh7770Xv99PYWFfU3symexTOdzhcJBIJFizZg2nnXZav9cNhUJMmjRpILd3QCylpRRdeSVFV16J1tZG+OVXCL34AvE17xJfu5b42rW03n0PjmOPxXvOYlP0lJcP2vUFgpGEJElYs0kRKf7w/XuTyeikssPrE1GtRxTtI5LikRQtjW14nAVoKR0tmUFLpEmnzJALQzdIxdOk4vt3BQ38vsgKIktO+ES6EiRj+7+G3a2aYibrauqeu4vsY9o9d6QYsND57Gc/y9///ne++c1vDkV/BIdJNBrl4f97mD/+8Y8sPn0xHq+HEx45gUl1k3CpLkqdpWgZja9/++t8/sufJ62nsym++7I7tDu3rMgKqqxila2sXbWWxx57jL899Tfi6TiqrKJIykFZhaZMmcKPf/zjvLbf//73xOPx/RxB3q+IlpYWJkyYkLe9PCsGWlpa+hU6ixcv5oEHHuDRRx/lE5/4BC0tLXz/+98HoLm5ud9r/u1vf2PVqlXcd999H3pPh4JaVkbRp6+k6NNXorW2EX75ZUIvvkj83XdzU+uP7sZx3HF4F3eLnrIh6YtAMNpQFBmHx/qhcSemNWI35533sbzvEV03SKcyWeGTnSfTpHLLvdt7tvduS+X2S6MlMz3iyYBUIpOXgA/IuZt6ixlfhWmtEe6moWXAQufuu+/m/PPP58UXX2TOnDl9TFk//elPB61zIw7VaVpWhuvaB8GOHTtIpVIsWrQIMC0zlaWVTJs2DbvFTpnTfFlWe8zRP4ZhkNbTaLqGpmukMqncsqZraBkN3dDJ6Bkyeob3N73PdZ+8jhtvuZGpJ0xlZ2AnALIk93GJWRUrLtWFRe75mB133HF9+lw9xCORzj77bO677z5uuOEGPvOZz2Cz2bjjjjt48803+7VMLlu2jGuvvZbf/OY3zJgxY0j7BqCWl1H0mU9T9JlPo7W2En6pl+hZs4b4mjW03n03juOOxXvOuXjOPgu1TIgegeBQkWUJq91ijj4qGJxz7k88aUkdl8+Gr8whRpgNE4ckdF566SWmTZsG0CcYeUwjSQd0H40mbrjhBh555JED7hOJRDAMg4yRIa2nWb9hPddfdj2fufYz3PKtW9AyphhK62l0QyeZSZLM5PubJUnCa/VSZDfdXC5X3+c3ENdVRUUFra2tedu71ysOENty880389WvfpXm5mYKCwupr6/ntttuY+LEiXn7/fvf/2bJkiXcf//9XHXVVYSyuXGOFGp5OUVXfYaiqz6D1tJiWnpeeJH4e+8RX72G+Oo1tN51F87jjjMDmc8+G0tp6RHto0Ag6MtQiCfB4HBImZH/8Ic/cM011wxBdwSHy6RJk1BVlXfeeYfFixcD4Pf72bp1K6eeempuv+9///vccsstH3o+SZKwSBa2bNrCksVLuObqa/q4nnRDz1l/eluC4pk4yXSSYDJIMBkkno6TSCfQDT0v5mcgrqsTTzyR22+/HU3Tcu2vvPIK06ZN69dtte+9VGWHdD/66KPU1tZy7LHH5ra//vrrnH/++dx7771cf/31fVInHGnUigqKrrqKoquuQmtuJvTSS4RffIn42rXEVq8mtno1rT+8C+eCBT2ip6RkWPssEAgEI40BCx2bzcbJJ588FH0RDAJut5vPfvazfOMb38DhcDB+/HjuuOOOPi6asrIyyg7S/bFhwwZOP/10Fi9ezM0330xLSwsAiqJQWlqKLMnYFBs2xZZ3nGEYecPfdUMnqkXZ2rUVn91Hob0Qm2IbkOvqiiuu4Hvf+17uHjds2MDPfvYz7r///tw+Tz31FLfddlveKKz77ruPc845B1mWefLJJ7nnnnv429/+hqKYpuRly5Zx/vnn85WvfIVLL72UlpYWdF0nmUweMJr/SKFWVlJ8zTUUX3MNWlMToZdeJvzii8TXrSO2ahWxVatM0bNwoRnIfNZZQvQIBAIBhyB0vvKVr/Dzn/+c//mf/xmK/ggGgfvuu49wOMynPvUpPB4PX/va1wgGPzxx1/54/PHHaW9v55FHHslzd9XV1VFfXw9AfX09EyZMYNmyZblRTJIk4VSdOFUn5Xo5VsWKLMlkjAyd8U464524rW4KbYV4rJ6Dcn0WFBTw8ssvs3TpUo477jhKSkq4884783LoBINBtmzZknfcCy+8wF133UUymWTevHk888wznHvuubntDz/8MLFYjLvvvpu77747137yySfzxhtvHMpjGzLUqiqKr72G4muvQWtsJJSN6UmsX0/snXeIvfMOLT/4Ic7jj8f90Y8gu7KFR60qss2WXd5n3WZDylZ1716WFBFPIBAIRj8DzqNz8cUX869//Yvi4mJmzZrVJxj5ySefHNQODjUDyqMzitB1nVAohNfrPSKpAJYtW8Yll1zCzp07D+hCMgyDiBahK9FFJNWTPl6VVQrthRTaC/OCl4eTwXiGR/IzlGpoJPzSS6boef/9wz+hqiKrao8QsmWFkLX3elYUda/bbEiquW5YLGzeu4eFX/wizn1GygkOjpGcw2Q0IJ7f4TOSn+GQ5dHx+Xxccsklh9W5wSQQCHDmmWeSTqdJp9N85Stf4fOf//xwd+uo4/nnn+db3/rWQcXJeKwePFYPqUyKrkQXgWQATddoi7XRHm/PBS+LCu0Dw1pTTfFnr6P4s9eRamgg/NJLJD7YiJ5KYiRTGKkURjLZZ91IJtE1DSORgN5xSZqGrmkQO/QkmWXA7mefw3XSifguuwz3mWciDzAbtkAgEBwOAxY6//d//zcU/ThkPB4Pb7zxBk6nk2g0yuzZs7nkkksoLh5gBirBYXEo+WasipUKVwVlzjJCyRBdiS7i6XgueNlusVNoL6TAKiq0DxRrTQ3Fn/3sgI8z0umsGNpHCKVSWXG0z3oyabalUuj7rKfjcZrffQ/Xjh1El68gunwFSkEB3gsvwHfZZdinTh2COxcIBIJ8RoaP4DBQFAWn08wxk0wmMQyDAXrjBMOMLMn47D58dh9xLU5XsotgMmhWaI800yq14rP7KLIVYbPYPvyEgkNGsliQLBbkftIADBRN01j9/POcNW8e0X88S+DJJ0m3tOD/45/w//FP2OfNxXfZZXjPPS9XG0wgEAgGm4MKPDj22GPx+83SAccccwzHHnvsfqeB8sYbb7BkyRKqqqqQJImnn366zz4PPvgg48ePx263s2jRIlauXJm3PRAIMG/ePGpqarj11lspEaNNRi0O1UG1u5qphVMpd5kBzLqh0xXvYntgO/XBekLJkBCzowi1uprSm77M5Ndepfa3v8Fz9tlgsZBYt56WO+5k2ymn0PTtbxN77z3xdxUIBIPOQVl0LrzwQmw2W255MOMmotEo8+bN47rrrus39uexxx7j5ptv5te//jWLFi3igQceYPHixWzZsiU3PNrn87Fu3TpaW1u55JJLuOyyy3JlAfYlmUySTPYktetOCKdpGpqm5e2raRqGYaDr+oBzqkjJEEgyhtU9oOMGi+4XRnf/RxsyMkW2IopsRUS1KF1JM3g5qkWJalEsssUMXrYVokhD49YajGeo67pZvFDTckPZjxa6/596/1/ZTjyR8hNPpLijk/BzzxJ64km0+nqCjz9B8PEnsE6ahPeSS/AsOR/lQ+K9jgb6e4aCg0c8v8NnJD/Dg+3TgEddDSWSJPHUU09x0UUX5doWLVrEwoUL+cUvfgGYL47a2lq+/OUv91tv64tf/CKnn346l112Wb/X+O53v8v3vve9Pu1/+ctfci6wbiwWCxUVFdTW1uYVkfxQDANPohHF0NAlhZTiIqW40WXrASuQCw5M2kgTNaLE9Bg6PcLDITlwyS6sWEdc8HIqlWLv3r20tLSQTg9e4cAxg2Fgr99NwaqVeNa/j5z94jIUhcisWQQXLiA2eTIcjUWEBQLBAYnFYlxxxRUfOupqwEJn4sSJrFq1qk+wbyAQ4Nhjj2Xnzp2H1mP6Cp1UKoXT6eTxxx/PEz9XX301gUCAZ555htbWVpxOJx6Ph2AwyMknn8yjjz7KnDlz+r1Gfxad2tpaOjo6+h1evnfv3pzb7KAxdKRwE8QDSEZPYTfDYgdHIYa9EJShHaZnGAbhcBiP5+Dy04wmDAxCqRD+hJ94uiejss1io9BmBi/vW239kK4zCM8wkUhQX19PbW3tqEtRcLhomsYrr7zCWWeddVDDUjPhMJEXXiT05JMksyU/ACxVVXgvugjPxRehHqDMx1hkoM9QkI94fofPSH6GoVCIkpKSwR9eXl9fTyaT6dOeTCZpaGgY6OkOSEdHB5lMpo8bqry8PJf1dvfu3Vx//fW5IOQvf/nL+xU5YGZ27nbD9UZV1T5/xEwmgyRJyLI8wDwqMvjGQUENJEIQ90MiiJROQLgZKdxs1sxyFIHdB8rgx4R3u1q6+z/W6M650515OZAMkEwnaUm30BZrw2fzUWQ/vODlwXiGsiwjSVK/n6+jhYO9d7WoCPuVV1By5RUkNm0i8PgTBJ99lnRTE12//CVdv/oVro9+BN9ll+E57TSko2iY+tH8+RkMxPM7fEbiMzzY/hz0G/Yf//hHbvmll16ioKCnalkmk+G1115jwjAkBTv++ONZu3btEb/uQSHJ4PCZk56GeBDiXZCKQCpqTsEGsHnBWQi2giEz0Z922mnMnz+fBx54YEjOP1w4LA4cbgdlzjKCySBdia5cfp6uRBd2ix231Y1H9Yi8PKMI+4wZVNzxbcpuvYXwK68SePxxYu+8Q/SNN4m+8SZKUREFF12E77JLse1TmFUgEAh6c9Bv1YsuuoiLLroISZK4+uqrc+sXXXQRl19+Oa+88gr//d//PaidKykpQVGUfqtVH6hS9YhEtoCrGEqmQNks8FaBxQEYkAyCvx5aN0BgNyTDMHJCp+js7OScc86hqqoKm81GbW0tX/rSl454Ze9u1q9fz0c/+lHsdju1tbX8+Mc/xiJbKHYUM9k3mTpvHR6rB4BEOkFHrINHn32UYxcdi9vjpryinFtuvSUvZub111/nwgsvpLKyEpfLxfz58/nzn/88LPcn6EG22ylYcj51Dz/EpJdepPj661FKS8h0ddH1hz+w87yPU3/lpwk89TT6YSQ2FAgEY5eDFjrdI4/GjRtHW1tbbr278OGWLVs4//zzB7VzVquV4447jtdeey2vH6+99honnnjioF7riGKxgrscyqZD6XRwl4GsgpGBWBd0bofWDyDYCFps2EWPLMtceOGF/OMf/2Dr1q089NBDvPrqq9xwww2Hdd5UKjXgY0KhEGeffTZ1dXWsWbOG++67j+9+97v89re/BUw3k9vqZpx3HFMLp1LlrqJxayM3fupGTj79ZP7+2t+59zf38uQzT3LDf91AS7SFSCrC22+/zdy5c3niiSdYv3491157Lddccw0vvvjiYd2jYPCw1tVRdvNXmbJsGTW/fBD3xz4GikJ8zRqab7uNbR89hebvfJf4+xvEMHWBQJBjwMEhu3btGtQORCIRtm/fnnf+tWvXUlRUxLhx47j55pu5+uqrWbBgAccffzwPPPAA0WiUa6+9dlD7MWyoDlCrwVNlurTifogHQNcg2mZO2SBmHEWmSPoQotEoN9xwA0899RQej4dbbrnlsLpYWFjIjTfemFuvq6vji1/84oCzIZ922mnMnj0bi8XCI488wpw5c1i2bNmAzvHnP/+ZVCrFH/7wB6xWK7NmzWLt2rX89Kc/zSvsCaAqKoVKIa8/9zrz5s7jxz/4MREtQmRahK9952t87XNf4/pbrsfldnHxDRfjUl24VTdu1c1NN93ESy+9xHPPPccnPvGJAfVRMLRIFgue00/Hc/rpaK1tBJ9+msATT6Dt2UPgsccIPPYYtunT8V12GQVLzkfp5WYXCARHH8OeGXn16tV87GMfy63ffPPNgDmy6qGHHuKTn/wk7e3t3HnnnbS0tDB//nxefPHF/ebJGUoMw8gb5TPoyAq4SsBZZLqv4n5IhiCTxKHFs0HM7qzo8ZnusH649dZbeeONN/jzn//M+PHj+fa3v827777L/Pnzc/vccMMNeZXI+yMSifTb3tTUxJNPPsmpp5464Ft8+OGHufHGG3n77bdzbeeeey5vvvnmfo+pq6vjg+wonBUrVnDKKafkDfdfvHgx9957L36/v99aW8lkErvdnqukXkYZk0snk0wk2b1pN3MXzSWtp4mkIrlCo6qs0uHvYNzEceiGjnzwxk/BEUQtL6PkC9dT/PnPEVu5isDjjxN++WWSmzfT+sMf0vbjH+M8YRGuk07CddJJ2KZMEXFaAsFRxrALndNOO+1Dzcxf+tKX+NKXvjSo133wwQd58MEH+x1Btj/i6TiL/rJoUPtxsLyz+C849XQ2kDliBjHbvaaVx+bNBTFHIhH+93//lz/+8Y+ceuqpeL1eHn74YWpqavLO9/3vf3/Alp5PfepTPPPMM8TjcZYsWcLvf//7Ad/HlClT+PGPf5zX9vvf/554fP8CsndkfUtLS5+g927R29LS0q/QWbx4MQ888ACPPvoon/jEJ2hpaeGuH94FQDqQZmrhVJKZpGntSUWIpWM8++SzrH13Lbffdztb/Ftwqk7T2mN1Y1fs4mU5wpBkGdcJi3CdsIhM4HaCz/2TwN//TnLLllwAM4CltBTXSSfiPPFEXCeehFpeNsw9FwgEQ82wC53hYunSpSxdujRX5n3EUzwJJEvWtdUF6QQkguYkKdnRXYXs2L6DVCrFokU9gqyoqIhp06blna6srCyXWfpguf/++/nOd77D1q1bue2227j55pv55S9/OaBzHHfccX3aqqurB3SOgXL22Wdz3333ccMNN/CZz3wGm83GHXfcwZtvvpkb/m232LFb7JQ4Snj1tVe58yt38pOf/4TpM6aTNtLEtBgxLUZbrA1FVnIuLpfVhSqPrCGXRzuKz0fRp6+k8MorSG7dRvTtt4kuX05s9WrS7e0En/kHwWfMUaS2KZNz1h7nggWDUuNLIBCMLI5aoXMoOCwO3rninWG7NpIEnnJz0uKm4In5zXieWKc5dWYTNqaTBzzfobiuKioqqKioYPr06RQVFfHRj36UO+64g8rKyoO+D1c/L5KBuK4qKir6HYXXvW1/3HzzzXz1q1+lubmZwsJC6uvrue2225i4z9Dkf//731x04UXcf//9fO5znyMUCuFwO4imo7kSFBk9k6uwDphD2LPWHofFMSjJCgWHjyRJ2KdNxT5tKsXXXYueTBJ/771sJfXlJD74gOS27SS3bafr4T+CquKcNw/Xyabwsc+ejXSUle0QCMYiByV0BjKM+EDZCUc7kiThVJ0fvuORYD9BzJPGVaCqFla99gwXX/BxJGsGf0Ji69ateTE1h+K66k13Mr3eWaYPlYG4rk488URuv/12NE3Ltb/yyitMmzatX7dVbyRJoqqqCoBHH32U2travEK0r7/+Oueffz733nsv119/fe4eVVmlyF5Ekb0I3dCJp+NmPI8WIZFO5KaOeAeyJJtBzVbT4iMYOcg2G64TTsB1wglw81dJ+/1mbp63lxNdvhytsZHY6tXEVq+m/Wf/g+z14lq0CNdJJ+I66STUceOEy1IgGIUclNDx+XwH/Q8+kJgXwSAgSWDzmJO3BrcvxGev/AS3/vABigsLKCsp4vYf/8rM7NsrFmogrqvnn3+e1tZWFi5ciNvt5oMPPuDWW2/l5JNPZvz48Yd9CwNxXV1xxRV873vf47Of/Szf+MY32LBhAz/72c+4//77c/s89dRT3Hbbbbns2QD33Xcf55xzDrIs8+STT3LPPffwt7/9LVdoc9myZZx//vl85Stf4dJLL6WlpSWXOqG3eO8WMi7VRTnlaLpGNBU143u0CBk9QzgVJpwKA2DRLURSETrjnVTbh9ZFJxgYlsJCvOecg/ecc8zCq3v3El2+3BQ+77yDHgoRfuUVwq+8AphV2F0nnYTr5JNwLlqERRQdFQhGBQcldHoPAa6vr+eb3/wm11xzTS6XzYoVK3j44Ye5++67h6aXgoNDNjMx3/fz3xC+4QssufareFxOvvaFTxMMZUtRxINmEPMAfpk6HA5+97vf8dWvfpVkMkltbS2XXHJJXlHV+vp6JkyYwLJlyzjttNOG4OZMCgoKePnll1m6dCnHHXccJSUl3HnnnXlDy4PBIFu2bMk77oUXXuCuu+4imUwyb948nnnmGc4999zc9ocffphYLMbdd9+d9zk++eSTeeONN/bbH1VW8dl9+Ow+DMMgkUnkrD0xLUYqkyKUCvHtl77NhJIJXDjpQj5W+zHslqOr7tVIR5IkrOPGYR03jsLLL8fIZEhs2GAKn+UriK1di9bYSODvfyfw97+DJGGfOTMnfBzHHot8FJWkEAhGEwMu6nnGGWfwuc99jk996lN57X/5y1/47W9/y+uvvz6Y/RtyuoOR+ysKlkgk2LVrFxMmTBh1BRl1XScUCuH1uJCjHWY+HiNb8Vt1gqfStAINkil+2bJlXHLJJezcufNDXUijhdwz9HoPqdZVRs/QHm5n245t/GDLD2hONQPgUT0snrCYCyddyLzSeWPWHaJpGs8//zznnXfeiKuRM1D0aJTY6tVZ4bOc5Lbtedslux3nggW4TjwR18knYZs6FWkQyrmMpWc4HIjnd/iM5Gd4oPd3bwYcjLxixQp+/etf92lfsGABn/vc5wZ6OsFQIyngrQRXKURbIdphZlvu2gGqy9xm8xz2ZZ5//nm+9a1vjRmRMxgosoLP5qPEUcKvzvoVz+99nmd3PEtztJnHtz7O41sfp85bx5KJS7hg0gVUug8+qFtwZJFdLtynnoo7G+emtbYRXbGc2IoVRJYvJ9PeQfStt4i+9RbcB0pxsSl6TjoJ+8wZWEpLUQoLB0X8CASCgTFgoVNbW8vvfve7fnOh1NbWDlrHhppDyaMzqlEs4K0GVxlEugVP1Cw3YXVnLTyHHjw70CzJRxvV7mq+fMyXWTp/KatbVvPMjmd4Zfcr7A7t5hdrf8GDax/k+IrjuWDyBZw57syRE/Qu6Be1vAzfRRfhu+giDMMguW1bztoTW7WaTGcnoeeeI/Tccz0HWSxYSkuxlJWilpVll8uwlJaZ87IyLGWlKAOIiRQIBB/OgIXO/fffz6WXXsoLL7yQy9WycuVKtm3bxhNPPDHoHRwqRl0encFCUaGgxqyvFW41h6SnItC5zUw86KkAq8glMlTIkszxlcdzfOXx3L7odl7Z/Qr/2PEPVras5J2Wd3in5R3ustzFWXVnceHkCzmu/DgxXH2EI0kS9qlTsU+dSvE116CnUsTXrjVFz3/eIdXQQKazE9Jp0s3NpJubSRzofKqaE0FyaQml0f/f3n2HR1XlDRz/3qmZJJNGegikAKEYCCAlgICAhCrq66K4C7iiLC5rQ1hUBBVXRLHArrg2VFgQwYJIkSJFWgxNQgk1hUAKSUivM5m57x83DIQESEhC2vk8zyUzt557MuT+5tQCMpOT0Xv7lAuSVM7OIiAShCqodqAzYsQIzpw5w3//+19br5bRo0czZcqURlWi0+ypdeDirwQ8+WUBT0musuidlSotraG+U9mk2WvtGdNmDGPajCEpP4l1sev4OfZnLuRdYG3sWtbGrsXP0Y/RwaO5P+h+/J3E/6/GQKXT4dCzJw49e9rWyWYzpZcvU5qWpizp6ZivvE5Lt623ZGUhm82Yk5MxJycD4Apk7ouscB1Jp7umJMizfGnRNetURqMIiIRm7bYGDPT392fevHm1nRahPmj04NLqaglPUSaU5EB6Dti5KFVa2sbVELsx8nP0Y0qXKfyt8984kn6EtefWsjlhM0n5SXwS/QmfRH9CN89ujGkzhqGth+KoE2P0NCaSVovW2xvtTQa1BJBNJkozMihNS8OclkZJSiqnf48kwOiE9ZpAyZKTg2wyYb54EfPFizc9p8rJCbv27dG3D8GufQfsOrRHHxyMJHqJCc3EbQU6u3fv5tNPPyUuLo7vvvsOPz8//ve//xEYGEi/fv1qO43CnaCxA9fW4OgFeSlQnH11MbgqVVqiS3SdkySJrp5d6erZlZk9Z7I9cTs/x/5MZHIkh9MOczjtMG9Hvc2gVoMYEzyGXj69UKvE6L1NhaTTofX1RevriwGlx8tlF2d6XdfjxVpSQml6evkSofQ0W4BUmpZOaXo61txcrLm5FO7fT+H+/VcvpNWiDw4uHwC1D0Ht4nLH71kQ6lq1A50ffviB8ePH8+c//5nDhw/bRsbNyclh3rx5bNy4sdYTKdxBWjtwC1SmmMhLUebSKspSFvsWSiCk0dd3KpsFg8bAyKCRjAwayaWCS6yPW8/a2LXE58SzMX4jG+M34mnvqfTaanM/Qc5Btz6p0CSo9Hp0LVuiu26y3utZi4owJSRQfPIUxadOUnLyFMWnT2PNzaXk1ClKrhlUE0Dj62MLevTt22PXoQPali1F1ZfQqFU70PnXv/7FJ598woQJE/j2229t6/v27cu//vWvWk2cUI+0BnALAlMB5KUqbXcKL0NhphLwGL2Udj7CHeHl4MWk0Ek8cdcTHM84ztrYtfwS/wtphWksOb6EJceXEOoeypjgMQwLHIazvhk1sBduSGUwYNehA3YdOgAPAiDLMqXJyRSfOnU1ADp1GvPFi5Qmp5CfnEL+9u1Xz+HoqJT6hLRXqr3ad0Dftg0qvfjCI1SNbLHU67xx1Q50Tp8+Tf/+/Susd3Z2Jjs7uzbSJDQkOgdl5nRTAeQmKz20CjOUoMfBXSnhUTesQaSaMkmSCPUIJdQjlH/2+Cc7L+zk59if2ZO0h2MZxziWcYx3DrzDQP+BPNDmAfr49kGjEnP3CldJkoTWzw+tnx/GwYNt6y25uZScPl0W/CilPSVnz2LNz6fo4CGKDh66ehK1Gn1QkFLq0/5KANQejZtbPdyR0NDIVislp08rE+hGRlIcE0PbnTvqrV1Ytf8Cent7c+7cuQpzHO3Zs6fCTNBCwzFw4EDCwsJYuHDh7Z1A5wDubaEkT6nSMhVAQfrVgMfBSxmrR7hjdGodQwOGMjRgKBlFGWyM28ja2LWcyTrD1vNb2Xp+K252bowIHMHIoJF0atFJVEEIN6R2csK+Rw/se/SwrZPNZkri4ik5dZLiU6dt1V+W7GxKzp6l5OxZctets+2v8fIq1+jZrn17ZTJUMVBik2dOSqIgMlIJbn7/HUtmZrntRUePYn/33fWStmo/mZ566imee+45vvzySyRJIjk5mcjISKZPn87s2bPrIo1CA3I530SXsEEkJSWRdXY/LvYayE9TBiB08ARHD6jjEoSjR48ydepUDhw4gIeHB8888wz//Oc/b3rMtm3bmD17NseOHcPBwYGJEyfy1ltvodE0jeDM3eDOhE4TmNBpAqcyT7H23Fo2xm8ksziT5SeXs/zkcgKcAhgRNIJRgaNEV3WhSiStFruQdtiFtMN5jLJOlmVKL12i+OTJa0qATmI+n0jppUuUXrpEwW9X54dTOThg6NYN++7dse9xN3ahoWJesCbAkpNDQVSUMlBmZCTm84nltkv29tj3uNs2Qri+bdt6SultBDovvfQSVquVwYMHU1hYSP/+/dHr9UyfPp1nnnmmLtJYJ5rdyMi1ZNKkSXTu3JmkpCRo0QYMKshNgdIiyE9VSnkcPZUpJ27RG8hkMqGr5h+83Nxchg4dypAhQ/jkk084duwYTzzxBC4uLuUm9rxWdHQ0I0aMYNasWSxbtoykpCSmTJmCxWLhvffeq9b1G4P2bu1p37M90+6eRmRyJOvj1rMjcQcJuQl8fORjPj7yMZ09OjMycCTDAofhZieqG4SqkyTJ1lXeeO+9tvWW/AJKzpxWqr2uVH+dOYO1oICC3bsp2L1bOV6nw9ClC/Y97sbQvTv2YWGoHMQgpQ2dtaSEgkOHrlZHnTgBVuvVHdRqDJ07lwU24Rg6d24wQxhUe1LPK0wmE+fOnSM/P5+OHTvi6Ng4x/VoipN6FhQUMGXKFNasWYPRaGT69OmsW7euZlVXwH//+19WrVrFnDlzGDx4MFlZWbi4uIAsK72z8lKgtGzMV5VGCXjs3W0Bz8CBA7nrrrvQaDQsX76c0NBQduzYUe00zJo1i9TUVFuQ9NJLL/HTTz/ZBrC83iuvvMLWrVs5cOCAbd26desYO3YsaWlpGI2Vz/VV00k9oeF8hgrMBWxP3M76uPX8nvI71rIJXtWSmj6+fRgZNJJ7/e+t1aknGvJkgI1FY89DubSUkjNnKDx4iMKDByk8dEgZJfpaajV2nTphf/fdytKta611c2/s+VefZKuVklOnyN2zh8R163G8cAG5uPyY3rrgYFtgY9+zJ+o7HAfU2aSeTzzxBIsWLcJoNNKxY0fb+oKCAp555hm+/PLL20txIyDLMnJRUb1cWzIYqty+YsaMGezatYsVK1YQEBDAq6++yuHDhwkLC7PtM2XKFJYvX37T8+Tn59tex8TEMHfuXKKiooiLi7sucRIYXMDOWemGnpcKlhKl8XJ+mlKl5eAOwNKlS3n66afZu3ev7fDhw4ezu+zbXmVat27NiRMnAGVS2f79+5crCYqIiOCdd94hKyur0klFS0pKKgQZBoOB4uJiDh06xMCBA2+aD02Bg9aB0cGjGR08moyiDH6J/4UNcRs4cfkEu5N2sztpNwaNgcGtBjMyaCS9fXqLRsxCjUkaDXYdO2LXsSNuE8YjyzKm+AQKDx6g8OBBig4ewpycTPHRoxQfPUpm2fND366dEvSUlfpoPT3r+U6aB9PFJNtktQWRv2PJygLAAZABjYeHEtSEh+MQHo7Wy6te01tV1f5LtnTpUubPn1/hW3BRURHLli1r2oFOURGnu3Wvl2uHHD6EZH/rb9v5+fksWbKEZcuWMWDAAJycnFi6dCktrxtvY+7cuUyfPr1K1y4pKWHcuHEsWLCAVq1aVQx0rpAksHdTBhgsyiwLeEyQl6xMM2Ex0bZtm0onhC26SQB57Tex1NRUAgMDy233KvvPlpqaWmmgExERwcKFC1m5ciVjx44lNTWVuXPnApCSklKlPGhK3A3ujO84nvEdxxOfE8+GuA1siNvAxfyLrI9bz/q49bjZuTE8cDgjA0dyl/tdohGzUCskSUIfFIg+KBDXsWMBpRFr4aFDFB44SOHBg5ji4yk5c4aSM2fI+uYbALStW5WV+PTAvsfdaP38xGeyFliysymI2n+1nU1i+XY2Knt77HrcTYKTE92feAKH9u0bZb5XOdDJzc1VSjRkmby8vHLfkC0WCxs3bsRTRN31LjY2FpPJZJtwFcDNzY2QkJBy+3l6elb59/Xyyy/ToUMH/vKXv1QtEZKkjLVjcC0r4bmklPBYTHTvEKSU9Dh42npp+fn5Ve28t2no0KEsWLCAKVOmMH78ePR6PbNnz2b37t23XSXVVAQ6B/KPrv9gathUotOj2RC3gc0Jm8kszmTFyRWsOLmC1k6tGRmoDFzYyqlVfSdZaGK0fn44+/nhfP/9AJRmZFB46LBS1XXwICWnTmE+n0jO+URyfvgRUHp3XSnxsb/7bnTBwY3yAXynWUtKKDp8uHw7m2tbr6jVGLp0KdfOphQ4snEj+jZtGm0eVznQcXFxQZIkJEmiXbt2FbZLksQbb7xRq4lraCSDgZDDh265n8VqJS69kJJSpaGzSpJwc9TRwkGHVn17D1bJULsTbFan6mr79u0cO3aM77//HlCq8ADc3d2ZNWvWjX/vkqos4HFTAh5JhYNBr5TuFKQr7XccPRk+6v4qV115e3tz6dKlctuvvPe+yTxC06ZN44UXXiAlJQVXV1cSEhJ4+eWXxZAIZSRJIswzjDDPMP7Z85/lGjGfzz3Px9Ef83H0x3R278yIoBEMCxhGC0OL+k620ARp3N1xihiKU8RQQBnfp+iPP5TA58BBik6coPTSJXI3bCB3wwYA1C4uGO7ubiv1sWsfgtREelTeiizLyCYTckkJckkJ1hITsqnk6vviYoqPH6dgXySFhw4hl81mcIW+bRtbVZR9jx4V29mYzXfwbupGlT8JO3bsQJZlBg0axA8//IDbNQND6XQ6Wrduja+vb50ksqGQJKlK1UcqoJ2DA7nFZtJySygyW8gohcxcC24Oatwd9eg0dVOSEBwcjFarJSoqioiICACysrI4c+YMAwYMsO1XnaqrH374oVzV0oEDB3jiiSfYvXs3wcHBtz7BlSotrb3SjkdjUHppFaRBQTpffDCXIpXDDUdavrbqKjw8nFmzZmE2m23rt27dSkhISKXVVuWTIdk+oytXrsTf359u3brdOv3NjFalpX/L/vRv2d/WiHlD3AYiUyI5mnGUoxlHWXBgAeG+4YwMGskg/0G12ohZEK6ldnLCccAAHMv+flmLiiiKPmor8Sk6cgRLdjb5v24j/9dtQFmX9q5d0XfriqGoiOKjRynVaGylF+X64JTrjlP2ptz2iq9veLxtffljZLMZa0kJcklZQGIqqeT9NcGK6dptpvLvS0qwXhPYyCZTtfJT4+l5tQFx73C0Xk2/JqbKgc6Vh2R8fDytWrVqtEVYd4okSTgbdDjZackrLiUtr4RCUykZ+SVcLjDhaq/Fw6hHr6ndYbEdHR2ZNGkSM2fOxGAwEBAQwOzZsytU0VSn6ur6YCYjIwOADh06KL2uqkOjB48QZUqJvFQwF+LnrAFMYG9UemrdZC6txx57jDfeeMN2j8ePH2fRokV8+OGHtn3WrFnDyy+/XK4X1oIFCxg2bBgqlYoff/yR+fPns3r1atT1OCx5Y3B9I+ZN8ZvYELeB45ePsydpD3uS9mDQGBjUahAjA0cS7hsuGjELdUplMODQuxcOvZXqedlkojgmxlbiU3j4MNa8PAr27KFgzx78gYuff1G/ib5TJAlJr0fS61HpdMprnQ5d69ZKcNO3D7qgoGb3/K72X6Tt27fj6OjIn/70p3Lrv/vuOwoLC5k4cWKtJa4pkCQJJ4MWo52GghIl4MkvKSWzwERWgRmXsoDHTlt7D9wFCxaQl5fHuHHjMBqNvPjii+Tk5NTa+SuTkJBAYGAgO3bsuHUvJklSSnb0TspIy/mpykjLV6aWsHctmzy0YndsZ2dntmzZwtSpU+nevTvu7u7MmTOn3Bg6OTk5nD59utxxv/zyC2+99RYlJSV06dKFtWvXMnz48Nq49WbD3eDOXzr+hb90/AsJOQlsiFcaMV/Iu2Br0Oxm58awgGGMChpFiHPIrU8qCDUk6XQYwsIwhIXR4sknkS0WW5f2/P37yTp8GHs7u6sP9+t/ApR7Wdn2Sl7f6PhyQYRkS6MSgOhQ6fS2YMT2/trtej2S7prXN3iv0uuunqfsPRpNswtiqqLa4+i0a9eOTz/9lHuvGSgK4LfffmPy5MkVHjANXX2Mo3Ml4Mkrvlr36WzQ4mm0w6CrnYCnNsaAqY4dO3bw0EMPERcXd8sqpEqV5CslPKa8q+sMruDorcyoXg+a0jg6dUWWZY5mHGVD3AY2xW8iqyTLts3f0Z825jY81u8xunh3waCp3XZmzYEYB6ZmRP7VXEPOwzobRycxMbFC915QGowmXtc1Taicg15DoF5DoamUtNwScovN5BQpi5OdFk8nPfa6xlX8v3HjRl555ZXbC3IA9I6gb1N+tvSiLGWxcwGjtzKjutCgSJJEF48udPHowoweM4hMjmRD3Aa2J27nQv4FLnCBHdt2oJE0tHNrR5hHmLK/Zxd8HXzFt09BEOpctZ+mnp6eHD16tMKkntHR0bRo0Xh6YTSEKSDsdRoC3DUUmS2k55aQXWQit9hMbrEZR70GTyc7HPWNI+BZsGBB7ZzINlt6oVKlVZwDxdnKoncGo5eyj9DgXNuIudBcyJb4LXx78FvSNGmkF6UTczmGmMsxfHNKGRvFw+BBF48uhHkqwU+HFh3Qq2/cPksQBOF2VPspOm7cOJ599lmMRiP9+/cHlGqr5557jkcffbTWE1hXpk6dytSpU21FX/XJoFXTqoU9nmY96XklZBeayS8pJT89HwedBk8nPY76Zlb3qrMHtyAwFyklPMXZUJKjLHqjUqWlb5zTjjQH9lp7RgaORDopMXz4cC6bLnMk/QjR6dFEp0VzKvMU6UXp/Jr4K78m/googVKHFh2ulvp4dMHLoXGMvCoIQsNV7UDnzTffJCEhgcGDB9tmfrZarUyYMIF58+bVegKbEzutGn83e7ycLKTnlZBZaKbAVEp8Rin2Og2eRj1Gu2YW8GgN4BYI5mJl/J2iTKUBc0ke6ByVKi2dY/mGgUKDIkkSPo4++Dj6MDxQaQBeVFpEzOUYjqSVBT/p0WQWZ3I0/ShH04/ajvVx8ClX6hPiFoJW1bDaCQiC0LBVO9DR6XSsWrWKN998k+joaAwGA6GhobRu3bou0tcs6TRq/Fzt8TRaSc8vIbPARKGplITLpdhp1Xga9TgbtM0s4LED19ZKYJN/CQozwZQPl8+B1kFZrzeKgKeRMGgMdPfqTncvZUoVWZa5mHfRVupzJO0IZ7PPklKQQkpBCpsSNgFgp7ajY4uOdPHsYiv5EQMXCoJwM7fdACQgIABZlgkODraV7Ai1S6tR4etiwMOoV8bfyTdRbLaQmFmIXqMEPC72zSzg0ejBpZVSdZV/SemObi6AzFhlQEKjt9JtvTnlSRMgSRL+Tv74O/kzOng0oMy4fjzjeLlSn1xTLofTDnM47bDtWH+jv1Lq4xFGF88utHFpI8byEQTBptp/DQoLC3nmmWdYunQpAGfOnCEoKIhnnnkGPz8/XnrppVpPZHOnVavwcTbg4ajncoGJjPwSSkotXMgq5FKeCg+jHld7Harm9HDX6MDFX2mcnJ8GBZfBXAiZccrIy0YvpbdWc8qTJsZB60Avn1708lEGhrPKVhJyE4hOi7aV+sTmxHIh7wIX8i6wPm49APYae0LdQ+ns0ZkwzzC6eXbDUSfacwlCc1XtQOfll18mOjqanTt3MmzYMNv6IUOG8Prrr4tApw5p1Cq8nOxwd9QpAU+eCVOplaSsItJyS/Aw6nGz16FSNaOHu1oHzi2VAQYL0qAgQ5leIitBGXBQ7wQqtTLvlkoN0nWvVaqr60RQ1KCpJBVBzkEEOQfxYNsHAcgpyeFYxjFb4HMs4xgF5gKiUqOISo0CQCNp6OrVlb6+fenn1492ru2aVymoIDRz1Q50fvrpJ1atWkXv3r3L/bHo1KkTsbGxtZo4oXJqlQpPox3uDldLeMwWK8nZVwIeHa72lc8b1WSpteDkBw5eyoShBelQWqwsVSWVBT1lgZEkqbG3WJBycq4Llq7d77r1V34Kd4Sz3pl+fv3o59cPAIvVwrnsc7aqrsOXDnMx/yIHUg9wIPUACw8vxMPgQR/fPvTz60e4bzjO+vrtdSkIQt2qdqCTnp5e6RxJBQUF4lvSHaZSSXgY9bRw0JFVaCI9rwSTxUpKTjFpeSU4asBRViYZHThwIGFhYSxcuLC+k1231Bpw8gFHDyjMAosJZAtYLSBby35e9/oK2Vq2XhmxWgJ0AEWF1UyEdDXgsWqVLvJWay3doHAzapWaELcQQtxCGBsyFoDE3ET2JO1hb/JeDqQeIL0onbWxa1kbuxaVpOIu97uUYMm3Hx1bdEStEvOfCUJTUu2vnnfffTcbNmywvb8S3HzxxReEh4fXXsqEKlOpJFo46mnnbaSlqz16jRqLVSbHBGcu5ZGeV1Lja0iSVGH59ttvayH11Xf06FHuuece7Ozs8Pf359133624k0qjBDvOfuDSim1/xNFn9HiMQd3x7nwvMz9YRqlHR/AJA+8u7Dx5mTFT5uDTfTgObfsRNmwCyzdFUahtgWz0UarGHNzB4KbM06VzVBo/q/Wg0l5XiiODtVQJssz5SunSN3+C/Z8rU10Id1Qrp1Y81uExFg9ezO5Hd/PZfZ8xseNE2ri0wSpbOZp+lI+PfMxjGx9j4OqB/HPXP/k59mcyijLqO+mCINSCapfozJs3j+HDhxMTE0NpaSmLFi0iJiaGffv28dtvv9VFGoUqUkkSbg46XO21ZBeaSM0pwmyVSckpotBkodhsQZbl2y55++qrr8q1y6r2zOXXMZlM6HTVq2LLzc1l6NChDBkyhE8++YRjx47xxBNP4OLiUm5iz2tFR0czYsQIZs2axbJly0hKSmLKlClYLBbee+89kCT2Re2nc5cwZr70Ml5eXqxfv56JT01Fs2IFY8eORarKXFeyXFZ6ZL1aipSbAdJlyD4PG6fDtjeh23jo+RS4BlTr3oWa06v1hPuGE+4bznSmk1qQyt6kvexN3ktkciTZJdn8Ev8Lv8T/AkAHtw708+tHX7++dPboLMbwEYRGqNqBTr9+/Thy5Ajz588nNDSULVu20K1bNyIjIwkNDa2LNArVVFhYyLNTprBmzRocHI1M/Ns/kGWZ/JJSzqbl4+1kd1sDD7q4uODt7X3b6Ro4cCB33XUXGo2G5cuXExoayo4dO6p1jhUrVmAymfjyyy/R6XR06tSJI0eO8MEHH9ww0Fm1ahWdO3dmzpw5ALRp04Z3332XsWPH8tprr2E0GnnllVfKHfPcc8+xefNm1q9fz9ixY6uWOEkCSVO+nNSoAacCuGcGRC1SusFHfgSRiyFkBPSeAgH3iIbQ9cTbwZv/a/d//F+7/8NsNXM0/Sh7k/ayJ2kPJzNP2pbPj32Oo9aR3j696eunNGr2drj9/wuCINw5tzXYRHBwMJ9//nltp6XBk2WZUlP9tLXQ6FRVDkxmzJjBrl27WLFiBQEBAcya9SqnThylfadQis0WEi4XMH/Wi/z8w6qbnic/v3w1y9SpU3nyyScJCgpiypQp/PWvf612sLR06VKefvpp9u7da1s3fPhwdu/efcNjWrduzYkTJwCIjIykf//+5UqCIiIieOedd8jKyqp0UtGSkpIKM4cbDAaKi4s5dOgQAwcOrPS6ubm5BAcHV+f2KiepoMsj0GM8nPsVoj6B2G1weoOyeN0Fvf4GoX8SE5fWI61KaxvE8Nluz5JRlEFkciR7kvawL3kf2SXZ5aasCHYOtpX2dPfqjk7dzDoACEIjcVuBjsViYc2aNZw8eRKAjh07MmbMmEY1cODtTOpZarLy2XP1Uz03edEAtPpbN5LMz89nyZIlLFu2jAEDBuDk5MSyZUtp2bIlrg46PIx6LuebeOqFl3jsyak46jW4O+qx09383HPnzmXQoEHY29uzZcsW/v73v5Ofn8+zzz5brfto27ZthTY1X3zxBUVFRTc8Rqu9Wl2QmppKYGBgue1eXl62bZUFOhERESxcuJCVK1cyduxYUlNTmTt3LgApKSmVXnP16tUcOHCg9iYrBaUre7uhypJ+GqI+heiVcOk4/PwMbH0N7v4r9HgSnHxr77rCbXE3uDM6eDSjg0djsVqIuRzDnuQ97E3ay7GMY8TmxBKbE8vSmKUYNAZ6ePewdWFv5dSqvpMvCEKZakcmJ06c4P777yc1NZWQkBAA3nnnHTw8PFi3bh133XVXrSeyLjSkST1rU2xsLCaTiV69etnWubm5ERISgkqS8HE24O6ojKicVWBGRsYK6O11eDnp0WkqD3hmz55te921a1cKCgpYsGBBtQOd7t27V1jn5+dXrXNU19ChQ1mwYAFTpkxh/Pjx6PV6Zs+eze7du1FV0vZmx44d/PWvf+XTTz+lQ4cOdZMojxAY9QEMng2H/6c0VM5JhN3vw95F0HEM9Hoa/HvUzfWFalGr1IR6hBLqEcrTXZ4mpySHyJRIpX1P0l7Si9LZdXEXuy7uApTRmvv69uWelvfQw7sHBo0oqROE+lLtQOfJJ5+kU6dOHDx40PbtOSsri8cff5zJkyezb9++Wk9kQ6HRqZi8aEC9Xbu2aNUq/vXyNJYvX46M0ob2CklSulVDxaqra/Xq1Ys333yTkpIS9Hp9la/t4OBQYV11qq68vb25dOlSue1X3t+s/dC0adN44YUXSElJwdXVlYSEBF5++WWCgoLK7ffbb78xevRoPvzwQyZMmEBubm6V7+22GFyh77PQ++9weqNSrXV+Lxz/QVn8ukOvKdDxAWU0aKFBcNY7MyxgGMMChiHLMmeyzrA3WQl6Dqcd5kLeBb49/S3fnv4We40997W+j9HBo+nh3QOVGGdJEO6oagc6R44cKRfkALi6uvLWW2/Ro0fT/vYpSVKVqo/qU3BwMFqtlqioKCIiIgAlED1z5gwDBlwN0ubOncv06dMBKDKVkp5XQqFJqcZTSRKuDjosVivqG/Q2OnLkCK6urtUKcm6kOlVX4eHhzJo1C7PZbFu/detWQkJCKq22upYkSfj6KlVCK1euxN/fn27dutm279y5k1GjRvHOO+8wefJkrHdy7Bu1BjrerywpR5VqrWPfQdIh+PEp2DIbekyC7n9Vus0LDYYkSbaxe5646wllZOaUKPYm7WV30m5SClJs4/Z4O3gzMnAko4NHE+xSC+2/BEG4pWoHOu3atePSpUt06tSp3Pq0tDTatGlTawkTbo+joyOTJk1i5syZGAwGAgICmD17doUqGk9PzwoDP+YXm0nJLaaoLOA5nZqPh1HPvh2bSU9Lo3fv3tjZ2bF161bmzZtnC5RqqjpVV4899hhvvPGG7R6PHz/OokWL+PDDD237rFmzhpdffplTp07Z1i1YsIBhw4ahUqn48ccfmT9/PqtXr0atVgLXHTt2MGrUKJ577jn+7//+j9TUVKxWKyUlJTg5OdXKfVaZT2d4YDEMeR0OfQ0HPof8VNjxFux6D0IfVkp5fDrf2XQJVeKgdWBQq0EMajUIWZb5I+0P1sWtY3P8ZlILUllyfAlLji+hY4uOjA4azfDA4WIGdkGoQ9UOdN5++22effZZXn/9dXr37g3A77//zty5c3nnnXfKFfXf8QeEACgP9by8PMaNG4fRaOTFF18kJyfnlsc52mlpo9eQW2QmNVeZODQlp4i0/FL+85+PeOGFF5BlmTZt2vDBBx/w1FNP2Y5NSEggMDCQHTt23LAXU21wdnZmy5YtTJ06le7du+Pu7s6cOXPKdS3Pycnh9OnT5Y775ZdfeOuttygpKaFLly6sXbuW4cOH27YvXbqUwsJC3n77bd5++23b+r59+7Jr1646u5+bcvSAATOg73MQsxai/quU8BxZoSyt+yoBT8gIpURIaHAkSaKbVze6eXXjpZ4v8duF31gXt449F/cQczmGmMsxvHfwPfr69WV00GgG+g/ETmN36xMLglBlkixf20Lj1q4tGbjStfjKKa59L0lStXo01ZcrjZFzcnIqBGbFxcXEx8cTGBhYoXtyQ2e1WsnNzcXJyanSBre3IssymYUm0nKVebQA7LTqG47Bs2PHDh566CHi4uJuWYXUWNQ0D6EOPkMXDigBT8xaZfRlAOdW0PNJ6DZBafPTQJjNZjZu3MiIESPKVT8KkFmcyab4TayPW8+xjGO29Y5aR1t7nu5e3bGUWkQe1oD4DNZcQ87Dmz2/r1Xtr4HVHeBNaJwkSaKFgx5Xg46MghLS80psY/A46DR4O9vhoL/68dm4cSOvvPJKkwlyGiz/HsqSmwwHvoCDXym9tbbOgZ3zocujSimPR0h9p1S4CTc7Nx7r8BiPdXiM+Jx41sWuY0PcBpILkllzbg1rzq3B18GX4QHDcbQ41ndyBaFRq3agc22DVqHpU6kkPI12uNnrSM8v4XK+iQJTKbHp+TjZafFytsOgVdfueDPCrTn5wuA50H+G0mj5908g7QQc/FJZggcp3dPbDFHG7xEarEDnQJ7t9iz/6PoPDl06xPq49WxJ2EJyQTJLTiwB4NdNv3J/m/sZHjgcVzvxZUIQqqPafwFff/31Snuj5OTkMG7cuFpJlNDwaNQqfJwNhHgZcXPQISGRW2zm7KU8LmQWYipt+NWUTZLWoFRZPb0XJq6H9qMACWK3KxOJftQdfnsXMuPrO6XCLagkFT28e/BGnzfYMXYHC/ovoJ9vP1SoOJF5grf3v82g1YN4ZtszbE7YTIml5pP1CkJzUO0SnSVLlrBlyxaWL19uG4Nk586dTJgwoUbzIAmNg1ajoqWrPR6OFlJzi8kpMpNVaCK7yEyLspGXtWpRgnDHSRIE3qMsWQnKAISH/weZcUpvrR1vgX9v6DwWOj0I9m71nWLhJuw0dgwLHMbgloNZvX41lrYWNiRsIOZyDDsv7mTnxZ0YtUaGBgxldPBounl2u+3JegWhqav2E+no0aO0bNmSsLAwPv/8c2bMmMHQoUMZP358kx4sUChPr1XTuoUDbTwdcdRrkGWZjPwSTqfmcSm3GMudHINGKM81ACLegmkx8MAnEHSvMt/Whd9hwzR4rx2sfExp0Gwuru/UCrfgqHJkXMg4Vo1axdoxa3ky9Em8HbzJM+fxw9kfeHzT4wz/cTgf/fER53PP13dyBaHBqXaJjqurK6tXr+aVV17hb3/7GxqNhl9++YXBgwfXRfqEBs5epyHIw5G8YjOpOcUUmS1cyi3mcr4JT6MeNwcdKpX4plkv9I4QNk5ZclPg+PdwdBWkHrs6oajeGTqNgc6PQqtw0Z6ngQtyCeK5bs/xTNdnOJh6kHVx69iSsIWk/CQ+Pfopnx79lM4enRkdNJphAcNwsXOp7yQLQr27rcE3/vOf/7Bo0SLGjRvHoUOHePbZZ/nmm2/o0qVLbadPaCSMdloc9RpyisxcKhuDJzmniEt5xbjY63Cz12LQibFe6o2TD/R5RlkuxSgBz7HvIDcJDi9TFmd/ZQb1zo+AZ/v6TrFwEypJRU+fnvT06ckrvV5hR+IO1sWtY1/yPo6mH+Vo+lHeOfAO/f36M6T1EDq5d6K1sTVqVcMe2V0Q6kK1nzzDhg3j4MGDLF26lIcffpiioiKmTZtG7969eeONN/jnP/9ZF+kUGgFJknCx1+Fk0JJVYCI9rwSTxcrl/BIu55dg0Kpxc9DhbK9FI0oO6o9XR7jvDRj8mjKv1tFVSjVWzgXY84Gy+HRRAp67/g+Mou1dQ2bQGBgRNIIRQSPIKMpgY9xG1set52TmSbZf2M72C9tt+4W4htChRQc6uHWgQ4sOBDsHo1U3rLFRBKG2VTvQsVgsHD161DZnkMFg4L///S+jRo3iySefFIGOgEqSaOGoVFvll5SSWWAit7iUIrOFpOwiUnKKcTZocXXQ4aBTi0aU9UWlutqAecQCOLMJjq6Gs1sgJVpZtrwKQQOVqq32I5XqMKHBcje4M6HTBCZ0msDZrLOsj1vPoUuHOJN1hqLSIo6kH+FI+hHb/lqVljYubcoFP+1c24nZ1oUmpdqBztatWytdP3LkSI4dO1bptoZo8eLFLF68uFGM3lwbBg4cSFhYGAsXLrxj15QkCaOdFqOdllKLlaxCpYdWsdlCVqGJrEITeo0aVwctrvY60VurPmkNSm+sTg9CwWU48aMS9Fzcr3RVj90OWnul+3qXRyBwoJh2ooFr69qWF7q/AIDFauF87nliMmM4dfkUJzNPcjLzJHmmPNvrK1SSikCnQNq3aK8EP24daN+iPU46MaWP0Djd1pNl9+7d/OUvfyE8PJykpCQA/ve//5WbRLGhmzp1KjExMRw4cKC+k9JofP3113Tu3Bk7Ozs8PT2ZOnVqlY/VqFV4GPW09XSkjYej0khZkigptZCaU8yplDwSMgrILTJzq1lJEhMTGTlyJPb29nh6ejJjxgxKS0tvesyZM2cYM2YM7u7uODk50a9fvwqjfB84cIDBgwfj4uKCq6srw4YNa1TBe61xaAE9n4Int8Izh2Hgy+AWBOZCOLYalv8ffNABNr0MyX9A9WaREeqBWqUmyCWIUUGjmN5jOksilrD30b388tAvfDjwQ54KfYp7/O7B3eCOVbYSmxPLhrgNvHfwPSZtmUTflX0Z9sMwpu2cxmdHP2P3xd1kFGXU920JQpVU+yvZDz/8wPjx4/nzn//MH3/8QUmJMmhVTk4O8+bNY+PGjbWeSKH+ffDBB7z//vssWLCAXr16UVBQQEJCQrXPI0kS9noN9noNLQwlFFkkMgtMFJpKyS02k1tsRqtW4WqvVG3pNeUbT1osFkaOHIm3tzf79u0jJSWFCRMmoNVqmTdv3g2vO2rUKNq2bcv27dsxGAwsXLiQUaNGERsbi7e3N/n5+QwbNoz777+fjz/+mNLSUubMmcPDDz9MYmIier2+2vfaJLQIhoEvwYCZcPGg0p7n+A9QkAa/f6ws7iHK+DyhfwLX1vWdYqGKJEmipbElLY0tGdJ6iG19emG6Uspz+SSnMpXSn6T8JNuy9fzVUn0Pgwft3dqXq/rydfAV1dFCg1LtST27du3KCy+8wIQJEzAajURHRxMUFMQff/zB8OHDSU1Nrau01ommOKlnQUEBU6ZMYc2aNRiNRqZPn866detuu+oqKysLPz8/1q1bV6NhBB5//HGys7Pp0aMHixcvRq/XEx+vjNhbbLaQWWAiu9BM6TVj8DjqNbg56HCy06JSSfzyyy+MGjWK5ORkvLy8APjkk0+YOXMm6enp6HS6CtfNyMjAw8ODXbt2cc899wCQl5eHk5MTW7duZciQIRw8eJAePXqQmJiIv78/ANHR0YSFhXH69GnatWt3W/fcWD9DN2Uxw7ltStBzeiOUXjMWT6s+StVWxzGYNY4NdjLAxqKhTKiYU5LDqcxTnMo8RczlGE5lniI+Jx6Zio8PJ52TLehp79ae9m7t8Tf6o1NX/L9Z1xpK/jVmt5uHsixzJusMe5P3cjzjOO8PeL/WA+A6m9Tz9OnT9O/fv8J6Z2dnsrOzq3u6RkWWZUpL6mfYdY1eX+UPyYwZM9i1axcrVqwgICCAV199lcOHDxMWFmbbZ8qUKSxfvvym58nPzweUdllWq5WkpCQ6dOhAXl4effr04f3337cFBVW1bds2W4Bxs7TIMuX+hB44m4SLvY5de/YSGhpqC3IAIiIiePrppzlx4gRdu3atcM0WLVoQEhLCsmXL6NatG3q9nk8//RRPT0+6d+8OQEhICC1atGDJkiW88sorWCwWvvzyS0JCQggICKjWPTZ5ai2EDFOW4hw4uU4JeuJ3Q+I+Zdk4A3WboXibgsE6FBAPmcbMWe9ML59e9PLpZVtXaC7kTNYZTmaWlfxcPsnZ7LPkmnKJSo0iKjXKtq9KUuHj4ENrp9a0MraitVNr2+Lr6ItGJdp7NQWZxZlEJkeyL3kf+5L3lavePJN1hhC3+plsuNqfLm9vb86dO1fhj/+ePXtsU0I0VaUlJfx74sP1cu1nl36PtgolAvn5+SxZsoRly5YxYMAAnJycWLp0KS1btiy339y5c5k+fXqVrh0XF4fVamXevHksWrQIZ2dnXn31Ve677z6OHj1aaSnKjTg4OPDFF1+UO+ZGaTGVWsktMpNTZMJilbmcX8LZhIsYXVtwOb8EF3stapXKFvTcqDRRkiR+/fVXHnjgAYxGIyqVCk9PTzZt2mSbbd1oNLJz504eeOAB3nzzTQDatm3L6tWr0WjEH+EbsnOGrn9RlpyLcKxsUMK0GFSn19MLkD9eo4zf0/UvoLOv7xQLtcRea0+YZxhhnmG2dWaLmXPZ52xVXyczT3I26yyFpYW2qq99lB9BXyNp8DP6VRoEeTt4o5JEJ4WGymwxcyT9CPuS97E3aW+5Ru2gDGnQw7sHfXz74G5wr6dU3kag89RTT/Hcc8/x5ZdfIkkSycnJREZGMn36dGbPnl0XaRSqITY2FpPJRK9eV795ubm5ERJSPpL29PTE09OzSue0Wq2YzWb+/e9/M3ToUABWrlyJt7c3O3bsICIiosrpCw0NrRAY3SotsizbuqkDWKyU66ZuJ928IbIsy0ydOhVPT092796NwWDgiy++YPTo0Rw4cAAfHx+KioqYNGkSffv2ZeXKlVgsFhYsWMAjjzzCwYMHcXBwqPI9NlvOLaHf88qSehzLkW8oPbgMfU4i/DIDdr4Nvf4GPZ5SGjwLTY5WrVXa67ToAG2VdbIsc7n4Mudzz5OYm0hCbgKJuYmcz1Pel1hKOJ97vtLpK3QqHa2cWpULgFo5Ka89DB6iLVA9uJB7gb3Je9mbvJf9KfspLC0stz3ENYQ+fn3o69uXrp5d66XK8nrVDnReeuklrFYrgwcPprCwkP79+6PX65k+fTrPPPNMXaSxwdDo9Ty79Pt6u3Ztqk7VlY+PDwAdO3a0bfPw8MDd3Z3ExMRqXbeygKGqaTHaaWkf6M+pY39gp1XbuqlfTFT+QOqMrpgt1grd1Ldv38769evJysqy1eN+/PHHbN26laVLl/LSSy/xzTffkJCQQGRkJKqywQxXrFhBixYtWLt2LY899li17rPZ874L6+A32FoUxnCfLNRRHyuTje58G/YshG7jIfwfovFyMyBJEu4Gd9wN7nT36l5um1W2klaYZgt0rgRD5/POcyHvAiariXPZ5ziXfa7CeQ0aQ6WlQK2cWuGqdxVBUC0pMBdw0nyS6APR/J76OxfyLpTb7mbnRm+f3vT161vvJTc3Uu1AR5IkZs2axYwZMzh37hz5+fl07NgRR8emP5CYJElVqj6qT8HBwWi1WqKiomwlLVlZWZw5c4YBAwbY9qtO1VXfvn0BpX3WlSqwzMxMMjIyaN265g+q6qWlD2+/PQ9nCvHzaEFWoYkfdu/E0WjE2SeQUyl5GO2UBsxGOw2SJFFYqHzjUF03GrNKpcJa1vC5sLAQlUpV7o/jlfdWMUHpbbOo9Fi7P4G6xyQ4+TPsXagMRLj/MziwRBm3p++zykjMQrOjklR4O3jj7eBdrv0PQKm1lJSClEpLgZLykygqLbI1kL6eUWektbE1/o7+lBSXoD6vpq1bWwKcA9Crm2kPyiqyylZOZp5kX9I+9ibvJTotmlK5FM4q2zWShjDPMFtg096tfYOvXrztxgc6na7cN3yhYXB0dGTSpEnMnDkTg8FAQEAAs2fPrvCQr07VVbt27RgzZgzPPfccn332GU5OTrz88su0b9+ee++9t8Zprk5ahg4dSseOHZkwYQLvvvsuqamp/Pf9t3jyb1NwMTpQaCplb+TvvPrC03y1+mdCglsT1r0nrq6uTJw4kTlz5mAwGPj888+Jj49n5MiRANx3333MmDGDqVOn8swzz2C1Wnn77bdRq9W1co/NnloDdz2kBDbxv8HeRcoghMe/V5bgQdD3OQgcAOKbuABoVBr8jf74G/3p69e33DazxczF/IsVgqDzuedJLUglz5TH8cvHOX75OADb9yrTYKgkFX6OfgQ5BxHkHESgcyBBLspro854x++xocgoyrC1s/k95XcyizPLbXdTuTE4eDD3tLyHnj49cdA2rqp80cqyCVqwYAF5eXmMGzcOo9HIiy++SE5OTo3OuWzZMl544QVGjhyJSqViwIABbNq0qVx3Q0mS+Oqrr3j88cdreAc3plarWb9+PU8//TTh4eE4ODgwceJE5r89D41GQ7HZwhmplITYsxSVKPNtgZ5PV/zAR+/+i0GDBmE2m+nUqRNr1661TUTbvn171q1bxxtvvEF4eDgqlYquXbvy/fff26ruhFogScqUEkEDlZKdvf9WRmG+MvqyT5gS8HS4X4y8LNyQVq0l0DmQQOdABjCg3Lbi0mIu5F0gMTeRuOw49sTsodSplPjcePJMeVzIu8CFvAv8dvG3csd5GDyUAKgs8LnyuoVdiyZXDWaymDicdph9SUrvqNNZp8ttd9A60NO7J319+9LDswfHdh9jRI/G20W/2uPoNDVNcRwdUBoQ5+bm4uTkVKE0py7Ex8fTrl07YmJiaNu2bZ1f71asskxekZnsIjO5xaXlRlu212lwMWhxttfedNqJ2sjDxvwZqqkqj7+RlQCRi+Hw/6C0SFnnGqC04en6F2V6imZKjANTM9fmn0aj4XLxZeKy44jLubrEZ8eTVpR2w3MYdcargU9Z8BPoHIifo1+Dr7K5QpZlEnITbKU2By8dpOjK/7UyHVt0pK+vUh3VxbMLWpXyeWvIn8E6G0dHECqzceNGJk+e3CCCHFAmFnW21+Fsr8NitZJTVEp2oYmCklIKTcqSklOEg15TNuO6RsyoXl9cA5RJRQe8BAc+h6hPleBn43TYOb+sp9aTYO9W3ykVGrFrG0X39OlZblueKY/4nHhis2OJz4m3BUFJ+UnkmfKITo8mOj263DF6tZ4ApwClCswl0BYItXZqXas9jWRZxmw1U1RaVG4pLi22/SwsLSy3rqi0iGKL8rrAXMCx9GMkFySXO6+7wZ0+vn3o49uHcN9w3Oya7v8vEegItaI6817daWqVCjcHHW4OOswWKzlFZrILzRSaSskvURYpW8Ko1+Bir7WNwizcYQ4tlOkm+jwLfyyHyP9AdiLseKusp9YECP87uLSq75QKTYxRZ6SzR2c6e3Qut77EUkJCTkK54CcuJ47zOecpsZRwOut0hWoftaSmpbGl0v6nrB2QWlJXGqRc/7rIUvbTfDVQKS4txiLXfPJprUpLN69utlKbdq7tmlyV3I2IQEdoVrRqFe6Oetwd9ZhKLWQXKtVbxWaLba4tlSThbNDibNCI+Srrg84eek2Gu5+AmJ+UnlqpxyDqv0pvrdCHlWDI+676TqnQxOnVekLcQiqM6GuxWkjKT7oa/GTH2YKhfHO+rav8zgs7azU9GpUGg8ZQbrFT2119rbGruF1jR2un1tztdTf22uY5YKcIdIRmS6dR4+mkxtPJjiKzhZxCZa4tk8VKVqGJrEITKgkKKMbVXoe9Tt1svgE1CGqNEtTc9X8Qt0PpqRW3Uxl5+egqaDME+j4PAf1ETy3hjlKr1MpAhk6tGOg/0LZelmXSi9KJy4mzVYOdzz2PhKQEHtrygcn1AcnN1ttp7GztZoTqEYGOIAAGrRqDswEvJzsKTRayi8zklE0wmllgIrPAhFatwsVei4tBi51WBD13jCQp3c+DB0HyH0pPrZif4NyvyuLbrayn1mhQqW95OkGoK5Ik4Wnviae9J719etd3coQyovWlIFxDkiQc9Br8XAy093bEww5c7XWoJQmzxUp6Xgln0/I5cymfS7nFlJhrXncuVINvV/jTV/DMYWUqCY0dJB+G7ybCR3fDwS/BXHzr8wiC0GyIQEcQbsKgAT8XOzr4ONG6hT3OBi2SJFFSauFSbjGnL+VxLi2P9LwSzBYxgvId4xYII9+DF07AgJlgcIXMOFj/Aiy8C3a9B0VZ9Z1KQRAaABHoCEIVqFQSzgYdrVs40NHHSEtXe4x2WiQkCk0WUnKKOJmSS1x6PpkFJZSKoOfOcHCHe1+B54/DsHfA2R8K0mH7m/BBJ9j0CqSfqe9UCoJQj0QbHUGopip1V5eKMeo1OGhEwHNH6B2h9xToMQlOrFEaLl86Dr8vVhaP9spoyx3vB6+7RONlQWhGmm2JzuLFi+nYsSM9evSo76TcEQMHDuT555+v72Q0OVe6q7fxdKS9txFvZzvstGpkWSa32ExydhFpecUcPi+qUe4ItRY6j4Upe+AvP0DboaDSQvop2PUufNIP/t0Vts6Bi4cQ4wcIQtPXbAOdqVOnEhMTw4EDB+o7KQ3e119/jSRJlS5paTceOr2uHD16lHvuuQc7Ozv8/f159913b3nMgQMHGDx4MC4uLri6uhIREUF0dPmRTjdv3kzv3r0xGo14eHjw8MMPk5iYWOV06TRqPI12tPMy0s7LiIdRjyRJmEplZnwfzfglURy7WLM5x4QqkiSl+/mfv4MZ5+DBz6D9KKXxcla8UuLzxSD48C745SU4vw+somG5IDRFzTbQEarukUceISUlpdwSERHBgAEDqjzreGVMJlO1j8nNzWXo0KG0bt2aQ4cOsWDBAl5//XU+++yzGx6Tn5/PsGHDaNWqFVFRUezZswej0UhERARmsxlQ5uoaM2YMgwYN4siRI2zevJnLly8zfvz427o3O60aH2cDge4OOOo1aFQSu89mMPqjPUz95jDxGQW3dV7hNhhcoMsj8OgKmBELf/oaOj0EOkfIvagMRPjVcHi/vdKYOXYHWMz1nWpBEGqJaKPTBBUUFDBlyhTWrFmD0Whk+vTpNTqfwWDAYLg6sWJ6ejrbt29nyZIl1TrPwIEDueuuu9BoNCxfvpzQ0FB27NhRrXOsWLECk8nEl19+iU6no1OnThw5coQPPviAyZMnV3rMqVOnyMzMZO7cufj7+wPw2muv0blzZ86fP0+bNm04dOgQFouFf/3rX7YJPKdNm8aDDz6I2WxGr9dXK51XXBl75+u/9uQ/v51nzZEkNhxNYdPxVB7p4c9zg9vi5dS8JvusV3pH6PSgspiLlRnTT/4MpzdCQZrSPf3gl0ovrpCRSpueoIGgub3fvyAI9U+U6FSDLMtYTZZ6WaozyfyMGTPYtWsXK1asYNOmTezcuZPDhw+X22fKlCk4OjredLmRZcuWYW9vz8MPP1ztPFy6dCk6nY69e/fyySefADB8+PCbpqNTp0624yMjI+nfvz863dVJ8yIiIjh9+jRZWZW3gwkJCaFFixYsWbIEk8lEUVERS5YsoUOHDgQEBADQvXt3VCoVX331FRaLhZycHJYvX87AgQNrZcZeHxcDHzwSxsZn72FQe08sVplvohIZsGAH72w6RU6RKEG447R20H4EPPgJTD+ntOnpNhHs3ZWu6UeWwzdjYUEb+OFJiPkZTIX1nWpBEKpJlOhUg2y2kjxnX71c23duHyTdrUd9zc/PZ8mSJSxbtowBAwbg5OTE0qVLadmyZbn95s6de9slPUuWLOGxxx4rV8pTVW3btq3QpuaLL76gqKjohsdcG2ikpqYSGBhYbruXl5dtm6ura4XjjUYjO3fu5IEHHuDNN9+0pWPz5s1oNMp/gcDAQLZs2cLYsWP529/+hsViITw8nJUrV1b7Hm+mg48TXz7eg/3xmbyz6RSHzmfx352xfBOVyNMDg3m8TwB2WjG67x2n0SltetoMgZEfQGKkUtJzch3kpcCx75RFa6/s03GM0tDZzqm+Uy4Iwi2IQKeJiY2NxWQy0atXL9s6Nzc3QkLKT0rn6el5W+1rIiMjOXnyJP/73/9uK33du3evsM7Pz++2zlVVRUVFTJo0ib59+7Jy5UosFgvvvfceI0eO5MCBAxgMBlJTU3nqqaeYOHEi48aNIy8vjzlz5jBx4kS2bdtW62nqGejG91PC2XYyjXc3n+LMpXzm/3KKr/cm8PyQtjzcvSUatShwrRdqDQTeoyzD3oGkgxCzVinRyUksC4B+BrVemZai4/0QMlyp7hIEocERgU41SFoVvnP71Nu1a9OUKVNYvnz5TffJz8+vsO6LL74gLCys0oClKhwcHCqsGz58OLt3777hMa1bt+bEiRMAeHt7c+nSpXLbr7z39vau9PhvvvmGhIQEIiMjbe1vvvnmG1xdXVm7di2PPvooixcvxtnZuVxp07Jly2jdujVRUVH06VP7v3dJkhjS0Yt723uy5o8kPtx6hqTsIl768Rif7Y5jxtAQht3lLebUqk8qFfj3VJah/4KUI0rAc/JnuHwOzvyiLCoNBPZXxuppPwocPeo75YIglBGBTjVIklSl6qP6FBwcjFarJSoqioiICACysrI4c+YMAwYMsO13O1VX+fn5rF69mrfffrtW01ydqqvw8HBmzZqF2Wy2rd+6dSshISGVVlsBFBYWolKpygUMV95brdZy+1xLrVZ+11f2qStqlcTD3VsyuosPy39PZPGOc8SlF/D0isN0aenMzGHt6dPGvU7TIFSBJClzbfl2hcFzIO2kEvDE/AxpJ5SGzbHbYcM0aNVHKenpMBqcfOs75YLQrIlAp4lxdHRk0qRJzJw5E4PBQEBAALNnz67wEL+dqqtVq1ZRWlrKX/7yl9pMcrWqrh577DHeeOMN2z0eP36cRYsW8eGHH9r2WbNmDS+//DKnTp0C4L777mPGjBlMnTqVZ555BqvVyvz589FoNNx7770AjBw5kg8//JC5c+faqq5efvll/P396dq1a63e743oNWom9Qtk7N0t+Xx3PF/sjiP6Yg6PfRHFPW3dmTmsPXf5Od+RtAi3IEng1VFZBr4El2OV6q2TPyszrJ/foyy//BNcA8ClNbi0uvrTteyno7dSaiQIQp0RgU4TtGDBAvLy8hg3bhxGo5EXX3yRnJyaD1S3ZMkSHnroIVxcXCpsS0hIIDAwkB07djBw4MAaX+tGnJ2d2bJlC1OnTqV79+64u7szZ86ccl3Lc3JyOH36tO19+/btWbduHW+88Qbh4eGoVCq6du3Kpk2b8PHxAWDQoEF88803vPvuu7z77rvY29vTu3dvvv/++9tqdF0TRjst0+5rx4Tw1ny0/Rwros6z+2wGu8/uYVRnH14cGkKge8UqQKEetQiGe6YpS3ai0og55me4EAVZCcpSGbUOnFteEwi1KguMyl7rRbsfQagpSa5Ov+UmKDc3F2dnZ3JycnByKt+Dori4mPj4eAIDA7Gza1xjnVitVnJzc3FycqpQmlMXduzYwUMPPURcXNwNq5Aam9rIw9r4DF3ILOSDrWf46UgSsgwalWQbg8ezAY/BYzab2bhxIyNGjKiVLvqNUn46XD6rBD9Z55Wf2WU/cy6CfPPRmGW1nnyNGw5+HVC5XlsaVPbawUPM23UT4jNYcw05D2/2/L6WKNERasXGjRt55ZVXmkyQ05D4u9nz4SNhTO4fxILNp9l+Ko0VUYn8cPgiT/QN5G8DgnE2NKw/QEIZRw9laV1JY3ZLKeQllwU/1wZCZUvuRSRLCUZLCsSlVH5+jeFq6Y+tROiaajL7FiIQEpo9EegItWLBggX1nYQm79oxeOb/cpLDidl8vDOWFVGJTL03mAnhYgyeRkWtuRqcVMZixpx5nv2bv6NXe180uRevCYTOQ24ylBZBxmllqYzWAXzDoNcUaD8SVOLzITQ/ItARhEamZ6AbPzzdh19PprGgbAyeeRtP8VXZGDz/102MwdMkqLXg0poMY0fkLiPg+mqDUpMyV1dlpUHZ55WBDs0FcH6vsrgFQfhU6PIY6Ozr554EoR6IQEcQGiFJkrivoxeDrhuDZ+YPx/hsVxwzIkKI6CTG4GnSNDoleHELqnx7aYkSAB1bDQe+gMw42PAibH8Lej4FPZ4S4/0IzYIIdAShEbsyBs+ozj6siErko+1niU0vYMryw3Txd+HpAUG42uvQqFVo1RIaVdlPtQqNSkKrVqFRS2hVKtRqybZOrRIBUqOn0YNHOxj0KvR7Af5YAZEfKaU9v70DexdBl3EQ/g9wb1PfqRWEOiMCHUFoAuy0lYzBcyGbKcsP3/rgSkgSaFVKEHRtQHSzQElzzXqNSkItQXa6Cp8L2fQMEiUH9UrnAL0mQ49JStf3ff+GpENw6Cs49DWEjIA+z0Cr3qLxstDkiEBHEJqQK2PwjO/dmo93niMy9jImi5VSi0ypxYrZqvwstciYrWXrrRVHmJBlMFmsmG7e+7kKVER+tp8hHbx4cWg7OviISTDrlUoNnR5QJiVNjIR9/4HTG+H0BmVp2UMJeNqPEg2XhSZDBDqC0AR5GPW8NrpTlfaVZSXYKRf8XBsUXdlme23FbJEpLdv3ynrzlYDKqmwvMZeyeX8MBzNU/HryEttOXWJ0Z19euK+dGPCwvkmS0uW9dR9IP6NUaUV/CxcPwOoJ4BqoNFwO+7NouCw0eiLQEYRmTpIktGoJrRoM1N63eLPZjHvmcd4cdw//3hnHhqMp/BydzIZjKYy9uyXPDGqLr8udHXVaqIRHO7j/30pbnv2fw4HPISseNk6HHfOgx5NK42XH6k0ZIwgNheiD2kwMHDiQ559/vr6TITRDQR4OLH6sG+uf6ceg9p5YrDIr919g4Hs7eXN9DJfzS+o7iQIogcygWfDCCRjxnjIVRVEm7HoXPrwL1j0HGWfrO5WCUG0i0BGq5MCBAwwePBgXFxdcXV2JiIggOjq6XtKSmJjIyJEjsbe3x9PTkxkzZlBaWnrTY86cOcOYMWNwd3fHycmJfv36sWPHDtv26Ohoxo0bh7+/PwaDgQ4dOvDvf/+7rm+lWbnLz5kvH+/B91PC6RnohqnUypI98fR/dwfvbzlNTpG5vpMogNJwuedT8MxhGLsM/O4GS4nSaPmju2HlODi/T2nIJQiNgAh0hFvKz89n2LBhtGrViqioKPbs2YPRaCQiIgKz+fYfTiaTqdrHWCwWRo4ciclkYt++fSxdupSvv/6aOXPm3PS4UaNGUVpayvbt2zl06BBdunRh1KhRpKamAnDo0CE8PT1Zvnw5J06cYNasWbzyyit89tlnt3Vvwo3dHeDGqsm9WfZET0L9nCkwWfjP9nP0f3cH/90ZS1HNW0ALtUGlVhotP/kr/HUThIwEJKXx8lfD4YshcOInsIrfl3ADhZkQsxa2vlavgbFoo1MNsizX6MFeE1qttsqDvxUUFDBlyhTWrFmD0Whk+vTpNbr2qVOnyMzMZO7cufj7+wPw2muv0blzZ86fP0+bNlUbg+Pxxx8nOzubHj16sHjxYvR6PfHx8dVKy5YtW4iJieHXX3/Fy8uLsLAw3nzzTWbOnMnrr7+OTqercExGRgZnz55lyZIldO7cGYD58+fz8ccfc/z4cby9vXniiSfKHRMUFMS+fftYv359jfNPqEiSJPq38+Cetu5sPpHK+1vOcDYtn3c2neLLvfE8M6gNj/ZohU4jvovVO0mC1uHKknFWabh8ZCUkHYTvJipVXL2nQtc/K6VBQvNVnKuU9sXvUpZLx65u6zYBWgTXS7JEoFMNZrOZefPm1cu1X3nllUof4pWZMWMGu3btYsWKFQQEBPDqq69y+PBhwsLCbPtMmTKF5cuX3/Q8+fn5AISEhNCiRQuWLFnCK6+8gsViYcmSJXTo0IGAgIBq3ce2bdtwcnJi69att5WWyMhIQkND8fLysm2LiIjg6aef5sSJE3Tt2rXCsS1atCAkJIRly5bRrVs39Ho9n376KZ6ennTv3v2G18zJyRGTlNYxSZIYdpcP93X0Zu2RJD789QwXMouYs/YEn+2K4/kh7Xiwq58YwLChcG8LoxfBva8qjZb3fw5ZCfDLDNh5peHyZNFwubkwFcKFqKuBTfIfIF9XwufZEQL71+twBSLQaWLy8/NZsmQJy5YtY8CAATg5ObF06VJatmxZbr+5c+dWuaTCaDSyc+dOHnjgAd58800A2rZty+bNm9FoqvcRcnBw4IsvvigXtFUnLampqeWCHMD2/ko11PUkSeLXX3/lgQcewGg0olKp8PT0ZNOmTTcMZPbt28fq1atZtWpVldIl1IxaJfFQt5aM6uzLqoMX+M+2s1zMKmL6d9F88lss0+5rx7BO3qhEwNMwOHrAva9A3+fhyAqIXKz01Nq1APb+G7o8qoy47NGuvlMq1KZSk1KSdyWwuXgALNc1QXALVgKbwHsg4J4GEfSKQKcatFotr7zySr1duypiY2MxmUz06tXLts7NzY2QkJBy+3l6euLpWbUPYFFREZMmTaJv376sXLkSi8XCe++9x8iRIzlw4AAGQ9W7CIeGhlYomapOWm6HLMtMnToVT09Pdu/ejcFg4IsvvmD06NEcOHAAHx+fcvsfP36cMWPGMGfOHAYNGlRn6RIq0mlUjO/dmoe7tWRZZAL//S2Wc2n5/H3FYe7yc2L60BAGtPMQc3g1FDp7peHy3U/AqQ3KiMsXD8DhpcrSbrgyGrOzP9i7gZ2LMkeX0DhYSpGSDtPm0nrUK79SSm/MheX3cWpZFtiUBTfOLSs/Vz0SgU41SJJU5eqjhq461UXffPMNCQkJREZGolKpbOtcXV1Zu3Ytjz76aJWv6+BQsQ6/Omnx9vZm//795bZdunTJtq0y27dvZ/369WRlZeHkpIzM+/HHH7N161aWLl3KSy+9ZNs3JiaGwYMHM3nyZGbNmkVubm6V702oPQadmr8NCGZcr1YsKZvS4nhSLo9/dYCeAW5MjwihZ6BbfSdTuEKlho73K0vi78qIy6c2wJlflOVaOiMYXMHgogQ/BlcwXPnpWvk6gyuoxeOqzlmtkBZztcTm/F40JbmUG3rUweNqYBNwjzKpbAP/4tFsPzmLFy9m8eLFWCxNq8dAcHAwWq2WqKgoIiIiAMjKyuLMmTMMGDDAtl91qosKCwtRqVTlvkVfeW+1Wmuc5uqkJTw8nLfeeou0tDRbKdDWrVtxcnKiY8eON0z/lTRfS6VSlUv/iRMnGDRoEBMnTuStt96qlXsTasbJTssL97VjQnhrPvktlqWR59mfkMnYTyMZGOLB9KEh3OXnXN/JFK7VqreyZJyD3xdD3E4oyoKibEAGU56y5CRW77x6p/KBz/UBkf21gVHZa41oHH1TsgyXz0H8bxC/GxJ2Q+Hl8rvYOZOqb4Nnr4dRt7kXPNo3+MDmes020Jk6dSpTp04lNzcXZ+em84fS0dGRSZMmMXPmTAwGAwEBAcyePbvCQ7461UX33XcfM2bMYOrUqTzzzDNYrVbmz5+PRqPh3nvvrXGaq5OWoUOH0rFjR8aPH8+7775Lamoqr776KlOnTkWv1wOwf/9+JkyYwLZt2/Dz8yM8PBxXV1cmTpzInDlzMBgMfP7558THxzNy5EhAqa4aNGgQERERTJs2jdTUVKxWK4WFhbZSIKH+tHDUM2tkR57oF8h/tp9j9YEL7Dydzs7T6YwI9Wbafe1o42ms72QK13JvA6M+vPreaoXi7LKgp2wpzLzmfeZ168p+Fucox5fkKkv2+SonQQsMVzugSQ4CtwClh5htCVSq1JpbVVp24tUSm/hdkJdSfrvWQZkapKwqqrRFB/Zv2syIHiNQV7EJRUPTbAOdpmzBggXk5eUxbtw4jEYjL774Ijk5Obd9vvbt27Nu3TreeOMNwsPDUalUdO3alU2bNpVr3yJJEl999RWPP/54LdxF5dRqNevXr+fpp58mPDwcBwcHJk6cyNy5c237FBYWcvr0adtQAO7u7mzatIlZs2YxaNAgzGYznTp1Yu3atXTp0gWA77//nvT0dJYvX16uGs3f35+EhIQ6ux+henycDcx7MJTJ9wSx8NczrI1OZuOxVDYdT+Whbi15bnBb/N3E3EwNkkqllLrYV7PK0WpRSoMqDYZuFCBlK0ERoLMUKN2cr+3qbCOBk981wU/r8sGQg0ejK72wkWUoyYOCdEg6DAllgU1WQvn91Hrw7wmBA5Tgxq8bqK8JaOppSJXaJMly8x7e8kqJTk5OToVv7sXFxcTHxxMYGIidnV09pfD2WK1WcnNzcXJyqlCaUxfi4+Np164dMTExtG3bts6vdyfURh425s9QTZnNZjZu3MiIESOq3Ji+uk6n5vH+ltNsiVHaaWnVEo/1bMXUQW3wNDb+/L4TedhkWcyY89LZvWkN/Tu3RpN7UXnIZ59XfmYlVGxYez2tPbhcF/xcCYZcWt+5CU+vBC2Fl8sCusyy12Xvr7wuyiq/3lpJkCKpoeXdSvuawP5KkKO9cYeShvwZvNnz+1qiREeoFRs3bmTy5MlNJsgRGocQbyOfTbibPxKzeH/LGfacy2Bp5HlWHbzAX/sG8rf+QbjYN7OqCUGh1oKDB3mGlshtI+D6h7QsK6UdWQmQdU3wc2XJTVICofSTylIZR69KAqEAJRgy+iqlWNeTZaW0qfAyFF4TmFQIXq4NaG4QtFSFxqB08w/sr5TatOoN+uZVzSsCHaFWTJ06tb6TIDRjXVu5svzJXuw7l8GCLaf5IzGb/+6MZXnkef6ve0tGd/GlWysX0S1duEqSlDFeHD2VUo3rlZZAzkVlfKDKgqGSXMi/pCwX91c8Xq0Dl1ZKOyCLuXxAY7353Hw3pLVXGlrbu4F9i2t+tqh8vcHtzpU6NWAi0BEEocno08adH4NbsP1UGgs2n+ZUah5f70vg630J+LkYGNXZh1GdfbnLz0kEPcLNafTKlAWVTVsgy0o1Ufb1JUFl73MuKAPpXT6nLJXR2l8NSgzXBCzXBiuG616LoOW2iEBHEIQmRZIkBnfw4t4QT3aeSWNddApbTqSSlF3Ep7vi+HRXHAEt7BnV2ZfRXXwJ8W5exfhCLZCkqw2rfStOO4OlVKn6ykpQSoW0dteUupQFLjdpFyPULhHoCILQJKlUEoPaezGovRfFZgs7TytBz7ZTl0i4XMhHO87x0Y5ztPV0ZHQXX0Z19iHIw7G+ky00BWpNWaPl1vWdEgER6AiC0AzYadUMu8uHYXf5UFBSyq8nL7H+aAq/nU7nbFo+H2w9wwdbz9DJ14lRnZWgR3RTF4SmQQQ6giA0Kw56DWPC/BgT5kdOkZmtMZdYF53M3nMZnEjO5URyLu9sOkWYvwuju/gyMtQHb+fG31VdEJorEegIgtBsORu0PNy9JQ93b0lmgYlNx1NZfzSZ3+Muc+RCNkcuZPOvDTH0CHBjdGcfhof64O6or+9kC4JQDSLQEQRBANwcdDzWqxWP9WpFWl4xvxxLZV10MgfPZ7E/PpP98Zm89vMJ+gS7M7qLDxGdvMUYPYLQCIhAp5kYOHAgYWFhLFy4sL6TIggNnqfRjol9ApjYJ4Dk7CI2HE1h/dFkoi/msOdcBnvOZfDqT8e5p60Hozr7cF9HL4x2DWvUWEEQFHU/N4DQJGzbto0+ffpgNBrx9vZm5syZlJbe5qBXNZSYmMjIkSOxt7fH09OTGTNm3DItZ86cYcyYMbi7u+Pk5ES/fv3YsWOHbXt0dDTjxo3D398fg8FAhw4d+Pe//13XtyI0Ar4uBp7qH8Taf/TjtxkDmRERQgcfJ8wWme2n0pi2Opru//qVv/3vIOuPJlNoqp//F4IgVE6U6Ai3FB0dzYgRI5g1axbLli0jKSmJKVOmYLFYeO+99277vCaTCZ2uekX/FouFkSNH4u3tzb59+0hJSWHChAlotVrmzZt3w+NGjRpF27Zt2b59OwaDgYULFzJq1ChiY2Px9vbm0KFDeHp6snz5cvz9/dm3bx+TJ0/GZDIxffr0275HoWlp3cKBqfe2Yeq9bTiXls/6o8msi04mNr2AzScusfnEJQxaNUM6ejGqsw8D2nlgp1XXd7IFoVkTgU41yLKM1VpUL9dWqQxVHsm1oKCAKVOmsGbNGoxGY40f1KtWraJz587MmTMHgDZt2vDuu+8yduxYXnvtNYzGqg249vjjj5OdnU2PHj1YvHgxer2e+Pj4aqVly5YtxMTE8Ouvv+Ll5UVYWBhvvvkmM2fO5PXXX680cMrIyODs2bMsWbKEzp07AzB//nw+/vhjjh8/jre3N0888US5Y4KCgti3bx/r168XgY5QqTaejjw/pB3PDW7LqdQ81kUns/5oComZhayLVgIgo17DiFAfHu3pT5i/mIJCEOqDCHSqwWotYudvofVy7YEDjqFWV21cjxkzZrBr1y5WrFhBQEAAr776KocPHyYsLMy2z5QpU1i+fPlNz5Ofnw9ASUlJhZm3DQYDxcXFHDp0iIEDB1b5PrZt24aTkxNbt269rbRERkYSGhqKl5eXbVtERARPP/00J06coGvXiqOUtmjRgpCQEJYtW0a3bt3Q6/V8+umneHp60r179xteMycnB1dX1yrfm9A8SZJEBx8nOvg4MSMihKMXc1h/VAl6UnKKWXXwAqsOXqC9t5HHerViTJgfzgbRnkcQ7hQR6DQx+fn5LFmyhGXLljFgwACcnJxYunQpLVu2LLff3Llzq1xSERERwcKFC1m5ciVjx44lNTWVuXPnApCSklKt9Dk4OPDFF1+UK3mpTlpSU1PLBTmA7X1qamqlx0iSxK+//soDDzyA0WhEpVLh6enJpk2bbhjI7Nu3j9WrV7Nq1aoqpUsQQPmsdfF3oYu/Cy8P78DB81l8eyCRDUdTOJWax5y1J5i38SQjQ315rJc/3Vq5ilIeQahjItCpBpXKwMABx+rt2lURGxuLyWSiV69etnVubm6EhISU28/T0xNPT88qnXPo0KEsWLCAKVOmMH78ePR6PbNnz2b37t2oVNVrzx4aGlqheqk6abkdsiwzdepUPD092b17NwaDgS+++ILRo0dz4MABfHx8yu1//PhxxowZw5w5cxg0aFCdpUto2lQqiZ6BbvQMdOO1UZ1Y88dFVu6/wOlLefxw+CI/HL5IOy9HHu3Rioe6+Ymu6oJQR0Svq2qQJAm12r5eltr+1jdlyhQcHR1vulxr2rRpZGdnk5iYSEZGBmPGjAGUtizV4eDgUKO0eHt7c+nSpXLHX3nv7e1d6TW3b9/O+vXr+fbbb+nbty/dunXj448/xmAwsHTp0nL7xsTEMHjwYCZPnsysWbOqdW+CcCPO9loe7xvIpufv4ce/9+FP3Vtip1Vx5lI+c9fH0HPeNl5YdYT98ZnIslzfyRWEJkWU6DQxwcHBaLVaoqKiiIiIACArK4szZ84wYMAA237VqS66QpIkfH19AVi5ciX+/v5069atxmmuTlrCw8N56623SEtLs5UCbd26FScnJzp27FjpMYWFhQAVSp9UKhVWq9X2/sSJEwwaNIiJEyfy1ltvldsmCLVBkiS6tXKlWytXZo/uyNojyXwTlcjJlFzW/JHEmj+SCPZwYFzPVjzUrSVGnajWEhovq1Xm97jL7E/I5Pkh7eotHSLQaWIcHR2ZNGkSM2fOxGAwEBAQwOzZsys85KtbXbRgwQKGDRuGSqXixx9/ZP78+axevRq1uuZdZ6tbjdaxY0fGjx/Pu+++S2pqKq+++ipTp05Fr1eG5t+/fz8TJkxg27Zt+Pn5ER4ejqurKxMnTmTOnDkYDAY+//xz4uPjGTlyJKBUVw0aNIiIiAimTZtGamoqVquVwsJCnJycanyPgnA9Jzst43u35i+9WnH0Yg7fHkhk7RGlq/q/Npzk3U2nua+jJ4EWSZTyCI3KxaxCfjiUxHeHLnAxS+mpPKqzL208HW9xZN0QgU4TtGDBAvLy8hg3bhxGo5EXX3yRnJycGp3zl19+4a233qKkpIQuXbqwdu1ahg8fXm4fSZL46quvePzxx2t0rZtRq9WsX7+ep59+mvDwcBwcHJg4caKtcTQoJTinT5/GbDYD4O7uzqZNm5g1axaDBg3CbDbTqVMn1q5dS5cuXQD4/vvvSU9PZ/ny5eV6gPn7+5OQkFBn9yMI1zZgnjWyIz8fSWbl/kSOJeWw4VgqoGb9or082rMVD3dvKebaEhqkYrOFzSdS+f7QRfacy+BKbG7Uaxgd5oteU38tZSS5mX9VyM3NxdnZmZycnArf3IuLi4mPjycwMLBC9+qGzmq1kpubi5OTU7UbDN+O+Ph42rVrR0xMDG3btq3z690JtZGHjfkzVFNms5mNGzcyYsQItFrRnbq6jiflsOL3BH48fIESi1KFpVVLDO3ozaM9/ekb7I5KJaq2bkZ8BmvuZnkoyzLHk3JZffACa48kkVt8dVTwPsEtGHu3PxGdvDHo6mbQzJs9v68lSnSEWrFx40YmT57cZIIcQahvd/k5M/f+jnSVEij17czqQ8kcuZDNhmMpbDiWgr+bgUd7tOJP3Vvi6dS8gmihfl3OL+GnI8l8d/ACp1LzbOv9XAw83L0lD3dvib9b1cZ9uxNEoCPUiqlTp9Z3EgShSdKr4cHuLXmsdyAxybl8eyCRNX8kcSGziAWbT/PB1jMM6eDJuJ6tuKetB2pRyiPUgVKLld2xl1h94CLbTl3CbFEqg3QaFcM6eTP2bn/6BLdokKWMItARBEFoJDr6OjF3zF28PLwDG46lsHJ/IofOZ9nm2fJzMfBID3/G3u2Pt7Mo5RFqLj6jgHXnVbz1/m7S8kps6zu3dOZPd/tzf2dfnO0bdrWgCHQEQRAaGYNObasiOHMpj5X7E/nxcBJJ2UV8sPUMC389w6D2SinPwBBPUcojVEt+SSkbj6aw+uAFDp7PQhlyrwQ3Bx0PdvXjT3e3pL134+mNKgIdQRCERqydl5HXRndi5rD2/HI8hZVRF9ifkMmvJ9P49WQaapWEvVaNQVe2lL22t73WYNCqsNdpsNNeu175aa9TY6dTXz1HuW0a7LQqMY1FEyDLMgcSslh98AIbj6VQaLIAoJKgvbOVvw/rytC7fNHVY++p2yUCHUEQhCbATqvmwa4tebBrS86l5fHt/gv8cPgiWYVm8kpKySspvfVJbpNBWzGIuhI0uTvqiejkzYB2Ho3yIdnUpeYU88Phi3x38AIJlwtt64PcHfjT3f6MDvXk0J7tRHTyQttIf38i0BEEQWhi2ngaeXVUR2YOb8/lfBNFZguFplKKzRYKTRaKTBaKzMrPwmteF5VtLy7bv8hspchUenW9yUJh2b4lpVdHDi8yK8feyPeHLuJir2VEqA8PdvWjeyvXBtlotbkoKbWw7WQaqw9eYNeZdKxlg8w46NSM6uzL2B4tbRPOXhmPrDETgY4gCEITpVWr6qxRssUq2wKnYvPVIEkJmEopMlkpNJVyKjWPn6OTSc8r4ZuoRL6JSsTPxcCYMF8e6OpHOy9jnaRPqCgmWRnz5qcjSWQXXg1gega68afuLRkR6oODvumFBU3vjgRBEIQ6p1ZJOOg1VXowvjKiA/tiM/jpj2Q2n0glKbuIj3fG8vHOWDr4OPFAmC/3h/ni42y4AylvXrIKTPwcncx3hy5wPCnXtt7LSV/WoN2fQPeKky03JSLQaSYGDhxIWFgYCxcurO+kCILQzKhVEve09eCeth68Zb6LX09e4qc/kvntTBonU3I5mZLL/E2n6BXoxgNhfgwP9cHZ0LC7LDdUOYVm9idkEhV3md/jLxOTnGurmroysvbDd7ekfzMac6lxtiwS7rhnn32W7t27o9frCQsLq3Sfo0ePcs8992BnZ4e/vz/vvvvunU3kNXbu3Em3bt3Q6/W0adOGr7/++pbHbN68md69e2M0GvHw8ODhhx8mMTHRtv3HH3/kvvvuw8PDAycnJ8LDw9m8eXMd3oUgND12WqUdyBcT72b/K0N468G76BnghizD73GZvPTjMXr861f+9r+DbDqeQvFN2v4IkF1oYvOJVOaui2HEot2EvbmFp5Yd5Is98RxPUoKcjj5OvDa6I1GvDGHxn7txbzMbckCU6AhV9sQTTxAVFcXRo0crbMvNzWXo0KEMGTKETz75hGPHjvHEE0/g4uLC5MmTb/uaJpMJnU5XrWOuzEo+ZcoUVqxYwbZt23jyySfx8fEhIiLihseMGTOGadOmsWLFCnJycnjhhRcYP348f/zxBwC7du3ivvvuY968ebi4uPDVV18xevRooqKi6Nq1623foyA0V64OOv7cqzV/7tWai1mF/BydzE9/JHHmUr5tEESjnYYRd/kwpqsvvQMb5si7d1JmgYn98Zf5PS6T3+Muc/pSHtfPWBns4UCvoBb0DmpBr0A3vJr5FCEi0KkGWZYptFpvvWMdsFdVfayKgoICpkyZwpo1azAajUyfPr3G1//3v/8NQHp6eqWBzooVKzCZTHz55ZfodDo6derEkSNH+OCDD6oV6AQEBDBp0iTOnj3LTz/9xEMPPVSl0phrffLJJwQGBvL+++8D0KFDB/bs2cOHH354w0Dn0KFDWCwW/vWvf9km8Jw2bRoPPvggZrMZvV5fodpv3rx5rF27lnXr1olARxBqqKWrPX8f2IanBwRzMiWPtUeS+Dk6mZScYlYdvMCqgxfwdrLj/jBfxoT50tHHqVmM35ORX8L+eCWoiYrL5PSlvAr7tPF0pHeQG72DWtAz0A1PY/MObK4nAp1qKLRaCd51rF6uHds/FAd11WaAnTFjBrt27WLFihUEBATw6quvcvjw4XJVTlOmTGH58uU3PU9+fn6V0xcZGUn//v3Llb5ERETwzjvvkJWVhaura5XP9d577zFnzhxee+0127pOnTpx/vz5Gx5zzz338Msvv9jSMmTIkHLbIyIieP755294fPfu3VGpVHz11Vc8/vjj5Ofns3z5cgYOHHjDWY+tVit5eXm4ublV+d4EQbg5SZLo6OtER18nZg5rT1R8JmuPJLHxWAqpucV8tiuOz3bF0dbTkQe6+nF/F98GNYFkTaXnlRAVf9k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2.7400001.87%-0.06%-2.08%-1.56%0.94%2.7400001.87%-0.06%-2.08%-1.56%0.94%
3.840000-0.13%3.35%-1.06%-0.03%-0.05%2.24%3.840000-0.13%3.35%-1.06%-0.03%-0.05%2.24%
5.3800000.75%-1.12%-1.56%-0.14%-0.93%3.56%5.3800000.75%-1.12%-1.56%-0.14%-0.93%3.56%
7.530000-1.09%-1.31%-0.70%1.54%-0.18%-0.18%1.03%2.32%7.530000-1.09%-1.31%-0.70%1.54%-0.18%-0.18%1.03%2.32%
10.540000-2.02%-3.71%-2.23%-0.93%1.34%1.22%1.80%1.99%3.17%10.540000-2.02%-3.71%-2.23%-0.93%1.34%1.22%1.80%1.99%3.17%
14.760000-4.26%-3.58%-1.22%-0.49%-0.68%3.55%-0.17%1.43%2.58%2.58%14.760000-4.26%-3.58%-1.22%-0.49%-0.68%3.55%-0.17%1.43%2.58%2.58%
20.660000-2.86%-1.22%0.24%2.29%3.85%3.62%0.86%2.78%20.660000-2.86%-1.22%0.24%2.29%3.85%3.62%0.86%2.78%
28.930000-5.01%-2.90%-0.04%1.53%2.70%0.73%3.92%1.28%4.04%28.930000-5.01%-2.90%-0.04%1.53%2.70%0.73%3.92%1.28%4.04%
40.500000-3.42%-2.45%-0.89%2.81%2.57%1.75%4.93%2.36%40.500000-3.42%-2.45%-0.89%2.81%2.57%1.75%4.93%2.36%
56.690000-4.24%-1.55%-0.51%1.41%3.53%1.98%2.17%56.690000-4.24%-1.55%-0.51%1.41%3.53%1.98%2.17%
79.370000-4.92%-1.01%-2.67%5.00%2.39%79.370000-4.92%-1.01%-2.67%5.00%2.39%
111.120000-7.21%-2.62%-2.03%111.120000-7.21%-2.62%-2.03%
155.570000-8.77%-2.07%-1.76%155.570000-8.77%-2.07%-1.76%
217.800000-3.50%217.800000-3.50%
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 13, diff --git a/package/fsrs4anki_optimizer/fsrs4anki_optimizer.py b/package/fsrs4anki_optimizer/fsrs4anki_optimizer.py index 067caf6..3fdf599 100644 --- a/package/fsrs4anki_optimizer/fsrs4anki_optimizer.py +++ b/package/fsrs4anki_optimizer/fsrs4anki_optimizer.py @@ -567,8 +567,8 @@ def find_optimal_retention(self): """should not be called before predict_memory_states""" base = 1.01 - index_len = 664 - index_offset = 200 + minimum_stability = 0.1 + index_offset = -(np.log(minimum_stability) / np.log(base)).round().astype(int) d_range = 10 d_offset = 1 r_time = 8 @@ -609,7 +609,10 @@ def cal_next_recall_stability(s, r, d, response): else: return self.w[9] * np.power(d, self.w[10]) * np.power(s, self.w[11]) * np.exp((1 - r) * self.w[12]) - + terminal_stability = minimum_stability + for _ in range(128): + terminal_stability = cal_next_recall_stability(terminal_stability, 0.96, d_range, 1) + index_len = stability2index(terminal_stability) stability_list = np.array([np.power(base, i - index_offset) for i in range(index_len)]) print(f"terminal stability: {stability_list.max(): .2f}") df = pd.DataFrame(columns=["retention", "difficulty", "time"]) diff --git a/package/pyproject.toml b/package/pyproject.toml index b5ef9b2..e72f0db 100644 --- a/package/pyproject.toml +++ b/package/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta" [project] name = "fsrs4anki_optimizer" -version = "3.25.3" +version = "3.25.4" readme = "README.md" dependencies = [ "matplotlib>=3.7.0",