diff --git a/.bumpversion.cfg b/.bumpversion.cfg index 35aff92..3070cd2 100644 --- a/.bumpversion.cfg +++ b/.bumpversion.cfg @@ -1,5 +1,5 @@ [bumpversion] -current_version = 0.3.2 +current_version = 0.3.3 tag = True commit = True diff --git a/CHANGELOG.md b/CHANGELOG.md index 280ed4e..521f1bc 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -8,6 +8,14 @@ and this project adheres to [Semantic Versioning][]. [keep a changelog]: https://keepachangelog.com/en/1.0.0/ [semantic versioning]: https://semver.org/spec/v2.0.0.html +## 0.3.3 (2023-03-29) + +### Fixed + +- Large scale tutorial now properly uses gpu index ([#92][]) + +[#92]: https://github.com/YosefLab/scib-metrics/pull/92 + ## 0.3.2 (2023-03-13) ### Changed diff --git a/docs/notebooks/large_scale.ipynb b/docs/notebooks/large_scale.ipynb index 3435286..dbcc076 100644 --- a/docs/notebooks/large_scale.ipynb +++ b/docs/notebooks/large_scale.ipynb @@ -224,8 +224,8 @@ " M = 32\n", " index = faiss.IndexHNSWFlat(X.shape[1], M, faiss.METRIC_L2)\n", " gpu_index = faiss.index_cpu_to_gpu(res, 0, index)\n", - " index.add(X)\n", - " distances, indices = index.search(X, k)\n", + " gpu_index.add(X)\n", + " distances, indices = gpu_index.search(X, k)\n", " del index\n", " del gpu_index\n", " # distances are squared\n", @@ -238,8 +238,8 @@ " res = faiss.StandardGpuResources()\n", " index = faiss.IndexFlatL2(X.shape[1])\n", " gpu_index = faiss.index_cpu_to_gpu(res, 0, index)\n", - " index.add(X)\n", - " distances, indices = index.search(X, k)\n", + " gpu_index.add(X)\n", + " distances, indices = gpu_index.search(X, k)\n", " del index\n", " del gpu_index\n", " # distances are squared\n", @@ -255,15 +255,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Computing neighbors: 100%|██████████| 3/3 [12:00<00:00, 240.12s/it]\n", - "Embeddings: 100%|\u001b[32m██████████\u001b[0m| 3/3 [36:03<00:00, 721.21s/it]\n" + "Computing neighbors: 100%|██████████| 3/3 [06:48<00:00, 136.22s/it]\n", + "Embeddings: 100%|\u001b[32m██████████\u001b[0m| 3/3 [35:58<00:00, 719.52s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Time: 48 min 4 sec\n" + "Time: 42 min 47 sec\n" ] } ], @@ -305,7 +305,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -316,7 +316,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -335,7 +335,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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QAIVCgcaNG0vLfHx8UKVKFaMycHZ2RqVKlYzKwPD5GWPsRRTmWLBhwwY0a9YMAQEBcHV1xaRJk57Z1sXHx6NcuXKoXLlyvmmK2rbFx8ejefPmUCqVedY9fvwYt2/fNjqmAPrj1NPHlKfbfACoWbMmVCqV9PeZM2dw+fJluLm5SccPb29vZGdn48qVK0hNTcXt27fzPcYVRlHyXNBxkDFmXRITE3H8+HH06dMHAKBQKNC7d28sX77cKE3Dhg2N3teoUaM823l62dN/A0BISAj8/Pykv8+cOYP09HT4+PgY9YGTk5OlfnJhtn337l0MHToU4eHh8PDwgLu7O9LT05/Z/p85cwaffvqp0b6HDh2KlJQUZGZm5knv7e2NAQMGIDIyEp07d8Y333xjdNl1QeOJwvalVSqVUTv6999/Q6fToXLlykb5PHDggNFYghWP0nXHYMaYERcXF4SFhUl/L1u2DB4eHli6dClmzpxZLPtwcnIqlu3kHmQYAl+GmwJOmzYNb731Fn799Vf89ttvmDp1KtavX49u3bohPT0d77zzDkaPHp1nm+XLl5f+7+Likmd93759MXr0aCxcuBA//fQTatasiZo1awIAMjIyEBkZicjISKxduxZ+fn64ceMGIiMjzXJTx6cHWYIggIiKfT+MsdLnWccCQ9B9+vTpiIyMhIeHB9avX485c+YUuN3CtP9FbduK65hiqs1/ell6ejrq168vnYDIzc/PDzJZyZ6/Leg4yBizLsuXL4dWq0VQUJC0jIjg4OCAb7/9Fh4eHsW6P1PtV2BgoMn7FeW+P9SzREVF4cGDB/jmm28QEhICBwcHNGnS5Jl93fT0dEyfPh3du3fPs85wD6qnrVixAqNHj8bu3buxYcMGTJo0CXv37sVLL71ULG2/k5OT0cnz9PR0yOVynDx5EnK53Citq6vrC++PGeMZT4wxiSAIkMlkyMrKMrk+IiICR44cMRoUxMbGws3NDeXKlTP5nlq1auX72OhKlSpBpVIhNjZWWqbRaBAXF4dq1aoVKe+VK1fGBx98gD179qB79+5YsWIFAKBevXq4cOECwsLC8rxyn9k2pUuXLsjOzsbu3bvx008/Gc12unjxIh48eIBZs2ahefPmqFq1ap4zz4bt63S6fPcREREBrVaLY8eOScsePHiAxMTEIpcBY4wVh6ePBYcPH0ZISAgmTpyIBg0aIDw8PM/MWJVKlaetq1WrFm7duoWkpKRiy1utWrVw6NAhk0+ic3d3R1BQkNExBdAfp56nPa1Xrx4uXbqEMmXK5Dl+eHh4wM3NDaGhofke4wB9sKigY0Bx55kxZnlarRarVq3CnDlzpNmk8fHxOHPmDIKCgrBu3ToAQJUqVYwehgPA6AE7hjRPL3v6b1Pq1auHO3fuQKFQ5Gm/fH19C73t2NhYjB49Gq+99pr0EIX79+8bpTHVztWrVw+JiYkm+98FBe3r1q2LCRMm4PDhw6hRowZ++uknAAWPJ563L123bl3odDqkpqbmyWNAQEC+72PPhwNPjJViarUad+7cwZ07d5CQkIBRo0YhPT0dnTt3Npl++PDhuHnzJkaNGoWLFy9i27ZtmDp1Kj788MN8DyITJkxAXFwchg8fjrNnz+LixYtYsmQJ7t+/DxcXF7z77rv46KOPsHv3bly4cAFDhw5FZmYmBg8eXKjPkJWVhZEjRyImJgbXr19HbGws4uLiEBERAUD/JKbDhw9j5MiRiI+Px6VLl7Bt2zbpqUMFcXFxQdeuXTF58mQkJCRI06UB/WwplUqFhQsX4urVq9i+fTtmzJhh9P6QkBAIgoCdO3fi3r17SE9Pz7OP8PBwdOnSBUOHDsVff/2FM2fO4O2330bZsmXRpUuXQpUBY4y9iGcdC8LDw3Hjxg2sX78eV65cwYIFC7BlyxajbYSGhiI5ORnx8fG4f/8+1Go1WrZsiRYtWqBHjx7Yu3cvkpOT8dtvvxk9sa2oRo4cicePH+PNN9/EiRMncOnSJaxevVp60ulHH32E2bNnY8OGDUhMTMT48eMRHx+P9957r8j76tu3L3x9fdGlSxccOnQIycnJiImJwejRo6XLy6dNm4Y5c+ZgwYIFuHTpEk6dOoWFCxcalcu+fftw584d6WmuTyvOPDPGLG/nzp1IS0vD4MGDUaNGDaNXjx49pMvt3nnnHVy8eBHjxo1DUlISfv75Z+nJd4aZOaNGjcKuXbswd+5cXLp0Cd9//z1+++03o5k7prRt2xZNmjRB165dsWfPHly7dg2HDx/GxIkTpWDXqFGjsHz5cqxcuRKXLl3CzJkzcfbsWaNth4eHY/Xq1UhISMCxY8fQt2/fPLOPTLVzU6ZMwapVqzB9+nScP38eCQkJWL9+PSZNmmQyv8nJyZgwYQKOHDmC69evY8+ePbh06ZLUn586dSrWrVuHqVOnIiEhAX///Tdmz54t5fF5+tKVK1dG37590b9/f2zevBnJyck4fvw4vvjiC/z6668Fli97Dpa9xRRjzFKioqIIgPRyc3Ojhg0b0i+//CKlefrm4kREMTEx1LBhQ1KpVBQQEEDjxo175lN1YmJiqGnTpuTg4ECenp4UGRkp3TQxKyuLRo0aRb6+vuTg4EDNmjWj48ePS+81dYPu06dPEwBKTk4mtVpNb775JgUHB5NKpaKgoCAaOXKkdONwIqLjx49Tu3btyNXVlVxcXKhWrVpGN3INCQmRnkL0tF27dhEAatGiRZ51P/30E4WGhpKDgwM1adKEtm/fnqe8Pv30UwoICCBBECgqKoqI8j7V7uHDh9SvXz/y8PAgJycnioyMNHqaxooVK4xuIklEtGXLFuImnDH2ogpzLCAi+uijj8jHx4dcXV2pd+/eNG/ePKN2KTs7m3r06EGenp7SE46I9DeMHThwIPn4+JCjoyPVqFGDdu7cSUTP37adOXOGXn31VXJ2diY3Nzdq3rw5XblyhYj0N76dNm0alS1blpRKJdWuXZt+++036b2mjmuGcsj9dD+DlJQU6t+/v3SMqlixIg0dOpT+/fdfKc13331HVapUIaVSSYGBgTRq1Chp3fbt2yksLIwUCgWFhIQQUd6biz9PntPS0giA0Y2KGWPWoVOnTvTaa6+ZXHfs2DECID15btu2bRQWFkYODg7UqlUrWrJkidEDdIiIfvjhBypbtiw5OTlR165daebMmRQQECCtN/VwByKix48f06hRoygoKIiUSiUFBwdT37596caNG1KaTz/9lHx9fcnV1ZUGDRpEo0ePppdeeklaf+rUKWrQoAE5OjpSeHg4bdy4MU+/2VQ7R0S0e/duatq0KTk5OZG7uzs1atSIfvjhB5PlcufOHeratSsFBgaSSqWikJAQmjJlitHDizZt2kR16tQhlUpFvr6+1L17d2nd8/SlifQPNZoyZQqFhoZKbXi3bt3o7NmzJvPJnp9AxDcJYYwxxhhjjDHGLOmzzz7Dd999h5s3b+abZujQobh48SIOHTpU7Ptv164dAgICsHr16mLfNivd+ObijDHGGGOMMcZYCVu8eDEaNmwIHx8fxMbG4quvvspzO4ivv/4a7dq1g4uLC3777TesXLkSixcvfuF9Z2Zm4rvvvkNkZCTkcjnWrVuHP/74A3v37n3hbTP2NJ7xxBhjjDHGGGOMlbAPPvgAGzZswMOHD1G+fHn069cPEyZMgELx3/yQN954AzExMXjy5AkqVqyIUaNG4X//+98L7zsrKwudO3fG6dOnkZ2djSpVqmDSpEkmn0TH2IviwBNjjDHGGGOMMcYYMwt+qh1jjDHGGGOMMcYYMwsOPDHGGGOMMcYYY4wxs+DAE2OMMcYYY4wxxhgzC36qHStxOTk5uHHjhqWzwRhjxaZ8+fJQqVSWzoYRbmsZY4wB1nGM4mMSY9arJNoInvHEGGOMMcYYY4wxxsyCn2rHGGOMMcYYY4wxxsyCZzwxxhhjjDHGGGOMMbPgwBNjjDHGGGOMMcYYMwsOPDHGGGOMMcYYY4wxs+DAE2OMMcYYY4wxxhgzCw48McYYY4wxxhhjjDGz4MATY4wxxhhjjDHGGDMLDjwxxhhjjDHGGGOMMbPgwBNjjDHGGGOMMcYYMwsOPDHGGGOMMcYYY4wxs+DAE2OMMcYYY4wxxhgzCw48McYYY4wxxhhjjDGz4MATY4wxxhhjjDHGGDMLDjwxxhhjjDHGGGOMMbPgwBNjjD2DIAjYunUrAODatWsQBAHx8fEAgJiYGAiCgEePHlksf4zlxvWVMWatWrVqhffff9/S2WAsX9HR0fD09LR0Nqza030LxgqDA0/MIgYMGICuXbsaLfvll1/g6OiIOXPmYMCAARAEAf/73//yvHfEiBEQBAEDBgwomczaEC7X53Pv3j28++67KF++PBwcHBAQEIDIyEjExsYCAFJSUtChQwcL5/LZTHXoOdBgf7i+Msae1507d/Dee+8hLCwMjo6O8Pf3R7NmzbBkyRJkZmZaOnt2x9DvEgQBKpUKYWFh+PTTT6HVagEARIQffvgBjRs3hqurKzw9PdGgQQPMnz9f+j6mTZsmbUMulyM4OBjDhg3Dw4cPLfnRzC532QmCAB8fH7Rv3x5nz54t9DamTZuGOnXqmC+TdupZZR8cHIyUlBTUqFHDwjlltoQDT8wqLFu2DH379sWSJUswZswYAPpGbf369cjKypLSZWdn46effkL58uUtlVWbwuVaOD169MDp06excuVKJCUlYfv27WjVqhUePHgAAAgICICDg4OFc8mYHtdXxtjzuHr1KurWrYs9e/bg888/x+nTp3HkyBF8/PHH2LlzJ/744w+T79NoNCWcU/vSvn17pKSk4NKlSxgzZgymTZuGr776CgDQr18/vP/+++jSpQv279+P+Ph4TJ48Gdu2bcOePXukbVSvXh0pKSm4ceMGVqxYgd27d+Pdd9+11EcqMYayS0lJwb59+6BQKNCpUydLZ6tUKKjs5XI5AgICoFAoLJxLZlOIMQuIioqiLl26EBHR7NmzydHRkTZv3pxnfY0aNWjNmjXS8rVr11KtWrWoS5cuFBUVJS3X6XT0+eefU2hoKDk6OlKtWrVo48aN0nqtVkuDBg2S1leuXJnmz59vMk9fffUVBQQEkLe3Nw0fPpxycnKkNIsWLaKwsDBycHCgMmXKUI8ePYq5ZF4Ml2vRpaWlEQCKiYnJNw0A2rJlCxERJScnEwA6ffo0ERHt37+fANAff/xB9evXJycnJ2rSpAldvHjRaBuLFy+mihUrklKppMqVK9OqVaukdU9vM3e+9u/fLy37+++/qX379uTi4kJlypSht99+m+7du0dE+nIGYPQybDf3y/D9Puu7ZdaJ6yvXV8aeV2RkJJUrV47S09NNrhdFkYj0bcjixYupc+fO5OzsTFOnTi3S8X7atGnk6+tLbm5u9M4775BarZbStGzZkkaNGkUfffQReXl5kb+/P02dOtVsn9nScvfLDNq1a0cvvfQSbdiwgQDQ1q1b87xPFEV69OgRERFNnTqVateubbT+ww8/JC8vL3Nl2yqYKrtDhw4RAEpNTSUioo8//pjCw8PJycmJKlSoQJMmTZL6lytWrMhzTFmxYgUR6Y9Zw4YNozJlypCDgwNVr16dduzYIb3Pw8ODdu/eTVWrViUXFxeKjIyk27dvl9hnt7Rnlb2pfkBMTAw1bNiQVCoVBQQE0Lhx40ij0ZRsxplV4xlPzKLGjRuHGTNmYOfOnejWrVue9YMGDcKKFSukv3/88UcMHDgwT7ovvvgCq1atwnfffYfz58/jgw8+wNtvv40DBw4AAERRRLly5bBx40ZcuHABU6ZMwSeffIKff/7ZaDv79+/HlStXsH//fqxcuRLR0dGIjo4GAJw4cQKjR4/Gp59+isTEROzevRstWrQoxtIoPlyuhefq6gpXV1ds3boVarX6ubczceJEzJkzBydOnIBCocCgQYOkdVu2bMF7772HMWPG4Ny5c3jnnXcwcOBA7N+/v9Dbf/ToEdq0aYO6devixIkT2L17N+7evYs33ngDAPDNN9+gSZMmGDp0qHSGKjg4GJs2bQIAJCYmIiUlBd988w2AZ3+3zDpxfeX6ytjzePDgAfbs2YMRI0bAxcXFZBpBEKT/T5s2Dd26dcPff/+NQYMGFfp4v2/fPiQkJCAmJgbr1q3D5s2bMX36dKM0K1euhIuLC44dO4Yvv/wSn376Kfbu3Vv8H9pKOTk5IScnB2vXrkWVKlXQpUuXPGkEQYCHh4fJ91+7dg2///47VCqVubNqVdLT07FmzRqEhYXBx8cHAODm5obo6GhcuHAB33zzDZYuXYp58+YBAHr37o0xY8ZIs8VSUlLQu3dviKKIDh06IDY2FmvWrMGFCxcwa9YsyOVyaV+ZmZn4+uuvsXr1ahw8eBA3btzA2LFjLfK5rYGpss/tn3/+wWuvvYaGDRvizJkzWLJkCZYvX46ZM2daILfMalk68sVKp6ioKFKpVASA9u3bZ3J9ly5dKDU1lRwcHOjatWt07do1cnR0pHv37hnNzMnOziZnZ2c6fPiw0TYGDx5Mffr0yTcPI0aMMJpZExUVRSEhIaTVaqVlvXr1ot69exMR0aZNm8jd3Z0eP378Ih/drLhcn88vv/xCXl5e5OjoSE2bNqUJEybQmTNnpPUo5AwSg19//ZUAUFZWFhERNW3alIYOHWq0z169etFrr71mcptEeWeQzJgxg1599VWjbdy8eZMAUGJiIhHpzyS/9957RmkM+UtLS5OWPe93y6wD11c9rq+MFd7Ro0cJgNEsaCIiHx8fcnFxIRcXF/r444+JSN+GvP/++8/cpqnjvbe3N2VkZEjLlixZQq6urqTT6YhI/7t/+eWXjbbTsGFDGjdu3HN/NmuWe+aIKIq0d+9ecnBwoLFjx1JERAS9/vrrz9zG1KlTSSaTkYuLCzk6Okqzd+bOnWvm3FtWVFQUyeVyqX4CoMDAQDp58mS+7/nqq6+ofv360t+mZov9/vvvJJPJpGPR0wwzpS5fviwtW7RoEfn7+7/YB7Ihzyr7p/sBn3zyCVWpUkWaNUmkL7Pcv33GeMYTs5hatWohNDQUU6dORXp6usk0fn5+6NixI6Kjo7FixQp07NgRvr6+RmkuX76MzMxMtGvXTpoN4OrqilWrVuHKlStSukWLFqF+/frw8/ODq6srfvjhB9y4ccNoW9WrVzc64xEYGIjU1FQAQLt27RASEoKKFSuiX79+WLt2rVXeiJPLteh69OiB27dvY/v27Wjfvj1iYmJQr149aVZWYdSqVUv6f2BgIABInzEhIQHNmjUzSt+sWTMkJCQUevtnzpzB/v37jb6LqlWrAoDR91EYhf1umXXi+sr1lbHicvz4ccTHx6N69epGsygbNGiQJ21hjve1a9eGs7Oz9HeTJk2Qnp6OmzdvSstytz+AcZ/AHu3cuROurq5wdHREhw4d0Lt3b0ybNg1EVOhtVKlSBfHx8YiLi8O4ceMQGRmJUaNGmTHX1qF169aIj49HfHw8jh8/jsjISHTo0AHXr18HAGzYsAHNmjVDQEAAXF1dMWnSpDx18mnx8fEoV64cKleunG8aZ2dnVKpUSfrb3uuoKc8q+9wSEhLQpEkTo1mTzZo1Q3p6Om7dulWS2WZWjO8IxiymbNmy+OWXX9C6dWu0b98ev/32G9zc3PKkGzRoEEaOHAlA3+l5miG48uuvv6Js2bJG6ww32F2/fj3Gjh2LOXPmoEmTJnBzc8NXX32FY8eOGaVXKpVGfwuCAFEUAein8546dQoxMTHYs2cPpkyZgmnTpiEuLs6qHrvK5fp8HB0d0a5dO7Rr1w6TJ0/GkCFDMHXq1EI/5S/3ZzQceA2f8VlkMv05gNyd0Kdv5pqeno7OnTtj9uzZed5vCBwUVmG+W2bduL7qcX1lrHDCwsIgCAISExONllesWBGA/vKv3J6+HK+wx/vCKKhPYI9at26NJUuWQKVSISgoSLohc+XKlXHx4sVCbcPwRDwAmDVrFjp27Ijp06djxowZZsu3NXBxcZE+N6B/aI6HhweWLl2Kjh07om/fvpg+fToiIyPh4eGB9evXY86cOQVu8+m6boqpOlqUQKE9KKjshwwZYsGcMVtl1zOeDI+ALMpZ4KKIjo6W9nHt2jWz7MPehYSE4MCBA7hz5w7at2+PJ0+e5EnTvn175OTkQKPRIDIyMs/6atWqwcHBATdu3EBYWJjRKzg4GAAQGxuLpk2bYvjw4ahbty7CwsKe60y5QqFA27Zt8eWXX+Ls2bO4du0a/vzzz6J/cDPjcn1x1apVQ0ZGRrFsKyIiQnrUvUFsbCyqVasGQD8DDQBSUlKk9fHx8Ubp69Wrh/PnzyM0NDTP92EYIKhUKuh0OqP3Ge4BkXt5Yb5bZlu4vlqfVq1a4f3337d0NhgDAPj4+KBdu3b49ttvn6utKOzx/syZM0ZPzT169ChcXV2t+rdqboYBfPny5Y2eAvbWW28hKSkJ27Zty/MeIsK///6b7zYnTZqEr7/+Grdv3zZLnq2VIAiQyWTIysrC4cOHERISgokTJ6JBgwYIDw/PMxvH1HGmVq1auHXrFpKSkkoy6zYvd9k/LSIiAkeOHDEKzsXGxsLNzQ3lypUryWyWWoIgYOvWrZbORoFKLPDUqlUrKUhTu3Zto3UPHjyAk5OTtH78+PGF3m7u4A+zTcHBwYiJiUFqaioiIyPx+PFjo/VyuRwJCQm4cOGC0eVaBm5ubhg7diw++OADrFy5EleuXMGpU6ewcOFCrFy5EgAQHh6OEydO4Pfff0dSUhImT56MuLi4IuVz586dWLBgAeLj43H9+nWsWrUKoiiiSpUqz//hzYjLtXAePHiANm3aYM2aNTh79iySk5OxceNGfPnllyZv+Pk8PvroI0RHR2PJkiW4dOkS5s6di82bN0s3qnRycsJLL72EWbNmISEhAQcOHMCkSZOMtjFixAg8fPgQffr0QVxcHK5cuYLff/8dAwcOlDpVoaGhOHbsGK5du4b79+9DFEWEhIRAEATs3LkT9+7dQ3p6eqG+W1tS0ME2JiYGgiDg0aNH0rKlS5eidu3acHV1haenJ+rWrYsvvvhCWj9t2jTUqVPHvJl+Tlxfbae+bt68WZqN8Kwg1NN1+MCBA2jTpg28vb3h7OyM8PBwREVFIScnB4Dpem2vBgwYgK5duxot++WXX+Do6Ig5c+ZgwIABUj9QEAT4+Pigffv2OHv2rNF7cqfJ/Vq/fn2ebTz9Cg0NLbkPbEaLFy+GVqtFgwYNsGHDBiQkJCAxMRFr1qzBxYsXTfYFDAp7vM/JycHgwYNx4cIF7Nq1C1OnTsXIkSOlmZLsP2+88QZ69+6NPn364PPPP8eJEydw/fp17Ny5E23bti3wgQ5NmjRBrVq18Pnnn5dgjkueWq3GnTt3cOfOHSQkJGDUqFHSjNrw8HDcuHED69evx5UrV7BgwQJs2bLF6P2hoaFITk5GfHw87t+/D7VajZYtW6JFixbo0aMH9u7di+TkZPz222/YvXu3hT6ldSqo7J82fPhw3Lx5E6NGjcLFixexbds2TJ06FR9++GGp++0XdCwRBAHTpk3L973Xrl2DIAh5TubZC4vUhLNnz+LgwYPS38uWLUN2drYlssKsRLly5RATE4P79++bDJK4u7vD3d093/fPmDEDkydPxhdffIGIiAi0b98ev/76KypUqAAAeOedd9C9e3f07t0bjRs3xoMHDzB8+PAi5dHT0xObN29GmzZtEBERge+++w7r1q1D9erVi/6BSwiX67O5urqicePGmDdvHlq0aIEaNWpg8uTJGDp0KL799tti2UfXrl3xzTff4Ouvv0b16tXx/fffY8WKFWjVqpWU5scff4RWq0X9+vXx/vvv53kSSFBQEGJjY6HT6fDqq6+iZs2aeP/99+Hp6Skd1MeOHQu5XI5q1arBz88PN27cQNmyZTF9+nSMHz8e/v7+0uWVz/pu7dWPP/6I999/H6NHj0Z8fDxiY2Px8ccf53s/NGvD9dV26qu3t7fJy5yf5cKFC2jfvj0aNGiAgwcP4u+//8bChQtNnrkvjZYtW4a+fftiyZIlGDNmDAD9DF7DU6v27dsHhUKBTp065XnvihUrpHSGl6G+5172dNqinlCxVpUqVcLp06fRtm1bTJgwAbVr10aDBg2wcOFCjB07tsDLtgp7vH/llVcQHh6OFi1aoHfv3nj99dcLHGiVZoIg4KeffsLcuXOxdetWtGzZErVq1cK0adPQpUsXk7PRc/vggw+wbNkyo/tn2Zvdu3cjMDAQgYGBaNy4MeLi4rBx40a0atUKr7/+Oj744AOMHDkSderUweHDhzF58mSj9/fo0QPt27dH69at4efnh3Xr1gEANm3ahIYNG6JPnz6oVq0aPv74Y25fn1JQ2T+tbNmy2LVrF44fP47atWvjf//7HwYPHpznpFRpkPtYMn/+fLi7uxstK81PRyyxp9q1bNmSAJBSqSQA1LNnTyIi0mq1VL58eWk5AOnJFo8ePaLRo0dL68uWLUsffPCB9LSMqKgo6T25X1OnTiXSz/UjADR//nwaMGAAubm5UVBQEM2YMcMobw8ePKDhw4dTuXLlSKFQUJkyZahv3750/fp1o3QLFiygoKAgcnZ2prfeeovmz58v7SM5Odm8BcgYY6WYTqej2bNnU6VKlUilUlFwcDDNnDmTiIyf4va0p5+S1qVLFxowYECB+zL1FBzGiir3U/tMPcEvt9x1eN68eRQaGlrgtk09/c9e5X4q2OzZs8nR0dHoyWy51xscOnSIAFBqaqq0rKB24mlFScv+Y+q7YIyx0mrFihXk4eEh/a3T6Wj69OlUtmxZUqlUVLt2bfrtt9+k9U/HNFq2bElERMePH6e2bduSj48Pubu7U4sWLfI83dEWjlslPuOpTp06qFixIrZu3Ypbt25h+/btuHHjBnr27GmULicnB61atcKCBQuQmpqKiIgIPHjwAPPmzUPnzp1BRKhUqZJ0U0QAaNy4MRo3bpznWtIJEybg999/h4ODA27fvo3Jkydj7969AIDs7Gy0bNkSixcvxp07d1C5cmU8fvwYa9euRZMmTXDv3j0AwI4dOzB69Gjcvn0bLi4uOHToECZOnGjm0mKMMQbo2/FZs2Zh8uTJuHDhAn766Sf4+/sXeTsBAQE4evSoyaeyMGYNAgICkJKSYjQznAHjxo3DjBkzsHPnTnTr1i3fdOnp6VizZg3CwsLg4+NTgjlkjDHG8vfNN99gzpw5+Prrr3H27FlERkbi9ddfx6VLlwDonzIKAH/88QdSUlKwefNmAMCTJ08QFRWFv/76C0ePHkV4eDhee+01k/fwtWYlHniSyWQYMWIEtFotlixZgoULFwJAnkeCrlu3DvHx8VCpVDh79izOnDmDo0ePAgD+/PNP/Pnnn5g8ebLRlMqjR4/i6NGjee60X6dOHVy7dg0JCQnSUwr27dsn7efcuXMAgI0bN+L8+fOIjY2FTCbD7du3pUsXvvzySwD6acpXr15FcnIyGjZsWNzFwxhj7ClPnjzBN998gy+//BJRUVGoVKkSXn755ed6qsrUqVPh6emJ0NBQVKlSBQMGDMDPP/9s109UYralV69e6NOnD1q2bInAwEB069YN3377bZ5LpUuT3377DV9++SW2bduGV155Jc96w+PqXV1d4ebmhu3bt2PDhg157i3Sp08fKZ3h9axHrzPGGGPF4euvv8a4cePw5ptvokqVKpg9ezbq1KmD+fPnA/jv4S0+Pj4ICAiAt7c3AKBNmzZ4++23UbVqVUREROCHH35AZmYmDhw4YKmP8lwsco+nQYMGwcXFBQsXLsT+/ftRv359NGnSxCiNIeKXk5ODypUrQxAEo5u9GoJQhfHGG29ApVLB19cXZcqUAQDcvXsXAKTr9p2dnaWbV9arV0+6sfGJEycAAOfPnwcAREZGwtXVFXK5HN27dy/iJ2eMMVZUCQkJUKvVJgecRRUYGIgjR47g77//xnvvvQetVouoqCi0b9+eg0/MKsjlcqxYsQK3bt3Cl19+ibJly+Lzzz9H9erVjZ4kWJrUqlULoaGhmDp1qsn7sbVu3Rrx8fGIj4/H8ePHERkZiQ4dOuSZ2Thv3jwpneEVFBRUUh/D7kVHR1v9U5UYY8wSHj9+jNu3b6NZs2ZGy5s1a4aEhIQC33v37l0MHToU4eHh8PDwgLu7O9LT023uxIlFAk+enp54++23pelhT892yk2lUkmX0OV+eXl5FWl/BobHmFKuxz0yxhizXk5OTsW+zRo1amD48OFYs2YN9u7di71799rcmSNm38qWLYt+/frh22+/xfnz55GdnY3vvvvO0tmyiLJlyyImJgb//PMP2rdvn+fyAsPj6sPCwtCwYUMsW7YMGRkZWLp0qVG6gIAAKZ3hlfvx9owxxpi1iYqKQnx8PL755hscPnwY8fHx8PHxkZ50ayss9nxDw5Nq/Pz88Oabb+ZZb7iMTafTYfHixdJldDExMfjoo4/w1ltvAdDPVDLIyMgocj4M+8nMzJTO0pw6dQqJiYkAgAYNGgCA9IStPXv2ICMjAzqdLs8jOxljpduzHpmeW3E9Dj00NFSaomuvwsPD4eTkJF0iXdyqVasG4PmOIbakKPWzuNj7o4FLipeXFwIDA+2+jhYkJCQEBw4cwJ07d0wGn3ITBAEymQxZWVklmENWGNOmTTO6guFZoqOjjU4gs7xKQz/AkgRB4Jl8FmJPfQh3d3fpib+5xcbGSv1QlUoFAHmesBgbG4vRo0fjtddeQ/Xq1eHg4ID79++XTMaLkcUCTzVq1MCDBw9w+fJlODg45Fnfp08f1KpVCzqdDg0bNkSNGjVQpUoVeHp6omfPntJgrWrVqtJ7qlWrhpdeeinPF1qQPn36oEaNGgD091WoXr06mjVrBlEUERQUJAXIDI8+vHz5MipWrIiKFSvi8OHDz/vx2XMaMGAABEHArFmzjJZv3boVgiAA+G9A7+XlhezsbKN0cXFxEARBSps7/YsGAOzFkSNHIJfL0bFjR6Plhsbf8PL29kbLli1x6NAho3RF7VQy9iyOjo4YN24cPv74Y6xatQpXrlzB0aNHsXz5cilNcnJynktoTA3S3333XcyYMQOxsbG4fv06jh49iv79+8PPzy/PJd/MGLeVL+bevXt56qjhsv/cvv/+e7z77rvYs2cPrly5gvPnz2PcuHE4f/48OnfubIGcW4/g4GDExMQgNTUVkZGR0n2v1Go17ty5gzt37iAhIQGjRo1Cenp6nvJ69OiRlM7wKs3BPHMzNWAfO3ZskU4i9O7dG0lJSdLf3MfIKy4uDsOGDbN0NmxefnUrJSUFHTp0KPkMlTIDBgyQbntjEBwcjJSUFGmsbus++ugjzJ49Gxs2bEBiYiLGjx+P+Ph4vPfeewCAMmXKwMnJCbt378bdu3fx77//AtCfgF29ejUSEhJw7Ngx9O3b1yxXA5ibxQJPAODt7Q13d3eT6xwcHHDgwAGMHj0awcHBSEpKQlpaGho0aIDPPvtMeppRrVq1MHnyZPj7++PGjRs4duwY0tLSCp0HR0dHHDhwAMOHD0dAQACSkpLg5uaGvn374siRI9JNvrp06YJ58+YhICAAT548QYMGDTBz5swXLwRWZI6Ojpg9e/Yzv2c3N7c8s9KWL1+O8uXLmzN7Nm/58uUYNWoUDh48iNu3b+dZb3jSwsGDBxEUFIROnTqZHDwxVpwmT56MMWPGYMqUKYiIiEDv3r2Rmpoqrf/www9Rt25do9fp06fzbKdt27Y4evQoevXqhcqVK6NHjx5wdHTEvn37+AlYzKx++umnPHX06UvBAKBRo0ZIT0/H//73P1SvXh0tW7bE0aNHsXXrVrRs2dICObcu5cqVQ0xMDO7fvy8Fn3bv3o3AwEAEBgaicePGiIuLw8aNG9GqVSuj9w4cOFBKZ3gZHnLDSoarq2uR2lonJyfp/qzMmOEyGz8/P6MrQOxZfpcWaTQas+0zICDA5CQJpr91jVarNdv25XI5AgIC7OaS6NGjR+PDDz/EmDFjULNmTezevRvbt29HeHg4AP0tgRYsWIDvv/8eQUFB6NKlCwD92CwtLQ316tVDv379MHr0aNtsF4kxGxIVFUWdOnWiqlWr0kcffSQt37JlCxmq8/79+wkATZo0idq2bSulyczMJA8PD5o8eTLlrvqG9GlpaSX2OazVkydPyNXVlS5evEi9e/emzz77TFqXnJxMAOj06dPSsrNnzxIA2rZtm7Rs6tSpVLt27RLMtfVo2bIlvffee0REtGrVKqpfvz65urqSv78/9enTh+7evSulNdS7nTt3Us2aNcnBwYEaN25Mf//9t9E2Dx06RC+//DI5OjpSuXLlaNSoUZSeni6tDwkJoXnz5pXEx2M2rmXLljRixAgaMWIEubu7k4+PD02aNIlEUSSiguus4fef+xUVFUVERDqdjmbPnk2VKlUilUpFwcHBNHPmTKP3bdq0iVq1akVOTk5Uq1YtOnz4sEXKgDFbUdDv6uzZs9S6dWtydHQkb29vGjp0KD158kR6b1RUFHXp0oW++uorCggIIG9vbxo+fDjl5ORIaUJCQuizzz6jgQMHkqurKwUHB9P3339vlIcbN25Qr169yMPDg7y8vOj111+n5ORkozTLly+natWqkUqlooCAABoxYoS0/dztRUhICBEZ9xF+//13cnBwyNP/Gj16NLVu3ZqIiFasWEEeHh7S/59uh1asWEEDBw6kjh07Gm0jJyeH/Pz8aNmyZWYp288++4zKlClDHh4eNH36dNJoNDR27Fjy8vKismXL0o8//ii9x9AOrlu3jpo0aUIODg5UvXp1iomJkdJotVoaNGgQhYaGkqOjI1WuXJnmz59vlG/DvmfOnEmBgYEUGhoqlbWhHyCKIk2dOpWCg4NJpVJRYGAgjRo1StrGw4cPqV+/fuTp6UlOTk7Uvn17SkpKktYbynv37t1UtWpVcnFxocjISLp9+3aeciys4ijv3J/ZUJ7r16+nFi1akIODA61YsYKIiJYuXUpVq1YlBwcHqlKlCi1atMgoLzdv3qQ333yTvLy8yNnZmerXr09Hjx7Nt24REQGgLVu2SNsojt+fucuroH0vWrSIwsLCyMHBgcqUKUM9evQw2vfnn38u1cNatWrRxo0bpfWGvuuuXbuoXr16pFQq6fvvvycAlJCQYPQ55s6dSxUrViSiZ9fvqVOn5in//fv3mxx7xMTEUMOGDaU2Z9y4caTRaKT1LVu2pFGjRtFHH31EXl5e5O/vT1OnTi1U2TPz4sATsymGBnXz5s3k6OhIN2/eJCLTgafExERycHCg69evExHR6tWrqXbt2kZpc6fnwJO+A9mgQQMiItqxYwdVqlRJGpQ+3fhnZmbS2LFjCQD99ttv0jY48PQeEenLcteuXXTlyhU6cuQINWnShDp06CClNdS7iIgI2rNnD509e5Y6depEoaGhUgfh8uXL5OLiQvPmzaOkpCSKjY2lunXr0oABA6TtcOCJFVbLli3J1dWV3nvvPbp48SKtWbOGnJ2d6YcffiCiguusVqulTZs2SW1rSkoKPXr0iIiIPv74Y/Ly8qLo6Gi6fPkyHTp0iJYuXUpE/7UbVatWpZ07d1JiYiL17NmTQkJCjDqKjDFj+f2u0tPTKTAwkLp3705///037du3jypUqCAFgon0fSV3d3f63//+RwkJCbRjxw6j3zqR/tjh7e1NixYtokuXLtEXX3xBMpmMLl68SET6wE1ERAQNGjSIzp49SxcuXKC33nqLqlSpQmq1moiIFi9eTI6OjjR//nxKTEyk48ePS8ej1NRUafCekpJCqampRGTcR9BqteTv728UHHp6We7AU2ZmJo0ZM4aqV69OKSkplJKSQpmZmRQbG0tyudwoOLJ582ZycXExGpQXV9m6ubnRiBEj6OLFi7R8+XICQJGRkfTZZ59RUlISzZgxg5RKpdRHNbSD5cqVo19++YUuXLhAQ4YMITc3N7p//75U3lOmTKG4uDi6evWq1D5v2LDBaN+urq7Ur18/OnfuHJ07d076Lg3lvnHjRnJ3d6ddu3bR9evX6dixY0bf++uvv04RERF08OBBio+Pp8jISAoLC5P6HStWrCClUklt27aluLg4OnnyJEVERNBbb72VX1V9phct76c/s6E8Q0NDadOmTXT16lW6ffs2rVmzhgIDA6VlmzZtIm9vb4qOjiYi/cnVihUrUvPmzenQoUN06dIl2rBhAx0+fDjfukVkHHgqrt+fOcuroH3HxcWRXC6nn376ia5du0anTp2ib775Rnr/zJkzqWrVqrR79266cuUKrVixghwcHKQgqaHvWqtWLdqzZw9dvnyZHjx4QA0aNKBJkyYZfY769etLy55Vv588eUJvvPEGtW/fXip/tVqdZ+xx69YtcnZ2puHDh1NCQgJt2bKFfH19jQJLLVu2JHd3d5o2bRolJSXRypUrSRAE2rNnT6HKn5kPB56YTTEEnoiIXnrpJRo0aBARmQ48paWlUdeuXWn69OlERNS6dWv65ptvOPBUgKZNm0pnIDQaDfn6+tL+/fuJ6L+Ok5OTE7m4uJAgCASA6tevb3QmhQNP75lcFxcXRwCkTrCh3q1fv15K8+DBA3JycpIOxIMHD6Zhw4YZbefQoUMkk8koKyuLiDjwxAqvZcuWFBERIQWTiYjGjRtHERERJtPnV2dzt5WPHz8mBwcHKdD0NEO7kXtgef78eZNnRxljegX9rn744Qfy8vIymvn666+/kkwmozt37hCRvq8UEhJCWq1WStOrVy/q3bu39HdISAi9/fbb0t+iKFKZMmVoyZIlRKQ/WVelShWj9kKtVpOTkxP9/vvvREQUFBREEydOzPdzPD1ThChvH+G9996jNm3aSH8/PQsqd+DJ1PsNqlWrRrNnz5b+7ty5s9FJGoPiKludTielqVKlCjVv3lz6W6vVkouLC61bt46I/msHZ82aJaXRaDRUrlw5ozw/bcSIEUazUaKiosjf318K/Bnk7gfMmTOHKleubHJ2TVJSEgGg2NhYadn9+/fJycmJfv75ZyL6b1bZ5cuXpTSLFi0if3//fPNZkOIo76c/s6E8n54RVqlSJfrpp5+Mls2YMYOaNGlCRETff/89ubm50YMHD0zmNb+6lbseF9fvLz/m/u1v2rSJ3N3d6fHjx3m2n52dTc7OznlmJA8ePJj69OlDRP/1A7Zu3WqUZt68eVSpUiXp78TExGce503Vb8MYz+DpwNMnn3ySp11atGgRubq6Sr/Jli1b0ssvv2y0nYYNG9K4cePyzQsrGRa9xxNjL2L27NlYuXIlEhIS8k0zaNAgREdH4+rVqzhy5Aj69u1bgjm0LYmJiTh+/Dj69OkDQH+dce/evY1u4AwAGzZswOnTp7Fp0yaEhYUhOjoaSqXSElm2aidPnkTnzp1Rvnx5uLm5SfdmuXHjhlG63De09vb2RpUqVaQ6febMGURHR8PV1VV6RUZGQhRFJCcnl9yHYXbjpZdeMnq4QpMmTXDp0iXodLpC19ncEhISoFar8corrxS431q1akn/DwwMBACje3Qxxv5T0O8qISEBtWvXhouLi7TM8FAcwxOZAf3TmOVyufR3YGBgnt9c7t+lIAgICAiQ0pw5cwaXL1+Gm5ubdPzx9vZGdnY2rly5gtTUVNy+ffuZv/1n6du3L2JiYqR7Sq5duxYdO3Ys8pPshgwZghUrVgAA7t69i99++w2DBg3Kk664ylYm+28I5e/vj5o1a0p/y+Vy+Pj45Cnv3Md7hUKBBg0aGPVhFy1ahPr168PPzw+urq744Ycf8rS/NWvWlJ58ZUqvXr2QlZWFihUrYujQodiyZYt0D56EhAQoFAo0btxYSu/j42PU7wD0TwyvVKmS9LepulNYxVHe+X1mw5PHAf1Taa9cuYLBgwcb9ZlmzpyJK1euAADi4+NRt25deHt7P9dnKUqeC/P7y2/75vztt2vXDiEhIahYsSL69euHtWvXIjMzE4D+AVqZmZlo166dURkaHuqSW+6yB4A333wT165dw9GjRwHof8f16tUzeghYYep3YcqnSZMmRv2YZs2aIT09Hbdu3ZKW5W7bni4DZjn2cacuViq1aNECkZGRmDBhAgYMGGAyTYcOHTBs2DAMHjwYnTt35psHF2D58uXQarUICgqSlhERHBwc8O2330rLgoODER4ejvDwcGi1WnTr1g3nzp3jGy/mkpGRgcjISERGRmLt2rXw8/PDjRs3EBkZme+NMU1JT0/HO++8g9GjR+dZxzfJZ8UpOzv7uepsYZ+qkjs4begwiqL4YplmzE4Vx9OKnj4hJAhCnt9cQWnS09NRv359rF27Ns+2/fz8jAIvL6Jhw4aoVKkS1q9fj3fffRdbtmxBdHR0kbfTv39/jB8/HkeOHMHhw4dRoUIFNG/ePE86c5VtYcq7IOvXr8fYsWMxZ84cNGnSBG5ubvjqq69w7Ngxo3S5gw6mBAcHIzExEX/88Qf27t2L4cOH46uvvsKBAwcKnRdTn4WICv3+3IqjvPP7zLmXp6enAwCWLl1qFFgDIAVhSvIpYM9bH8z923dzc8OpU6cQExODPXv2YMqUKZg2bRri4uKkMvz1119RtmxZo2083cd/+jsJCAhAmzZt8NNPP+Gll17CTz/9hHfffVdaX9j6XVxe9PfIzINnPDGbNmvWLOzYsQNHjhwxuV6hUKB///6IiYkxeeaL6Wm1WqxatQpz5swxetT3mTNnEBQUhHXr1pl8X8+ePaFQKLB48eISzrF1u3jxIh48eIBZs2ahefPmqFq1ar5nWgxnhwAgLS0NSUlJiIiIAADUq1cPFy5cQFhYWJ5XQWc8GcvP0528o0ePIjw8vFB11lDndDqdtCw8PBxOTk5Fejw6Y6xgBf2uIiIicObMGWRkZEjLYmNjIZPJUKVKlWLLQ7169XDp0iWUKVMmz/HHw8MDbm5uCA0NLfC3r1QqjdqL/PTt2xdr167Fjh07IJPJ0LFjx3zTqlQqk9v08fFB165dsWLFCkRHR2PgwIEm32/Jss19vNdqtTh58qR0vI+NjUXTpk0xfPhw1K1bF2FhYXlmmRSWk5MTOnfujAULFiAmJgZHjhzB33//jYiICGi1WqPjwIMHD5CYmIhq1aq92IfLR0mVt7+/P4KCgnD16tU89bVChQoA9LNg4uPj8fDhQ5PbyK9umSvPppREeSkUCrRt2xZffvklzp49i2vXruHPP/9EtWrV4ODggBs3buQpw+Dg4Gdut2/fvtiwYQOOHDmCq1ev4s033zTK57Pqd2HL/8iRI0aB0NjYWLi5uaFcuXKFLgNmGRx4YjatZs2a6Nu3LxYsWJBvmhkzZuDevXuIjIwswZzZlp07dyItLQ2DBw9GjRo1jF49evTIc7mdgSAIGD16NGbNmiVN1WX62UgqlQoLFy7E1atXsX37dsyYMcNk2k8//RT79u3DuXPnMGDAAPj6+qJr164AgHHjxuHw4cMYOXIk4uPjcenSJWzbtg0jR44swU/D7MmNGzfw4YcfIjExEevWrcPChQvx3nvvFarOhoSEQBAE7Ny5E/fu3UN6ejocHR0xbtw4fPzxx9J0/KNHj+bbZjDGnq2g31Xfvn3h6OiIqKgonDt3Dvv378eoUaPQr18/+Pv7F1se+vbtC19fX3Tp0gWHDh1CcnIyYmJiMHr0aOmSlmnTpmHOnDlYsGABLl26hFOnTmHhwoXSNgyBqTt37iAtLa3AfZ06dQqfffYZevbsWeAM6tDQUCQnJyM+Ph7379+HWq2W1g0ZMkS6BUNUVJTJ91uybBctWoQtW7bg4sWLGDFiBNLS0qSTouHh4Thx4gR+//13JCUlYfLkyYiLiyvyPqKjo7F8+XKcO3cOV69exZo1a+Dk5ISQkBCEh4ejS5cuGDp0KP766y+cOXMGb7/9NsqWLSs9tr24lWR5T58+HV988QUWLFiApKQk/P3331ixYgXmzp0LAOjTpw8CAgLQtWtXxMbG4urVq9i0aZN08rqgumVg7jpi7vLauXMnFixYgPj4eFy/fh2rVq2CKIqoUqUK3NzcMHbsWHzwwQdYuXIlrly5Iv2mV65c+cxtd+/eHU+ePMG7776L1q1bG11BUZj6HRoairNnzyIxMRH379+HRqPJs4/hw4fj5s2bGDVqFC5evIht27Zh6tSp+PDDD4ttFiYzH/6GmM379NNPC5w+qVKp4Ovra3Q9MDO2fPlytG3bFh4eHnnW9ejRAydOnMDjx49NvjcqKgoajcbocrzSzs/PD9HR0di4cSOqVauGWbNm4euvvzaZdtasWXjvvfdQv3593LlzBzt27JBmltSqVQsHDhxAUlISmjdvjrp162LKlClGB3PGiqJ///7IyspCo0aNMGLECLz33nsYNmxYoeps2bJlMX36dIwfPx7+/v5SAHTy5MkYM2YMpkyZgoiICPTu3ZvvpcDYC8rvd+Xs7Izff/8dDx8+RMOGDdGzZ0+88sorxX4MdnZ2xsGDB1G+fHl0794dERERGDx4MLKzs+Hu7g5Af/yfP38+Fi9ejOrVq6NTp064dOmStI05c+Zg7969CA4ORt26dfPdV1hYGBo1aoSzZ88+816cPXr0QPv27dG6dWv4+fkZzchu27YtAgMDERkZWeBx0lJlO2vWLMyaNQu1a9fGX3/9he3bt8PX1xcA8M4776B79+7o3bs3GjdujAcPHmD48OFF3oenpyeWLl2KZs2aoVatWvjjjz+wY8cO6VYTK1asQP369dGpUyc0adIERIRdu3aZ9V6dJVXeQ4YMwbJly7BixQrUrFkTLVu2RHR0tDTjSaVSYc+ePShTpgxee+011KxZE7NmzZIuxSuobhmUxO/PnOXl6emJzZs3o02bNoiIiMB3332HdevWoXr16gD0J+snT56ML774AhEREWjfvj1+/fVXqQwL4ubmhs6dO+PMmTN5fseFqd9Dhw5FlSpV0KBBA/j5+SE2NjbPPsqWLYtdu3bh+PHjqF27Nv73v/9h8ODBmDRpUqHLgFmOQM970S5jjDHGGGOMWYH09HSULVsWK1asQPfu3S2dHcm1a9dQoUIFnD59GnXq1LF0dhhjzCL45uKMMcYYY4wxmySKIu7fv485c+bA09MTr7/+uqWzxBhj7CkceGKMMcYYY4zZpBs3bqBChQooV64coqOjoVDw8IYxxqwNX2rHGGOMMcYYY4wxxsyCby7OGGOMMcYYY4wxxsyCA0+MMcYYY4wxxhhjzCw48MQYY4wxxhhjjDHGzIIDT4wxxhhjjDHGGGPMLDjwxBhjjDHGGGOMMcbMggNPjDHGGGOMMcYYY8wsOPDEGGOMMcYYY4wxxsyCA0+MMcYYY4wxxhhjzCw48MQYY4wxxhhjjDHGzIIDT4wxxhhjjDHGGGPMLDjwxBhjjDHGGGOMMcbMggNPjDHGGGOMMcYYY8wsOPDEGGOMMcYYY4wxxsxCUZTEmZmZuHjxornywhhjjDHGGGPMimVlZeHatWsIDQ2Fk5OTpbPDGLOQqlWrwtnZuVBpixR4unjxIurXr/9cmWKMMcYYY4wxxhhjtu/kyZOoV69eodIKRESF3TDPeGKMMcYYY4yx0ishIQFvv/021qxZg4iICEtnhzFmIWab8eTs7FzoiBZjjDHGGGOMMfsUERHBY0PGWKHwzcUZY4wxxhhjjDHGmFlw4IkxxhhjjDHGGGOMmQUHnhhjjDHGGGOMMcaYWXDgiTHGGGOMMcYYY4yZBQeeGGOMMcYYY4wxxphZcOCJMcYYY4wxxhhjjJmFwtIZYKw4ERFEUQcCgUi/TBAEyAQZBEGAIAiWzaCNUuuy8UTzGFpRC5FEyAQZFDIFXJXucJQ7Wjp7NomI9PWVRID+W26op1xfn4+hTEkko+WCIEAmk3GZPidDfSUi0P9XWAFcV1+EoSxJ1JerRAAfs16Qvi8gSnUV0NdXbgOen1SmudoAwLhcuWyLjo9ZjLHSggNPzKYREXSiFlqdFjpRZ9x5N0Emk0Muk0MpV0Im4wl/+dGKGtzO/Af3s1PxOOcRcsScfNMqZUp4KD3h4+iHIJdyUMpUJZhT2yKKIrQ6rdR5fxaZIINcLodcLufOZz4MnXadTgdRZzzQzI9MJoNCruBOfQEMg0ydqCtUfTUMkgzlykwjIuh0On19JfGZ6blcC0cq1/+vr88ik8kgl3HbWhBD26rVagtVpoC+vsrlcijkCi7XfEhtq06XJziaHz5mMcbsAQeemE0SSYRGq4FWqynUQVt6n6iDKOqg0eboA1AKFeQy7ngaPNE8xs3067idcRMiCtfR1Iga3Fffw331PST9exGBzmVR3jUU7ioPM+fWNhg6mVqttlADzdxEEiFq9XXd0JnnwaeeYaCp1WkLFcTLTRRFKZiqkCugUPAgyeB5yzV3QEUQBCgUCm5bczEEnXU6XZHel7tcZYIMCgUPPnN73nIVRRGiyG2rKS/SthIRtFottFotZDIZlAo+yWdQbMcshYIDe4wxm8SBJ2ZTiAhanQZqjfqFt6UTddDlZEEuk8NB6ViqO0c6UYfLjxNxPf0qBAhFCublRhCRknkLtzNvopxLCCp7REAhK73NjCiKyNHkFLmTaYph8MmBEn19zcnJfxZeUWh1+hmTSoWy1M9+0Ol0yNG8eLkSETQaDbSCFiqlqlS3rdJAXKd94W2JpG9PBEHgciWCRqspcsDJFEPbKpfLoVQoS3UbUJzHLFEUoc5Rc7mi+NpWAFJgT6lUcnCfMWZTSu+IkNkcURSRrcmGKL54RzM3nahDpjoDDkoHKOSlr3OUpn6Icw9PI0uXBQDPHXQyMLz/VsZ13M++ixpedeDt6PvC+bQlhjObGq2m2LdtuKy0NA48i3Ow+TSNViOVa2lrA4gIOZqcQl9OU5TtqnPUpTZYWpyD+NwM5Vpag6XFGXg22u7/X/pkGNCXJsUZIH2aIbCnUqlKZblqNPpjS3HTaDTQyazjmNV8+18W3X9hHXr9ZUtnoUgqfLzT0lkwu+QvO5X4PssvOFDi+zSXG6NbWjoLRVK6Ri3MZul0+uBQcQedclNr1FBrsot9kGDN/sm4ibh7h6WgU3HL1mXjxP2juJF+zSzbt0aGQbw5gk6596HOUZslAGOtSuIzi6KIbHV2sQdgrJlhVoI5P7NWp0VOTvEHYKyZTqeDOkdt1s+s0WrMEtiyZlqt1ixBJwMiQk5ODrTa4g/AWCvpM5sh6JRbSezDmkjHLDP2W0vjMYsxZrs48MSsnk6nRVZOZonsS6vTIjundASfbqZfx/m0MyWyr4uPzuHakyslsi9LMtfMkfzkaEpHR97QgS+p36W5AzHWwhB0KolyFank9mVpxXlZzbOYa1aVNdJqtWYN6Oemv4dk6Wlbi3r/weel0ZSucuVjFmOM/YcDT8yq6UQdsnLMMxsn/31qodZkl+g+S1pK5j9IePR3ie4z6d8E/JNxo0T3WZIMU+pLuvOn0Zjn0jNrUdIdeAN778gbyrWk92nvM59KMuhkUBqCT1pdyQWdDDRajV0H9i31ezTX5dLWwqLHrBIKIDLG2PPgwBOzWkSE7BIOOhnobzhcsp3ckpKpzcT5hyUz0+lpF9L+RoYm3SL7NjedqDPrlPqC2POgU6PVWOyz2Wu5GmbmWYLh8ez2yKLlKooWa3/MTRRFaDSWOR5b4mRCSdHqiv6k1eJir20roK8zlvpsmhzL7Zsxxp6FA0/MauVoLdsx0V9yZ18dTiLCuYfxL3wD8Rfx98PTdtcxMsx2siRLDXjNSSfqLHpmXP8UTfsLkuhEnUUH01qd1i4H85b+DVpywGsulgzmGdhjkEQULR8Atsdy1eksdwIK0Af27Xk2GWPMtnHgiVklnaiDRmv5gXR2CV+KYm63Mm7gUc5DiwWeCITHmn9xLf2qRfZvLpYeGAH/P+PBjjqchstALE2rta8giTUESQH7G3QanohmafZYrpb+PIanlNoLawjmAfY3S89aylWjtd9Zeowx28aBJ2aVcjTWEfDRiVq76RiJJOLy44uWzgYA4OrjJGhF+5hJIoqi1XTyLHlZWnGzpoFeSd9bxpwsPcvBgIjspm0lIqupI6Io2k0bYE3lak9tqzXVEXuapWdNs2OtKS+MMWbAgSdmdaztLJi1dHxf1N2sFGhE6/gsOtLhTtZtS2ejWFjLQB7QD9SsJQj2IqztEjdrGqi9CGsrV2v67bwIkayrftjLMcuags8ArKpf8iKs7XdnL8csa6qv1jBTkDHGnsaBJ2Z1NDrLT1XOTauzjzNyN9KvWToLRm48Sbb5crXGWRvWFFh4XtY2kAfso1ytaWAE2E+g1BoH8tb2+3ke1vabs7bv+XmIomh1Tz6ztu/5eVjjb87a2nvGGLOJwFNMTAwEQYAgCFi1alWe9f3794cgCPDw8EBmZiamTZsmpb927VrJZ5g9t4Km1v/w3Q+oXrUGfL380LpFa5yIO5HvdjpEvgY3Z/c8rx7degLQT++ePGkKGjd8Cf6+AQivWBnDhgxDyu0Uk9uz9SfcZWoz8G9Omsl126N/Rf8mg9EprDtGdx6Di6eTCrXNmG0HERncGdMGzzRaHhnc2eRr43ebjdKla5/giebx830gK1FQx+67775D1SpV4eXphRbNWyAuLi7ftKtXr4azk7PRy8vTyyjN3bt3MWzoMFSsUBE+3j54/fXXcfny5TzbssYOcFGZKte//voLPXr0QMUKFeHs5Izt27c/czsHDx5EkyZN4OnhiRrVa2D16tV50hT2e7KHTnx+A7yi1NXIVyPz1FVnJ2d069ZNSjNz5kzUqV0Hvj6+CAoMQsfXOuL48eNFypOtKCh4VpRyBYDNmzajTu068PL0QsMGDbF7926j9Vu3bkXnTp1Rrmw5ODs548yZ/J9Oauv1taB2rKjlarDx541wdnLGG73eMFo+bOiwPPX59ddfz/N+ewiUFtcxS6PR4PPPP0f1atXh5emFxo0aY8+ePXn2NX36dERUjYC3lzeqV6uOL774Is/3ag/HrILaseKur4VtB6y5bb3962bEDe2F2J6vIH7sMDxJupBv2rv7duGvLs2NXrE9X5HWi1otklcuwanRUTj8RjscH9AVifNmQv3gfkl8FLvx+NSvuPn9YFyb2x2314yBOqXgsYAuOx0P9i7BzcX9cW1uN9xa9g4yr/43LhNzMvHgz6W4+f0gXJ/XAylrP3rmNm3Zk0NbcHt6b9wc0w53574L9fWEAtOLmU+QtnE+/pncHTc/bIeUmW8j6/xRaf3jvWtx5+t3cOvjDvhnYlfcXzYRmrs3zP0xzM4mAk8tW7ZEhQoVACDPwCEjIwObN+sHtL169YKzs3OJ548Vn/w6H5t+2YQJ4z/B+E/G46/Dh1CjZk1069Id91LvmUy/dt0aXL56SXodP3EMcrkc3brrB0eZmZk4E38G48Z/jEOHD2Ht+jW4lHQJvXu9aXJ7OhvvbD5Smw46xWw/hB9mLEPf9/tg0a75qFitAib2m4JH9x8VuL07N+9i6cwfUaNR9Tzr1p1cZfT68Ov3IAgCXu7QNE/af3MK3o+1y28Q8svGXzB+3Hh8MvETHD5yGDVr1USX17sgNTU13225u7vjavJV6XUx8b/7cRERer/RG8nJyfh54884cvQIypcvj46vdURGRkah82UrRF3e/GdkZKBmzZqYN39eobZx7do1dO/WHS1btMTRY0cxYuQIDH93OPbu3SulKcr3REQ2PTjKL/9Fravr1q8zqqcnTp6AXC5H9+7dpTThYeGYO28u4k7E4Y99f6B8SHm83vl13LuXt722+bpaTG3A0SNHERUVhaioKBw5egSdOndC7zd64/z581KazMxMNGnaBDNmznjufNmK4mxbAeD69euYMGECmjVrZnJ9u1fbGdXrlStXms6Xlc0WKqriKtfp06Zj+bLlmDN3Dk6dPoXBQwbjzd5vIj4+XkozZ84cLFu6DHPnzcXp+NOYOXMm5s2dhyWLlxQ6X7aiJOtrYdsBaz1m3Tu0D8k/fovyvQeg7txlcKkQhnPTxiDnkel+KgDInV3QKHqr9Gq4bKO0TlRnI+NKEoLfiEKductRdcJnyPrnBhI+G18SH8cuZFw8hIcxy+DZtA+C+s+Hyq8C7m6cAl3GI5PpSafB3Y2ToX2cCr/Xx6Ps4O/gGzkSClcfKc393QuRfe00/F77EEEDFsIxtC7u/DwZ2icPSuhTlZzMU3/i0ZbFcI8cgICPlkIZVAn3lnwE3RPTdZq0GqQuHgvtwzvwHTgdgRNXwevNsZB7+kpp1Jfj4da8K/w/WAy/4V+DdDrcW/IRRHVWSX0ssyjRwNOuXbv0Z589PeHs7IywsDD07t0baWn6L2bv3r1o27YtPDw84OjoiKpVq2LNmjUQBAH9+/cHAPz555/4559/pG1u2bJFGngNGDCgJD8OM4P8Llv6dsG3GDAwCv36v42qEVXxzcL5cHJywqpVeWcwAIC3tzf8A/yl159//glnZ2d0694VAODh4YHtO7ehe4/uqFw5HI0aNcLXc7/G6dOncfPmzULny1Y81vwLAUKe5ZuXbkX7PpGI7N0WIZXLY/QXw+Hg6IDfN+w1sRU9nU6H2aPnoN+YtxBY3j/Peu8yXkavI3uOonbTmggMCTBKJ0DAY1sPPOUzCFmwYAEGDhyI/v37IyIiAgsXLtTX15V5Z2waCIKAgIAA6eXv/1/ZXr58GcePH8c3C75BgwYNULlyZSxYsADZ2dn4+eefC50vW0BEJp+6GBkZiWnTpqFLly6F2s6ypcsQGhqKWbNnoWrVqnj33XfRrVs3LFy4UEpT1O/JlgdH+Q1AiloG3t7eRvX0z336tjV34Kn3m73Rpk0bVKhQAdWqVcPs2bPx+PFjnDt3zmS+rHFwVFjF1QYsWrQI7V5thw8+/ABVq1bF1KlTUadOHXz33XdSmrfeeguffPIJ2rRp8+x82XBdBYq3bdXpdBg4YCAmTZ4kncR8moPKwahee3l5mUxny+VKRMVWrj/99BM++vgjtG/fHhUqVMCwYcMQGRmJBd8skNIcPXoUHTt1RIcOHRASEoJu3bvhlVdewYkTeWer2/oxKz/mqK9FagessFz/2bYBAa92hn/bjnAuXwFh746F3MERd//4Nf83CQJUXj7/vTy9pVUKF1fU+HQe/F5uA+dy5eFepToqvfMB0q8kIvve3RL4RLbv3xNb4VYrEm4120LlWx4+rw6HoHTAk3OmxwJP/v4DYlY6ynSdCMdy1aD08IdjcE2oyujrq6hRIzPpMLxaDoRjcA0ovYLg1ewtKL0C8SR+V0l+tBLxJGYjXJt2hOtLHaAMCIXXGx9CpnJExlHTnzXj6C6ImU/gO2QmHCrWhMInEI5hdaAqGyal8Xv3K7g07gBlYAWoyobBu+946NLuIuembc8aK7HA071799CtWzccPXoUHh4eCA8Px4MHD/Dzzz/j33//xcaNGxEZGYl9+/ZBo9EgPDwcKSkp0gEqKioKgiBAFEWsXbtW2q5hBlRYWBhefvnlkvo4zExEEwGenJwcnD4dj1atW0vLZDIZWrVphePHTF++8bRVK1ejR88ecHFxyTfN48ePpUs2n0ZWeM+Zovg3Jy3PYF6To8Glvy+j3su1pWUymQx1m9fBhZOJ+W5r7fz18PTxQPs3X33mftPupeH4nycQ2btdnnUEyvfyP1uQ34BZX19Po3Ub4/rapk0bHDt+LN/tpaeno0rlKggPC0evXr1w4cJ/U8/Vav1THh0dHY22qVKpcOTwkTzbsuXBUXF1lI8dO4bWudoMAGjbrq3UZjzP92SNnfjCMlUnnreu5rZy5Ur07NUz37Y1JycHPy7/ER4eHqhZs6bJNLbctpJYPG3AsWPH0Ka18UAyd30tcr5g4wG9Yqyvn3/+Ofz8/Ao8OXno0CGElA9B7Vq1MXr0aDx4YPqsvC23rfnVh+cp15ycHKPjEQA4OTnh8OHD0t8vvfQSYvbH4NKlSwCAs2fP4siRI3j11bx9B1su1/zybs76Wlim2idLEjUapF9Jgmft+tIyQSaDZ+0GeJJ4Pt/36bKyEDekJ44P6oELn01Axo3kAvejy8gABAEKF9diy7u9Ip0GOXcuwzHkv7GAIMjgGFIH6tumxwJZl4/BIagqHvzxHW4s6od/VozAo6M/gwxjONIBJEJQqIzeJyhUyP4n/8sqbRFpNci5mQiHysZ12qFyfaivmf6sWecOwyG0mv5Su4ndkPLFADzes+a/8jNBzEoHAMic3Yr3A5SwEgs83bhxAzk5OXBzc8PFixdx5swZPHz4EMePH4efnx/GjRsHIkKlSpVw9epV/P3337h37x6GDh0KAKhQoQJatGgB4L9g0507d7Bv3z4A+sAUs32mBnYP7j+ATqdDGX8/o+VlypRB6t1nn804EXcCF85fQNSA/vmmyc7OxpRJU9HrjZ5wd3c3mYZseNCZqc17Odbjh48h6kR4+hmf2fXy9UTaPdMBoXPHz+P39Xvx/pcjC7Xfvb/8CScXJ5OX2QFApi6zUNuxRvl14u/fvw+dTgf/MsazwcqUKYO7d0zX18rhlfHd99/h540/48cVP0IURbRp3Qa3bt0CAFSpUgXBwcGYMnkK0tLSkJOTgzlfz8E///yDO3fuFDpvtqC4Osp3795FGf8yRsvKlCmDx48fIysr67m+J5suVxN5f54yyC0uLg7nz583OUDatWsX/Hz94OXphYULF2LHzh3w9fXNu5F88mYrTB2znqdc7969izJl8tbXu4U4xuXHlsu1uOrr4djDWBm9EosWL8p3X+3atcPSZUvx665fMWPmDPx16C907dLV5P2Q7K1Mgecr17Zt22LhgoW4fPkyRFHEvn37sG3bNqPj0dixY9GrVy/UqV0H7m7uaPJSE4wYOQJv9sl7SwNrC5AURXGWa2Hqa1FY28kSzeN/AVEHZa4ZSwCg9PRCTprpYK9T2fIIHzUeEZ98gSofTgKRiLPj3oX6vunLFcUcNZJXLYFf87ZQOOd/spnp6bIeAyRC7mw8FpA7e0KXYXosoPn3DjKSYgES4d9jKjybvInHcVvx7xH9DHyZyhkOQVXx6Mh6aNMfgEQd0s/vh/p2InTptnvC2RQx419AFCF3M67TcjcviE8emnyP9sFtZJ45AIgi/P43Cx6R/fFk/894/Lvpq3hIFPFo87dQVagBVVDFYv8MJanEAk/Vq1dHxYoV8eTJE5QpUwb16tXDgAEDkJKSgszMTCQn66PXAwcORECA/pIclUqF6tX/u4eMoXN77tw5xMfH46effoJOp4NMJpMuxWO2zRxdj1UrV6N6jepo0LCByfUajQb9344CEWHeN/nfP8Z2u0XF0/nITM/El+/PxftfjoSHd95ZYab8vmEv2nRrBZWjyuR6a+sUWUrjlxqjb9++qF27Npo3b47169fD19cXy5cvBwAolUqsW78Oly5fQtmgsvDx9sGBgwfwauSrEGR5L6G06cpqzWy4XE1dvviiVq5ciRo1aqBhw4Z51rVsqb+31v79+9Hu1Xbo93a/fO9rYo68MS7XJ0+eYPDgwVi0eFG+QU8A6PVGL3Tq1Ak1atTA66+/jk2bN+HkyZM4ePBgCebWtnz19VeoVKkS6tSuAw93D3z4wYfo178fZLL/hhWbftmE9evXIzo6GoePHMbSZUvxzfxvsGbNmjzbs+W6Wlx5L2x9LW3cq9aAf5v2cK0YDo8adREx/jMo3T1x5/e8DxgRtVpc/HIqQIRK746xQG5LCSLInT3g8+oIOASEwaVqc3i89AaenPlNSuL72ocAEW4tGYDrc7vj8akdcKnaAoJgos9a2hBB7uoFrzfHQBVcBc712sD91beRftj0Q3PSfpkPzZ1k+AyYUsIZLX6KktqRo6MjTp48idWrV+PYsWO4cOECVq9ejVWrVpm8R4kpPXv2xMiRI5GRkYFVq1Zh//79AIDWrVujfPny5sw+syAfXx/I5XKk3jW+MW1qairK+Oe9x1BuGRkZ2PTLJkyc/InJ9Yag082bN7Fz1458ZzvZI3dvd8jkMjx6anZT2v1H8PLLe3+LlOt3cPdmKqYM/O+GloazlB1Cu2B5zHcICg2U1v197DxuXfkHnyweV2A+iMiuDkS+vr6Qy+W4m2p8RjM1NRX+AQXXVwOlUonatWvj6pWr0rJ69erh2LFj+Pfff5GTkwM/Pz+0aN4C9erXK9b82wt/f3+k3jUOdKSmpsLd3R1OTk6Qy+Uv/D3ZuhepqxkZGfhl4y+YPHmyyfUuLi6oVKkSKlWqhEaNG6FmjZpYuXIlPvroo2LLv7V6nnL19/fPE5hLTU01utdbaVfUcr169SquX7+Onj16SssMl0W5ubrhzNkzqFgx79njChUqwNfXF1euXMlzua49ep766ufnh583/ozs7Gw8ePAAQUFBmDxpstE9iT755BOMGTsGvd7oBQCoUaMGbty4ga+/+hpvv/22+T6QlSip+mpLlO4egEwOzSPjmSCaR2lQefnk8y5jMoUCLhXDkZVyy2i5Pug0Bdn37qDmjG94tlMhyZ3cAUEGXabxWECX+QhyF9P3upO7eEGQKSDI5NIypU856DLSQDoNBLkSSq9ABPaZBTEnG2JOJhSu3kjdPhsKzwCT27RVMhcPQCaD7qnZTbonaZA9NQvKQO7uA8jlRuWn8A+B+PghSKuBoFBKy9N+mY/s80dQZvQCKDzLmNqcTSmxGU+PHz9GQkICRo4ciTVr1uDUqVPSdd4HDx6UDlbR0dFS50uj0Rjd58TV1RU9e+ob5KVLl0pPz+CbitsPU+EHlUqFunXr4EBMjLRMFEUc2H8AjRo3KnB7WzZvhVqtRu83e+dZZwg6XblyBdt3boePT8EHPVsOjQgmfupKlRLhNcNwOvastEwURcT/dQbV6lfJkz64Ujl8v/dbLNm9QHq91K4RajetiSW7F8AvyPgM3e/r9yC8ZhgqVTN9M1cAkEFmV0EnwFBf6yJmf4y0TBRF7N+/H40bNS7UNnQ6Hc6fPy/N/szNw8MDfn5+uHz5Mk6dOoVOnTrl3YB9Felzady4MWJytRkA8Oe+P6U247m+JxsuV1MPF3iRurp582ao1WqTl82YIoqidK8ye/c85dq4cWPsj9lvtCx3fX0epr5zW1bUcq1SpQriTsTh6LGj0qtjx47SbLxy5cqZ3M+tW7fw4MEDk+2vPXqRdsDR0RFly5aFVqvF1q1b0bFTR2ldVlaW0QwoAJDL5SbviWTLdTW/vJdUfbUlMqUSrpUq49HZk9IyEkU8OnsSblXyPiXZFNLpkHn9qlGgSgo6pdxCzU/n6QNcrFAEuRKqgDBkX/9vLEAkIvv6GTgE5R0LAIBj2WrQPEoxugWJNu025C7eEORKo7QylSMUrt7QZacj69ppOIcVrh9sKwSFEqrgKlAnnZKWkShCnXQSDqHVTL5HVaEGtPf/AeVqC7WpNyFz95GCTkSEtF/mI+vsX/AbMQ8Kn0CT27I1JTbjKTU1FU2bNoWXlxfKlSuHnJwcJCbqb1pWq1YttGjRAr1798bly5dRoUIFVKpUCTdu3MCAAQMwf/58aTsDBgzAypUrkZ6uv8mWu7u70dN0mG0TBBmAvPdVGDl6JN4Z+j/UrVcX9Rs0wOJvFyMzMxP9+unPmg0bMgyBQUGY/uk0o/etWrkKnTp3zBNU0mg0ePutfjgTfwYbN/0MUaeTrrn38vaCSpX30jB93myTo9wR6VpNnuXdh3bF1x/OQ+VaYahSpzK2LN+G7KxsvPpGWwDAl+/PhW+ADwaNj4LKUYXQqiFG73d1159Renp5xpNMHPw1FsMmDy4wXyq5w4t8LIsqKGA2evRoDB06FPXq10ODBg3w7bff6utr/34AgCGDhyAoKAifzvgUgP5moo0aNUKlSpXw6NEjzJ83X9/+DRwgbXPzps3w9fNFcHAwzp07h4/GfoTOnTujbdu2Rcqbtcsv7+np6bhy5Yr09/Vr13HmzBl4e3kjuLz+/le3b9/GsuXLAABDhg7Bd999h4mfTET/qP6IiYnBpk2bsHnLZmkbz/qe8uTNlgdH+ZRrUeuqwcrolejcuXOetjUjIwOzZ89Gp46dEBAQgPsP7uP777/H7du38z1W23p9NXWPl6KW64gRI/Dqq6/im/nfoH2H9ti4cSNOnTqFbxd9K23z4cOHuHnzJlJSUgAAl5L0N2329/c3GSSx6XKFYPISpqKUq6Ojo9HtGgDA09MTAKTl6enp+Pyzz9G1a1f4B/jj6tWrmDhxIipVqoR27fI+FMOmy7QYj1nHjx/H7du3Ubt2bdz+5zY+++wziKKIDz/8UNrma6+9hi9nf4ng4GBUq1YN8fHxWLhgoclbY3C5Fq6+AkVrB6yxXMt26Y2kbz6Ha1hVuIVH4PaOjdBlZ8G/7WsAgMR5M+Hg44vQ/v8DANxYvwJuVarDKbActBlPcGvLOqjv3UFAO/1JN1GrxcXZk5F+JQnVJs8GiaJ0vyiFqztkSqXpjDCJR4OuuLdrHhwCwqAKrIzHJ7aBNNlwq6HvX977dS4Ubj7waqG/n7JbnQ54fHonHu5bCvd6naBJu41HRzfCvd5/J0Kzkk+BQFB6lYX2UQoexqyA0rscXGvk7bPaOrdWvfBg7RdQla8CVfkIPDnwC8ScbLg07gAAeLDmc8g9fOHZeRgAwPXlLkg/tAWPNi+Ea4vu0N67hcd718Kt5X99pLSN85F56g/4DvkMMkcn6B7r67Tg6AqZynbHTiUWePLx8cGAAQNw9OhRJCcnQxRFVK1aFf3798eQIUMgCAI8PT0xa9YsnDhxAklJSQgJCUGDBsb35WnZsiUqVKgg3ROqV69ecHZ2LqmPwcxMLpNBa+Km/j169sD9e/fx2YzPcffuXdSqVRObt26Sbh588+YtCE+dWUtKuoQjh49g246tebZ3+/Zt7PpV/5jLpi81M1q3a/evaN6iudEyQRCs8gBeWB4OnsjQpufpyLd6vTn+ffgvVs1Zi7R7aahYrSI+Wz1dutTu3j/3IHuOz31g+0GACK27tCgglQBPlelpvLagoPrQs1dP3Lt/DzM+nfH/9bUWtm7bKl02c/PmTaMzwY/SHmHE8BG4e/cuPL08UbduXfy5/09ERERIae7cuYNx48YhNTUVAQEBeKvvW5gwYYLJ/ctsOEj69Blyg1OnTqF9ZHvp73Hj9Jdwvv322/hh6Q+4c+cObt68Ka0PDQ3F5i2b8fHHH2PRokUoW7YsFi9ZbDSYfNb3VNi82QKT9wJD0esqACQlJeHw4cPYsXNHnu3J5XIkJSahz5o+ePDgAby9vVG/QX3s/WMvqlUzffbP1uurqRkcRS3Xl5q8hOjoaEyfPh1Tp05FWFgYNvy8wWjA+euvv+KdYe9IfxsG8J9M/ASTJk3KkwdbPmbJZDLoTDzh53nqa0HkcjnOnTuHtWvX4tGjRwgMDMQrbV/BlClT4OCQt3Nv021AMR6z1Go1Pp3+KZKTk+Hq6orIyEgsW75MCpQAwJy5c/Dp9E/x/nvv4969ewgMDMSgwYPwySd5b31g0+WaT9sKFH99BYrWDlhj2+rX/BVoHj/CjZ+WIyftIVwqhKHG1K+h+v8bjqvv3zUqU236E1xe9CVy0h5C4eoG10qVUWv2EjiX18+mz3lwDw+P/wUAiH9/oNG+asxcAM+adUvok9kul6rNocv8F2mxa6HLSIOqTEX495wuXWqnfXIPyNV+KNz94N/zUzzcvwz/RI+CwtUH7vU7w6NRDymNqM5A2sFV0Kbfh9zRDc6Vm8KreT8I8hILPZQY53ptoEt/hH93rYDu8UOoyoXB739fQu6ur9O6tLvG5edVBn7vfoVHW77FndmDIPfwg1vLHnBr20dKkxG7DQBwb+H7RvvyfmucFNCyRQLZ8iM6mN3RiTpkqa3vSWdymQJODk6WzsZzu5l+HQmP/rZ0NvKo7BGBULdKls7Gc1PnqK3yMdAqpQpyufzZCa1UVnaWpbNgkqODo80O5okI2epsS2cjD0EQ4Ojg+OyEVkqn0yFHk2PpbOQhk8ngYMNnRbVaLTQmZulamlKhhEJhuwOnbHW2VT6ZT6lUQmGjA1JrbVsB8x6zTp06hfr16+PkyZN475b19dtNOfT6y5bOQpFU+HinpbNgdslfmrhdhJmVX3CgxPdpLjdGt7R0ForE+kLhrFSzxrMzACCX2e4gHgA8VNZ5vbu70jrzVVjWepbWWvNVWNaaf1sNOgHWO2vTWtv8wrLWumqt+SqsgmaRWJKtl6u15t+W2wFBEKy2XK2xzWeMlV7W2VKyUksQBMhl1nfWy1bPxBm4KT3gJLeuS1JVMgd4Oph+4oOtsMaApLUGGIrCGn9v1pinorLGWXDWmKeiEATBKgfN1tg2FYU1lilg+wN5a/y9WXPgprCssVzt4ZjFGLMvtt3SM7ukUuS9sbclyWVym+8UCYKA8q6hls6GkfKuoVY7uCgsmUxmdXXDli8DMbC2MgWsc2BRVNY2ELGHASdgfb85mWB97VJRCYJgdeWqUChsPvAkE6zvSbLW1i49D2sM9MoV1pcnxljpZts9E2aXZDKZVT1BTmllgbDnFeQSDMFKfvICBJR1CbZ0NoqFtXWarbEDXFSCIFhVudrDQB6wvkCPXC63ukHw87CmMgWsLxD2vKypDQCsLz/Pw9raVsA+gvrWVq4ymczmT+wxxuwPt0rM6giCYDWznmSCzC4G8gCglCmtZtZTkHMwHOS2e0Ph3PSBUusYPNvDGXkDaxo8W1NeXpRSYT2PlramgdqLsKbZOdYWXHwR+kvvreP4ay9BUsC6Aj0Kuf0cs6xphpG1tEeMMZabffROmN1RyBVW0eF0UNnuU6xMCXOvAie5ZZ/O5yBzQBXPCIvmoTgJggCV0vKBUms74/qiBEGwiiCJXCa3qoHai5LJZFZRT1RKlV21rdYygLa3clUqLd8GANYVsH1RVnXMsqMAiUyQWUU9kcvlVtF/Zoyxp3HgiVklQRDgoLLsjBiVQmV3B2+5TI4a3nUtmofq3nWgkFm+c1acrGEwb28DTkDfgbb07A1rGfgWJ0vPjJPJZHYVzAOsYzCvkCss/nspbtZQriqVfbatlu7f2O0xy8KXuFlD8Isxxkyxrx4KsysyQQZHCwWf9GeuLH9G0By8HLxRwS3MIvsOdgmFr6OfRfZtbpYczCsVSrsbcAKWH3Ta48AIsI5ytUcymeVmPNjb7JHc5HLLzTq0ltnX5mDJoLpCYX9BUuD/Z+pasFztMUjKGLMf9tfqM7uikCvhoHQo0X3KBBmcHJzt+uAd5l4FZZ1L9ube/k6BqOpZvUT3WZL0s/QcSrzeKOQKu5s9kpuhXEuaUqm063KVyWQWCQBZ4jdSkhQKRYnPfrRU21OSLBFcl8vkdhvMAyzXtsplcovPEDYnmUxmkXJVKe1vlj5jzL5w4IlZPaVCVWLBp9IQdAL0Hc5qXrVQzqV8iewv0LkcanrXLRXlWpIDQIVcYfHLpkpCSXfklUqlXQ+MDORyeYkGnxxUDnY5y+FpJRl8Kg1BJ+C/WXolNbCWy+RQKpV2X64l3bZyuZqHSqmy6xMljDH7YP89QGYXlAoVHFVOEGC+zopCrigVQScDQRAQ4VkTVTyqQ4Cs2MtW+P9/4e5VUcOrtsXve1BSDANBcw+wlQplqejAGxg68ub+vCqlqlQEnQzkcrnZy1UmyODo4Fgqgk7Af5fbmPuyu5L6TVgLQ7maexZSaWxbHR0czX6MVigUpa5cS+SYpeKgE2PMNghERJbOBGOFRURQ52RDK2qLbZsC9DcyL02DzadlaNJxLu0M/s1JK7Ztuik9UNO7DlyVbsW2TVuj0+mQo8kp1m3KBBmUSvu8p1NhEBG0Oi202uJrA4DScyY+P0QErVYLra54y1WpUNrVo+iLSiQRmhwNRBKLdbulfYaDKIrI0eSgOLuwhllVpblt1el00Gg1xbpdLlf7PGadOnUK9evXx8mTJ1GvXj2L5IExZltK70ib2SRBEODo4AStTguNNgc6Uff824L+ce1KBd+M0UXpikZ+TXE78xauP7mKdO0TCBBAKHyn3pDeReGK8q4VUNYluNTMcsqPXC6Ho8yxWAb0hpsHy2WldxAP/P+sB4UScpkcGq0GovhiA3qZINOXaykexAP/zSaRy4unXOVy/f1xSnsbIBNkUKlU0Ik6aLXaFw6UlJbLa5/FMJtEp9NBq3uxchUEQbpXXmkuV8MxRiaTFUsbwOWqV+zHLJlM6gswxpgt4cATs0kKuf4eGqIoQqPL0XfoCxkkkcvk/98J4M57boIgoKxLMIKcy+HfnEe4mX4N99Wp0Ij6s5+mLsUzlLlCUMDXsQyCXUPgqfLmcs0l9+UhzzP4NDwpSxAELtdcDANPw9lknU5XpHI1DIhK61n4/LxIufJA0zSpXGRyEFGRB59crqZJwXi5HCKJ0Gq1RSpXwwBeJsi4XHN50bZVJpNBIdcHsLhc/8PHLMZYaceBJ2bTZDIZHGSOcFD+/zRxUQdR1OkDIobjuSBAJsggl8kgcAfzmQRBgKeDFzwdvPSXNorZeJzzL55oHkMr6i8ZkQkyyAUF3FTucFd6wlHuyOX6DIbBo0KuABGBiCCKov4SHKmu/v+9sWSCNBjici2Y4WyyUqE0KlMiMi7X/28HeDBUOHnKlUSQqK+3hoCzAH39NJQpl2vBDGVkGHwalSuM62vuusrlWjBBECAX5JCr5FL9JJH+awdypTOUq+Fvlr9821aRjE70Pd22crkWjI9ZjLHSigNPzG4YBvYoxfdqKm6CIMBR7gRHJyeUcQqwdHbshqFzzmcui5cgCJDL5ZCDL0EoToaBPT+OpPhIbQBk4OpafARB/1ALyMHtQDHittU8uFwZY6UJdyMZY4wxxhhjjDHGmFlw4IkxxhhjjDHGGGOMmQUHnhhjjDHGGGOMMcaYWXDgiTHGGGOMMcYYY4yZBQeeGGOMMcYYY4wxxphZcOCJMcYYY4wxxhhjjJkFB54YY4wxxhhjjDHGmFlw4IkxxhhjjDHGGGOMmUWRA08pKSn4+++/812flZWFU6dOIT09Pd80Fy5cwK1bt3gfvA/eB++D98H74H3wPngfvA/eB++D92FD+7h3716+64prH/ZSVrwP3oe97qPIqIimTp1KZcuWzXf9uXPnCAAdPnw43zTVqlWjDz74gPfB++B98D54H7wP3gfvg/fB++B98D54Hza0j2HDhhEAOnnypNn2YS9lxfvgfdjrPoqqyIGn27dv09mzZ/Ndn5mZSSdPnqQnT57km+b8+fN08+ZN3gfvg/fB++B98D54H7wP3gfvg/fB++B92NA+du/eXWDgyVY+B++D98H7eP59FJVARFR886cYY4wxxhhjjNmrU6dOoX79+jh58iTq1atn6ewwxmwA31ycMcYYY4wxxhhjjJkFB54YY4wxxhhjjDHGmFlw4IkxxhhjjDHGGGOMmQUHnhhjjDHGGGOMMcaYWXDgiTHGGGOMMcYYY4yZBQeeGGOMMcYYY4wxxphZKCydAcaKExGBiKT/QwAECBAE/Ys9H6My/X+G8uRyfX5EBB3pAAIIJNVVmSDjcn0BhnaAoK+vhnIFuL6+CCICif+1sYIgQJBx2/oiiAgi6SCSCAIgQF9f5TIFl+sLMLSt+rqqL1lBECAX5FyuL4CIIIqi/v//f8yCAD5mvSD9MUuEoYclABC4TBljdoYDT8ym6TvtIkSdCFEUIZKYb1rDgF4mk0Eu585nQYpSroYyNby4XPNHRMjR5UCr00InagssV7lMDoVMAaVcyYPQZyAiaHVafV0V8y9TAPp6KujbAJmMJ/0WRBRFaHO0EHUidFodSCST6QSZALlCDrlCDoWK62pBiAhaUYMcrRoaUQOtqMk3rUyQQylXQilTwUHhAEHg+pofQ9uq0eVAK2qgE3X5ppXLFFDIFFDJVVDKVVxfC2BoW3Wi7pltqyAIkMlkUMgU3Bd4BiKCRqeBKOr0ZZtPX0AQ9EFouUwGhVwJGbcBjDEbxoEnZpOICDqdDlqd1mgWzjPfQ/qDvEargVwuh0Ku4MFnLs9TroYAFXT6TpJCruDA3lN0og5qrRo5WnWR3mN4n0yQwUHhAJXCgcv1/xmCo1qt9pkDotxEUYQIEVqdFjJBBoWCB0m5ERF0Wh00ag10mvwH70bvEQnaHC20OVqoM9VQqBRQOighV8jNnFvbIZIItTYb2ZpM/SzHQr1HB7VWBzWykZ4DOCqc4Kh0hkLGXTcDfRuZjWxNljTD8dnv0Qf+1dpsCBDgqHSCo8IRMhnXV8C4bS0ogGfqfTqdDjqd/j1KhRIKOQeic9P3P3Og0eUfcM5NH/jTQKsD1Bq1/mSUQgW5jPtYjDHbw70XZnN0Oh1yNDnFsh2dTge5TA6lUlmqD+KGDqNGW7jOUEHb0Wg10Gg1UCqUpT4ARUTIyslEju7F6qtIIrI0WcjSZMFZ5QKlvHTXV5FEaHI0Bc4YK+x2cjQ5EAQBSqUS8lI+8BR1IrIzsvWB5BdgCELJlXI4OjtCkJXeugoAam020tWPCx0YyU+2NgvZ2iw4yB3h4uBWqmc/EBGyNJnI0mS+2Hbw33aclS5wVDqV6raViKDWqIsUzM+PoS+gUqhKfV9AJBHZOdnQidoX2o5W1LetMkEOJxUHSxljtoUDT8xmEBFyNDnF0iHKTSfqoFProFLqO0eljbnKVaPVQKfTQalUlspZZRqdBpnqjBcebD4tMycDCpkSzg7OpW7gWVwBUlPbzcnJgUKugEJR+s7QExE0ag1ysl48oJ+bTqNDxuMMODo7QqEqfd0NkUSkqx8jR1f4mY6FodZlQ5OVA1cHd6jkDsW6bVugFbVIVz8u0mycwsjUZECtU8PVwa3UzSojIujE4jmp97QcbQ5kOhlUKlWpPGZpdVpka7KKdbsi6ZChzoCD0sEqLhd9edtfFt1/UfzV5WVLZ6HQQifusnQWzOraZ69ZZL+h3x6wyH6L27WRLS2dhSIrXUcAZrNEUUS2OrvYgyO55WhyoNFoCn2JmT3QiTqzlqtIItQ5amnqfWlARMjWZCFDnV7sQScDrajBk6zH0L7g2VNbYgiQFnfQKTetTgt1jrpUtQFEhKz0rGIPOv23AyA7IxvZGdmlqly1Og3SMu8Xe9DJQCQRj7MfITMnvVSVq1qrxr9ZacUedDLQiVr8m5VWpMuibZ2hbTVH0MlAJH0fzlzfmzXS9wWyiz3olJtao0ZWTmapagMYY7aLA0/M6omiPnhRErQ6LTTa0hF80ul0yMkxX0cztxxNTqkIPv3X0cw2/75ASM9+Aq3O/oNP5pqVl9++SkvwiYiQ9SQLotb85arN0Zaa4JNGp8Gj7DSzBZ5zy9RkIFNTOoJPao3+ksWS8ET9GGqt+dtxSzO0rSUVECotJ6KICNk5WdAW8l5OL0In6vSzq0tBG8AYs20ceGJWrSSDTgY6nQ5arX0P5s01pb4gpSH4pNZml/hgJV39xK7PIpdk0Cn3Pu09+CQFnV7wfk5FodPooM6073LVilo8zk4DSiDoZKC/R1FGie3PEtRaNdJznpToPtPVT+x65lNJB50M1Bq13R+zsnOySnRGskgiMtU884kxZt048MSslqFTZAlandZugySG+9lYQo4mx247RhqdpkRmOpmSobbfGQ9aXdGeWldcLNn+lAR1prpEg04GhhuP2yMiwuPsRyUy0+lpmZoMs13WZ2k6UVdiM52e9sQM95KyFoYnp1qCPQf2NTqNRS6DF0kHtcY+2wDGmH3gwBOzWlqd1qIdE3sNklh6MG2P5UpEyMyx3IwDkUSz3kfCUkRRtOjsQ1EU7fJSRq3GssEfdWbxPDXL2mRq0iGS5YIU6erHL/ykR2tDREhXl+xMp6dlqJ/Y5THLGvoC9kYURagtdAIKADS6HLs8ZjHG7AMHnphVsvSA00CjMf/1+SVJp9NZfMAniqLdnUG2hpt7qrVqu+pwWsPACIDdPXCAiKDOsPxZcXWGfc140Og0yNJkWjQPIonIyEm3aB6Km1qbDa1o2eOwRtTY1f2eiMgqZsboRJ1dzSw3PFjE0rJzsuyqbWWM2Q8OPDGrZC0BH51o+UBNcSEisz4RrCjsaTCvE3XI0Vk+QALA4gPf4qQTdVZTR6zld1McNNnW8dvTaXXQae1n0JlRwvcfyo9aW7L3ljEnS88kzS0zx35u3iySaDX9mhyt/cyA1olaqzipRiDkaK2jT8IYY7lx4IlZHVEUrepyAXuZRSKKolV18Kyl4/uirOnms/p7dthHfbWGGY8GOp31BMFeBBFBo7aeIJom23ry8iK0otbis3Jys4ZZF8VBrVVb5H5ZphDIbu6hZU1tKxFZVX/vRVhTsEdjRwE9xpj94MATszrWNvXaXgad1hZAs6bO7/MiIqitKPAEwOry8zysLUgKWF+79Dx0Gutqy3RanUVucF7csq1spmG21j4utcnWWle5ZtlBQI+IrGJWTm720BewtlsIEMhuTkIxxuwHB56YVSEiqwuQALY/6CQiq5thZE3T/Z+XxkouscvNHi5dsMY2wBrzVFTWNNvJQJNjfXkqCiJCttbaAhJk8/ck0uqs47Kl3HSi1uYvY7TGdsyaLqt+XtbZF7DttpUxZn9sLvBERKhYsSIEQYAgCBgyZEieNNOmTZPWt2vXzmhdQEAABEHAgAEDjLbVpk2bPNv5888/pe2sWbMG165dk/6eNm2auT5iqVZQ5+O7775D1SpV4eXphRbNWyAuLi7ftJGvRsLZyTnPq1u3blKarVu3onOnzihXthycnZxx5syZfLdn6wGSgvJflHLNbePPG+Hs5Iw3er0hLdNoNJg0cRIaNmgIXx9fVKxQEUMGD8Ht27eLnC9bUNAgZOn3y1ArojYCvAPRtmVbnDxxMt+0P63+CV4u3kavAO9AozSpd1MxfNgIRFSqhiDfsujZpSeuXL5icnvWNmArKlP14q+//kKPHj1QsUJFODs5Y/v27c/czsGDB9GkSRN4eniiRvUaWL16dZ40ha3/RGTTgyMiyveeSj8s+wHVa1eHb6AvWrdtjRMnT+S7nQ6dO8DN2y3Pq0fvHgD0bcDkaZPRuFlj+JfzR3i1cAx7dxhSUlJMbk+nse26WlAbsPz7H1GvWgOU8wlBZKsOOHXiVIHb2rZ5O5rUfRnlfELQolEr7P39D6P1O7f9il6v90bl8hHwcw3A32fP5bstjWh9A+Gi0BRw6eLy75ejbrX6KOsTjFdbtX9muRps3rgFvq5l0O/N/nnWJV1MQt83+qFCUCWULxOKti1exa2bt/Kk0+psezBf0LHh++++R0SVCHh7eqNl85Y4EZd/O6DRaPDF51+gRrUa8Pb0RuNGjbFnzx7jfel0+HT6p6hWtRp8vHxQo1oNzPpilsl21Ob7AgUE9H74bilqVK0JP68yaN2iDU7E5d8XyO2Xjb/A3dkDfd54K9807496H+7OHlj07eI863SiZZ8M/SwpuzbjxNBeONzrFZz5aBieJF3IN+3dfbsQ27W50etwr1ek9aJWi2srl+D06Cgc6d0Oxwd2RdL8mVA/vF8SH8XmPTmxE7cWDcT12V2REv0B1LcTC0wvZqfjwe7FuPXN27g+uwv++W4osi7/13ciUYdHB1bj1qJBuPFlN/yzeDAe/bXOquvji3hycAtuTe2N6x+0Q8rX70J9LaHA9GLmEzz4eT5uTeyO6x+0wz+fvo2s80el9f/uWYuUr97BjbEdcHNCV6T+MBGauzfM/TFKhM0Fng4cOIDk5GTp740bNyIzM//p2H/88Qf+/PNPk+sEQUD//voOSExMDG7evGm03jBIcXd3R/fu3V8066wQ8ut8/LLxF4wfNx6fTPwEh48cRs1aNdHl9S5ITU01mX7d+nW4mnxVep04eQJyudzoe8zMzESTpk0wY+aM586XrSiucjW4fv06JkyYgGbNmhktz8zMRHx8PMaPH4/DRw5j/fr1SEpKQq9evUzny8bv7aDNZybc5l82Y9L4SRg34WPExO5HjZo10KNLT9xLvZfvttzc3XDxSoL0OpvwXyCUiPD2m2/j2rVrWPvzGhw4HINy5YPRtVM3ZGTkvfmuLU+xzy/Ak5GRgZo1a2Le/HmF2s61a9fQvVt3tGzREkePHcWIkSMw/N3h2Lt3r5SmqPXflusriaY7fJs2b8KESRMw/uPx+Gv/X6hRowa69eyGe/dM19W1q9bicsJl6XU89jjkcjm6ddEH9TOzMnHmzBmMGzsOh/YfwtqVa3Hp0iX07tvb5PZEnfVdVlkU+d3bacsvWzFlwjSMnTAG+/7ag+o1quONrn3ybQOOH43DOwPfRd+oPvgzdi86dOqAqDcHIuH8fx3YzMxMNG7SCJM/nfTsfNl8gCT/cp08YSo+mjAWf/71B6rXqI5eXXsX2LYCwI3rNzB14jS81PSlPOuSryaj46udEV45DNt+24oDR/djzLgP4eDgkCetrc94elZfYMLECYg9EvvMtnD6tOlYvmw5vp77NU6ePokhQ4agT+8+iI+Pl9LMnTMXy5Yuw9x5c3Eq/hRmzJyBeXPnYcniJXnzZcttawH3qdr0yyZ8Mv4TjP9kHA4dPoiaNWuge5duz6yv169fx6QJk9G0WdN80+zYtgNxx08gMDAw3zTW2rbe+2sfkn/8FsFvDkCducvgEhqG89PHIOdRWr7vkTu7oOGKrdKrwdKN0jpRnY30q0kIfiMKtecuR8T4z5D1zw0kfDa+JD6OTcu4cBAP9y2F58tvIXDQAqjKVEDq+snQZTwymZ50GtxdNwm6f+/Ct/snKPvOD/DpMBpyNx8pzeMjv+DJqV3wjvwfgoZ9B8/WA/H46CY8ObGjhD5Vyck4+SceblkMzw4DEPjxUqjKVkLq4o+ge2K6LpNWg7uLxkL34A58B09H2Umr4NNnLOQevlKa7MvxcGveFQFjFsN/xNeAToe7iz6CqLa22dVFV6KBp127dunPPnt6wtnZGWFhYejduzfS0vRfzt69e9G2bVt4eHjA0dERVatWxZo1a4y2ER0dDQCoUaMGHBwc8PjxY2zevLnA/X7yySf5rouKioIgCCAirF27VlqelZWFTZs2AQB69eoFZ2fn5/nIrIjyO3gvWLAAAwcORP/+/REREYGFCxfCyckJq1auMpne29sbAQEB0uvPfX/C2dnZKPD01ltv4ZNPPjE52+1pBNue7ZBfZ7Oo5Qroz2IOHDAQkyZPQoUKFYzWeXh4YOevO9GjZw9UrlwZjRo3+r/27jo8qitv4Pj33tG4JyRYBJIQEiAJXtylsrTUaUuNustufev7Vlla2m6dekspNazF3RLcAoFAQoi7j9z3jyEDQyZokhHO53my3czcuefM4ebcc373CO+8+w5b0reQfSS7yblcOaBnaWzaDzx98N4H3Hzrzdx4843Ed4vnnRnv4OnhyTdffWv3eLAEwsPahVl/QsNCre9lHshk08bNvD39LVJSU+ga25V3/vs2dbV1zJk9p8m5jC484qm5v7OxY8fy73//myuuuOKszvPpJ58SGRnJf/7vP8THx3PPPfcwadIk3nvvPesx53r9Nxe8cQXNTRd+/4P3mXrzVG668Sbi4+P57zv/xcPTg6++baZuDQgkLCzM+rN0+VLLaNLjgSc/Xz9+n/s7V066ktiusfTt05e33niLLVu3kJ3TtA4A1y7X5gJPH73/P6ZMvZEbbrqeuG5xvDXjDTw8PPju6x/sHv/xB58wYvRw7n/4PmLjY3nq+X/So1cSn/3vC+sx11x/NY8/9RhDhw8+Y75MimtPXzI0M4Lkw/c/4qapU6zl+vaMN4+X6/fNnstkMnH37ffwz2eeJDKqc5P3X33xdUaNGcm/X3mBHj2TiIqOYvzEcYSEhjQ51pUDeqe7Ht6b8Z5NXTjjvRmnrQu//+57nnjyCcaNG0dUVBR3TruTsWPHMuO/M6zHrF+/nomXTmTc+HF07tyZSVdOYuTIkWze3HQklSu3BU4XNHt/xkxuufUWptw8hfhu8Ux/bzoeHp58/VXT0beNTCYTd9x6J08/+xSRUZF2j8k9mssTjz3Jp198gkajaf5czbRRHC33tx8JG3MZYSMn4tkxiph7Hkel01OwZN5pPiWhDQg68eMfaH1H7eVN4ovvEjxoBJ7tO+ET153oaY9QnbmP+sL81v9CLqxi41x8eo3Du+dotCGdCBx/P5JaT9W2v+weX7Xtb8y1lYRMfg59xwTU/mHoOyehDYu2HlN/dA8esf3w7NIXtX8YXt0G4RGVTMMZRlK5oopls/EZMBHv/uPRhkcSeO2jSFo9Vevm2z2+av18zDWVhEx7BX10EuqgcPRde6Ht0MV6TNi9bx4/XxTaDl0ImvIvTKX5NGRntNXXajVtFngqLCxk0qRJrF+/Hj8/P7p27UpxcTE//fQT5eXlzJ49m7Fjx7JkyRIMBgNdu3bl2LFjNjeoqqoqfv75ZwDuueceJk6cCJwIRtmTnJzMhg0bmDt3rt33o6KiGDJkCIDNNIxff/2VykrL9shTp069kK8unAN7HZCGhga2bNnC8BHDra/JssyIESPYsHHDWZ131qxZTL56Ml5eXuefNxduxNtrGJ1vub722muEhISc9d9FRUUFkiTh5+/X5D13K1OwlOvWLdsYNnyo9TVZlhk6fCibNjY/jbG6qpqk+B50j03khmtuZM/uEyMd6ust02b0er3NObU6LevXNv23cuWpdi315HvDhg0MHz7c5rVRo0exccNG4Pyuf1d+Km9vEe+Ghga2bNvCsKHDrK/JssywocPYuGnjWZ33q2++4qorrzpt3WqtA3yb1gHN5c1V2BsB09DQwLYt2xk6fIj1NVmWGTJ8MJs32p++tHljGkNOOh5g+MhhzR5/Npy103kmzQX1LeW6rUm5Dh0+hE2nKac3X3+L4OBgptxyY5P3zGYzfy/6m5guMVx9xTXERyYwZtg45v9hv9PgqmUKzQd3mqsLh48YzsaN9uuBhoYGm/sRgN5Dz7q166y/9+/fn+XLlrN//34Atm/fztp1axkzZkzTvLly3Xqact26ZSvDhw+zvibLMsNGDGPjhubbAv957f8ICQnh5qlNp4Q2pjftjmk8+MiDdEvodl55cySzwUBVZgb+PVKtr0myjF/P3lTu29Xs50x1tWy+czKbbr+KPa89Rc2RQ80eC2CqqQZJQuXl3WJ5dzeKyUDDsQPoI3tZX5MkGX1UL+qP7rX7mZr9G9C1j6dk0QdkT7+R3I/vpXzNjygntTt17btRl7UNQ/FRABryD1KXvRt9TO9W/T5tTTEaaMjehz7O9lrWx6VSn2V/6mjNjrXoIhMo+Wk62U9PIve1qZQv+sam/E5lrqsCQPb0adkv4ABtFng6cuQIDQ0N+Pj4sHfvXrZt20ZJSQkbN24kJCSEf/7znyiKQkxMDAcPHmTHjh0UFhZy5513Ws/x888/U11djUaj4dprr2XKlCkALFu2rMk0uUavvfYaAM8++2yzFXBjB3r37t2kpVnmXjeOtOrSpQuDBg1qkTIQzsze1slFRUWYTCbCQsNsXg8NDSU/78xPMjZt2sSuXbsuOIDoLNs6t5TzKde1a9Yy68tZzPxg5lmlUVdXx7PPPss111yDr6/vBefZmTR3PRQXF2MymZo8LQ8JDaEg3365dontwvsfvsd3P37Lx5/9D7PZzNiR4zh61HLTjo3rSoeOHXjphZcoKy2joaGB6W//l9yjueTn5dnNnctqoazn5+fbjBoDy7VdUVFBbW3t+dUrLlys9vLeeK2GhpxSTiGhFOSffrotwOa0zezes5tbbrql2WPq6up4/sXnufqqq5utA1w5AI2dvJcUl9itA0JDQ5ot14L8AkJD7NUZZ/53aD5rLlyudhQ3U66nK6f1a9fz7Vff8e7779h9v7CwkOqqama88x4jRo9g9u8/MvGyCdxyw62sWbXW7mfcrlyLjtcDoU3ry+bqwpGjRvLejPc4cOAAZrOZJUuW8Ptvv5N30v3osccfY/LVk0numYyfjx8D+w/kvvvv47rrr2t6Qpcu0mbaAsfLNaTJfSiE/GbaAuvWruPrWV/z3swZdt8HePftd1Gp1dxz793nnTdHMlSWg9mE5qQRSwBavwAaSovtfsajfSe6PvAv4p96ndhHnkUxm9n+r3uoL2pmWnxDPVmzPiR48CjUnuf/wNndmWoqQDGj8vK3eV3l5Y+p2v5UMWNpHtV716AoZkKv/Td+g66jYuNcytf8aD3Gd+DVeCUMIfd/d3H4P5dz7LMH8e17Bd6Jw+2e01WZqsvBbEbla3stq3wCMFWU2P2MsSiX6q0rUMxmQu/+D35jb6Zi6U+UL7Q/ClIxmymd8z666ES0EdF2j3ElbRZ46t69O9HR0VRWVhIaGkpKSgpTp07l2LFj1NTUWNdtuvXWW2nXrh0AWq2W7t27W8/ROLJpwoQJBAUFMXHiRAIDAzGbzcyaNctuusOGDWPMmDHs3r3b7sKyAJMnnxgJ8/XXX1NQUGBdJPGWW5pvUAuuYdasWSQmJtKnT58LO5Hz3b/bVGVlJbfffjszP5hJcHDwGY83GAxMmTIFRVH474z/NnucyzbiWzDbffv15bobryOpZxKXDL6Er7//iuDgYL787EsANBoNX3//FQf2ZxLVIZqI4PasXrmKUWNGIclNq3EXLVHBxXz1zVd0T+hO71T7TzENBgM333YziqLw7ltntzaXq3HuvzXnzl1rq6ys4t477+fd998hKDjI7jHm46Osx00cxz33301SjyQeeuxBxowfw5ef2W9XuqqWfHj25ltvEhMTQ3LPZPx9/Xnskce46eabkE+6H835eQ4//vAjX3z5BWvWreHjTz9mxvQZTZbQaOm8tbWWynllZSXTbp/GjJkzmr1et6Rv4cOZH/HR/z5EkqQ2y5uj+cYnEjp8HN7RXfFLTCb+X6+i8fUnb1HTTUbMRiN733wBUIi5+7G2z6zbswSqgsY/gC68K14JQ/AbeC1V6SdGidbsXkX1zuUEX/EE4bfNIOiyR6nY8AtV2xef5rwXCUVB5RNA0PWPoesUh1fqCPzGTqFqjf0Nc0pmT6fh2CGCpz7fxhltHeq2Skiv15OWlsbXX3/Nhg0brIGgr776ip9++umMnz906BArV64EYNGiRfj7+wOW6XdgCS48+6z9BTdfe+01/v77b1544QUMhqbz8729vZk8eTKzZs3i+++/p2PHjhiNRmRZti4+LjhOcHAwKpWK/ALbJ0QFBQWEtQtr5lMW1dXV/Dz7Z5577rkLz8iZ7/Eu5VzL9eDBgxw+fJjJV022vtY4itDH24dt27cRHW2JxhsMBqbcOIXsI9nMXzD/tKOdzqbx5JSayXZQUBAqlarJ4qGFBYWEhp3+em2k0Wjo0TOJg5knhpL3Su7FqvUrKS+vwNDQQHBIMKOGjqJXSvLZZu2iEhYW1mQUREFBAb6+vnh4eKBSqc69XnGzgm28VgsKTymnwoImo8VOVV1dzZxf5vDMU8/Yfb8x6JSdnc2fv/15+hGPLlyu9rIeGBRotw4oKChstlxDw0IpKLRXZ5z+3+H0eXPhgrUjqJlyba6csg4d4sjhI9x49RTra433rDC/cNZvWUv7Du1Rq9XExcfafDY2risb1p3dVH5X0dz1EBR8vB4oaFpfNlcXhoSE8OPsH6mrq6OkuITwiHCee/Y5m3Ufn3n6GR57/DGuvsayuUhiYiLZR7J5+823rTMWzpQ3V9BczhvLtbDJfaiQMDttgUMHD3H48BGunXxiI4bG6zXAJ5C0bZtZu3YdhYWFJMSdeChvMpl45l/P8OH7H7Jz746zypsjaXz8QFZhKLMdEdJQXoo2wH7A7VSyWo1XdFfq8mx3njQbjex783nqC/NIfOm/YrTTGag8fUGSmywkbqouQ+UVYP8zXoFIKhWSrLK+pgnuiKm6FMVkQFJpKF36OX4Drsaru2XJCW1oJMbyAsrXzsa7x6hW+z5tTeXlB7LcZHSTqbK0ySgo62f8gpDkU8ovrDOmihIUowFJfWLNtpKfplO7cx1hD81AHXD+bQFn0mYjnioqKtizZw/3338/33zzDenp6dZ53itXrrTerL788kvrzc9gMLB7t2WO5KxZs6wjI+rq6igvL6e8vNy6YOqBAwdYvXq13bRTU1OZPHkyhw8fpqTE/tC3xmlYBQUF/Pvf/wZg+PDhdOrU6cK/vHDW7AUhtFotycnJLF+23Pqa2Wxm2bJl9Ovb77Tn++WXX6ivr7c/tPtc8+aUt/CzYy/v51qucXFxbNq8ifUb1lt/Jk6cyNChll3DOnToAJwIOmVmZvLnvD8JCjq7hoSrkZupPrVaLb2Se7Ji+Urra2azmZXLV9Cn79mNujOZTOzetYd2dhr9fn6+BIcEk3kgky3pW5kwcXyTYyTJ5TYstWqpQGS/fv1Yvny5zWtLlyylb7++wPnVKy5dB8jN1AE9k1mxcoX1NbPZzIoVK+jbp+9pzzf3t7nUN9Rz7TVNd6trDDplZmby+9zfCQo8fR3gssFnQJZUTV7TarX0TO7ByuWrrK+ZzWZWLV9N7772R4f17pvKqpOOB1ixbGWzx58NV60HLNeD/eu1Z3LPJuW6cvkq+tgpp66xXVm1YQXL1y61/oybOJZBQwaxfO1S2ndob/kbSO3Fgf0HbD6buT+TDh07Ns0bkster83lu7m6cPmy5fTte/p6QK/XE9E+AqPRyG+//sbESyda36utrbUZAQUgq2S7y164aplC839nlrZAL5YvP6V+XbaCvv2atgVi42JZv2kda9avtv5MmDiBIUMHs2b9ajp06MB111/Huo1rbY4JDw/noUceZO7vTTdacsZylTUavGNiKd+eZn1NMZsp356Gz0kBtdNRTCZqDh+0CVQ1Bp3qjuWQ+OK7aJpZU1A4QVJp0IZ3oS5rq/U1RTFTl7UVXft4u5/RdUzAUHoM5aR12QzFR1F5ByKpLEETxVgPp1x7ltH5zrfm2IWQ1Bq0HeOoy0i3vqaYzdRlpKGLTLD7GV1UIoaioygn1YOGwmxUvkHWoJOiKJT8NJ2a7asJe+BdNMHN71zpatpsxFNBQQEDBw4kICCADh060NDQwL59ltXte/TowZAhQ7j22ms5cOAAUVFRxMTEcOTIEaZOncq7777LV19ZdtaYPHkys2ef2ELTZDLRrl07ioqK+PLLL5tdj+nll1/ml19+aXZnn6FDhxIVFcWhQ4eso6jEouJtT5btN0oefPBB7rzzTlJSU+jduzfvv/8+NTU13HTzTQDccfsdRERE8NLLL9l8btaXs7jsssvsBj9KSkrIzs7m2LFjAOzPsCyAGRYWZp3ueTJnvIGfLVmW7S44fS7lqtfrbaa+AtaRh42vGwwGbrjhBrZu2cqcX+ZgMpmsaz4EBgai1Wqb5MtVSZKEhGR3isC9D9zLvdPuIzm5Fym9U/hw5kdU19Rw4003AHD3HfcQHhHOCy9Zhs6+8fob9O7Tm+iYaMrLypkx/T2yj2Rz09SbrOf89ZdfCQ4OpkPHDuzetZt/PfEUEy+bwIhRTXdlVMtNO8Ouwl6ABCyjWzMzM62/H846zLZt2wgMCKRjp448/9zz5Obm8ulnnwJwx5138NFHH/HM089w8y03s3z5cubMmcMvc080zs90/Z9t3lyBrLL/t3b/vfdz1313kdwrmdSUVD746ANLGdxgKYNp90wjPDycF59/0eZzX33zFZdOuLRJUMlgMDBl6hS2bdvG7B9mYzaZreuZBAQENKkDAFQq171e1So1BnNDk9fvvv8uHrjrIXql9CQlNZn/zfyEmpoarp9ieQhy35330y4inOdetIwYm3bvnVwxbhIfzPiQ0WNHMffnX9mavo23Z7xpPWdpSSk5OUfJO2apUw9kWIIloWGhhJ0y4kdCQnbRwBOAWlbb3THwnvvv5v67Hjheril8NPN/NuV67533WUbfvPgser2ebt1tF1/287N0Rk9+/f6H7uOOW6Yx4JIBDBpyCUv/XsaiBX/x24Kmm9Ko5TZrNre407VhHnjwAabdOY3k1GR69+7NzPdnnraNtWnjJnJzc+nRswe5R3N59dVXMZvNPPLoI9Zzjp8wnjf+7w06duxIt4RubNu6jfdnvG+3fnXltsDp8n7/g/dx9533kJySTO/eqXzw/gfU1FQz5SbLiK9pd9xFREQ4/37p3+j1ehK623ZWGzdlaXw9KCiQoCDbkRQajYbQsDC6xnZtmjc7gXFnEHHFtez/72t4d4nHu2s3cv+YjamultCREwDImP4K2qBgIm+yrGN15Mcv8Intjkd4B4zVlRz99XvqC/MIG30pcDzo9MZzVGVmkPDs/6GYzdb1otTevsin2fnvYufbdxJFf7yDNrwruohYKjb+hmKow7vHaACKfn8blU8QAcOnAuCTMoHKzX9Q+tf/8Ol9OYbSo5Sv/QnfPpdZz+nRpS/la39E5ReCNrgzDfmZVGyYi3fP0Y74iq3Kd/jVFH3zOtpOceg6d6Ni+c8o9XV497c8FC766jVU/sEEXD4NAJ/BV1C5ai6lc97DZ+iVGApyKP/rW3yHnth1veSn6VSnLSb0zleR9R6YKizXsqT3Rtbq2v5LtqA2u4MGBQUxdepU1q9fz6FDhzCbzcTHx3PzzTdzxx13IEkS/v7+/Oc//2Hz5s1kZGTQuXNnevfuzYoVK6xrQF155ZU251WpVFx++eV8/vnnzJ49mxkz7C/IFxcXx9SpU/nss8/svi9JEjfffDMvvmhpXPv6+jZJS2h9zTWUJ189mcKiQl5+6WXy8/Pp0aMHv/72q3W4cnZ2dpObf0ZGBmvXruWPP/+we8558+Zx17S7rL83Tqt8+pmnm0zblCTXfcoJzQeezqdcTyc3N5d5f1q2w+3fr7/NewsXLbTuIHlyvlyVJEmoZJXdXa2unHwlRUXFvPbK6xTkF5DUI5Gff51tnQ6Sk5Nj893LSst46P6HKcgvwN/fn57JPVm0ZCHx3U48ccrPy+eZfz1LYUEhYe3CuO6Ga3niX0/YzZvKlTtHzYwqSk9PZ9zYcdbf//nPfwIwZcoUPv7kY/Ly8mw2mYiMjOSXub/w5JNPMnPmTNq3b88HH37A6NEnGj5nuv5P5cod+eaCO1ddeRVFxUW8+vqr5Bfk0yOxB7/M/sW60HB2TnaTgFvG/gzWrV/Hb3N+a3K+3GO5zF9gWeth4JCBNu/N/30+gwcNtnlNkiSXDuipZfsdmkmT/0FxUTH/98obFOQXktijOz/O/Z7QMMvC2DnZR23WZ+vbvw8fff4Br7/8f7z679eJjoli1g9f2ARIFs5fxIN3P2z9fdpUS6fsiace48lnbOsCtaxx6XuWWmU/8NRYrv955Q0K8gtI7JHIT3N/OFG3Zh895/vKxMsn8tZ/32T62//l6SeeoUvXGL749nP6D+zf5Fi1ynU7sI3tGHvrKk6+ejJFRUW88tIrduvCnGzbe1ZdfR0vvfgShw4dwtvbmzFjx/DZZ59ZH0YBvP3O27z04ks8/NDDFBYWEh4ezm2338ZTTz/VJH1XbgvIktzsQ6irJl9FUWExr738Gvn5+ST1SGLOr7+cdL3mtOp3VznpQ6iQQSMxlpdx5PvPaCgtwSuqC91feAvt8QXH6wvzbeovY1UlmR+8QUNpCWpvH7xjYkn6z4d4drTMlmkoLqRko2XWy9ZHbrVJK/HlGfglNV2SQLDwShiCqaacspXfYKouRRsWTei1L6Hytky1M1YU2oxeUvuGEHbdy5Qs/oTKT+9D7ROEb5/L8R1wYhmOwDF3U7byG0oWfoC5phyVdyDeyePxH3x9m3+/1uaVOgJTVRll877AVFmCtn0XQu99wzrVzliab1t+AaGE3fsmJb+8T+Xrt6H2D8F36FX4jj5RNlWrLW2r/BkP26QVdOM/rQEtVyUpLruyr+COFEWhrr7O0dloQqVSodU0fVLvKkxmEw0NTZ/KO5pWo3Xp0Q61DbXUG53vevXR+zptg/Ns1NfXO+X22nqd3qU789Vl1U63mL9Ko8LD28PR2ThvJrOJ0toiR2ejCQ+NJ15a1916ud5YR1V9paOz0YS3zhed2nWfONcb6psd+e9Ieq3epYNPNfU1mOw8hHIkSZLw1rdeHZCenk5qaippaWk8mF3Taum0tNVXuM5O5ZHPzD/zQS4s69UJDkk38v0VZz7IBWTdP9TRWThnrlvLC27JWUcWuXJwBJx3pIYrNzQBNGrne/otS7LT/nufLWf8e1PJKqesm86FWut8I+GcMU/nQpZkVE44nUWr0js6CxdEo3LOBz0aFx7xBM45VdCV181qpFE5X7m6+rUqCIL7ce3eieCW1GrnuoFLkmuvlQGW76B2soaRSuUGHXlZ7XSdTp1a5/Ll6oyBJ2erl86HRudkHREJ1BrXLldJktBrPB2dDRsqWe3ynU5ZktGpnGtkkU6td/m2gDM+7FGr1S5/z3LGKZjOGrwVBOHi5Xx3IOGi52xThNQq128UgfN1nJ0tEHa+dBrn6hxpXXgaSCNJkpwq+CRJklN22M6VrJJRqZ2nXDU6116HqJFe7VyjizzUzhUIO196jXNNwXS2/JwPSZKcbqSuO7QFLOXqPIEelax2i3uWIAjuRdRKgtNxttE5ztQBvhDO1HmWZdlp8nKhNCptswtitzV3GO3UyJnqAGcL2l4Ijd55Op1ONwLrPEmSjIeTjHqSkNA5WSDsfKlVGqeZGqaWnScvF8qZ6lZ3mMLcSOtEI4y0ThQEEwRBaOQePT/B7TjL0GutRusU+WgpzrJAurPkoyVIkoSnzsvR2Tg+5cf1n8g3kmXZKQI+siw73SjMC6HWqJ1iepvWQ+s2wWcAT423U0zD8tb5udU9y1vnHAukO0s+WoIkSU4TmHCntoAsy06x8LxapXGq4KIgCEIjx7eSBMEOSZIc3iCRZdltRjs1kiQJjcaxoww0aveYXnMyjUrj8PUUPLVebleuzjDN1d2CzwA6T8eOjJNVstuMdmokSRLeOj+H5kGr0jtFx7clqWQ1nlrHBvY9td5uFXwGy0huRwdKdRr3GaHbSKPWOrRcJST0GvcY8SgIgvsRgSfBacmy7NCnNo4OfLUWlaxy2EgDdwzmNfLQejhsyp1WpXX5xYTtcXQAWqNxvyApgCRL6LwcF6DQe+ndsly1Ki16tWNGHUqS7Fajck6mV3s4bJqbWtY43RpeLUGSJLRax9WtKlnllm0BSZLw0Dpu5LFe6+GWdasgCO5BBJ4Ep6ZWO2aBRJ3W/Z7ENWrszLf1U7nGdN21XGVJxlvv0+bBJ7WswUPrHOvLtAZZlh0SfFKr1W49XUGtUaPzbPvgk4e3B7LKfZseXloftG28G5uEhJ8+wOEjWFqLJEn46P2Q23gHUZWkwkfv69b3LJ227esAWXJMnd5WZFnlkHuyXqN363uWIAiuzz1bKYLbsAZJ2jD4pNPq3GrtEXsan3a2VUdFkiS3DuY1UsmqNg0+qWUNXjr3m2J3KpVK1aYdFbXKvYNOjTQ6TZsGn/TeelQa9xvlcDJJkvDR+bVZ8Kkx6OQuC183R5Zk/Dz8UbVR8EklqfD18HfbYF4jlaxq051ZG4Nd7n7PUqvUbRp80mn0TrWrniAIgj3ufUcV3EJj8Km1O4KNwRF3Dzo1agw+tfbaFbJ8cTQ0GzUGn1q7w6JV6y6KoFOjtgo+adQat51iZ49Gp0Hv1bpTiSRZwsPHwykWNW8LjcEnvbp1O54qSY2/RyBqN5xma48syfh6+KORW/f7alTaiyLo1EilUlnu0a38wEQlqy6qtoBapcZT59Xq5arXejjNYvGCIAinIymKojg6E4JwtkxmEwaDgZa+bNUqtdPspOcIJpOJBkNDi59Xq9G65ToOZ0NRFOqNddQZ6lr0vJIk4an1css1nc6GoigYDAZMZlOLntcRoyudidlspr66HpOxZctVo9Og9XDfKbZnYjA1UFlfjlkxt+h5PTVeeGgunsDzySx1az3VDZUtel4JCS+dN1rVxRMcOZmiKDQYGlq8bgXLQuIXdVvAUI/B1LJtLJWsRq/VOyxAmp6eTmpqKmlpaaSkpDgkD4IguJaL4/Gj4DZUsgpZK2M0GjGajBd8PlmS0Wg0F21ns5FKpUIv61usXFUqlVvuXncuJElCr/FAo9JS21CD0Xzh5apT69BrLu7FQxtH6plMJgzGlglCa9QaVCrVRV2usiyj99ZjNBhpqG1AMV9YucpqGZ2HDpX64uxsNtKotAR4BFNjqKLWUAtcWLlqZC1eWu+LZpSTPZa6VY9GpaGmoZoGU/0Fn1Or0uGl9b6o2wKNo75NJhMNxoYWqVtVssqt13Y8G5IkodfqUZvU1BvqMSsXFtizrJGlQy1fvA9LBUFwTSLwJLgcSZLQaDSo1WpMZhNGo/GcG0gqlQq1yjELlzsrm3I1mTCazq1cJUlCrVJf9B34UzVOvTOZTTQY66k3nlsnSZZkdBo9WtXF3Xg/lUpl2Z1RURQMRgNm87mNKJEl2bp5gShXC0mS0Gg1qDVqzCYzDXUNmAzn1knS6DRodBq3XkD8XEmShJfWB0+NN/XGOmoNNZiUsw9ES0jo1B54aDxQuflaTudCJVsW/zYrZuoNddQaa1HOYWSZLMno1R7oNI4bNeKMGh9EmRUzRqPxnEdANbYF1CoRGDlZY5mYzCYMxgYMJsO5fV5Wo1VrkWXRxhIEwTWJFozgsk5u3CiKgtlstvwo5iYBE1mWkSXZ2skUN+3mSZJk2dFLfVK5KpayRQEFxbJmgdS0XIXmqY7vdKPXeGBSTJjMjT9GLJerAkjIkoRKVqOSVdYnmqJs7WssG51WZ7lWFTOK+cQ1e+qx4no9O5IkoVKr8PD2sJSryYzZZMZkNKGYFUv9KlkCIrJKtvyoRbmeSeMoSJ36eKfebMBoNmI0GTBjxlIRWK5ptaw+/qNBJUY2nJYsyda61ayYjpepEaPZiKKYj9esIEmypUxVlrKVJdGBb44kSagkFSqtqkk7wKzYtgWsdevx+lXcs05PJatQaT3QKfrjZWrCZDZbR0IpCkgSx+9VKstIf0nUrYIguD4ReBLcgiRJqFSqi3YNgdZiLVdEubYUSZJQS2q334WqrTV2lMSWGS2rMQilUqvQ6C7e6V0tydqpl1W0/Wb27stSrmpUshqdqF5bjGgHtI6T6wFRswqCcDEQTXRBEARBEARBEARBEAShVYjAkyAIgiAIgiAIgiAIgtAqROBJEARBEARBEARBEARBaBUi8CQIgiAIgiAIgiAIgiC0ChF4EgRBEARBEARBEARBEFqFCDwJgiAIgiAIgiAIgiAIrUIEngRBEARBEARBEARBEIRWIQJPgiAIgiAIgiAIgiAIQqs458DTsWPH2LFjR7Pv19bWkp6eTlVVVbPH7N69m5ycHJGGSEOkIdIQaYg0RBoiDZGGSEOkIdIQabhQGoWFhc2+11JpuEtZiTREGu6axjlTztELL7ygtG/fvtn3d+7cqQDK2rVrmz0mISFBeeSRR0QaIg2RhkhDpCHSEGmINEQaIg2RhkhDpOFCaUybNk0BlLS0tFZLw13KSqQh0nDXNM7VOQeecnNzle3btzf7fk1NjZKWlqZUVlY2e8yuXbuU7OxskYZIQ6Qh0hBpiDREGiINkYZIQ6Qh0hBpuFAaCxcuPG3gyVW+h0hDpCHSOP80zpWkKIrScuOnBEEQBEEQBEEQBHeVnp5OamoqaWlppKSkODo7giC4ALG4uCAIgiAIgiAIgiAIgtAqROBJEARBEARBEARBEARBaBUi8CQIgiAIgiAIgiAIgiC0ChF4EgRBEARBEARBEARBEFqFCDwJgiAIgiAIgiAIgiAIrUIEngRBEARBEARBEARBEIRWoXZ0BgShpSlmBUO9EaPBhKySUGvVqDUqR2fLLSiKgmJWkGQJSZIcnR23Icq15RnqjRgbjKCASqtCo1OLsr1AiqJQb6ynwWQACXQqLTq1ztHZcguiDmgdolxbhyjX1qGYFRQUZFmMCxAEwf2IwJPg8mrKazm4JZv8zCKO7S+gIKsEk8Fkc4xPsBcRsaGExYTQIb4dEXGhorF0BnXVDRTnlFFeUEVpfiUVhdU25arSyPgGe+Ef5oNfqA9BHfzw8Bad0DMpzS0nZ28e+QeLyTtQQPHR8hPlKoHeU0tYTAjtYoIJjQqiU2IEOk+tYzPt5MwmM4e3HyU3o4C8/QUc219ATXmdzTFavYawLsGEdwmlXdcQolM6ofXQOCjHrqHOUMemnC3sK8oko/AA+4sPUmOotTnGT+9LfEhXYoNjiA/pSnJEEipZBPpPp762gezdeRQcKibvYBEFWcXUVdeDYnlfpZEJDPejXUwIoZFBtI8PIzDcz7GZdgFVpTXk7Mkj/1Ax+QeLKDxSgqHeaH1fo1cT0imQdtHBhEYG0TGhHV7+ng7MsWsozikjZ08eeZmFHMsooORoGSaj2fKmBHovHe26hBDeJYSwmGA6J0Wg9RD3rNNRFIVj+ws5tr+A/INF5O4voLygEsVsqQQkWcLL35OIriHW9kDHhHBklQhICYLguiRFURRHZ0IQzpWiKORmFLB1wW72rs3EbFKQVTJmk7nZz0iyJdCkmBUCIvxInZhIwpAuolN/EkVRKMmtIGtbLscyi0CxlFtjY8ge6/sShEUFEdUznKAO/iKwdxKT0Uzm5sNsWbSbo3vyAZBVEmZT8+Xa+L5Ko6L70K70HB1PSOfAtsqyS6guq2H733tJn7+L6tIay9+4onC6u1pjPaHRqUkaFU/yuASCOga0XaZdwJGyo8zbu4iFGUupM9ajklSYFFOzx0tYRj2YFTMBHv5c3m0c42JHEOgpyvVkRTmlbF+8j92rD2BsMCHLEmZFsQacTnVyHRERG0qv0d2ISe2ESi06n40URSFnTx5b/97LwfQjKMrZ162SLBGT2omeo+LpEB8m7lknMRlMZGzIIn3+TnL3FQBnKFcJy/VsUlDr1CQNj6XX2G4EdxL3rJPVVdeze8V+0hfupiyvAiSQpObbWJIkgWRpt3r6edBrbDd6jIzHO8DxAdP09HRSU1NJS0sjJSXF0dkRBMEFiMCT4HKKjpSw4P0V5GUWnTEo0iwJUECtVTHo+t6kTky86J8klR6rYNuS/VSV1CBZ+u/nrPFzXv4e9BjZlaD2F/dTekVRyFh3iGVfrqemou68r9fGz3VIaMfoaYMIaOfbCrl1HYZ6A6u+3UzanztAsZTz+Wgs15g+nRlzz2B8Ar1aOKeupbimlPfWfsK6I5uQJRmz0nwg/3RkSQIkrkgYz9TU69Ff5NPxygsqWfz5WrJ3551/HSBJKIqCh4+OoTf2JW5A1EUfKDm6L5/Fn6+l9FjFBdetgRF+jLp9IBFdQ1shp65DURR2rzjAsi/XUVtZf8Hl2rlne8bePRi/UJ9WyK3rMBlNrP9lKxt/247JeDyIf15tLEsgKmlEHEOn9HXog1MReBIE4VyJwJPgMswmMxt/286aHzajKJxfwKkZ4V1DmPDAMALb+7fYOV2FyWhm3/rDHEzPOe+AUxPHA3uRPSOIHxh5Ua6xVV1Wy+LP1pK56XCLnVOSJWRZYvANfUgel2AdxXcxydmTx7zpS6koqDrvgNOpJFlCo1Mzatogug/retF16BVFYdnB1by39hPqjPXnHXA6lYREiHcwTw55gKR23VrknK5EMStsW7KXVT9sxmxSWuaedbxujU7uyMhbB+Dl73Hh53Qxhnoja39OZ8uiPef/8OkUjedJGZ/AwKuSUWsvvpUoqkqqWfjhKg6lZ7fYOSVZQqWWGXZLf3qN6XZR3rMKsoqZ995yinNKzyvYZI8kS3j66Rl/71Aie3ZomZOeo5MDTz8YyxySh0Zv9B3h0PRbS6cZKxydhRZz5MGhjs6CVf85qx2dhbO2/qpBjs5CixKBJ8El1JTXMufVheRlFrXK+SVZQpIlxt8/lITBXVolDWdUXV7Lxt92Ul1Wd+aDz4cEHt46+l2RiHeg44eGt5XsXcf4/e0lNNQZWjRAerL23cK44vFR6L0ujtEkiqKw7qd0Vn+/ucU6m/bE9o/i0kdHXDQdzwaTgTdXvMfKrHWtcv7GkVNTel3NlOSrL5qgXn1NA3/8dyk5x6fWtrTGYOmlDw6nU/fwVknDGZUeK2fuW4upLKpqmYckp5LAL8SHSU+Mwj/s4hlZemhrDr+/tRhDvbHV6tZOSRH848nRF9XyBmnzd7L8qw1Ayz4shROjIFPGd2f4Lf3bPKgnAk+tTwSeWocIPDnOxT23SHAJVaU1fPv07+QfKm61NBSzgtloZt70ZWxdtLvV0nEmlSU1rPlpW5NFmFuUAnVV9ayZvY3ywqrWS8eJHEzPZs5ri2iobWi1BjxA7r4CfnxhHjUVtWc+2MUpisKyL9ax+vvNlt9bsVz3bzjE7JfmY6g3tFoazqLOWM9zf73Gqqz1rZZG4+ipb7bO5qMNX7TYKDVnVltZx+xXF3D0+No4rUExKzTUGfj1rb/JTD/Sauk4k6LsUn58aT6VxdWtE3QCUKCiqIofX5pvGaFyEchYf4g5ry5s1QclYHkg88Pzf1Jb2YptDiey5qc0ln253rJTXSuUa2Ndmr5gF/PeX37aNU4FQRCcgQg8CU6ttrKOH5//02a3j9b298dr2Lk8o03ScpSa8jrWzdmOoc7Qeg344xQFjA1G1v+yg6rSmtZNzMGO7Mzl97cXYzaZW79czQolueX8/MpC6msaWjcxB1v17SY2/76jTdJSFMjZncfc1/9qsjumOzGYDLy85C225+1Caan5H2fw6+4FfL752zZJy1Hqaxv45Y2/KT5a3vr3LAXMJoV57y3nyM7c1k3LwUrzKvj5tYXU17ZucAQsdWtddQM/v76I8oLKVk3L0Q5tyeb3t5dYghhtcM8qPFzC7JcX0FDr3oH9Db9uY93PW9osvb2rM/nrf6svisC+IAiuSwSeBKelKAp/Tl9KaV5FmwWdGi18fyX5B1tnWp+jmYxmNv6+s02CTo0ag08bftvptp35yqIqfntzcZteq4pZoTinjAUzV7htg3Pv6kzWt2EDHizlenhbDiu+3tCm6balL9O+J+3oNsuuam3opx2/sSzTdYa5nwtFUfjr4zUUZZe2aT1gNiv8Pn0pFUXuOarU2GDk17cWt0nQqVFj8GnuW4sxNrjnPassr4Jf3/i7TYJOjRSzQsGhYhZ+sLJtEnSAzPQjrPpuU5unu3N5BmnzdrZ5uoIgCGdLBJ4Ep7VzaQZZW4+2edAJAAn+/O8ytwySHNh0hKrS2jYLOjVSFKitrGfvuqy2TbgNKIrCov+txmgwtX25mhUOpmWzd83Btk24DVSX1bLow5WWBZXbmKLA5t93kLMnr+0Tb2W7C/YxZ+efbTbS6WQSEjPWfkJJjftNY8rYkEVm2pG2v2cplgcKf32yxi0D0GvnbKG8sO1GPTdSzApl+RWs/3Vrm6bbFhSzwvz3lmMymtss6HRy2vvWHiRj/aG2TbgN1FXVs/CDlThqKbuV322iJLfMMYkLgiCcgQg8CU6poqiKJZ+tdVj6ilmh5GhZmw6VbgtlBZXs39xyO9acMwUObc2l+Gi54/LQCnYu28+RHbmOCZICSLDks7VUl7nXVMa/P1plmZLhqGKVJeZNX+pW6z3VG+t5Y8V7DlvkW0GhzljHf9d87FZBkuryWpZ+uc4hQVKw3LNy9uSxY5l7TRPP3V9A+oLdDqsDUGDzvJ3kZRY6KAOtY8vC3Rzdm+/Qe9aiD1dRU+Fe6z0t/XIddVX1bf4AqpFiVpj//grMZrHekyAIzkcEngSntOLrjRgdPdpIgfVztrrVGg87lh5wdBZAgu1L97tNp7Oh1sDyr1pvceazoli2GF/13WbH5qMFHd6WQ8b6Q47rGGFpxFcUVLbZ+lJt4ddd88mrLLAu+u0IZsXM+uzNpB3d5rA8tLS1P6fTUGd0XIDkuJXfbXabNd8URWHJ5+vafLeuU0mSxOIv1rnNPauuqt7x04gVy86PjRtGuIOj+/LZvfKAw+9ZeQcK2bV8v8PyIAiC0BwReBKcTnVZDfvWHnTozdtKgm1/73V0LlpEWX4l5QVVDu8YoUB1aa3bjHras+oAhjqjo7OBYlbYu+YgtW7yBDlt3k6HdzjBMuUufd5Ot9gxyGQ28dueBQ6ZYncqWZL5bfcCR2ejRdRV17NnjXPcs4wNRvasyXR0NlpEbkYBxUfLHF6uilmh6EgpeW6y7uPOZRmOf7CHpVx3Lcugvto9AqXpC3Y5xT0LCdLm73SbQKkgCO5DBJ4Ep7NjyT7HB0eOU8wK2/7a4xSNtAuVtT3XYesOnEqSIGv7MUdn44IpisKWhbsdnQ0rxWxm5wrXf9JZUVjFgU2HHd7hbFRdVsuBTYcdnY0LtjEnnWInWVvJrJjZmJNOXmWBo7NywXavOuBUgcmtf+1xi07ntiV7naMjj2Xa7fbFrv8QSjErpM/f5TRtLKPBxC43uGdVl9U4fISulYIlUHrAvaaHCoLg+lw28DRs2DAkSWLq1KmOzopLmTp1KpIkERkZ6eis2KWYFbYs2O1Ujea6qnr2u/gimIZ6I0f3FTps3YFTKQrkZRZR5+JPOnP35VOS6zwjtxQFti50rr+f87Ht7z0OW4PIHkmWSJ/v+rsF/b57IbLkPLd9WZJZsG+xo7NxQRRFYevfe52mIw+W0a1H9+U7OhsXpKaijv0bnSf4rJgV9q3PorbStUeUHt6R63TLB6TP3+XoLFywncsynKoOkGSJrYv2ODobgiAINtRtldCwYcNYsWIFnTt3Jisry/r61KlTmTVrFsA5dZYSEhKoq6sjJibmnPPS2KH54osvnDpw1Vg2Q4cOZfny5Y7OTpsozSunqtT+AsnJ4xLoc0UPvPw9KMgqYclna0/7REfnqWXwDb3p2j8KvbeOisIqln6xjkPplsW1+03qSdf+UQS198PQYCJ3Xz4rvt5I6SmBBFklcXhHLt0Gd2m5L9rGSnIrmm3Az1v1C78s/YHSihKi2sdw11UPEds5we6xa7etYPbf33Cs6ChGk5GIkA78Y/i1jOgz1nrMu9++xtKNC20+lxLflxfvecv2ZAqUHC0nIjbkwr6cAx3ekYskS3bLtueYbvS+LBEvPw8Kj5Sy7It15GXan6qRMLQL4+4ZYvOascHIjJu/sv4+YHIycQOi8AnywmQ0k3+omDU/pjX5G6gsrqa8oBL/MN8W+IaOkbUlp0mZdkgIp++knrSLCcY70ItfXl/EgQ1Zpz1Px8RwRtw6gKBOgVQWVbFudjo7l9ouvpw8vjt9J/U8Xq8Us/iTNeTtty1TxayQsysPk9GESq1qke/Y1kxmEzvydttd2+mybmOZnHg5gR7+HCw9zAfrPmdfUfPrwU1KmMDEbmMJ9Qqmoq6CVVnr+TztOwwmyyLss66eSTuf0Caf+33PQmau+8z6u1kxk3Z0G7f2vqEFvqFjVBZXU1FYZfe9HiPj6D0hEU8/D4qyS1j29UbyTzNdq2ufzgy4KhnfYG/K8itY/WMaWduP2hzT/8peJA3ris5TS+7+ApZ+uZ6yfNtAgiRLHNl5jA7x7S78CzrI0X3NL3x9LuUa07sTfS9Lwj/UF1ktUZZXSdqCXexda38X0BFT+9NjRBwrvt3IllM67maTmdz9BcSkdLqwL+dAh7cfRVZJmE1Ny/Zc2ljXvjiRTokRTV7PTDvCL68tAuCJOXfa/ezyrzaw6bft1t9Lj1nafd4BnufzlZzCoW1Hm+3D9BrbjT6XWcq18HAJSz5fd9rF6mP7R3HJtan4hXhTmlfBym83cmhLjs0xl1yTQtLIeHReWnL35vP3p2soy6uwvq+YFQ5tc+BGMk5g5syZvPnmm+Tl5dGzZ0/ee+89+vbte8bP/fDDD1x//fVcccUV/Prrr9bXFUXhhRde4JNPPqGsrIxLLrmEDz/8kK5du7bit2h5lavmUrn0B0wVJWjbd8H/qgfRde7W7PHmmkrK531GzfaVmKsrUQeG4T/pfjy69weg4u9vqdm2EmPBESSNDl1Ud/wuuwtNmOvWk/bkLfiFY79/j6GsBM/OMUTe/jDeXe33lQqXzefgzNdtXpM0Wvp+v8T6e86Pn1O8ZgkNxQVIajVe0XF0vP5OvGO7t+r3cLQ2Czy1tA8++MDRWTgvDQ0NaLVaR2fDaeU30zGPGxjNsKn9+ft/qzm2v4DUSxO5+rnxfPbAT3Z3RZHVMle/MIGa8lp+f3MxlSXV+IZ426wl0LF7OFsW7iLvQBGyLDH4xj5c/fx4vnjoZwz1J9bsMZsUjmW49nSQ8oJKJIkmI55WpS/h07kzue+ax4iNTOD35bN5/sPH+eiZb/H3CWhyHh9PX64ZfRMdwjqhVmvYtHMt//3uP/h7B5DS7cQNPaVbPx6+4V/W3zXqpte8JEuUFVS5dOAp/2CR3cZm7IAoht7UlyWfruXYgUJSJnTnyqfG8sWjc5pdg6m+poEvHplz0iu25y09Vs7SL9ZTXlCJWqsiZUJ3rnp6LJ8/9HOTp/AFh4pdNvBkNpkpyCpu8rpGr6bgUDE7Fu9l0lNj7XzSll+oD1c9O55ti3bzx7tL6dyjPePuG0pVSQ1ZWy2N+PhLYhh+2wD++nAVxzLy6X15D655YSKf3vcDNeW2ZWo2mSk6UkpYdHDLfNE2dqQsB4O56VpkQ6MGMq3vLby39mP2Fh5gUveJvDr2GW6f8xDldRVNjh8ePYjbet/IO6s/ZHfBPtr7hvP4kPtQgI83Wh4iPfjHUzYjqyIDOvKfcc+z6tC6Juc7VHoEk9mESnbNgJ69axUgtl8kQ27ow9Iv15OXWUjy2AQmPTGKWU/+anfUTHiXEMbfO4Q1s9M5uDWH+AFRXPbwcL577k+Kj5YB0HtiIsmju7Hok9VUFFYx4KpeTHpiNF899Ssmw4mAoqIo5B9y7fWICrKK7QZIzrVc66vq2fj7DkqOlWM2monq1YExd15CbWUdh3fk2hwbk9qJ8JgQqkrsP/ySZImCrBKXDjzlHSi0G3Q61zbWb28uRqU+8Teu99Ez9e0r2bfuREDvg9u/sflMVHJHxt07hAw7I8jzMwvx7t35Qr6awyiK0mzgM25ANMNu7s/iT1ZzbH8hKRMTmfzMOD5/eLbdco2IDeXSh4az6rtNZKZn021QDP94YjRf//NXirIt06T7XtGD5PHdWTBzBeUFVQy6NpXJz4zji0fnYDppWYia8jqqy2rw8nfdgN75+vHHH3n00Uf56KOP6NevH9OnT2fs2LHs27eP0NCmD0UaZWVl8fjjjzN48OAm773xxhvMmDGDWbNmERUVxXPPPcfYsWPZvXs3er2+Nb9Oi6lJX0rZ3A8IuOZRdJHdqFz+M4UfPkH4M1+jstPmV4wGCj54HJVPAMG3vojKLxhjaT6yh7f1mPoDW/EZ/A+0neJRzCbK//yUwg+foN1TXyLrPNry67Wa4jVLODLrfaKmPYZX1wTy5s1m7yuP0XPGd2j8mpYbgMrTix7//db6+6mj+PURHYm84xF0YRGYG+rJ+/NHyznf+77Zc7oD5xlzf1zjVLBhw4Yxc+ZMIiMj8fHx4dJLLyUvL8963KlT7bKyspAkCUmS+PLLL7n00kvx9PQkKiqKzz6zPGFdvny5zT/8rbfe2mTa2YIFCxg6dCg+Pj54eHgwePBgli1bZpPH7du3M2DAAPR6PT179mTVqlXWtP/973/bpCVJErNnz6Zv375otVq+++47cnJymDBhAh07dsTDwwMPDw8SExOZPn26tRMbGRlpHQm2YsUK67kaRz7l5uZy2223ERERgVarJTo6mpdffhmj8UTHor6+nrvuugtfX19CQ0N58cUXnX4KTt7BImRV08uy92VJbF+8l53LMijOKeOv/63GUG8kcWSc3fMkjYjDw1vHr//3F0f35VNRWEXO7jwKD5dYj/n5lYXsWraf4uxSCg+XsOD9FfiF+BAW07RjWXy0DGOD4xeQPl9lBVV2p9n9uvwnxg68lFH9J9CpXST3XvMYOq2ev9fPs3uepK7JDOg5hI7tIgkPbs/lw64mMiKa3Qe32xynUWsI8A2y/nh7+jQ5l2JWKM93riH/5yrvQKHd4fWpExPZuXQfu1bsp+RoGYs/XYOxwUjisNhmz6UoCjXltSf92DZK9645yJGdlmkSxTllrPh6IzpPLcGdbW9Qsko67agKZ1dytMym8dzoUHo2q7/bxP4zjHJq1GtcAuX5lSz7Yj0lOWVsmb+LfWsP0vvyHtZjel+RxPa/9rBz6T6Kc8pY9OFKDPVGkkbG2z1nc4FxV7C/2P4IjysTL2XhviX8tX85R8pymLHmY+qNDYyNHWH3+ITQOHYV7GPZwdXkVxWSnrud5QfXEBdyYkRoeV0FpbVl1p9+HVPJrchje17T9dCMZiOHy3KavO4qGgMkp0oZl8DO5fvZveoAJbnlLPlyHcZ6E92H2h85mzy2G1k7jpI2fxelueWsm7OVgqwSeo6Otzlmw+/bOZieTVF2KYv+txovf8+mgRDFci919vv96eQdLLIbIDnXcs3Zm09m2hFKc8spL6hk6197KMouJSLWtvPpFeDJsJv6suCjVc2u13W6AIMrUBSl2ZE259rGqquqp7qs1voT2aM9hnojGWtPBJVOfr+6rJYufTtb7mF2Rui58sLt5fmVGOoMdt/rfWkiO5bsZefy/RQfLePvT1ZjaDCSONx+WyBlQiKHtuaw6Y8dlBwtY82PaeQfLKbXuASbY9b/spXMzUcoOlLC/PeX4x3gSZc+TQN3+QftB8bd3TvvvMOdd97JrbfeSkJCAh999BGenp58/vnnzX7GZDJx44038uKLLxIdHW3znqIoTJ8+nWeffZYrrriCHj168NVXX5Gbm2szKsrZVS6fjffAiXj3H4+mXSQB1zyKrNVTvX6+3eOr18/HXFNJ8B2voItOQh0Ujr5LL7TtT9S3Ife8iVe/8WjCo9C270Lgjf/CVJpPQ3aG3XO6omN//EjoqMsIGTERz45RRE17HFmnp3Cp/b6ShYQ2IMj6o/EPtHk3ePBo/Hr0Rh8WgWfHKDrd8gCmmmpqDrvH5iDNcbrAU6O1a9fy+OOPo9VqqaqqYt68eTz22GNn9dlp06axa9cuNBoNWVlZTJs2jb179+Lr60u/fv2sx0VHR9OvXz+Sk5MBS4R84sSJrFy5kqCgIMLDw1m9ejWjR4+2Bp9qa2uZMGEC69evx2w2YzAYuPTSS0+bnylTppCTk0NUVBSSJFFUVMSCBZbdfLp164avry+7du3ikUcesY7kSk5OJjjYEgDx8fGhX79+9OvXD19fX4qLi+nfvz9ffPEFVVVVdOvWjezsbJ5//nmmTZtmTffpp5/m448/prKyEh8fH6ZPn86cOXOaZtCJFBwqbtLok9Uy7WKCOXzylAPFMmT81MZjoy59OpG7L59Rd17CvZ/dyNR3r6Lflb1Ou1CpztMyKqeusr7Je4pZceld2CoKmk4FMRgNHMjOoGdsb+trsizTKzaVfVlnXnNBURS27UvjaEE23WN62ry388BWpjxzOXe/eiMf/PQ2FdX2y668mSkqrqC2oo5aO9eKrJIJiwqyfZquWKblhZ9mdJdWr+GO967hzpnXcPnjIwnq4N/ssbJKJmlkHHXV9TbBVLCM0CvIKmnmk86vpfIeERdmW2cAh7bk0D7OUmdY6pUQ26lMChzelkNEXFiT88kqudnRLa7gUMlh1KeMKlLLaroGRZOeeyJwrKCwJXc7CSH2O0a7C/bRNSiauGBLw7OdTyh9OiSzKTvd7vFqWc2ImMEsyljabN4OlmSd47dxHoVHSpsESGSVTGhkENm7bOuAI7tzCe9ivw5o1yWE7F22Gy4c3nHUerxviDde/p4252yoNZB3sNDuOeurG5oEr13JqfUanF+5nqpjQjsCwn05uvekNbAkGHfXINLm76Lk+Ogyu5TmR7i5gqqSahpqmwZIzqeNdaqkkXHsXZNpM1r8ZJ5+HkSndLJsHnMqRaHwkOuWa+ER+/csWSUTFh3cpC1wZMdRImKb3mPAMuLp8A7b+1bWthwiulr+HfxCffAO8LT5t2qoNXDsQGGTfytJlig87Lrler4aGhpIS0tj1KhR1tdkWWbUqFGsW9d01G2jl156idDQUG6//fYm7x06dIi8vDybc/r5+dGvX7/TntOZKEYDDdn70MWmWl+TZBldbCr1WfY3yanduRZdZAKls6dz9JlJHHt9KhV/fYNibn7DJXOtpV0v23ng7IrMBgPVBzPw7WFbbn5Jvanc13xfyVRXy5a7J7PlrqvY95+nqMlufq1gs8FA4d+/o/L0xjPSdZd1ORtOG3gymUysX7+ejIwMJk2aBMCSJUvO8CmLK664goMHD7Jq1SoAzGYzy5cvJyUlhfXr11uPe+6551i/fj1z584F4F//+heKonDbbbdx6NAhMjMzmTRpEiaTieeffx6A7777jqNHLRX+3Llz2b17N++8885p8zN58mRycnLYt28fU6ZMISoqikOHDpGdnU16ejrHjh1jyBDL+i4//PCD9dwTJ04EsOZ7/fr1pKSk8P7775OdnU1YWBiZmZls27aNn3/+GYAvv/ySAwcOUF1dzcyZMwG47rrryMzMJCMjA51Od1Zl6Cj2ttX18NEjq2RqymptXq8pr212CLFfmC+xA6KQZJk5ry5i3ewt9Lk8iQFXJdtPWIIRtw4gZ0+edTjzqRpqXHchbHu78lVUl2M2mwg4ZXitv08gpZXNd/6ra6u4+omxTHp0BC9+/E/uuuohkuP7WN9P7daPR258mlfue5dbLrubnQe28u+PnsBk50ZlMjrPTlDnqr7W/vXg4auzXK/lZ3+9luaWs+ij1fz21mIWvL8SSZK47qVL8Q60PT4qpSP3f3kTD319C6kTujPn1UV2A6X1LnytNjRTrufKy9+D6jLbKTM15TXovHSotSo8m6lXqstr8QpoOjxcUZQWy5sj1Bhqm4x69NX5oJJVlNXaBoZLa8sJ8PS3e55lB1fz1ZYfeXviy8yb+j2zrp7J9mO7+WH7XLvHD+zcB2+tF3/tX95s3moNrhsgqatu+vfn4XO8DjhlKk1NeR1efvanHnj5eTQJFNVU1OF5/PjGz1Wfekx5HV7+9s/pytervREk51OuAFoPDfd+fAMPfH4TVzw6imVfb+TISUG+PhMTMZsUtv515sWYG5oJrLgCe+0rOL821snadQkhpHMg2xfbCSodlzisKw21DWTYGbGqKLj0RiPN3W89fC3lWn3qPaas+b9ZL3+P07YdGj93Nu0LSZKotxNodHdFRUWYTCbCwmyDe2FhYTYzZ062evVqPvvsMz755BO77zd+7lzO6WzM1eVgNqPysR15o/IJwNxMm99YnEvNthVgNhNy93/wG3szlct+omLR13aPV8xmyn55H21UItqIaLvHuBpjZTmYTWj8bMtN4x+Aocx+YFcf0Ynoe/9F7D9fJ+bBZ0Exs/uZe6gvtl22pXTzGjZNGcOmG0ZybN5PxD//Dhpf/9b6Kk6hzdZ4OtcdipKSkujZ0zKKIiEhgblz55Kff3a7tNx4441IkkRCwomhqWf6bGFhoXXR888//7zJcMwNGzYAsGuXJbrp6elpDQxdc8013HHHHc2e+4EHHkCWLTE+lUqFWq3mjTfeYN68eeTm5tpMj8vNzW3uNFYbN260fqdT5yorisKGDRtISkqivt7SIL7yyisBCAkJYdiwYfzyyy9nTMNR7E2xOR+SJFFTXsdfH61CMVuGx/sEedHnih6snd30yfzoOy8huFMA3z3zR/N5c+EgibkFdwby0Hny3yc/o66+lm0ZaXz260zaBUWQ1NUS1BuSMtJ6bGREDFERMdz58nXs3L+VnnGpNudSzAqKojjVDmZny9yC18Ox/YUcO2lB69yMfKa+fRU9RsWz9qcT12v2rmN8889f8fDRkzQyjksfHs53z/7RZN2olvo7cgSTwQwSTrVDUCNXrgMMJiNKCxRqj3YJXNfjSt5f9wl7Cw8Q4duOe/rdyg01V/HdtqYjasd2HcGmnC2U1NoP6MuSbHftKVfhzNeEqZkpY67A3jS789VQZ+DbZ/9Aq1fTMSGcodf3oaKgkpy9+YRGBtJrTALfPd/8vd82X65bpq11rfYYGUfh4eLTbvaSODKOPasym703mYwufM9y5jrAhcu1rVRWVnLTTTfxySefWGeaCMcpCirvAAKuewxJVqHtGIepvIiKpT/gN35qk8NLf56OIe8QoQ+91/Z5dSI+cYn4xCVaf/eOS2L7w1Mo+Ot3Ol5/Il7gm5hC0pufY6gsp3DxHxx45wW6v/4/t17jqc0CT15eXgCUlNhGVYuLLdFCb29vm9f9/f2t/1+tPrdsNn725M+dy1oH0dHRhIQ0Hbbd0HDiqca5dJRPjZA//PDDfPrppwB07dqVwMBAMjMzrVH6s+Xj42MTXGvk6em6CwmqtE0XmK2trMNsMuN5yhMiT7+mIxoaVZfWYDaZbXbFKc4pxTvAE1kt2wQNRt4xkOjUTvzw3J9UlVQ3mze1xmkHCJ6RLEuc2jTy9fJDllWUVtp2CMsqSwg45YmI7blkIkI6ABDdoSvZ+YeZvfgba+DpVO2CI/D18iO3KKdJ4EmSJZcMOgGoNPYXQ66tqLdcr35nf72eyjJdrukC4cZ6I2X5lZTlV3LsQCG3vnsVicNjbXYIAlDb+TtyFSqN3CJBp+qypk+APf08qa+ux9hgosZsv17x8vOgutT2aTJYYmHqZv7NXYFGpUHC9m+tor4Sk9mEv4efzesBHn6U1pTZPc8tKdexJHMlC49PncsqPYJereOhS+7i+22/2AS3Qr2CSY7owctL32w2X4piRiO77D4ndq+J2srjdYCv7YKznn56qsubXltgGWnn6XfK8b5668iGxs95+eltRjt4+untTksDXHYHRgBZLWEy2FYE51OuACiWDTbAMjUyMMKPPpclkbM3n/ZxYXj66rn93ckn0lbJDL6+N8ljEvj8MdtgqsrOGpSuotl71nm0sRppdGriL4lh9Y+bmz2mfbd2BLX354+3m5+1oNa4bh1w8iLrJ6utsJTrqaObvPz1TUZBNaouqz1t26Hxc5bXam2OsTcNVO3CdcD5Cg4ORqVSNRlwkJ+fT7t2TXf6zMzMJCsri8suu8z6mtlsaTGr1Wr27dtn/Vx+fj7h4eE25+zVq1crfIuWJ3v5gSxjOmV0k6myFLmZNr/KNwhUKqSTpumrwzpjrihBMRqQ1Brr66U/T6du1zpCH5yB2v/spui6ArWPH8gqDOW25WYoK0XjH3RW55DVarwiu1KfZ7uepUrvgSq8A/rwDvjEdmfr/ddTsORP2l95U4vl39m02R208Q+zsrKSTz/9FKPRSFpamnXtpMbRTW3Bw+P4kPXqE0GGkJAQOne2LMyXkpLC6tWrrdPbvvrqK15++WW0Wi2JiYnWz/71118A/PTTT6dN79SOdeN0vzFjxpCRkcHy5ctp3759k881BpBOzidAnz6WaU1qtZoffvjBms+///6be++9l0mTJhETE2OdVte48F1RUZF1cXJn5eHddCqg2WgmL7OIzkknlZEEnXtEkNvMbnNH9+bh386Xk/tZARF+VJVUNwk6de0byY//nmdtmDZH5+Xc0xRPR61r2qjTqDV06RjL9ow062tms5ltGenERZ79dp6KomAwNj+cu6isgMqaCgJ9m1bQrtyR13ra353SbDKTf6jYdqtpCTolRnAso/knwieTJIngjgFnbPRLsmS3DPUufK22VN5z9+XTuYftdt+RvdpzdJ+lzrDUK4V07nFqvdKe3H12RshKUrP/5q7AW+vJKXEnjGYj+4sPkhyRZH1NQqJXRBK7C+0vDKpT61AU2zC2+fjvp97rxsQOp6yunA3NrP8Elhijl9Z1H5Z4eOualGvjzowdu5/ooCBBx4RwjjUzKiTvQCEdE8JtXuuUGGE9vqKwiuqyGptjtHoN7aJDmj2nzoWvV61H07yfT7naI8mSNSi3Z81Bvnnmd7599g/rT1VJDWnzdzH3zb/t5EvT5DVXobfTvoLza2M1ih0YhUojs3vFgWaP6TEyjrwDhc0GSCVZQu/jwves5srVZCb/YJGdtkB7cjPsz8LIzSiw/Xfg+D1pv+XfobygkqrSGptjtB4awruENPm3UhQFnZfr1gHnS6vVkpqaarM8i9lsZsmSJQwYMKDJ8fHx8ezYsYOtW7dafy6//HKGDx/O1q1b6dixI1FRUbRr187mnBUVFWzYsMHuOZ2RpNag7RhHfcaJ+7FiNlOfkYYusukgBgBtVCLGoqMo5hP3fGNBNrJvkDXopCgKpT9Pp3b7akLuexd1ULjdc7kqWaPBKzqWih0n+kqK2Uz5jjR84s6ur6SYTNQcOYgm4AyBKsWMYnDv6bFtFni6++67CQy0RFTvvPNOtFotvXv3prq6GkmSeOqpp9oqK8THW3aJ+de//kXfvn15+umnAXjttdcA+Pnnn4mIiCA5OZl27doRFxfHt99atkS84YYbrEGiyy67jO7du/PII4+cU/o9elh2Vfrrr7+Ii4ujY8eOZGdnN5vPzZs3k5SURP/+/amtreW+++6jffv2lJaWEhcXR69evYiJiSEoKIhbbrkFsIwwu+eeewDLulRdunQhNja2SRDL2YRGBdvd1W7zHzvoMSqO7sO6EtjenzHTBqHRadi51NI5mvDAMAbfeGKdoa2L9qD31jHytoEEhPsRndKR/lf2YsvCEwvojbrzEhKGdOHP6Usx1Brw8vfAy9/D7mgRWSUT2N6/5b9wG/EP9W7SOQL4x7BrWLTuT5ZsXEB2XhYfzH6buoZaRvWbAMA737zKrD/+Zz1+9t/fsGXvJvKKcsnOy2Lu0h9YtmkRw3qPAaC2vobPf/uAvVm7yC8+xrZ9abzyydOEB7cnpVvfJun7hXo3ec1VeHjrml2nIW3eTpJGxJIwpAuBEX6Mun0gGp2aXSss1+u4e4cw6LoTo7/6X9mLzj0i8Av1ITQyiPH3D8U3xJsdx69vtU7NJdelEt4lBJ9gL0Kjghhz1yC8AzybbE0tqyRCo87uKYwzCmkm7xq9mtCoIOt38w/1ITQqCJ9gyzU0ZEpfJjw03Hr81oW78QvzZegt/Qhs70+v8QnEXxLD5t9PjA7b/NsOeo6Op/vwWAI7+DPm7sFo9Bq7C+CaTWbCXLhcowMj7a6z9svOPxkfO5JRXYbS0a89Dwy8E71ax18ZlodCTwy5n1tTb7Aevz57MxPjxzA0aiBh3qGkRPTglpTr2HAkzRqAAksAa0zX4Sw+sMLmdXtiAiNb5ks6QEjnQLujNtMX7iZxaCzdBsUQEOHHyFv6o9Gp2b3S0kEfM20Ql1ydYj1+y6I9dE5qT8q4BALCfek/qSdhUUFs+3uvzTF9r+hBdHJHgjr4M/auQVSX1ZCZfqRJ+h4++iYjg1xJWGSQ3XvWuZZrn0sT6dQ9HN8QbwIi/EgZl0D8wBj2rLXs8lhXVU/x0TKbH7PJTE15LaV5FTZpS5Lk0nWAl79Hs0GSc21jNeoxIp79Gw9TV9V0rTOwBEViB0Sx3d6i4icJjXTdcj1d3jf/uZMeI+PoPtRSrqPvuASNTs3O5fsBGH/fUAZff2KDl/T5O4ns2YHelyYRGOHHwKtTaBcTzNaT2q7p83fS/8pexKR2IrhjAOPvH0pVaQ0HNh22SVsxKy5drhfi0Ucf5ZNPPmHWrFns2bOHe+65h+rqam699VYAbr75Zmu/U6/Xk5iYaPPj7++Pj48PiYmJaLVaJEni4Ycf5pVXXuH3339nx44d3HzzzURERPCPf/zDgd/03PgMu5qqdX9SvXEhhrzDlM5+F3NDHV79xgNQ/M1rlP3xsfV470FXYK6upOyX9zAUZFO7ax0Vf3+Lz+B/WI8pnT2d6s1/E3jzs8h6D0wVxZgqijE32K8TXFH4ZddSsPhPCpcvoDYni6xP3sZcX0vIcEtfKXPGKxz59iPr8Tmzv6Bs60bq8nOpPriPzBkvU1+UR8hIy2Zkprpasr/9H5UZu6gvzKM6cx8HZ75OQ0kRgQOH282Du2izsa0dOnRg7dq1vPDCCyxfvpyioiK8vb1JTU3lySefZOzYsW2VFWbMmMG9997Lvn372LRpE506WbYivuGGG/Dz8+PNN98kLS2Nffv20b59e8aOHWtdw0mv1zN//nymTZvGli1bkGWZ77//3rqzXeNoqtN55513qK6uZsmSJVRWVvLEE0+we/duZs2aZXPcbbfdxsqVK1m8eDE7d+4ELIuuh4SEsH79ep5//nkWLlzIrl27CAkJYfDgwTZDRV9//XWqqqr44YcfKCsrY9q0aeTm5vL11/YXhXMG7boE211DYd/ag3j66bnkulS8/D0pOFTMz68ssE458An2splOWVlczc8vL2D4rf2Z+s6VlieY83ax8ddt1mOSj29Pe/3Ll9mkNf/95exatt/mteBOAc0Op3YF/qE+5B8sbjKDaXDKSMqryvh2/ueUVpQQ3aELL979FgG+liBxYWm+TaeqrqGWD2e/Q3F5IVqNjg6hnXjspmcZfHxdJ1lSkZWbydKNC6murSLQL5jkuD7cOOF2NGrbJ2+SLOEf5tq7XrTrGsLBzdlNpvJmrDuEp6+egVen4OnvQeHhEn75z1/WxYNPvV513lpG3zkIT38P6qvryT9YzPfP/2ndYUkxKwRG+NH90RHoffTUVdaTd7CQH/89n+KcMpu0zSaFsGjXXacgMNwPtU6N8ZRFfNt1CeH6Vy63/j7i9oEA7Fi6jwUzluMV6IlvyIlAZnlBJXNeWcCI2waSemkSlcVVLJy5gqytJ4Y6712TiYefnkHX98YrwJOCQ0XMfnF+k4VbT86Dq+oaHGP39RWH1uKn9+XmlGsJ8PDnYEkWz/z1KmV1lgXHQ7yCMZ90rX63dQ6KojA19XqCPAMpr6tgffZmvkz73ua8yRFJhHmHnHY3OwCtSkMHv4jTHuPMQiODbKZ0N8rYkIWHj54BV/bC08+DoiMl/PrmYuvC2L5BXpy82vuxA4Us/HAlAyYnM/DqFMryK/hj+jKKT9plbfO8nah1akbeOgCdp5bc/fnMfWuxZV20k0nQLsZ16wDAshvYztymdes5lqtap2H4Lf3xCfTE2GCi5Fg5i/63yu4i12ck4dJ1qyRJtOsSQta2nCbTmc+1jQWWUeQdEtrx04v2t2IHiB8UgyRJ7Fnd/Igoxay49PXqE+SFzlNrd5HxfesO4umr55JrUvD096Qwq5ifX1toLVffYG+bcs3NKGDejGUMui6VQdf3puxYOb+++bfNpjcbf9uORqdmzF2D0HlqObo3nzmvLbS7fpYrX68X4tprr6WwsJDnn3+evLw8evXqxcKFC61Lnxw5csS69u7ZevLJJ6murmbatGmUlZUxaNAgFi5ciF7vOgF+z5QRmKrKKJ//BaaKErQduhBy9xuojrf5TaX5cFKbXx0QSsg9b1I2933y/u82VH4h+Ay9Cp9R11uPqV7zGwCF7z1sk1bgDf+0BrRcXdAlIzFUlJHzw2cYykrwjOxC/DNvofG3lFt9UT6ctGu6qaqSQx+9gaGsBLW3D17RsXR/5UM8O0YBll3xao8eoXDFsxgrylH7+OIV042El9+3HuOuJOVcFj8SADhw4AAxMTHWDvm3337LlClTAFi4cGGbBtHcTVl+BZ/c+6Ojs2FDVkkkjYxnzF2DHJ2V81Z4uJQNv+10dDaaSJ3QjfAurtsw2jB3K2tnb7Hb8XSkO9+/xjoSyBV9+9RvHN3jXDvFqDQqHvnhNrsjMl2BWTHzj69uot7kXLtHdQuJZfplrzo6G+etuqyGTx6c7ehs2JBkiX7/6En/f7TdEgYtLTP9CH9MX+bobDRxxWMjierZwdHZOG+rv9/MhrlbW3Tx9pZw3xc3ufQIvdmvLODw9qOOzoYN70BP7v7ohjMfeJ7S09NJTU0lLS2NH4xlrZbO2Xij7wiHpt9aOs1Y4egstJgjDw51dBas+s9Z7egsnLX1V7lu39Me12xBO9jjjz9OTEwMl19+OYMHD+ammyyLgA0ZMoQxY8Y4OHeuzS/UBz8nGwVjNilE9XLdhiZAQLiv043YkmSJoPZ+Zz7QiUX27OB0QaeAcF+8g7wcnY0LEpPaCWdac16SJSJ7tnfZoBNYdo9Lad8TWXKe7yAh0bdjypkPdGJe/p4ERvjZnRbmKIpZITLJdUeRAbSPa+d09yyVRkVErGsvmhuZ3MGpgk6SBCGRgS4ddAKITu7oVHWAJEvEpHZydDYEQRBsONdd3UUMGzYMnU7H4sWL2bRpE3FxcTz33HMsWLDAZXfochaSJJEyobtT3cC9/D2I6e3aN3C1VkWHhDCn6cxLkkT72BCXXqgVLMPYQ6OCnKZcwTKF1NXroaRR8ThToSpmhZSJiWc+0Mld3m3cGddbakuSJDEu1vWfVPca061FdmJsERIEdwxw+Sk2ei8tcQOjkWTnqAckWSJhUAw6O4ueu5L2cWEEdvB3mjaWokDK+LPfzMRZdR/a1al2PFTMiqVeEgRBcCLOU0u6kIcffpg9e/ZQU1NDXV0de/bs4aWXXrLuQidcmMRhsU5zA5ckieTxCS490qFRZFI4zjKxVlGUJjuOuarkcQlOU64qjYpug7s4OhsXzMvfg/hLopFVztE78g3xJtKFp9c06hWRSDsf5xixoZJkLuncl0DPAEdn5YLFD4i2uymFQyiWQJirB58Beo6Md5oRpYpZocfIOEdn44JJkkTqhO5OEyjV6NVucc/Se+voNriLUwRKJUkivGsIIZ0vzoXFBUFwXq7fmxbcjt5bR/fhsc5xAz++vpM78AnyIqi9n8MHkkgS+IZ44R/mumsQnSx2QFSzOwW1JUmWSBwe69JbqJ8s9dIkp5kS0vuyJKeojy6ULMlc2f1SR2cDAJNi5h8JExydjRah9dCQOMw57lk6Ty1x/d1jcdKwqCDaRQc7vFwlWSKiayghnQIdmo+WkjCki2W0saPbArJEzzHd0OjabJ+jVpU8LsEpAqWKopDqBiN0BUFwPyLwJDilwTf0sXSgHdwwGnJjH7wD3GckW9LwLg6fwqQAPUfFusUTeQCNVs2oOwY6NhMSeHjruOQa114v52QRcWEkjYxzaKdTkiWCOwWQPMH1p4I0mhg/mqjAzg5d60mWZEZ3GUpiO/eZCtJ/Ui88fHSOrl4ZMbW/23TkAUbeNsDRWUCSnCMfLUXroWXUHZc4dNSTJEt4+Xkw8Gr3uWeFRQU7fKq7JEt0ToogbkC0w/IgCILQHBF4EpySp6+eMXcPdljDSJIt2w6721Mj70BP4gdGOjQPXft0wi/EPUY7NYrtH0XXfpGOC5IoMObuwU4x8qoljbhtAJ6+eoc25C99ZCQqtZNMo2oBalnNP4c84LD0JSR8dT7c3e9Wh+WhNei9tIy+4xKHTbttXEw4tl+kYzLQSkI6BTp8d74BVyYT1N7foXloaQlDuxCd2tFh9yzFrDD+gWFuM0K30eAb+uAT7OWwclVrVIy9Z4jbPNgTBMG9iMCT4LTiBkQ5ZnFRCWRZYuKDw9xibadTRfdqj3+YT5s/mZck8AnypGufjm2bcBsZefsAdJ7aNr9eJUmi25AYolPcr1x1XjomPDQcxUG9+YHXpBAa5X7rZEQFduam5GsckraCwqOD78Fb59o7L9oT1bMD3Yd0afu6VZbQ6jWMmNrfLTucvS9NIqRTQNvXrbJEaGSQZU0kNyNJEmPvGYJGr3FIG6vnmHgie7Zv23TbgFavYfx9Qx12zxpx6wB8g93rwZ4gCO7D/XrVglsZd98Q2sW07RoPkiRxxZOjCXSzJ5yNJFmiz2UJ6NtwWogkWdYe6Xt5olsG8wA8fT246umxqDSqtitXWSIiLpTRd1zSNgk6QFRyR0bc3sZTGSXoNjiGgdektm26bei6npMYHj0IqY3nM0/rezP9OrpvuQ6/uT/t49u12T1LkiRUaplJT47Gy8+jTdJsayq1zBWPjcLL36PtylWW8An04opHR7rtPcs7wJPJz45DVsltes/qnNSekbc5eHp6K+qYEM7Yuwa3ebp9Lu9B0gjXXwBfEAT35Z53U8FtaPUaJj83nrCoNgg+SZZG0WWPjiAmtVPrpuVgOk8tA6/qiYePvtUbnI1BpwFX9cDDx72mgp0qLDqYq54ei1qrbvXrtXHnmkn/HINa6z5rutjT+7Ikht7cr83Si+0fxYSHhjt8UePWJEsyTwy5nyFRbbd2zdTU67kq8bI2S88R1FoVlz8ygojY0NavW2UJlUZm0hOjaRcd3LqJOZh3gCdXPzMO7wDP1q9bjwedJj89Fi9/9wzmNWofF8bkZ8dZHpi0+j0LOnYP5x//HI1K4z7Tl+1JGhHHyDZ8YJI6IZEhN/Zps/QEQRDOhwg8CU5P76Xj2hcnEtmr9bYzb5yqcNXTYy+aRRk9fHRcck1P/EJ9WjUdnyAvLrmml9s34Bu1jwvj2n9PtDydb8WeZ5e+nbnqmXGW3YkuAv2u7MWYewZbns63Qgep8d8qeXwClz8+yq3WdWqOSlbxz6EPWneXa43rVZZkVJKK+wfcwfU9r2zx8zsjrV7DpMdH07VvZKulIUkSnr56rn5mPO3jwlotHWfiF+LDtc9PaPXd5UI7B3Lt8xMumilLnRIjuO6lSy3r6bVG8On4KeMHxVjuWfqL456VPDaBiQ8OR91KQT1JlpAkicHX92bYLf3ccpqtIAjuRVIcNRFZEM6RoijsXJbBkk/XYjSYWmbbWglQIKZ3J8bcPditdrA7W4pZ4dDWo+xZmwUKLbI2gSRZ/ieuX2eiUzsgu/HIkeY01BlY9e0mtv29F0miRRYdbgyQjrpjILEDoi7KhmZRdinzpi8lP7Ooxc4pyRKefnomPDicqGT3WyvrbKQd3cZbK2dSVleOWTG32Hm7BEXxxJAHiAy4OMs1Y2MWS75YR0OtoUXuWZIkoSgKScNjGXxd74sm8Hwys8lM2oJdrJuzBUWhZcr1eCf+kquTSR6XgCxffM9l66sbWDZrPTuW7LNeZxdKkiV0nlrG3jOY2P5RLZBL11NWUMnCmSvI2ZPXcieVIDDCnwkPDHPYaMf09HRSU1NJS0sjJcV9dicUBKH1iMCT4HIqi6v4+5M1ZG46giRL59XobPycp5+e4VMH0G1wzEXZiT9ZVWkNO5ZnUpxddt6BksbPBUb4kji8C75B7reA8Lk6sjOXpV+so+Ro+flfr8evzbiBUQy7uR+ebrqWy9kym8xs+m07a39Kw1BntAaQz5UkSSBBj1HxDLulHzov954KeibVDTV8vvlb5u9bjKIoKOdRqBISCgp6tZ4bel7J5KTLUcnuP3rsdGoq6lj53Sb2rT903sH9xrojINyX4Tf3p1P38FbIqWspPlrG0lnrObo3/4LbAh26tWPELf0JjPBrhZy6lkNbc1jy6RpKj1Vc2D1LgoQhXRg+tT8ePvpWyKnrUMwK2xbvZc2PadRW1p1fuR6/z2l0anpflkT/K3s5dGSuCDwJgnCuROBJcFmlx8rZ9tdeti3eQ0ONwTqUubmbuaySMZssT/I7dg8nZUJ3Ynp3RqW++J5snk5VSQ1ZO46RvSsPk9FsHSZvtw960nuyWqZjtzA69wgXAadTKIpC7r58tv61h4z1WShmxdLwVBS75SqrJMxmy3sevnp6jelG4ohYfAJFuZ6soc7A3lWZpP25g8LDJcDxsjPZrwMkWbJ2/L0CPEmZ0J0eo+Px8r/4RjqeTlltOQszlvL7ngUU15QiYRkN0txIKJWkwqSYAIj078g/uk9kePQl6DUXd2fzVFWlNexcsZ9ti/dSW1FnWVdQaqYDetJ7kizRpXcneo6Kp31c2EX/kORUxTmlbF+6j10rD2BsMNn8nZ/q5PfUOjWJQ7rQY0Sc224mcr4URSF71zG2LNjN/o1nvmdJquPXsQJe/h4kj08gaWT8RTmK/HRMRhP7Nx5my8JdHN2bD5z+nnXye0Ed/EmZkEi3QTFOMV1RBJ4EQThXIvAkuDxDvZGc3cfIP1hEXmYRxzIKqKuqx2g0Icsyaq2KoA7+hHcNJSwmmPbx7Qho5+vobDs9o8FEWV4l5YVVlOVXUl5QhbHeiPl4A1StVeEf6oNfqDd+od4EtPNx+0WuW0JtRR3H9heQf6iY/INFFBwusZSryYxKo8LDW0e7LiGERQdbf0Rw9PQURaEwq4TcjHzyDhRyLKOAsrwKjAYTKKDSyHgFeBIRF0a7mBDadbHUA+66W1VLMZlN7C7IYH9RJvuLD7K7IIOSmlKMZgMSEmqVhnCfULqFxNI1OIb4kC5EB0aKwMgZmIxmCrKKKcgqJv+Q5b5VW1mHyWhGliXUWjXBnQIIiwomLCqIdjEhePqKIN6ZNNQZyMssspZr/qFiDLUGTCYzKpWMxkNDu+hgQiODjpdrMBqd4zvwzq66vJZjGQXkZRaRl1lI4Sn3LE9fPeGxoYRFB9MuJph2MSGibj0LZQWV5O0vIO9gEXkHCik5Vo7JYAJFQaVR4xvsTXjXE22B4I4BTlW3isCTIAjnSgSeBEEQBEEQBEEQhLMiAk+CIJwr8UhCEARBEARBEARBEARBaBUi8CQIgiAIgiAIgiAIgiC0ChF4EgRBEARBEARBEARBEFqFCDwJgiAIgiAIgiAIgiAIrUIEngRBEARBEARBEARBEIRWIQJPgiAIgiAIgiAIgiAIQqsQgSdBEARBEARBEARBEAShVYjAkyAIgiAIgiAIgiAIgtAq1OdycE1NDXv37m2tvAiCIAiCIAiCIAhObM+ePTb/FQTh4hQfH4+np+dZHSspiqKc7YnT09NJTU0974wJgiAIgiAIgiAIgiAIri0tLY2UlJSzOvacAk9ixJMgCIIgCIIgCMLFq7a2lqysLCIjI/Hw8HB0dgRBcJBWG/EkCIIgCIIgCIIgCIIgCGdLLC4uCIIgCIIgCIIgCIIgtAoReBIEQRAEQRAEQRAEQRBahQg8CYIgCIIgCIIgCIIgCK1CBJ4EQRAEQRAEQRAEQRCEViECT4IgCIIgCIIgCIIgCEKrEIEnQRAEQRAEQRAEQRAEoVWIwJMgCIIgCIIgCIIgCILQKkTgSRAEQRAEQRAEQRAEQWgVIvAkCIIgCIIgCIIgCIIgtAoReBIEQRAEQRAEQRAEQRBaxf8Db94D1nLmgNMAAAAASUVORK5CYII=", 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" ] @@ -346,7 +346,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -390,16 +390,16 @@ "\n", " KBET Graph connectivity PCR comparison \\\n", "Embedding \n", - "Unintegrated 0.337002 0.773025 0.0 \n", - "scANVI 0.45895 0.984871 0.436682 \n", - "scVI 0.447049 0.981359 0.414185 \n", + "Unintegrated 0.337547 0.773024 0.0 \n", + "scANVI 0.459387 0.984871 0.436682 \n", + "scVI 0.446961 0.981359 0.414185 \n", "Metric Type Batch correction Batch correction Batch correction \n", "\n", " Batch correction Bio conservation Total \n", "Embedding \n", - "Unintegrated 0.395511 0.624874 0.533129 \n", - "scANVI 0.522102 0.68253 0.618359 \n", - "scVI 0.516563 0.694539 0.623349 \n", + "Unintegrated 0.395619 0.624874 0.533172 \n", + "scANVI 0.52219 0.68253 0.618394 \n", + "scVI 0.516545 0.694539 0.623342 \n", "Metric Type Aggregate score Aggregate score Aggregate score \n", "\n" ], @@ -420,16 +420,16 @@ "\n", " KBET Graph connectivity PCR comparison \\\n", "Embedding \n", - "Unintegrated \u001b[1;36m0.337002\u001b[0m \u001b[1;36m0.773025\u001b[0m \u001b[1;36m0.0\u001b[0m \n", - "scANVI \u001b[1;36m0.45895\u001b[0m \u001b[1;36m0.984871\u001b[0m \u001b[1;36m0.436682\u001b[0m \n", - "scVI \u001b[1;36m0.447049\u001b[0m \u001b[1;36m0.981359\u001b[0m \u001b[1;36m0.414185\u001b[0m \n", + "Unintegrated \u001b[1;36m0.337547\u001b[0m \u001b[1;36m0.773024\u001b[0m \u001b[1;36m0.0\u001b[0m \n", + "scANVI \u001b[1;36m0.459387\u001b[0m \u001b[1;36m0.984871\u001b[0m \u001b[1;36m0.436682\u001b[0m \n", + "scVI \u001b[1;36m0.446961\u001b[0m \u001b[1;36m0.981359\u001b[0m \u001b[1;36m0.414185\u001b[0m \n", "Metric Type Batch correction Batch correction Batch correction \n", "\n", " Batch correction Bio conservation Total \n", "Embedding \n", - "Unintegrated \u001b[1;36m0.395511\u001b[0m \u001b[1;36m0.624874\u001b[0m \u001b[1;36m0.533129\u001b[0m \n", - "scANVI \u001b[1;36m0.522102\u001b[0m \u001b[1;36m0.68253\u001b[0m \u001b[1;36m0.618359\u001b[0m \n", - "scVI \u001b[1;36m0.516563\u001b[0m \u001b[1;36m0.694539\u001b[0m \u001b[1;36m0.623349\u001b[0m \n", + "Unintegrated \u001b[1;36m0.395619\u001b[0m \u001b[1;36m0.624874\u001b[0m \u001b[1;36m0.533172\u001b[0m \n", + "scANVI \u001b[1;36m0.52219\u001b[0m \u001b[1;36m0.68253\u001b[0m \u001b[1;36m0.618394\u001b[0m \n", + "scVI \u001b[1;36m0.516545\u001b[0m \u001b[1;36m0.694539\u001b[0m \u001b[1;36m0.623342\u001b[0m \n", "Metric Type Aggregate score Aggregate score Aggregate score \n" ] }, diff --git a/pyproject.toml b/pyproject.toml index 4afe229..6e81696 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -5,7 +5,7 @@ requires = ["hatchling"] [project] name = "scib-metrics" -version = "0.3.2" +version = "0.3.3" description = "Accelerated and Python-only scIB metrics" readme = "README.md" requires-python = ">=3.8"