diff --git a/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb b/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb index f090a988f..1b3591224 100644 --- a/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb +++ b/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb @@ -310,7 +310,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -461,7 +461,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -526,18 +526,18 @@ "output_type": "stream", "text": [ "The intercept alpha: \n", - " [2.08754672]\n", + " [1.99397105]\n", "Coefficient beta : \n", - " [[4.86424078]]\n", - "Mean squared error: 0.22\n", + " [[4.98029756]]\n", + "Mean squared error: 0.24\n", "Variance score: 0.90\n", "Mean squared log error: 0.01\n", - "Mean absolute error: 0.36\n" + "Mean absolute error: 0.38\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -730,7 +730,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -747,7 +747,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.005000000000000009\n" + "0.005000000000000024\n" ] } ], @@ -1482,8 +1482,6 @@ "name": "stderr", "output_type": "stream", "text": [ - "/opt/homebrew/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:692: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", - " warnings.warn(\n", "/opt/homebrew/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:692: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", " warnings.warn(\n" ] @@ -1495,27 +1493,21 @@ "/opt/homebrew/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:692: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", " warnings.warn(\n", "/opt/homebrew/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:692: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", - " warnings.warn(\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ + " warnings.warn(\n", "/opt/homebrew/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:692: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", " warnings.warn(\n" ] }, { "data": { - "image/png": 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KlHERfZH6/c47hjfdCZPfCeS77x2Mjbn8oTgrONPhu+8cvP32KW65OYU1ax1E9Q5m7icnL6jfdV79/fsHsf8/9Zct42LIkDO4L1G/82z933/vYIyP6y9b1p3lQ7PNE2l8OCeQAwdshX7/X8m1g+oXa3mlg/Xhhx8SGxtLcHDWoZYOHTrQsmXLPO9gfTA9gDXrjE/zB+5z8nxH87lH5xw4aKNXnyAqVXQxcewZAgON5S6XjaeeTKVlc+PbR2oqHD9hvLCGDzGSnOyGycLD3Bw+bKNUSeMVd+iQjevPJiTJx6H/wCDcwJTJpyhePHc1n3M5tccv8efMGXj2+WDS022kpBr/jxlxpkDVDjBtRgDr1hlP8/vuS+e5Dpeu/+uv/UlJgedeKEJaOqSkGv8fOfw0Lhc82SaVFs2NCbLn1x99tv7shgn+W3/SITs3XG8kpMePw4BBwbjd8O6kk5bWP/0/9XfMQf2lSrm49hoXt9xs7J8H7k8nJiaQ/fvtGfU3P6/+E2frH3K2/uyGCMPO1l8yY//bue68+gcOCgY3TLa4/svZ/zt32vljp50Gj2amC243+DkoUPv/Sq4dVL/4nlfOg+VwOEhPT79g+ZkzZ/D398/z7T/fMZWZH5xm5genc9y5Sk6Grq8FE/FQOm8NSMnoXAHcXSudRV/5c/LsgXUfzAhgyLDA7O/oPA/cn87CL416E5NsfPe9H/fXTic1FV7vGUzZsm7eHn3G0hfZ5dQ+9d3TzJ5h3Gb0iNMEBsDMD05TurS7QNUO8FyHVKZNPcW0qady9AYLMOXdU8ycbtxm5HCj/mlTT1G6tJtatZx8tTiz/ukzA4geHmR+h8D996ez6Lz6v9/oR+17jfrfeLMIZcu6iBl92vL6O3ZI5YOpp/hg6qkcda4A7rnHyYGDdnb8Zrw9bNnih80GZcu6Lqh/xswAhuWw/i/P1p/0n/p7nq1/dB7Ufzn732aHCZOMNBYgdqE/11VxERZasPb/lVw7qH6rObF57a+w8EqC1alTJ1q0aEHt2rUJDQ0FjCHCDRs20L17d280IUd+3WFnxOhAZn5wmgUL/TmYaGP1tw5Wf5v5MI0fc5qmjdM5dMjOS52LAG7Cw9307ZWS5b7OT28ylnVIZczYQJ5+NhiXy8YrnVIpX97N0mUOft3hR2oqGUNvAP37pHBdFe/8hvn5tZspjLWDUf/omCCmTTWP6Js0SuPQIeNIIBsQFu6m95tZ5591yKb+Ds+m8PbYINp3KILLBS+/lEL58m6WLXew42z954YeAPr0PuPV+necrf+DqacoWdLNkMGnGTcuiDNnjIM6Br91hoAAaHy2/s5djLaGh7vp9Z/6n71I/WPHBvHs2fo75aD+Kj7a/1Uqu+jW9Qy9+wbjdBnzBQf0M14XhXH/X8m1g+qXvGNzu7ObHWG9gwcPsn79ehITE3G73YSHh1O7dm3Cw8Nzdb9J+8pb1EIpiJzeefrmW1fy27B+hkKuZGXK7/Pq9jb+Xclr26p17S6vbSsvee0owvDwcFq0aOGtzYmIiIj4zBV5HiwRERHJOZ2mwXNK2UVEREQspgRLRERETBWmo/u8RQmWiIiIiMWUYImIiIgpp1t5jKf0iImIiIhYTAmWiIiImHIpj/GYHjERERERiynBEhEREVM6itBzSrBERERELKYES0REREzpKELP6RETERERsZg6WCIiIiIW0xChiIiImHJpkrvHlGCJiIiIWEwJloiIiJhyKo/xmB4xEREREYspwRIRERFTOk2D5/SIiYiIiFhMCZaIiIiY0o89e06PmIiIiIjFlGCJiIiIKae7YJ4HKzY2lpiYGEqVKgVAnTp16N69O/v27aNnz54cPnyYypUrExMTw1VXXUVycjI9evRgz549lCxZknHjxhEaGnpZ21aCJSIiIoXStm3biIqKIi4ujri4OLp37w7AW2+9Rdu2bfn666+pVq0a77zzDgDjxo2jZs2axMfH07p1a6Kjoy972za32+22pAofSdpX3tdNEB9yFuynb665fN0AH9K3Q7mSlSm/z6vbm7/zLq9tq0HoSpKTky9YHhISQkhIiEf39b///Y+QkBASExO58cYb6d+/P0WKFOGee+7h+++/x+FwsH//fp5++mlWrFhBvXr1+Oijjyhbtizp6encfffdfPfdd/j7+3tch96jREREJN+YNWsW9evXv+Bv1qxZHt9XaGgoXbt2JS4ujrJlyzJ48GCOHj1K0aJFcTgcGescPHgQgMTExIwhQYfDQdGiRTly5Mhl1aE5WCIiImLK5cXzYLVv356WLVtesNwsvYqPj2f48OFZllWpUoWZM2dmXH7++ed5+OGHefPNNy+4vc128Tlmdvvl1a4OloiIiOQblzMUGBkZSWRkZJZlx48fZ+bMmTz77LMAuN1uHA4HJUuW5MSJEzidTvz8/EhKSiIsLAyAsLAwDh06RJkyZUhPT+fEiROUKFHisurQEKGIiIiYcmL32p9VihQpwgcffMCWLVsAmDNnDo888gj+/v7UrFmTxYsXA8aRhg899BAAERERxMbGArB48WJq1qx5WfOvQJPcpYDTJPcrl74dypXM25PcP/7jHq9tq+3131l2X5s2bSI6OpozZ85QqVIlRo0aRbFixfjnn3+Iiori8OHDlC1blrfffpvixYtz7NgxoqKi2LNnD8WKFSMmJoYKFSpc1rbVwZICTR2sK5c6WHIlUwcr/9McLBERETFVUE806kv6EigiIiJiMSVYIiIiYko/9uy5At/B8tdOv6L5X+Gptb/tyn3+p7mv5BloV/a+FykICnwHS0RERPKW04snGi0s9IiJiIiIWEwJloiIiJhycYXPx7gMSrBERERELKYES0RERExpDpbn9IiJiIiIWEwJloiIiJiy8keYrxR6xEREREQspgRLRERETLn0W4QeU4IlIiIiYjElWCIiImJKc7A8p0dMRERExGLqYImIiIhYTEOEIiIiYsqlE416TI+YiIiIiMWUYImIiIgpp37s2WNKsEREREQspgRLRERETGkOluf0iImIiIhYTAmWiIiImNIcLM8pwRIRERGxmBIsERERMaU5WJ7TIyYiIiJiMSVYIiIiYsqpBMtjesRERERELKYES0REREy5dBShx5RgiYiIiFhMCZaIiIiY0hwsz+kRExEREbGYEiwREREx5XJrDpanlGCJiIiIWEwdLBERERGLaYhQRERETDmVx3hMj5iIiIiIxZRgeWjeFw7mxzoIDIBKFV307JZK8RA4kwKjxwXwyw47LhfcerOLnq+lEhTo6xZb62L1A3wW62DhYgcpKXDTjS769kwlIMC37c0ptxuGjAygSmUXTz+Rnqv7OnoM3hoeyP6DNuw26P1GKrdVcwEQv8yPOXP9sdkgKMjNG13TuLmqy4IK8taXS+zMmZf5dnHiJCQm2Yifn0KJ4vD2Ow7Wf28n3QntnnDSqrnTh63NGxd77kcNDGDvP5nfVfcdsHFnDScx0ak+bK31fv/Txqjx/pw4CXY79H0jjVuqunG5YML7DtZssGO3wTUV3PR7I42rS/i6xdYwe+6XKgnzYv2I/cqPMylw841uBr6ZVmDe9zyhSe6eU4LlgU0/2vnwEweTxqQw54Mz3HePk+FjjFfSzDn+OJ0w54MzfDTtDCmpMOsjfx+32Fpm9a9c7cf8BQ4mxpzhkxlnOJMCn3xWMPrvf+220fmNQJYn+Flyf6PHBXB7dSefzjzDW31T6PNWAGfOwO6/bUx8L4Dxo84w54MzdHg6jV4DCsY7cZMGLuZOS2XutFRmT0mlVEl4s1s6pUrC54v8+HuvjXkzUpkzJZWPP/Nj+y+F683Y7Lk/4q1U5nxg7NM+PVIpVtRNz25pPm6xtU6fgc49Amj/ZDqffJDKC+3S6TfUeH+LW+zHL7/Z+Pj9VObNSOWa8m7efqfwvPeZPfdXrLYz9ws/3h2TymczU0lJhY/mW/M+IgVfwfgEzCd+/c3O3Xe5CA91A1D3QSfDYgJIS4Pbb3NSrowb+9kua9XrXfy5q3D1X83qX7zUj7b/S8tIs6JeTyUtrWB8yH4W66BJw3TKhGV9Y0xLg0nv+/PjFj+cTqh6g4vXu6ZS9KrMdQaPCODO2500aWgkNulOWLPBj56vGenFjde7uaa8m/Xf+1H1Rhd9eqRQupRx25urujh8xEZaGvgXoM+jWR/7UfJqN62aGTWv/NbOY02dOBwQUgweredi8TI/qt2cuyQwPzF77p/bd2lp8NaIALp3TiM8zO3D1lpvw0Y7Fcq5eeBeI22NuN9FubJGJ7JKZRevdXJlpDa3VHUxL7ZwfrT897n/1RI/nvmfM+N9r+/raaQVrr51BpfyGI/pEfPArTe52PSjnf0HjI7Dl187SEuz8W8y3FvLxbXXGG+q+w/YmPu5g/p1Cs8HDJjX//deO0eP2uj2ZiBPPRfE1Jn+FCtaMD5kenZLo9GjFw5pzfrYgZ8fzJpipJKlS7l5533zntC//4LbRZbhkbBQN4lJNsqVcfNAbeMDyu2G8e8E8OB9zgLVuTp6DGbPc9CjS+Zz+2CiLaPjARAe6uZgUsHoXOeU2XP/nIWLHYSWclPnwcI3PLp7r41SJd28NcrBUy8G8PIbRmIPUONWNzffaOz/5OMwdZaDhyMK32OQ3XN/914bR45B557+/K9jAO/NdFCsqM+aKPlM4fyakUfuqOHi+XZp9BoQiM3mpmmkk5AQN/7nPYq/7LDRa0AgrVukZ3yYFhZm9aenw3eb/Rg9NIXAAOOb/LvT/Hm9S8H9Ord2gx/HT9j4fpORbKWlQ8kSxgdJx5cDSU2zcTDRxqYf7cz9zJ/bqjnp8HT2nWr7eV9lTp+GwSMDOJhoY/yolDyvw0pffOlHnftdlC+b2aFyZdOP9itkX91y8tr/5DMHvd8oXPOuzklPh7Xf2ZkyNpXqt6STsMbOq70C+OrTlIzkas8/Nt7o58/t1V080bLwdbCye+6np8N3m+y8HZ1GYAAMGO7PpA8c9OxauL5cAzg1B8tjXulg7du3z/T6cuXKeaMZl2XKdH++XWd8wN51h5NWLdJp1vgMAIePwJQZ/oScjYeXfuPH6HEB9Hg1lQYPF443mJzWH1rKTZ0HnBnDZw0fTmf6h/kzmjm/pgfvc/JSx+w7gU6njde7pHLfPUZH+dRpSD37+Tn9XaNjlN0QIRjf5EOKGf9PPGQj7GzCc+CgjTf6BFKpoot3xqbk64Mg3p3uYNVao6cUcb+Llzums3SlH292zfp4lQlzc+iIDTBqTDxERr0FmSev/R2/23A64c4ahedL1fn7/99kG5WudVP9FmO/1nnAxeDRsHe/jSoV3Wz80U7UW/60b5NOuzYF/70vp8/90NJQ90FXxvteo0ecTP1QuYUYvPJMeOmll9i1axdhYWG43VnfeG02GytWrPBGMy7LSx3TMj6Ad/9t4+XXApk78wxFr4Lps/15tF46NhusWOXH2xMDmDA6pUAcFZZTOa2/XoST5Ql+NG+STmAArF7r4Oab8ufjcH5NZu6t5WT+An9q3ZmCnx8MiwmgSDD06XHxlMLhB/fd62TBIgft26bz+04bf+22c9ftTv5Nhk6vBdKkYTrPt8//33Bf7pjOyx0zLycfN1KK26plfQ3XecBF3GI/Hqrt4vRpWPKNH31fL7jJ5Tk5fe4D/LDFj5p3uDIuFwbn7/9Dh6HVs4H8vMPGLVXdbN5iw2aD8mXcbNluJFfDB6Rx/z358zXvqZw+9x+OcLJ0pR8tmzgJDICENXZuKUTv/+fTUYSe80oH65NPPqFt27YMHDiQu+66yxubzBMVr3XTvm06z70ShMsNNaq56NHN+LB9Z6o/bjdEj848Kuy2ak7efK3gf9CcY1b/483TST4O7V8KwuUyJoRHvVywa+/YLo0J7/rzzAtGTTdc7+LVl7N2rgZEXdjZevO1VIbFBPJkBwc2GwzqnULRojBjjoODiTYSvnWQ8G3mS2/ymDMUL57n5eTann9slC6ZdVgMoFUzJ3v+sdHmeWPS9+NNndx1e8FPsM5n9twH2LPXRtkyhfODFaB0KRgzNJUR4/w5fRr8AyBmcCqBgfDeDOMJMfF9BxPfN9YvX9bNmKEF+/V/vos991s3N744PfViAC4X3HSDm76vFJ66JXds7v9GSnlk69atzJ8/nyFDhlh6v8f2XWPp/YkUJP62QjbZyQNp7sLbocmJK3nfC1xVdrdXt9f1h6e8tq2Jd37ktW3lJa8NFt92223cdttt3tqciIiIiM9oNp6IiIiYcqI5WJ5SxiwiIiJiMSVYIiIiYkpHEXpOCZaIiIiIxdTBEhEREbGYhghFRETElMutPMZTesRERERELKYES0REREy5dJoGjynBEhEREbGYEiwREREx5dRpGjymBEtERETEYkqwRERExJSOIvScHjEREREp1MaPH8/EiRMzLicnJ/Piiy8SGRnJU089RVJSEgCpqan07NmTyMhIWrZsyc6dOwFwu92MHDmShg0b0qhRIzZv3nzJbaqDJSIiIqZcbpvX/qx0/Phx+vTpw/Tp07MsHzduHDVr1iQ+Pp7WrVsTHR0NwOzZswkODiY+Pp4+ffoQFRUFwJIlS9i5cyeLFy9m8uTJREVFkZ6ebrptdbBEREQk30hOTmbv3r0X/CUnJ3t8XytWrKBSpUp06NAhy/KEhASaNm0KQJMmTVi9ejVpaWkkJCTQrFkzAGrVqsXRo0fZt28fq1atolGjRtjtdipXrky5cuX48ccfTbetOVgiIiJiypvnwZo1axaTJk26YHmXLl3o2rWrR/fVokULgCzDgwCJiYmEhoYC4HA4KFq0KEeOHMmyHCA0NJQDBw6QmJhIWFjYBcvNqIMlIiIi+Ub79u1p2bLlBctDQkIuepv4+HiGDx+eZVmVKlWYOXNmjrdrt2c/qGe323G73Tle/xx1sERERMSU1XOjzISEhJh2prITGRlJZGRkjtcPCwvj0KFDlClThvT0dE6cOEGJEiUICwsjKSmJihUrApCUlERYWBjh4eEZE+HPX25Gc7BERETkihIREUFsbCwAixcvpmbNmvj7+xMREUFcXBwAmzZtIjAwkHLlyvHQQw+xaNEinE4nu3fvZteuXVSvXt10G0qwRERExFRhOw9Wt27diIqKonHjxhQrVoyYmBgAnnnmGQYMGEDjxo0JCAhg1KhRADRs2JCtW7dmTICPjo4mKCjIdBs2d3YDiwXIsX3X+LoJIj7jbytcb3qeSHO7fN0En7qS973AVWV3e3V7T6zv5LVtfVr7Pa9tKy/pFSoiIiJiMQ0RioiIiClvTnIvLJRgiYiIiFhMCZaIiIiY8uaJRgsLJVgiIiIiFlOCJSIiIqY0B8tzSrBERERELKYES0REREwpwfKcEiwRERERiynBEhEREVNKsDynBEtERETEYkqwRERExJQSLM8V+A5WiD3Y100QER8I1vu9iORjBb6DJSIiInlLZ3L3nOZgiYiIiFhMCZaIiIiY0hwszynBEhEREbGYOlgiIiIiFtMQoYiIiJjSEKHnlGCJiIiIWEwJloiIiJhSguU5JVgiIiIiFlOCJSIiIqaUYHlOCZaIiIiIxZRgiYiIiCm3EiyPKcESERERsZgSLBERETGlH3v2nBIsEREREYspwRIRERFTOorQc0qwRERERCymBEtERERM6ShCzynBEhEREbGYEiwRERExpTlYnlOCJSIiImIxdbBERERELKYhQhERETGlSe6eU4IlIiIiYjElWCIiImJKk9w9pwRLRERExGJKsERERMSU2+3rFhQ8SrBERERELKYES0REREy50BwsTynBEhEREbGYEiwRERExpfNgeU4JloiIiIjFlGCJiIiIKZ0Hy3PqYF1EwnoY+z6kpkHVKjC0FxS9Kus6C5fC9Llgs0FQIPR9FardBKmpED0BNvwAVwVDnfugSwewF6C8MCf1f/QFfBJn1H9tORjcE0pdDceS4a234dc/IDgIHouEpx/3TR2XKzf1O50wZBxs2mKs99C90PNlY72CIDfP/ejxsGlr5noHkyC0FMTN8G4NuXGp+mO/hlnzMy8fP2HUufIzKF0S7msG4aGZ13dsA00f8V77cysn+/+c5d9C1DDYFG9cdrlgzBRYtQHsNqhYAd7qASVLeK35uZar9/404zWw+exr4MF7oEcn8PPzfh3iewXoI997jhyDviNg/BCInwMVyhlvGuf7628Y/S68PxoWTINO7eDV/sZ1U+bAvoOwcAZ8NhWSDsMnsd6u4vLlpP6fdsD0T+GTybBopvFGOmGacd2ISVAkGL6cBXPfhdXfwcp13q7i8uW2/oVLYdceo1OxYDps/D9YkuDdGi5Xbp/7fbsZyxZMg0lDITAARvTxehmXLSf1t2iYWeO8KUanqt9rxr9//Q0hxTKvXzCtYHWuclL/Obv2Gs+D88+P9Pli+Pk3+GIqLJwJ15aHkZO90XJr5Pb5//EXxn0snAmx0+HH7fD1Si8XkUfcbu/9FRbqYGVj7Ubj20ilCsblJ5vDl8uz7vgAfxjyJoSVMi5XqwqHjhjfYH76DRrVg8BAI7Wq/yAsWeX9Oi5XTuq/tSp8/REUKwopKcY3+BIhxnU//QbNHzW+tQX4Q0RtWHoF1e90wekzxnMhNRXS0o2ORkGQ2+f++fqPhvb/g5tv8E7brZCT+s/3wcdGavlEM+Pyj9vBzw7tu0HzDjB5ppFoFhQ5rf/0Geg1FHp1zrr8+krQ42UIOPt8r1bV+LJZUOT2+f/sE/D2ION9/1iykW4WD/F6GZJPeK2DtXz5cmbPns3ff/+dZfmnn37qrSbk2IFEKBuWeTk8FE6ctHHyVOay8mWhTm3j/2638S2t7v3Gi++2myH+Gzh5ynjRfbXcSLEKipzUD+DvMIYI6rQ2hoVaNjKW33YzxC01OhYnT8GyVVdW/S0bGilGncfhoceMb/F17/de+3Mjt8/9c1ZvgANJ8EwBGxrO6b4HOHoMZn4KvbtmLkt3wn01YepomD3B+MCe80WeN9syOa1/YAz8r6kxhHa+O6rBrTca///3OLzzITSsk6dNtpQVz39/h5F6NWgLpUrCXbd5r/15ye22ee2vsPBKBysmJoY5c+awa9cu2rRpQ1xcXMZ1c+fO9UYTPOJyZb88uzlUp05D94Gw+x8Y0tNY9nxbuL4yPPkKdHwdbq9mvOgKCk/qf/hBWL8QOj8LL/QwbtvrFWNuwmPPQ9d+xgfOlVT/5JlwdXH4NhYSPoN/k2FG/vseka3cPvfPmTUfXmhb8OaeeFL/vEVQ7wGoUDZz2f+aGsOkAQFGJ/vZ/xmd8IIiJ/V/vAAcfvB444vfz9//wDNd4a7q0LaltW3MS1Y9/994CTZ8CeXLGPNR5crklQ7WqlWr+OCDD+jfvz8ff/wx48ePJz7emBXpzocDrmXDsyYuBw9B8WJuigRnXW/fQWjbGex+MGuc8YYKxgfqs08Y4/BzJhoftteW91brcy8n9e/emzmRE+DxRsbj8e9xOHHKmNi5aCZMfxtsdri2gtean2u5rX/Zt8blAH9jCLFFQ/juR++1Pzdy+9wHYw7K1l+gQR0vNNhiOa0fIH4ltIzMuixuCezYmXnZ7QZHAfpykZP6Y7+GbTug5XPwUi84k2L8P/GQcf13PxhfLls0hEFvFJyDOyD3z/8ftsFfe4z/+zuMNPvn37zSdMmHvNLBcrvd2M6+yipVqsSUKVOIjo7mu+++y1ien9xfC7b8bEziBPh0IdT7zxDPsWRo9yo88hC8PdA4kuSclWthUIzx5nryFMyaV7Amuuak/qTD8MZgY5gEYNEyuKGy0Zn8NA4mTjeWHzoCn30JTep7rfm5ltv6b7nB+PAFY5j0m7VQ4xavNT9XcvvcB+NDptpNZNspye9yUj8YHem//zGGxM73+1/Gc9/pNDoeHy2AyLp5326r5KT+eVOML08LpsGUkcb+XzANwkobc9C69jcObOjYxuvNz7XcPv83/GAc5JOebqRhi5bBvXd6r/15SUOEnrO5vRAhTZo0iXXr1hEVFcVttxkD0ps3b6ZLly6kpqayefPmy75v14EbrWpmFqs2GIfqpqXBNeWNN4y9+4yJuwumwXuzjTfSG/8zB2H621DsKhg4xnihulzQugl0eCJPmplnLlU/GEdGfhxrDBeEloIB3Y3hkpOnoFe0EZ273fDiU9DsUV9W47nc1H/0X+NQ7Z9/N4YWat8Jb3YuOMOkuXnuX10cpn1ifIsf+qZv2p9bOdn3236BHkNgycdZb3v6DAwdZ7z209KN+UevvVCwUpyc1H/OP/uhWQfY/LVxuePrsO3XrMOm5cvApGjvtT+3cvP8v6oIDJ8IG7cYp6m4s7pxIEBwkPXttJfxbjRWfeFAr21rW7O3vLatvOSVDhbA+vXrCQsL47rrrstYtn//fqZPn07fvn0v+37zqoMlIiKSX3m7g3Vr3CCvbeun5t7bVl7y2nfq2rVrX7CsbNmyuepciYiIiORHBWTQQkRERHwlHx6Plu/pRKMiIiIiFlOCJSIiIqYK09F93qIES0RERMRiSrBERETEVEFPsMaPH4/dbqdrV+O3rTZu3EiXLl0oU6YMALfccgvDhw8nOTmZHj16sGfPHkqWLMm4ceMIDQ0lNTWVvn37sn37doKCgoiJiclyVoTsKMESERGRQun48eP06dOH6dOnZ1m+bds2OnbsSFxcHHFxcQwfPhyAcePGUbNmTeLj42ndujXR0cZJ3GbPnk1wcDDx8fH06dOHqKioS25bHSwREREx5fbiX3JyMnv37r3gLzk52eN2r1ixgkqVKtGhQ4csy7dt28batWtp0aIFnTp1Yv/+/QAkJCTQtGlTAJo0acLq1atJS0sjISGBZs2aAVCrVi2OHj3Kvn37TLetDpaIiIjkG7NmzaJ+/foX/M2aNcvj+2rRogUvvvgifv/55flixYrRrl07YmNjiYiIoHv37gAkJiYSGhoKgMPhoGjRohw5ciTLcoDQ0FAOHDhgum3NwRIRERFT3pyD1b59e1q2bHnB8pCQkIveJj4+PmOY75wqVaowc+bMbNcfPHhwxv+ffPJJxowZw/Hjx7Nd127PPou62PJz1MESERGRfCMkJMS0M5WdyMhIIiMjc7Suy+ViypQpFyRbDoeDsLAwDh06RJkyZUhPT+fEiROUKFGCsLAwkpKSqFixIgBJSUmEhYWZbkdDhCIiImLOm5Ow8pjdbmfZsmUsWbIEgNjYWGrUqEFwcDARERHExsYCsHjxYmrWrIm/vz8RERHExcUBsGnTJgIDAylXrpzpdpRgiYiIyBVl5MiR9O/fn8mTJ1OyZElGjRoFQLdu3YiKiqJx48YUK1aMmJgYAJ555hkGDBhA48aNCQgIyFjfjM3tLti/MOQ6cKOvmyAiIuJV9jK/eXV7N342xGvb+q1Vf69tKy8pwRIRERFTBf1Eo76gOVgiIiIiFlOCJSIiIqYK9mQi31CCJSIiImIxJVgiIiJiSnOwPKcES0RERMRiSrBERETEnBIsjynBEhEREbGYEiwRERExpaMIPacES0RERMRiSrBERETEnBIsjynBEhEREbGYEiwRERExpfNgeU4JloiIiIjFlGCJiIiIOc3B8pgSLBERERGLqYMlIiIiYjENEYqIiIgpTXL3nBIsEREREYspwRIRERFzmuTuMSVYIiIiIhZTgiUiIiKXoDlYnlKCJSIiImIxJVgiIiJiTnOwPKYES0RERMRiSrBERETEnBIsjynBEhEREbGYEiwRERExpzO5e0wJloiIiIjFlGCJiIiIKbfmYHlMCZaIiIiIxZRgiYiIiDklWB5TgiUiIiJiMXWwRERERCymIUIRERExp9M0eEwJloiIiIjFlGCJiIiIKZsmuXtMCZaIiIiIxZRgiYiIiDklWB5TgiUiIiJiMSVYIiIiYk5HEXpMCZaIiIiIxZRgiYiIiDnNwfKYEiwRERERiynBEhEREXNKsDymBEtERETEYkqwRERExJwSLI8pwRIRERGxmBIsERERMafzYHlMCZaIiIiIxdTBEhEREbGYhghFRETElE2T3D2mBEtERETEYkqwRERExJwSLI8pwRIRERGxmBKsi0hYD2Pfh9Q0qFoFhvaColdlXee3nTB0Apw4AXY/eOsNuLWqcd3SVTBljnH7cuEwog9cXdz7dVyu3NSfmgrRE2DDD3BVMNS5D7p0AHsB7c7n9rlQ0Fyq3tivYdb8zMvHT8DBJFj5GZQumbm8az8IKw39X/Na0y2h+i/9fB85GZYkQPEQ43Kla2DsIOM20eNh81Zj+YP3QI9O4OfnzQpyJzf73+GAt96GX/+A4CB4LBKeftz7NUj+UEA/8vLWkWPQdwSMHwLxc6BCORgzJes6p8/Acz3guSfhi2nwcjvoOdS4bvuvMGQcTBgMi2Yabz7jP/ByEbmQ2/qnzIF9B2HhDPhsKiQdhk9ivV2FNXL7WBQ0Oam3RUNYMM34mzfF6FT0ey1r5+KDjzM/ZAsS1X/p+gF+3A5jBmY+DmMHGcs//sK4j4UzIXa6sd7XK73X/tzK7f4fMQmKBMOXs2Duu7D6O1i5zheVSH6gDlY21m6EajdBpQrG5Sebw5fLwe3Ous615SHiXuNyvfsz32QWLoPHG0P5ssblLs8aH74FRW7r/+k3aFQPAgON1Kr+g7BklVdLsExuH4uCJif1nu+Dj6HU1fBEs8xl3/0Aa76HJ5rnfXutpvovXX9qKvzyB0yfCy06wqv9jS9UAM8+AW8PMl73x5KNdOdcylUQ5Hb///QbNH/USOwC/CGitjGaURjY3N77KywuOUQ4ffp0Jk2ahNPppFy5clStWjXj78Ybb6RChQo52tCuXbsIDg4mPDyc+fPns2PHDu68804aNWqU6yKsdiARyoZlXg4PhRMnbZw85c6IinftMb6x9B0JO3ZCsaJGFH7uuqrXQec+8M8BuLEKRHXxfh2XK7f133YzxH8Dj0aAvz98tdxIsQqi3D4WBU1O6j3n6DGY+Sl8fl46m3gIhk2EqTEwb6FXmmwp1X/p+hMPwz13wOsvGun89LnQpY/xONhs4O8wUp+PFxjD5Hfd5ptaLkdu9/9tN0PcUrijutERXbbKGDaUK9MlE6wpU6YwatQoli1bxtChQ7nnnns4ePAgU6dOpUWLFtSsWZMnnzSPZ2bOnMlzzz1HmzZt6N27N1999RWVK1fm888/Z/LkyZYVYxWXK/vl588hSnfC6g3wv6bw2fvw9GPQqZfxokpPN2LhQW/AFx8YH74DRnun7VbIbf3Pt4XrK8OTr0DH1+H2asabbkGU28eioMlJvefMWwT1HoAKZ5PatHR4/S3o3RXCSuVdG/OS6s9++fn1VygL74+CytcaHaqObeDvfcaXyXPeeAk2fAnlyxhzkgqK3Ox/gF6vGI/JY88bc/Duq1lw3/su4LZ576+QuOSuL1q0KHXq1MHhcBAWFsZdd92V5fq9e/fy+++/m97H559/zuLFizl06BBNmjRhw4YNBAYG0rp1a1q1akXnzp1zV4XFyobD1l8yLx88BMWLuSkSnLksrJTxBlPjFuNy/Qeg/yjYs8+Y2HpjFQg9+ybbMhI6dPde+3Mrt/WHFDOGCt58xbhu8TfGEFpBlNvH4rpKXm1uruWk3nPiV0KfVzMvb/8V/tlvTIAGOHQEnE5ISYWhb+Ztu62i+i9d/46dxiTu5g0yl7nd4PCDH7bB1SWg8jVGx6JlQxg63mvNz7Xc7H+AE6eM9LrE2WHRqR/DtTkb5JE8snnzZoYNG0Z6ejolSpRg2LBhlC9fnuTkZHr06MGePXsoWbIk48aNIzQ0lNTUVPr27cv27dsJCgoiJiaG6667DrfbzahRo1i5ciV2u50hQ4Zc0B/6r0smWC+++CLz58+/6PUVKlSgbt26pvfhcrkICAigfPnydOzYkcDAwIzrnE7npZrgdffXgi0/w669xuVPFxrzas734D2w7wD8tMO4vHGL8c2lQlloEAGrNsDRf43rlq02xvULitzWv3ItDIox3nRPnoJZ86DpI96twSq5fSwKmpzUC/Dvcfj7H7ijWuayO6oZR1KdmwD8RDOIrFdwOheg+nNSv80GwybA3v3G5U9ijSkRZcKMI4dHTDJSfJcLFi2De+/0agm5kpv9D/BpHEycbvz/0BH47EtoUj9v2+w1bi/+Wahnz55ER0cTFxdH06ZNGTrUOAJp3Lhx1KxZk/j4eFq3bk10dDQAs2fPJjg4mPj4ePr06UNUVBQAS5YsYefOnSxevJjJkycTFRVFenq66bYvmWCNGDGCtLQ0vv32Wx588EFuvvlmqlatSnBwNl36i3j00Ud5+umn+fDDD+natSsAv/76K/369SMyMjLH9+Mtpa6G6Ch4bQCkpcE15Y3TLGz/FfqPNt48Q0vBxGgYPBZOnTEmNE4YYkzsrns/HEiCdt3A7TJO0zC0l6+ryrnc1v9YI9jyCzR91niTbd0EGtTxdVWXJ7ePRUGTk3oB/t5r1F1ohj/OUv2Xrv/GKtC3G7zcG1xOY55SzADj9s+3heETocVzYLfBndWh+4u+rckTud3/Lz4NvaKN9z63Gzo/C9Vv9nYVBV9ycjLJyckXLA8JCSEkJOdHTaSmptKtWzduuslIOKpWrcqcOXMASEhI4KOPPgKgSZMmDB48mLS0NBISEujWrRsAtWrV4ujRo+zbt49Vq1bRqFEj7HY7lStXply5cvz444/UqlXrotu3ud0XOz7CsGfPHn799Vd27NjBjh07+PXXX9m3bx8VKlRgyZIlOS5048aNWRry559/smfPHiIiInJ8H9lxHbgxV7cXEREpaOxlfvPq9qqM9d5kuu4OfyZNmnTB8i5dumSENJ5yuVy8/PLLVK9enS5dulCtWjX+7//+D8fZoxAeeugh5s+fT7t27Xj//fepWLEiAE8++SQ9e/Zk8uTJPPfcc9x3330A9OjRg4iICJo2bXrRbV7y+9c111zDNddcwyOPZI7xnDp1it9+82zn/reXV6VKFapUqeLRfYiIiEjh1r59e1q2bHnBcrP0Kj4+nuHDh2dZVqVKFWbOnElqamrGkN5LL7100fuwX+Rs2Ha7neyyqIutf85lBdxFihTh9ttvv5ybioiISAHjzfNTeToUCBAZGZntlKOTJ0/y8ssvU6JECd599138/f0BCAsL49ChQ5QpU4b09HROnDhBiRIlCAsLIykpKSPBSkpKIiwsjPDwcJKSkjLu99xyMzrRqIiIiBRKPXv2pGLFiowfP56AgICM5REREcTGxgKwePFiatasib+/PxEREcTFxQGwadMmAgMDKVeuHA899BCLFi3C6XSye/dudu3aRfXq1U23XcimaIqIiIjlCuAZ1n/++WdWrFjB9ddfT4sWLQAjuZo6dSrdunUjKiqKxo0bU6xYMWJiYgB45plnGDBgAI0bNyYgIIBRo0YB0LBhQ7Zu3UqzZsZp+6OjowkKCjLd/iUnued3muQuIiJXGm9Pcr9ujPcmue9843WvbSsvaYhQRERExGIaIhQRERFzBXqsyzeUYImIiIhYTAmWiIiImPLmaRoKCyVYIiIiIhZTgiUiIiLm3DZft6DAUYIlIiIiYjElWCIiImJOc7A8pgRLRERExGJKsERERMSUjiL0nBIsEREREYspwRIRERFzSrA8pgRLRERExGJKsERERMSU5mB5TgmWiIiIiMWUYImIiIg5JVgeU4IlIiIiYjF1sEREREQspiFCERERMachQo8pwRIRERGxmBIsERERMaXTNHhOCZaIiIiIxdTBEhEREbGYOlgiIiIiFtMcLBERETGnOVgeU4IlIiIiYjElWCIiImJKRxF6TgmWiIiIiMWUYImIiIg5JVgeU4IlIiIiYjElWCIiImJOCZbHlGCJiIiIWEwJloiIiJjSUYSeU4IlIiIiYjF1sEREREQspiFCERERMachQo8pwRIRERGxmBIsERERMaVJ7p5TgiUiIiJiMSVYIiIiYk4JlseUYImIiIhYTAmWiIiImFOC5TElWCIiIiIWU4IlIiIipnQUoeeUYImIiIhYTAmWiIiImFOC5TElWCIiIiIWU4IlIiIi5pRgeUwJloiIiIjFlGCJiIiIKR1F6DklWCIiIiIWUwdLRERExGIaIhQRERFzGiL0mBIsEREREYspwRIRERFTmuTuOSVYIiIiIhZTgiUiIiLmlGB5TAmWiIiIiMWUYImIiIg5JVgeU4IlIiIiYjElWCIiImLK5usGXKbNmzczbNgw0tPTKVGiBMOGDaN8+fJs3LiRLl26UKZMGQBuueUWhg8fTnJyMj169GDPnj2ULFmScePGERoaSmpqKn379mX79u0EBQURExPDddddZ7ptJVgiIiJSKPXs2ZPo6Gji4uJo2rQpQ4cOBWDbtm107NiRuLg44uLiGD58OADjxo2jZs2axMfH07p1a6KjowGYPXs2wcHBxMfH06dPH6Kioi65bXWwRERExJzbe3/Jycns3bv3gr/k5GSPmpyamkq3bt246aabAKhatSr79+8HjA7W2rVradGiBZ06dcpYnpCQQNOmTQFo0qQJq1evJi0tjYSEBJo1awZArVq1OHr0KPv27TPdvjpYIiIikm/MmjWL+vXrX/A3a9Ysj+4nICCA5s2bA+ByuZg0aRIPP/wwAMWKFaNdu3bExsYSERFB9+7dAUhMTCQ0NBQAh8NB0aJFOXLkSJblAKGhoRw4cMB0+5qDdREJ62Hs+5CaBlWrwNBeUPSqrOuMnAxLEqB4iHG50jUwdpDx/6WrYMoc4/blwmFEH7i6uDcryJ3c1B89HjZtzVzvYBKEloK4Gd5qfe7kpvbUVIieABt+gKuCoc590KUD2AvQV5kred9D7l/7j78AKSng729cbvIwPPekt1qfe7mtHyD5ODzzKkT3gmo3eavluZeT2hcuhelzwWaDoEDo+2pmjQV935vx5pnc27dvT8uWLS9YHhISctHbxMfHZwzznVOlShVmzpxJamoqUVFRpKen89JLLwEwePDgjPWefPJJxowZw/Hjx7O9b/tF3sAvtvwcdbCyceQY9B0BH02GShUg5j0YMwUGvp51vR+3w5iBcEe1rMu3/wpDxsHcd6B8WRg+CcZ/AIPe8FYFuZPb+vt2y/z/P/vh6a5GB7MgyG3tU+bAvoOwcIbxJjswBj6Jhace81YFuXMl73vIff2nTsOefbA2DvwL4LtrbusHWLUBhk+EfeZf7vOdnNT+198w+l34/AMIK2XU+mp/+GZ+wd/3+UlISIhpZyo7kZGRREZGXrD85MmTvPzyy5QoUYJ3330Xf39/XC4XU6ZM4cUXX8TPzy9jXYfDQVhYGIcOHaJMmTKkp6dz4sQJSpQoQVhYGElJSVSsWBGApKQkwsLCTNtUgL5Xe8/ajcY3kkoVjMtPNocvl4P7vB58air88ofxTaZFR+NFtu+gcd3CZfB4Y6NzBdDl2YL1LSa39Z+v/2ho/z+4+QbvtD23clv7T79Bo3oQGGikVvUfhCWrvF/H5bqS9z3kvv5tv0CRYOjUC5o9a3y5OpPi9TIumxX7f87nMLw3hJb2bttzKye1B/jDkDeNzhVAtapw6IiReBX0fX9JXpyDZaWePXtSsWJFxo8fT0BAAGAkT8uWLWPJkiUAxMbGUqNGDYKDg4mIiCA2NhaAxYsXU7NmTfz9/YmIiCAuLg6ATZs2ERgYSLly5Uy37ZMO1ogRI3yx2Rw7kAhlz+uYhofCiZM2Tp7KXJZ4GO65A15/ERZMgxq3QJc+xotx1x5wOqFzH+MNaMg4uKqI18u4bLmt/5zVG+BAEjzzuPfanlu5rf22myH+Gzh5ynjT/Wo5JB32fh2X60re95D7+k+ehrtvh/GDYf4U2H8Q3n7f62VcNiv2/9TR2Sdb+V1Oai9fFurUNv7vdhtDpXXvNzpeBX3fF0Y///wzK1as4IcffqBFixY0b96cF154AYCRI0fy4Ycf0rhxYz7//POMowu7devG//3f/9G4cWM+/vhjBgwYAMAzzzxDamoqjRs3Jjo6mlGjRl1y+3keZPbu3fuCZd988w3//vsvwAVjpvmBy5X98vOHWyuUhffPe3w7toF3P4R/DkB6OqxcBzPehlJXG1HzgNEwKTpv222V3NZf4WxyN2s+vNAWzktg873c1v58Wxg3FZ58BUKKQWQ92LEzb9tspSt530Pu6693v/F3zktPQ9f+0Kdr3rTXalbt/4IoJ7Wfc+o09BkO+5Ng6tnHoqDv+8LolltuYceOHdled8MNNzB37twLlpcoUYL33nvvguWBgYGMHDnSo+3neYJVokQJEhISuOmmm7j77ru5++67KVKkSMb/86Oy4VlTh4OHoHgxN0WCM5ft2AlxS7Lezu0Ghx+ElYYHahmTe+12aBkJ//eTd9puhdzWD8Z8hq2/QIM6ed1aa+W29n+T4dknYOFMmDPROLDh2vJeabolruR9D7mvf+Va2Lgl6/KCNB/Hiv1fUOWkdjCGQ9t2BrsfzBpnfJGCgr/vL6mADhH6Up53sHr16sXbb7/N4sWLKVeuHC1btqR48eK0bNky26ME8oP7a8GWn2HXXuPypwuzfjMB4wiSYRNgr3HqDD6JharXQZkwaBBhTH48aoR0LFtdsI6kyW39AD9sM2r+75tTfpfb2leuhUExZ4eLTsGsedD0Ea+WkCtX8r6H3Nd/IAlGv2PMvXE6YeY8iKzr1RJyxYr9X1DlpPZjydDuVXjkIXh7oHEU4TkFfd+L9Wxut9sr/cVjx44xcOBAypUrx5o1a1i0aJEl9+s6cKMl9/NfqzYYh+umpcE15Y0jofbuMybuLphmrLNwKUz9GFxOY7x+aC/jlAxgvOl8HAtul7FsaC8j2Sooclv/tE/grz0w9E3f1XC5clN7ejoMHGO8Ubtc0LoJdHjCt/V46kre95C7+l0u48izhHWQ7jTmKvXrBmfn1hYIud3/59R/Asa/VbC+XF6q9vdmw8TpcGOVrLeb/jYUL+bdfW8v81ve3PFF3N51rNe29X8Tu3ttW3nJax2sc+bPn098fDzTp0+35P7yqoMlIiKSX6mDlf95fYS4devWtG7d2tubFRERkctViOZGeYvOgyUiIiJiscJ0jIOIiIjkAW/+VE5hoQRLRERExGJKsERERMScEiyPKcESERERsZgSLBERETGlOVieU4IlIiIiYjElWCIiImJOCZbHlGCJiIiIWEwJloiIiJhTguUxJVgiIiIiFlMHS0RERMRiGiIUERERUzpNg+eUYImIiIhYTAmWiIiImFOC5TElWCIiIiIWU4IlIiIipmxuRVieUoIlIiIiYjElWCIiImJOAZbHlGCJiIiIWEwJloiIiJjSebA8pwRLRERExGJKsERERMScEiyPKcESERERsZgSLBERETGlOVieU4IlIiIiYjElWCIiImJOCZbHlGCJiIiIWEwdLBERERGLaYhQRERETGmSu+eUYImIiIhYTAmWiIiImFOC5TF1sESkQHLh8nUTfMquAQiRfE0dLBERETGlOVie01cgEREREYspwRIRERFzbkVYnlKCJSIiImIxJVgiIiJiSnOwPKcES0RERMRiSrBERETEnBIsjynBEhEREbGYEiwRERExZbuyz+t7WZRgiYiIiFhMCZaIiIiY0xwsjynBEhEREbGYOlgiIiIiFtMQoYiIiJjSiUY9pwRLRERExGJKsERERMScfuzZY0qwRERERCymBEtERERMaQ6W55RgiYiIiFhMCZaIiIiYU4LlMSVYIiIiIhZTgiUiIiKmNAfLc0qwREREpFDatGkTjz32GE2bNqVTp078+++/ACQnJ/Piiy8SGRnJU089RVJSEgCpqan07NmTyMhIWrZsyc6dOwFwu92MHDmShg0b0qhRIzZv3nzJbauDJSIiIubcbu/9Wah3796MGjWKRYsWcf311zNt2jQAxo0bR82aNYmPj6d169ZER0cDMHv2bIKDg4mPj6dPnz5ERUUBsGTJEnbu3MnixYuZPHkyUVFRpKenm25bHSwRERHJN5KTk9m7d+8Ff8nJyR7f1+LFi7n++utJS0vj4MGDhISEAJCQkEDTpk0BaNKkCatXryYtLY2EhASaNWsGQK1atTh69Cj79u1j1apVNGrUCLvdTuXKlSlXrhw//vij6bY1B0tERERMeXMO1qxZs5g0adIFy7t06ULXrl09ui9/f3927NhBhw4dcDgcvP766wAkJiYSGhoKgMPhoGjRohw5ciTLcoDQ0FAOHDhAYmIiYWFhFyw3ow6WiIiI5Bvt27enZcuWFyw/lz5lJz4+nuHDh2dZVqVKFWbOnEnVqlVZt24dc+fOpXv37sydOzfb+7Dbsx/Us9vtuLMZurzY+ueogyUiIiLmvJhghYSEmHamshMZGUlkZGSWZSkpKSxfvpyHH34YgGbNmjFy5EgAwsLCOHToEGXKlCE9PZ0TJ05QokQJwsLCSEpKomLFigAkJSURFhZGeHh4xkT485eb0RwsERERKXQcDgdvvfUW27dvB4yU68477wQgIiKC2NhYwJinVbNmTfz9/YmIiCAuLg4wjkAMDAykXLlyPPTQQyxatAin08nu3bvZtWsX1atXN99+3pUmIiIi4ht+fn6MHTuWAQMG4HQ6CQ8PzzhasFu3bkRFRdG4cWOKFStGTEwMAM888wwDBgygcePGBAQEMGrUKAAaNmzI1q1bMybAR0dHExQUZLp9mzu7gcUCxHXgRl83QUR8wIXL103wKbsGIK5o9jK/eXV7EU1He21bqxb19Nq28pJeoSIiIiIW0xChiIiImHMV6MEun1CCJSIiImKxKz7BSlgPY9+H1DSoWgWG9oKiV+V8PacTRk6GNRuN/3d4Ato0N27zxy4YGAOnToMNeP0leOBu47pX+8OOnVAk2Lh89x3Qu4s3Kr643D4WAB8vgM++gpQUuLUqDH0TzqRA+9ey3sdvf0LPTvDsE3lelqm83P/f/QAj3zGWlwiB3l3hpuuN6z5dCLM/Az8/qFDWeJyuLuG1srNlxWMxZBxs2mKs99C90PNlsNkyb/v5V7D8W3h3hFdKspzbDX1H2LihMnRok/mN/oFmdsIyz01IxzZumjxSOL7xL1wK0+ca+zEoEPq+CtVuuvj6W3+Bp7vCqs98/5y2ktsNfUbADZWhY5sLr+/aD8JKQ//XvN407ygcT2evuqITrCPHoO8IGD8E4udAhXIwZopn6326EHbthYUzYN4U+PAz4w0GYPBYeCwSFkwzPoS6D4JzP130fz/B7AnGdQum+b5zZcVjsXQ1fPQFTH8bFs0yOlaz5kNIscw6F0yDxxvBndXhqce9WeGF8nL/Hz9hdKJ7vgxxM2Dg68b+T02Fvfth3Acwe6JxXfkyMHGGFwvPhhWPxcKlsGuPUdOC6bDx/2BJgnHdsWQYNAaiJxTc9+mdu6BjdztLVtqyLP/rb+M5/sU0V8ZfYelc/fU3jH4X3h9tvHY7tTOe1xdz9Bi89TakpdkuvlIBtHMXdOgOX6/M/voPPobNW73aJCkArugO1tqNxjexShWMy082hy+XX/hbk2brLf/W6EQ5HFC8GDSqB4uWGuu5nJB8wvj/ydMQGGD8f+9+OHnK+MBp3gH6DDc+gHzJisdi4RIjkSoRAnY7DHoDmj2a9fa798J7s2FkX/D3cX6al/t/914oWhRq32XcpkpFKFrE6Fg7nUZH+9QpcLng9JnM54avWPFYOM/WkppmdCTT0jPr+nolhJYyOpwF1SexNlpGumlQN+uD8n/bbfjZ4dludlp2sPPOTBtOp48aabEAfxjyJoSVMi5XqwqHjhj7+L9cLngzGrq/4N02esPHsdAyEhrWvfC6736ANd/DE8293iyvsrm991dYeKWDtXVrZtd+/fr1jBgxgpiYGLZs2eKNzV/UgUQoe96JWMND4cRJGydP5Xy9A0lQ5j/XHTh7stf+3eH9j6BOK3judRjwuvFBfPio8cE7qAd88YExTNhvZN7VmRNWPBa79sCRo/BCT6PjOGkGFCua9fbjPoCnHoNy4XlXS07l5f6vdI0xNLx2o7F82y/GkHHSYahYwRhiiHwGHnoMNm6BF5/OszJzxIrHomVDI8mp87hR17Xloe79xnptmkPnZ40hpoKq32tumjW48N0/3Qm1a7p5f7SLWRNcrN1o46MvCkeCU74s1Klt/N/tNobD695vdLz+a8J0qH5T5jSIwqT/a9C8wYXLEw/BsIkwqj/4XdFxhWTHK0+JgQMHAvDRRx8xbNgwypQpQ+nSpRkwYABz5szxRhOy5brIaXT++/NCZutld52f3ZiD9PogGBYFCZ/BhxNgUAzsT4Qat8CkaONboZ8fdO4Aq9Zn/63QW6x4LNLSYd0mGDsI5r8P/yYbHapz9icaHY52rSxpcq7l5f4vehVMjoYpc6BFR4hbAvfcCf7+xmOwbBWsnA+rv4D6Dxgppi9Z8VhMnglXF4dvY43n/L/JMONTK1uZP7Vu6qZPNzcBAUYHs/3/XKz4tnB0sM45dRq6D4Td/8CQbE5RlLAetv4MXTp4v22+kpYOr79lzK08l/AVam639/4KCa8O0sybN48PP/yQq6++GoBWrVrRqlUrnn7ae1/fJ0yDleuM/584CTdWybzu4CEoXsydMfH8nLLhmfOq/rte2XAjlTgn8RCEh8Hvf8HpFKh7n7H89lvh+srGm9A/+42hw3pnv93jBpvd+9+ArH4swkrDww9mToxu+ii8Oytz3SUJ8PADcFWRPCknR7y1/10uI5n8cHzmdY2fMVKd+V8aKUAp42VA2xbQzAcfTFY/Fsu+hX6vGulGgD+0aAhLVhkT/wuiidNsrFxndJTq3uem63PZv/EvXGKj6vVuql5nXHa7jaS6oDr/eVH3PmjVBF7pbQxzzxqXfQr5xWI4mASPnzc82P414wum2YT4/Oq/j8Grz124zvZfjffykZONy4eOGMP/KanGQSsiXnkbSE9Px+VyUapUKYoUyfx0DQgIuOSvUVvt1ecyXyyHjxpDWbv2GnNKPl14XqfnPPfXglHvZL9e/fuNN5e69xnf8havgIFvGB+kJ07Cj9vhjmrw9z/w5264+QZjKG3oeGOid4kQmDYXGkQYaZY3Wf1YNIgw5tq0bmrMvVnxbdY3101b4NGIvK/LjLf2v80GL/UyUqxqNxmPi8MBVa+DW26AT+KMYcKrihgHB9x2i/ceg3OsfixuuQHiVxpJXVo6fLPWSGsLqq7PXbxTdb7f/4Jlq+2MG+wiLR0+WWCn8cMF91v4+c+LY8nQ6gVj/lHnZy9+mwlDsl6+OcLojBXUowjPfwwu5o5qsPKzzMuTZsDRfwvvUYSFaW6Ut3ilg3X11VcTERGBzWZj4MCBjBgxgvXr1zN69GgaNmzojSZkq9TVEB0Frw2AtDS4pjyM6GNct/1X6H/2yBmz9do0h7/3QYvnjOueaAZ3325cN3EIDJtgfKNxOIxJ39eWN/6eeRye6mycu+3GKjDYx78MYMVj8WQL+Pe48YbsdBkfuL06Z25j117jiLn8Iq/3/+j+MGA0pKYbE7wnRRsdr8cawT8HoNWLRtJTLhyGR/nkIchgxWMR1QWix0OjZ4whw9p3wvNtfVeTt7zyrJvocdCig530dGhQx02rJoXj02hunDG0v/xb4++c6W8b+/+lXjBlpJFei0hWXv0twj///JPk5GRuv/12Nm/ezPHjx6lTp06u7lO/RShyZdJvEWpW9ZXM279FWPdR7x2JtXJpL69tKy95daZAlSqZkzzuuusub25aRERExGsK8FRMERER8QZbITq6z1uUMYuIiIhYTB0sEREREYtpiFBERETMXdnHlFwWJVgiIiIiFlOCJSIiIqY0yd1zSrBERERELKYES0RERMwpwPKYEiwRERERiynBEhEREXOag+UxJVgiIiIiFlOCJSIiIqZsCrA8pgRLRERExGJKsERERMSc5mB5TAmWiIiIiMWUYImIiIgpm36L0GNKsEREREQspgRLREREzGkOlseUYImIiIhYTAmWiIiImFOA5TElWCIiIiIWUwdLRERExGIaIhQRERFTNk1y95gSLBERERGLKcESERERc0qwPKYES0RERMRiSrBERETEnH4qx2NKsEREREQspgRLRERETOkoQs8pwRIRERGxmBIsERERMacEy2NKsEREREQspgRLREREzCnB8pg6WCJSIEWWu8PXTfCphf9s8nUTfOqmr17xdRN8avfzvm6BXIo6WCIiImJO58HymOZgiYiIiFhMCZaIiIiY0nmwPKcES0RERMRi6mCJiIiIWExDhCIiImJOQ4QeU4IlIiIiYjElWCIiImJOCZbHlGCJiIiIWEwJloiIiJhTguUxJVgiIiIiFlOCJSIiIub0UzkeU4IlIiIiYjElWCIiImKqoP5UzqZNmxg2bBhpaWmUL1+ekSNHUrx4cTZu3EiXLl0oU6YMALfccgvDhw8nOTmZHj16sGfPHkqWLMm4ceMIDQ0lNTWVvn37sn37doKCgoiJieG6664z3bYSLBERESmUevfuzahRo1i0aBHXX38906ZNA2Dbtm107NiRuLg44uLiGD58OADjxo2jZs2axMfH07p1a6KjowGYPXs2wcHBxMfH06dPH6Kioi65bXWwRERExJzb7bW/5ORk9u7de8FfcnKyx81evHgx119/PWlpaRw8eJCQkBDA6GCtXbuWFi1a0KlTJ/bv3w9AQkICTZs2BaBJkyasXr2atLQ0EhISaNasGQC1atXi6NGj7Nu3z3Tb6mCJiIhIvjFr1izq169/wd+sWbM8vi9/f3927NhBREQE3333HY0bNwagWLFitGvXjtjYWCIiIujevTsAiYmJhIaGAuBwOChatChHjhzJshwgNDSUAwcOmG5bc7BERETEnMt7c7Dat29Py5YtL1h+Ln3KTnx8fMYw3zlVqlRh5syZVK1alXXr1jF37ly6d+/O3LlzGTx4cMZ6Tz75JGPGjOH48ePZ3rfdnn0WdbHl56iDJSIiIvlGSEiIaWcqO5GRkURGRmZZlpKSwvLly3n44YcBaNasGSNHjsTlcjFlyhRefPFF/Pz8MtZ3OByEhYVx6NAhypQpQ3p6OidOnKBEiRKEhYWRlJRExYoVAUhKSiIsLMy0TRoiFBEREXNenINlFYfDwVtvvcX27dsBI+W68847sdvtLFu2jCVLlgAQGxtLjRo1CA4OJiIigtjYWMCYv1WzZk38/f2JiIggLi4OMI5MDAwMpFy5cubbt6wSERERkXzCz8+PsWPHMmDAAJxOJ+Hh4RlHBY4cOZL+/fszefJkSpYsyahRowDo1q0bUVFRNG7cmGLFihETEwPAM888w4ABA2jcuDEBAQEZ65uxud0F9OQWZ7kO3OjrJoiIDzQoV8PXTfCphf9s8nUTfOqmr17xdRN8avfzPb26vcgbe3ltW/G/jfTatvKSEiwRERExV7CzGJ/QHCwRERERiynBEhEREXNKsDymBEtERETEYkqwRERExJwXTzRaWCjBEhEREbGYEiwREREx53b5ugUFjhIsEREREYspwRIRERFzOorQY0qwRERERCymBEtERETM6ShCjynBEhEREbGYEqzzJKyHse9DahpUrQJDe0HRq3K+3vET0G8U/Pm3ccBF84bwQtust927H1q9AB/EQLWbvFOXmdzW7HTCyMmwZqPx/w5PQJvmxm22/QLDJ8HpM8Z1z7eFZo9m3qfbDX1GwA2VoWMb79SbU954LhRE2e2zMykwZCxs+9X4klvjZujfHYICfdvW7DTv3JAmnR7F7Xazf+dBxr74HseSki9cr0tDmneOJPV0Kn//speJXaZx/OiJy95u8dIhvDmrC+EVQ3G5XIx7aQo/r//Nozb52ph3/FiWYCekmJFkVLrWzaiBTgDeneHH0pV27HY3N1d10/91J4H5cP8DxDwUyW9HD/H+to3ZXt+g4g10v+t+XG43ySlnePPbJfx9/Nhlb69kUDBjIxpRvmgILreb3muWsjlxHwDtb7mDp2++Hbfbze7jx4j6dimHz5y67G3lKc3B8pgSrLOOHIO+I2D8EIifAxXKwZgpnq03YRqEh8KimTBvCsyNgx+3Z942JQXeHApp6V4oKAesqPnThbBrLyycYdT84Wew9RfjtdhtAHTpAAumwfujjI7Yrr3G7Xbugg7d4euVXirWA954LhREF9tn782GdCfEToe46UaH6/05PmmiqRvurEKrN5rS7f5+vHjbG/zzx37aD7mwZ1+jzq088WYL3nz4LTrd2ZPv43/ktSkv5WrbXSc9x/Y1v/B8te6MfGYi/ee9QWBwQI7blB9s2W5jxIB05k0z/s51rjb+aGPJN3Y+mZrGZzPSOXnSxicL8t9Hy/UlSvJJo//RpErVi64T6OdgXJ1GvLQ8lkYLZrHs7z94q3a9XG13yH0P8/2BvTz8+QxeS1jMO/WbEeTnoFqpcF6oXovHFn7Eo1/MZNe/x3jjrgdytS3JX/Lfq8BH1m40EqVKFYzLTzaHL5df2Gk3W6/Pq/Dmy8bypMOQmgrFimbedvA4aNEQShTP83JyxIqal38Lj0WCwwHFi0GjerBoqVH7K8/CfTWN25QJg6uLw8FE4/LHsdAyEhrW9UalnvHGc6Egutg+q1UDOrUDux38/ODmG2DfQZ800dTvP/zJsze+yqnkU/gH+lO6XEmOHz5+wXo33FWFH5dv49A/RwBY88V33Nv0Lhz+Dhz+Djq93Z53No3kvR9H03N6Z4oUC85y+57TO/No+zoZl+1+du5pcheLp64AYOeWXfzz+35qNbw9x23ytdRU+PV3Gx9+6sf/nnPwxgAH+8/uY5cLUlKNL5Dp6ca6gQG+bW922t18B/N+286Xf+646Dp+Nhs2m41i/kb8dpUjgBSn0ZH0t9vpf09dvmrRjviW7Yl5KJKi/lkLjXkoklY33Jrl/upfex2f7NgKwM9HEvkr+Sh1rqnM9sMHqTPvA46npRLo50f4VUU5mnLa6rKt43Z776+Q8FoH69tvvyU52Yi9Y2NjGTx4MJ9//rm3Nn9JBxKhbFjm5fBQOHHSxslTOV/PZjM6Gm8OhWYd4O7bofI1xnrzvzTefP7XNM9LyTEraj6QZHSezr/uQBIEBkKrxpnL5y2EU6ehxtn3nv6vQfMGlpdkibx+LhRUF9tn99fKrO2fA0aK2aCON1uWc850J/c1r8Une96j+kO3sGTGhRHqju//4PZ61Qi7tjQADTrUJSDQn5BSRWkT1QJnuotXavai0x09Obz/CM+NeMp0m8VLh2C32/j3UOawX9Lew5SuUCrHbfK1pMNQ6043r76QzqcfpFP9Fhev9XXgdsM9d7m5t6aLhv/zp/5j/hw/Aa2a5r+TUg5Yv4IFf/xsus6p9DT6rFnGF83a8v2TL9Pu1jsYvnEVAC/XuAen20Xj2A+JXDCLg6dOEFXrIdP7KxlUBBs2jpzJ7DgdOHmCMlcVAyDd7eLRitez4clO3FOmAvN/25bLKiU/8cocrOjoaH755RfGjh3LuHHj2LZtG/Xr12fZsmX88ssv9OvXzxvNMOW6yPuB3e75eqP6wcDXjSGyd2ZBvQeMobTZE6xpq1WsqDm76/z+c/upHxkfulNH5895Of+Vl8+Frh2taWN+9NMO6NoPnmoJde/zdWsubl3cRtbFbSTy+foM/7of7W/oivu8b83bvv2F2YPnM+iLnrhdbr6e8Q3Jh4+TlprOPY3vomiJItz18G0AOAIcHEv8F4AJ64cREOhP6LWlub1eNR7r1pif1v3Kx9FfZNsOlzPzCXSpNvla+bIweWTm3Ib2T7iY+qEf+w7Axh/t7NtvY/kXafg7YMBIP8a840dUN6cPW3x5ql5dmm531Obhz2bw9/FjPHvrnbxXvzmRC2ZR/5rrCAkM5IHylQAIsNs5dHa+VGyzpwjwc1D+qmLcV+5aOlaryeaD/zDx/9Znux3XeUfkLd39B0t3/0Gbqrcxu2FrHpo3lfyz5yU3vNLBWrt2LYsWLcLPz4+EhATmzZtHQEAATzzxBE2aNPFGE7I1YRqsXGf8/8RJuLFK5nUHD0HxYm6KZE3/KRtuzDHKbr013xv3EVYarioCjevD0lVw/KRx/207G7dJOgQ9h0LPl6He/Xlb439ZXXPZcOPb7TmJhyD8bKqTmgq9h8PO3TD3HeNNOr/y1nOhIDn/Mal7H7z63MXX/WqFMdG9Xzdo8oh32pcT7d96gtpNjXHq3T/vZeG7S/hp7a8ALJm+km7vvkjRq6/i+JHMCezBRYPYuupnvp7+DQAlworz7OA2HD9yArufnXdem8HGr/8PgKCrgggI8gfg1dp9AGOIcMuqn1g6KwEwhggBipa4ihPHTgJQunxJkvYeptx1Zbi6TIlLtskX3pnuR8JaG2DML6z3oIsmj2Z2Ct1ucPjBitV2Ih9xcVURY/njTVyMGO/niyZn8fqd9/NwxesBWL77D97+Ye0lbxNRoTKbDv6TMan9w59/ZMA9dbk6MBg/u4231n9Dwt6/ACji8CfQz/gIbbHwI8AYItyw/28++/0nwBgiBAgJCCQ5NQWAMkWKsv/kcSqGlCA0+Co2HfwHgHm/bWPY/Y9QPDCIYylnLHoULJSPOvwFhVeGCIOCgjh82PgULlWqFKdOGb3+06dP43D47kDGV58zJmAvmAZz34UtP2dOwv50Yfadn/trXXy9+JUweabxPExNNS7fcyf06Qpff5S5rdDSMLqf9ztXYH3N9e+HLxYbw5/Jx2HxCqh/dp7mawPhxCn4eHL+7lyB954LBcn5j4lZ52pJAgybYBwZm586VwCzBn5Kpzt70unOnix6bwl9P3mNkFLG8Ey9px5g1/a/L+jIlCpXkpiVgzLmVj3dvxUr5xofzpuX/h/NO0fi8Hdgs9l4/f2XeG64+eGhLqeL7776gcYvGQ9O5erXUvGWCmxJ+JmSZUvkqE2+8EpHZ8aE9lc6OBk5wY9/9hvXzYuzc8N1bsLD4OYb3Xyz2k56uvF8/+ZbO7fd4vsP47d/WEujBbNotGBWjjpXANsPHeSestdQOtjoLTaoeAN7jv/L0ZTTrNq7i/a33IG/3Y4NGPFgA3rVetD0/pxuNyv3/MlTN9UA4KaSoVx/dSk27P+bsOCrmFSvKVcHGs+zFtfdwo6jh/Jn50oui83thRz6m2++YdCgQTRu3Jj09HQ2bNhA7dq1WbNmDc8//zyPPfbYZd+368CNlrVz1QbjkPu0NLimPIzoAyVCYPuv0H+08UFjtl7ycRj0Nvz+F9iA+g9C1w4XDi3VfwLGv5U/TtOQ25rT02HUu7Buk3HdE82Mw/d/2AZPdbFR6Rp3lmHBN16CB+7OvNx7eP48TYO3ngsF0X/3WYO2xmkpwkMz17mjGgzonrftaFCuhse3adLpUZq90gBXuovD+44wscs0DuxK5Ma7qvD61JfpdGdPwDh1QrNXGmCz29m+9lcmdZlG6plUAoICeCnmGW6LuBW7n52d/7eLcS9N4dRx88nJJcKK8/rUTpSpHAZumNJjFpuXbTVt06Us/GeTx/XnxldL7Uz/2I7LZSMs1M2gN9MpG25Mbo95x4/vNtsJ8Hdz43Vuer/mzPODOm766pXLut1/T9NQvXQ4Ix9sSKMFswBjMnz7W+8g1enk35Qz9F+3nN+PHSbQz0G/e+pwb9lrsNts/Hw4kd5rlnIiLdV0e6WDizDywQZcU7Q4bmDodwl8+88uAJ6++Xba3Xw76W43iadO0H/tcvac+DdHdex+vudl1X+5Ist29tq24vdP9tq28pJXOlgAe/bsYfny5ezevRun00np0qWpW7cut912W67u18oOlogUHJfTwSpMvN3Bym8ut4NVWKiDlf95bXzummuuoUOHDt7anIiIiFhFc7A8VggGLERERETyF/1UjoiIiJhTguUxJVgiIiIiFlOCJSIiIuZcSrA8pQRLRERExGJKsERERMSU253/fl8yv1OCJSIiImIxJVgiIiJiTnOwPKYES0RERMRiSrBERETEnM6D5TElWCIiIiIWUwdLRERExGIaIhQRERFzLp2mwVNKsEREREQspgRLREREzGmSu8eUYImIiIhYTAmWiIiImHJrDpbHlGCJiIiIWEwJloiIiJjTHCyPKcESERERsZgSLBERETGnH3v2mBIsEREREYspwRIRERFzbh1F6CklWCIiIiIWU4IlIiIiptyag+UxJVgiIiIiFlOCJSIiIuY0B8tjSrBERERELKYOloiIiIjFNEQoIiIipjTJ3XNKsEREREQspgRLREREzGmSu8eUYImIiIhYzOZ2uzWwKiIiImIhJVgiIiIiFlMHS0RERMRi6mCJiIiIWEwdLBERERGLqYMlIiIiYjF1sEREREQspg6WiIiIiMXUwRIRERGxmDpYIiIiIhZTB0tERETEYupgiYiIiFhMHSwRERERi6mDJSIiImIxdbByYdGiRTRq1IhHHnmEjz76yNfN8boTJ07QpEkT9u7d6+umeN2kSZNo3LgxjRs3ZtSoUb5ujteNHz+eRo0a0bhxY2bMmOHr5vjEyJEjiYqK8nUzvK5du3Y0btyY5s2b07x5c7Zs2eLrJnnVN998w2OPPUbDhg0ZOnSor5sj+ZjD1w0oqA4ePMjYsWP54osvCAgIoE2bNtxzzz1cf/31vm6aV2zZsoV+/fqxa9cuXzfF69atW8eaNWtYsGABNpuN559/nmXLlvHII4/4umle8f3337NhwwYWLlxIeno6jRo1IiIigipVqvi6aV6zfv16FixYQJ06dXzdFK9yu938+eefJCQk4HBceR8fe/bsYeDAgcyfP59SpUrRvn17Vq1aRUREhK+bJvmQEqzLtG7dOu69915KlChBkSJFaNCgAV9//bWvm+U18+bNY+DAgYSFhfm6KV4XGhpKVFQUAQEB+Pv7c91117Fv3z5fN8tr7r77bj788EMcDgeHDx/G6XRSpEgRXzfLa44dO8bYsWPp1KmTr5vidX/++Sc2m40XXniBZs2aMWfOHF83yauWLVtGo0aNKFOmDP7+/owdO5YaNWr4ulmST115X0EskpiYSGhoaMblsLAwtm7d6sMWeVd0dLSvm+AzN9xwQ8b/d+3axeLFi5k7d64PW+R9/v7+TJgwgenTp9OwYUPCw8N93SSvGTBgAN27d2f//v2+borXJScnU7t2bQYNGsSZM2do164dlStX5v777/d107xi9+7d+Pv789xzz5GUlETdunV57bXXfN0syaeUYF0mt9t9wTKbzeaDloiv/P7773Ts2JFevXpRqVIlXzfH61599VXWr1/P/v37mTdvnq+b4xXz58+nbNmy1K5d29dN8Yk77riDUaNGUaRIEUqWLEmrVq1YtWqVr5vlNU6nk/Xr1zN69GjmzZvHtm3bWLBgga+bJfmUOliXKTw8nEOHDmVcTkxMvCKHy65Umzdv5tlnn+WNN96gZcuWvm6OV+3cuZNffvkFgODgYB599FF27Njh41Z5x+LFi1m7di3NmzdnwoQJfPPNNwwbNszXzfKaTZs2sX79+ozLbrf7ipqLVbp0aWrXrk3JkiUJCgqifv36V9TIhXhGHazLdN9997F+/XqOHDnC6dOnWbp0KQ899JCvmyVesH//fjp37kxMTAyNGzf2dXO8bu/evfTr14/U1FRSU1NZsWIFd911l6+b5RUzZszgyy+/JC4ujldffZV69erRp08fXzfLa44fP86oUaNISUnhxIkTLFiw4Io5uAOgbt26rFmzhuTkZJxOJ99++y233nqrr5sl+dSV89XDYuHh4XTv3p127dqRlpZGq1atuO2223zdLPGCadOmkZKSwogRIzKWtWnThieffNKHrfKeiIgItmzZQosWLfDz8+PRRx+9IjuaV6K6detm7HuXy0Xbtm254447fN0sr6lRowbPP/88bdu2JS0tjfvvv5/HH3/c182SfMrmzm4ykYiIiIhcNg0RioiIiFhMHSwRERERi6mDJSIiImIxdbBERERELKYOloiIiIjF1MESERERsZg6WCIiIiIWUwdLRDwWGRnJQw89xO+//+7rpoiI5EvqYImIx7788ksqVarEkiVLfN0UEZF8SR0sEfGYn58fd9111xXzI88iIp7SbxGKiMfOnDnDV199hX5pS0Qke0qwRMRjY8eOJTw8nD179nDy5ElfN0dEJN9RB0tEPPLjjz/y9ddfM3HiRIoVK8Zvv/3m6yaJiOQ76mCJSI6lpKTQu3dv3nrrLUqUKMFNN92keVgiItlQB0tEcmz8+PHccccd1KlTB4CbbrqJX3/91beNEhHJh9TBEpEc2bp1K19//TV9+vTJWHbzzTcrwRIRyYbNrcOARERERCylBEtERETEYupgiYiIiFhMHSwRERERi6mDJSIiImIxdbBERERELKYOloiIiIjF1MESERERsdj/A61CXFvLEvW/AAAAAElFTkSuQmCC\n", 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\n", 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