diff --git a/main.ipynb b/main.ipynb index aa087f2..59da8e5 100644 --- a/main.ipynb +++ b/main.ipynb @@ -598,7 +598,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -644,7 +644,7 @@ }, { "data": { - "image/png": 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", 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pqak499xzj3rfJ598goceegg//fRT2DUSTd/cHjx4EKIoHvfN+/G09twaW3KaslqtuPjii/HGG2/gwQcfBNDQupWSknLM1/y3evfufczX4Vha+j14qq9Ro6Od+28dPHgQAE74/ZCXl4d7770XH330Eaqrq8Pua8n3dGvV19cD+PXDldb+TOh0umavs8ViQWpqarPCzmKxhJ1TMBjEf//7Xzz33HPIyckJu47NZrM1e+7GD2QaNX4g0njMxt9Tv/2dqFarm12n9+c//xmrVq3CiBEj0KtXL0yaNAmzZs3C6NGjj3reRNT9sSihLstsNiM5ORm//PJLqx7Xkk9gL774YhgMBqxYsQKjRo3CihUrIIpi6IJtoOEPuiAI+Pzzz4/6KW3jJ6CNjjadrN1ux/jx42E2m7Fo0SJkZWVBp9Phxx9/xJ///OeTWsMgGAzitNNOwxNPPHHU+5v2dR+LJElhb0QnT56Mfv364cYbb8RHH30U2n777bdj6dKluPPOO3HWWWfBYrFAEATMnDmzRdkb91m+fPlR1wA51jULSlq/fj2mTp2KcePG4bnnnkNSUhLUajWWLl2q6EW6x5queO7cuXjnnXfw/fff47TTTsNHH32EW265pU1m5jqWtvgebI22mqo5EAjgvPPOQ1VVFf785z+jX79+MBqNKCwsxDXXXNMua4o0/v5q/MChtT8TxxohOtb2ph8c/POf/8Q//vEPzJs3Dw8++CBiYmIgiiLuvPPOo55rS47ZUv3798fevXvxySef4IsvvsDKlSvx3HPP4d5778UDDzzQ6uMRUdfX+f7iE7XClClTsGTJEmzcuBFnnXXWcffNyMhAMBjE/v37Q582Aw0XFNvtdmRkZIS2GY1GTJkyBe+88w6eeOIJvP322xg7dmzYhZ9ZWVmQZRk9e/YMXaDaWmvXrkVlZSXee+89jBs3LrQ9JyenWXYAOHDgAM4+++zQdr/fj8OHD2Pw4MFhuX7++Wecc845bbbidFJSEhYsWIAHHngAP/zwA84880wAwLvvvourr74ajz/+eGhft9sNu90e9vhj5cjKygIAxMfHt/rTeKDhddm7d2+z7Y1tb02/pm1l5cqV0Ol0+PLLL8PWwFi6dGnYfllZWQgGg9i9ezfOOOOMYx7vWK9NW53b+eefj7i4OLz++usYOXIknE4n5syZ06LHnqyWfg+e6mvU2kxAQxHw2xHHRjt37sS+ffvwyiuvhE2I8PXXX5/y8x/L8uXLIQgCzjvvvLCcJ/sz0Rrvvvsuzj77bLz00kth2+12O2JjY1t9vMbvyf3794eN9Ph8PuTk5OD0008P299oNGLGjBmYMWMGvF4vpk2bhocffhj33HNPsxY7Iur+eE0JdWl/+tOfYDQacf3116O0tLTZ/QcPHsR///tfAAgtANe0BQtA6NPcprMmAQ0tXEVFRfjf//6Hn3/+GTNmzAi7f9q0aZAkCQ888ECzTwplWUZlZeUJ8zd+8tj08V6vF88991zYfsOGDYPNZsOLL74Iv98f2v766683azG58sorUVhYiBdffLHZ87lcruPOTnQ8t99+OwwGQ9hK3pIkNTv3p59+utl0xkajEQCaFSuTJ0+G2WzGP//5T/h8vmbPWV5eftxMF154ITZv3oyNGzeGtjkcDixZsgQ9evQ45bago5EkCYIghJ3j4cOHm81qdumll0IURSxatKjZp85NXzOj0djsdQHa7txUKhWuuuoqrFixAsuWLcNpp50WVsS2h5Z+D57qa9QakyZNQlRUFB555BG43e6jPtfRfh5lWQ79Dmlrjz76KL766ivMmDEj1PJ0qj8TrXG0n9933nkHhYWFJ3W8YcOGIS4uDs8//zy8Xm9o+7Jly5p9/X77+1Gj0WDAgAGQZfmo501E3R9HSqhLy8rKwhtvvIEZM2agf//+YSu6f//993jnnXdCq0CffvrpuPrqq7FkyZJQ29TmzZvxyiuv4NJLLw0bgQAa3hRGRUVh4cKFkCQJl19+ebPnfuihh3DPPfeEpueNiopCTk4O3n//fdxwww0nXD181KhRiI6OxtVXX4077rgDgiBg+fLlzd4oaDQa3H///bj99tsxceJEXHnllTh8+DCWLVuGrKyssE+S58yZgxUrVuCmm27CmjVrMHr0aAQCAezZswcrVqzAl19+2WytlZaw2Wy49tpr8dxzzyE7Oxv9+/fHlClTsHz5clgsFgwYMAAbN27EqlWrmvWjn3HGGZAkCf/6179QU1MDrVaLiRMnIj4+HosXL8acOXPwu9/9DjNnzkRcXBzy8vLw6aefYvTo0XjmmWeOmekvf/kL3nzzTVxwwQW44447EBMTg1deeQU5OTlYuXJlu7QoXXTRRXjiiSdw/vnnY9asWSgrK8Ozzz6LXr16YceOHaH9evXqhb/97W948MEHMXbsWEybNg1arRZbtmxBcnIyHnnkEQDA0KFDsXjxYjz00EPo1asX4uPjMXHixDY9t7lz5+Kpp57CmjVr8K9//atV5/vjjz/itddea7Y9KyvrmKOTLf0ePNXXqDXMZjOefPJJXH/99Rg+fDhmzZqF6Oho/Pzzz3A6nXjllVfQr18/ZGVlYeHChSgsLITZbMbKlSubFf6t5ff7Q6+h2+1Gbm4uPvroI+zYsQNnn302lixZEpbzVH4mWmPKlClYtGgRrr32WowaNQo7d+7E66+/fsx1mk5ErVbjoYcewo033oiJEydixowZyMnJwdKlS5sdc9KkSUhMTMTo0aORkJCA7OxsPPPMM7joootaPHkJEXUzHTzbF1G72Ldvnzx//ny5R48eskajkaOiouTRo0fLTz/9dGhaXVmWZZ/PJz/wwANyz549ZbVaLaelpcn33HNP2D5NzZ49WwYgn3vuucd87pUrV8pjxoyRjUajbDQa5X79+sm33nqrvHfv3tA+48ePP+b0l99995185plnynq9Xk5OTpb/9Kc/yV9++eVRp9B96qmn5IyMDFmr1cojRoyQv/vuO3no0KHy+eefH7af1+uV//Wvf8kDBw6UtVqtHB0dLQ8dOlR+4IEH5JqamuO+lsebwvTgwYOyJEmh6WSrq6vla6+9Vo6NjZVNJpM8efJkec+ePXJGRkazKWdffPFFOTMzU5Ykqdm5rVmzRp48ebJssVhknU4nZ2Vlyddcc428devW42ZtzHTFFVfIVqtV1ul08ogRI+RPPvmk2X5o5ZTAx9v3pZdeknv37i1rtVq5X79+8tKlS485RezLL78sDxkyJPR1GD9+vPz111+H7i8pKZEvuugiOSoqqtm0qS05t8bpWt95553jntPAgQNlURTlgoKCFr0GJ5oSuOnX97dTAsty674HT/Y1apz2d8uWLc3y/3ZK4EYfffSRPGrUKFmv18tms1keMWKE/Oabb4bu3717t3zuuefKJpNJjo2NlefPny///PPPYVNCy3LrpgRu+roZDAa5R48e8uWXXy6/++67zabkbdSSn4lj/awe6/dNRkaGfNFFF4X+7Xa75bvvvltOSkqS9Xq9PHr0aHnjxo3Nvp7H+h5r/B5p+rrIsiw/99xzcs+ePWWtVisPGzZMXrduXbNjvvDCC/K4ceNkm80ma7VaOSsrS/7jH/94wt9PRNR9CbJ8EleoEVGnEAwGERcXh2nTph21VYao0ZAhQxATE4NvvvlG6ShERETN8JoSoi7C7XY3a+t69dVXUVVVhQkTJigTirqErVu34qeffmrxavZEREQdjSMlRF3E2rVrsWDBAkyfPh02mw0//vgjXnrpJfTv3x/btm076hooFNl++eUXbNu2DY8//jgqKipw6NAhzmpERESdEi90J+oievTogbS0NDz11FOoqqpCTEwM5s6di0cffZQFCR3Vu+++i0WLFqFv37548803WZAQEVGnxfYtoi6iR48e+Oijj1BSUgKv14uSkhK8/PLLiI+PVzoadVL3338/gsEgsrOzMX78eKXjEBFRO1u3bh0uvvhiJCcnQxCEZtPVy7KMe++9F0lJSdDr9Tj33HOxf//+sH2qqqowe/ZsmM1mWK1WXHfddaivrw/df/jwYYwbNw5GoxHjxo3D4cOHwx4/ZcoUrFy5stXZWZQQEREREXUDDocDp59+Op599tmj3v/YY4/hqaeewvPPP49NmzbBaDRi8uTJYes3zZ49G7t27cLXX3+NTz75BOvWrcMNN9wQuv/uu+9GSkoKfvrpJyQlJYUtf/D2229DFMVmyyi0BK8pISIiIiLqZgRBwPvvv49LL70UQMMoSXJyMu6+++5QIVFTU4OEhAQsW7YMM2fORHZ2NgYMGIAtW7aE1jT74osvcOGFF6KgoADJyckYMGBAaL2uzz//HAsXLsSuXbtgt9sxfPhwrF69Gmlpaa3Oy5ESIiIiIqJOyuPxoLa2Nuzm8XhafZycnByUlJTg3HPPDW2zWCwYOXIkNm7cCADYuHEjrFZr2CLL5557LkRRxKZNmwA0LEa9atUqBINBfPXVVxg8eDAA4I9//CNuvfXWkypIgG56ofsVVyidQBler9IJlOHztWy/3Nyn4fVWIjV1HvT69PYN1QFaet7dDc/75BQW/gvBoAuJibdBrY5tm1AdwO9XOoEygkGlEygjUs87UntWtm9XOsGxCYLSCX51332P4IEHHvjNtvtw//33t+o4JSUlAICEhISw7QkJCaH7SkpKml2rqlKpEBMTE9rn3//+N2688Ub06NEDgwcPxgsvvIB169bhp59+wr/+9S9ceeWV2Lp1KyZNmoSnnnqqxZPxdMuihIiIiIioO7jnnntw1113hW3TarUKpQFSUlLwySefhP7t8XgwefJkvPLKK3jooYcQFRWFvXv34vzzz8cLL7yA22+/vUXHZfsWEREREVETgtB5blqtFmazOex2MkVJYmIiAKC0tDRse2lpaei+xMRElJWVhd3v9/tRVVUV2ue3/vnPf2LSpEkYOnQo1q5di8svvxxqtRrTpk3D2rVrW5yPRQkRERERUTfXs2dPJCYm4ptvvgltq62txaZNm3DWWWcBAM466yzY7XZs27YttM/q1asRDAYxcuTIZsfMzs7GG2+8gQcffBAAEAgE4DvSb+zz+RAIBFqcj+1bRERERETdQH19PQ4cOBD6d05ODn766SfExMQgPT0dd955Jx566CH07t0bPXv2xD/+8Q8kJyeHZujq378/zj//fMyfPx/PP/88fD4fbrvtNsycORPJyclhzyXLMm644QY8+eSTMBqNAIDRo0fjxRdfRJ8+ffDqq6/iqquuanF2jpQQERERETWhdMtW01trbN26FUOGDMGQIUMAAHfddReGDBmCe++9FwDwpz/9CbfffjtuuOEGDB8+HPX19fjiiy+g0+lCx3j99dfRr18/nHPOObjwwgsxZswYLFmypNlzLVmyBAkJCZgyZUpo2/333w+3242RI0eiV69euPXWW1v+mnfHdUo4+1Zk4exbkYXnfXI4+1bXEqmzUEXqeXe/d2It05ln35IkpRP8qhUdUF0aR0qIiIiIiEhRvKaEiIiIiKiJzrROSaTgSAkRERERESmKRQkRERERESmK7VtERERERE2wfavjcaSEiIiIiIgUxZESIiIiIqImOFLS8ThSQkREREREimJRQkREREREimL7FhERERFRE2zf6ngcKSEiIiIiIkWxKCEiIiIiIkWxfYuIiIiIqAm2b3U8jpQQEREREZGiOFJCRERERNQER0o6HkdKiIiIiIhIUSxKiIiIiIhIUWzfIiIiIiJqgu1bHY8jJUREREREpCgWJUREREREpCi2bxERERERNcH2rY7HkRIiIiIiIlIUR0qIiIiIiJrgSEnH40gJEREREREpikUJEREREREpiu1bRERERERNsH2r43GkhIiIiIiIFMWihIiIiIiIFMX2LSIiIiKiJti+1fE4UkJERERERIpiUUJERERERIpi+xYRERERURNs3+p4HCkhIiIiIiJFcaSEiIiIiKgJjpR0PI6UEBERERGRoliUEBERERGRoti+RURERETUBNu3Oh5HSoiIiIiISFEsSoiIiIiISFFs3yIiIiIiaoLtWx2PIyVERERERKQojpQQERERETXBkZKOx5ESIiIiIiJSFIsSIiIiIiJSFNu3iIiIiIiaYPtWx+NICRERERERKYpFCRERERERKYrtW0RERERETbB9q+NxpISIiIiIiBTFooSIiIiIiBTF9i0iIiIioibYvtXxOFJCRERERESK4kgJEREREVETHCnpeBwpISIiIiIiRbEoISIiIiIiRbF9i4iIiIioCbZvdTyOlBARERERkaI6xUjJ5s2bsXHjRpSUlAAAEhMTcdZZZ2HEiBEKJyMiIiIiovamaFFSVlaGyy+/HN999x3S09ORkJAAACgtLcWCBQswevRorFy5EvHx8UrGJCIiIqIIwvatjqdo+9Ytt9yCQCCA7OxsHD58GJs2bcKmTZtw+PBhZGdnIxgM4tZbb1UyIhERERERtTNFR0q+/PJLrFu3Dn379m12X9++ffHUU09hwoQJHR+MiIiIiCIWR0o6nqJFiVarRW1t7THvr6urg1arPe4xPB4PPB5P2LZAQAtJOv7jiIiIiIioc1C0fWvGjBm4+uqr8f7774cVJ7W1tXj//fdx7bXX4qqrrjruMR555BFYLJaw2969j7R3dCIiIiIiaiOKjpQ88cQTCAaDmDlzJvx+PzQaDQDA6/VCpVLhuuuuw7///e/jHuOee+7BXXfdFbbt6qs5SkJEREREJ4ftWx1P8fatxYsX41//+he2bdsWNiXw0KFDYTabW3SM37Z4SVK7xCUiIiIionbQKRZPNJvNOPvsszF16lS43W6sWrUKy5cvR2VlpdLRiIiIiIionSk6UjJgwABs2LABMTExyM/Px7hx41BdXY0+ffrg4MGDWLRoEX744Qf07NlTyZhEREREFEHYvtXxFB0p2bNnD/x+P4CGa0OSk5ORm5uLzZs3Izc3F4MHD8bf/vY3JSMSEREREVE76xTtWwCwceNG3H///bBYLAAAk8mEBx54ABs2bFA4GRERERERtSdF27cAQDgyPuZ2u5GUlBR2X0pKCsrLy5WIRUREREQRiu1bHU/xouScc86BSqVCbW0t9u7di0GDBoXuy83Nhc1mUzAdERERERG1N0WLkvvuuy/s3yaTKezfH3/8McaOHduRkYiIiIgownGkpON1qqLkt/7v//6vg5IQEREREZFSOs2F7kREREREFJkUv6aEiIiIiKgzYftWx+NICRERERERKYpFCRERERERKYrtW0RERERETbB9q+NxpISIiIiIiBTFkRIiIiIioiY4UtLxOFJCRERERESKYlFCRERERESKYvsWEREREVETbN/qeBwpISIiIiIiRbEoISIiIiIiRbF9i4iIiIioCbZvdTyOlBARERERkaI4UkJERERE1ARHSjoeR0qIiIiIiEhRLEqIiIiIiEhRbN8iIiIiImqC7VsdjyMlRERERESkKBYlRERERESkKLZvERERERE1wfatjseREiIiIiIiUhSLEiIiIiIiUhTbt4iIiIiImmD7VsfjSAkRERERESmKIyVERERERE1wpKTjcaSEiIiIiIgUxaKEiIiIiIgUxfYtIiIiIqIm2L7V8ThSQkREREREimJRQkREREREimL7FhERERFRE2zf6ngcKSEiIiIiIkVxpISIiIiIqAmOlHQ8jpQQEREREZGiWJQQEREREZGi2L5FRERERNQE27c6HkdKiIiIiIhIUSxKiIiIiIhIUWzfIiIiIiJqgu1bHY8jJUREREREpCgWJUREREREpCi2bxERERERNcH2rY7HkRIiIiIiIlIUR0qIiIiIiJrgSEnH40gJEREREREpikUJEREREREpiu1bRERERERNsH2r43GkhIiIiIiIFMWihIiIiIiIFMX2LSIiIiKiJti+1fE4UkJERERERIriSAkRERERURMcKel4HCkhIiIiIiJFsSghIiIiIiJFsX2LiIiIiKgJtm91PI6UEBERERGRoliUEBFFkGDQo3QEIiKiZrpl+5ZWq3QCZYgRWmKqWvhdrNMZIcuVqKtbA6t1NkSxa3/7q9VKJ1CG3690AmWc6nnr9Xr4fC7U1r6KmJiJMJuHQxA6/y+NYFDpBMqI1POWZaUTEDVg+1bH6/x/kYjaSELC+RBFDZzOHBQVvQdZjtC/+hSREhNnQqtNRTDoQUXF5ygsfBFud6HSsYiIiACwKKEIotcnIzV1JgRBQl3dbpSUfAaZH8tRhNBo4pGSch3i4i6GKOrg8RSjsPB/KC//DIGAW+l4RESdiiB0nlukYFFCEcVozERy8jQAAuz2raio+FbpSEQdRhAEmM1DkZ5+O6KiTgcgo7Z2M/Lzn0Fd3U4W6UREpBgWJRRxzOaBSEy8EABQUbEW1dVbFE5E1LEkyYj4+MuQnHw11OpYBAL1KCtbieLi5fB6K5WOR0REEYhFCUWk6OjhiI2dAAAoKfkMtbW7lA1EpAC9vidSU29CTMxECIIKLtchFBQsRlXVWgSDETqjABERlG/ZYvsWUQSJjR2P6OjhAGQUFb0Hh+OQ0pGIOpwoqhAdPQ5pabfAYOgFWfajunotCgqeg9N5UOl4REQUIViUUMQSBAEJCRfAbB4IWQ6goOAtuFxFSsciUoRaHYPExNlISJgOSYqCz1eF4uLlKC1dCb+/Xul4RETUzbEooYgmCCKSki6D0ZiJYNCL/PzX4PGwp54ikyAIMJkGIj39NlgsIwEIqK/fifz8p1FTs5nTaBNRxFC6ZYvtW0QRSBRVSEmZAZ0uGYGAE/n5y+Hz1Skdi0gxoqhFbOwFSE29AVptypG1TT5DYeH/4PEUKx2PiIi6IRYlRAAkSYu0tNnQaGzw+ezIz1+OQMCldCwiRWm1SUhJuQ6xsRdBFLXweIpQULAEFRWfIxj0KB2PiIi6ERYlREeoVEakpc2BShUFj6cM+flvIhj0KR2LSFGCIMJiGY60tNthMp0GQEZNzSbk5T2D+vpdXNuEiLolpVu22L5FFOE0GivS0n4PUdTB5cpDYeE7kOWA0rGIFKdSmZCQcDmSkuZCrbYhEKhDaek7KCl5HT5fldLxiIioi2NRQvQbOl0C0tJmQRBUqK/fh+Lij/lpMNERBkMmUlNvRnT0BAiCBKfzAPLzn0N19TqubUJE3YbSoyMcKSEiAIDBkI6UlOkQBBE1NT+hvHyV0pGIOg1RVCEmZgJSU2+BXp8JWfajqmo1Cgqeh8uVo3Q8IiLqgliUEB1DVFRfJCZOBQBUVn6HysrvFU5E1LloNDYkJc1BQsIVkCQTfL4KFBW9gtLS97i2CRERtYpK6QBEnZnVegYCAQfKyr5GWdlXkCQDrNYzlI5F1Gk0rG0yCHp9L1RVrUZt7RbU1++A07kPMTHnwmweCiGS+g+IqFvgr62Ox5ESohOw2UYjJmYUAKCk5CPU1e1TOBFR5yNJOsTFXYiUlOuh1SYhGHSjouITFBa+BI+nROl4RETUybEoIWqB+PjzYLGcDlkOorBwBZzOPKUjEXVKOl0KUlLmIzb2giNrmxSgoOAFVFR8ybVNiIjomFiUELWAIAhISpoKk6kPZNmP/Pw34PGUKR2LqFNqWNtkJNLSboPJNBANa5tsRH7+s6iv383Z7Iio01N6xi3OvkVExyQIElJSpkOvT0Mw6EZe3nJ4vXalYxF1WipVFBISpiMp6fdQq6Ph99eitHQFSkregM9XrXQ8IiLqRFiUELWCKKqRljYLWm08/P465Ocvh9/vUDoWUadmMPRCauotiI4ed2Rtk/1H1jZZz8VJiahTUnp0hCMlRHRCkqRHWtrvoVZb4PVWIj//dQQC7JUnOh5RVCMmZiJSU2+GXt8TsuxDVdU3R9Y2Oax0PCIiUhiLEqKToFabkZY2B5JkgNtdhMLCt7maNVELaDSxSEqai/j4aZAkI7zechQVLUNZ2QcIBDjqSEQUqViUEJ0krTYWaWmzIYoaOByHUFz8PmQ5qHQsok5PEARERQ1GWtptMJuHAQDq6n5CXt4zqK39kRfCE5HilG7ZYvsWEbWKXp+ClJQZEAQJtbW7UFr6Bd9QEbWQJOkRFzcFKSnXQ6NJRDDoQnn5RygqehkeT6nS8YiIqAOxKCE6RSZTFpKTLwMgoLp6Myor1ykdiahL0elSkZp6A2y2yRBFDdzufBQUvIDKyq8QDHqVjkdERB1ApXQAou7AbB4Ev9+J0tLPUF6+BpJkRHT0MKVjEXUZgiDCaj0LRuMAVFZ+AYcjG3b796it3QmT6TQYjf2g1aZBiKReBiJSDH/VdDwWJURtJCZmBAIBByoqvkVJyaeQJAPM5gFKxyLqUtRqCxITZ8Dh2IeKis/g89lRU/M9amq+hySZYDD0hdHYH3p9TwiCpHRcIiJqIyxKiNpQbOwE+P0O2O1bUVS0EpKkg9GYqXQsoi7HaOwDvb4n6uv3w+nMhtO5D4FAPerqtqGubhtEUQeDoTcMhv4wGHpBFDVKRyYiolPAooSoDQmCgMTECxEIOFFXtxsFBW8hPf0a6PXJSkcj6nJEUQ2TaQBMpgGQ5QBcrhw4nXvgcOxBIFCP+vqdqK/fCUFQQa/PgtHYDwZDX0iSQenoRNTFsX2r4/FCd6I2JggikpOnwWDoiWDQi/z81+HxVCodi6hLEwQJBkMvxMZOQXr63UhOvg4Wyyio1TGQZT+czr0oL/8Qubn/RnHxK6ip2QS/v0bp2EREHapHjx4QBKHZ7dZbbwUATJgwodl9N910U+jxVVVVuPjii2EymTBkyBBs37497Pi33norHn/88XbJzpESonYgiiqkps5EXt4yuN3FyM9fjoyM66BWRykdjajLEwQBOl0adLo0xMScB6+3DE5nNhyOPfB6S+By5cDlykFl5efQapNhMPSH0dgPGk2c0tGJqIvoqiMlW7ZsQSAQCP37l19+wXnnnYfp06eHts2fPx+LFi0K/dtg+HV0+eGHH0ZdXR1+/PFHLF68GPPnz8fWrVsBAD/88AM2bdqEp556ql2ysyghaieSpEVa2mzk5r4Mr7cK+fmvISPjWkiSTuloRN2GIAjQahOg1SYgOnoCfL7qIy1e2XC78+HxFMHjKUJ19TdQq2OPtHj1h1abzJm8iKjbiYsL//Dl0UcfRVZWFsaPHx/aZjAYkJiYeNTHZ2dnY+bMmejTpw9uuOEGLFmyBADg8/lw00034X//+x8kqX0mGWH7FlE7UqlMSEubA5XKBI+nFPn5byAY9Ckdi6jbUqujYbGcheTkeUhPvxuxsRdDr+8FQZDg81XAbt+AoqIXkZ//JCoqPoPLlQNZDiodm4jomDweD2pra8NuHo/nhI/zer147bXXMG/evLAPYV5//XXExsZi0KBBuOeee+B0OkP3nX766Vi9ejX8fj++/PJLDB48GADw2GOPYcKECRg2rP2WOxDkbrj89OzZSidQhi9C3+v6/UonODG3uxS5uUsRDLphMvVFauoMCMKpfSbQFc67PfC8I0uwjeqFQMANl2s/HI49cLn2hy3KKIp6GI19YTD0g16fBVFUt82TnoK2Ou+upvu9I6HjWbNG6QTHdvbZSif41fjx9+OBBx4I23bffffh/vvvP+7jVqxYgVmzZiEvLw/JyQ0T7ixZsgQZGRlITk7Gjh078Oc//xkjRozAe++9BwCoqanBzTffjO+++w49evTA4sWLoVarcdFFF2Hjxo3429/+hq+++grDhg3Diy++CIvF0mbnyaKkG2FR0rk5nbnIy1sOWfbDYhmCpKSpp9Q+0lXOu63xvCNLe7w5Dwb9cLsPweHIhtO5F4HAr58SCoL6yFTD/WAw9FGs3ZJFCUUCFiUt88UXnmYjI1qtFlqt9riPmzx5MjQaDT7++ONj7rN69Wqcc845OHDgALKyso66z8SJE/GHP/wBubm5+OSTT/Dpp59i/vz5sNlsbXrRO68pIeogBkMGUlKmo7DwbdTUbIdKZUR8/LlKxyKKOKKogsHQBwZDH8hyEG533pECZQ/8/ho4HLvhcOwGIEKv7wmjsT8Mhr5QqThRBRF1vJYUIL+Vm5uLVatWhUZAjmXkyJEAcMyiZOnSpbBarbjkkkswbdo0XHrppVCr1Zg+fTruvffeVmU6ERYlRB0oKqovEhMvRnHxh6is3ABJMsBmG6V0LKKIJQgi9Poe0Ot7QJbPh9dbDIej4UJ5n68cLtdBuFwHAXwKnS4VBkM/GI39oVbHKB2diNpRV58HY+nSpYiPj8dFF1103P1++uknAEBSUlKz+8rLy7Fo0SJs2LABABAIBOA70pbj8/nCZvlqCyxKiDqY1ToEfr8D5eWrUFb2FVQqIyyW05WORRTxGmbySoZWm4yYmInweitCM3l5PIVwu/PhduejqupraDQJoQJFo0ngTF5E1GkEg0EsXboUV199NVSqX9/qHzx4EG+88QYuvPBC2Gw27NixAwsWLMC4ceNCF7Q3deedd+Luu+9GSkoKAGD06NFYvnw5Jk2ahCVLlmD06NFtmptFCZECbLbRCAQcqKraiOLiDyGKekRF9VE6FhE1odHEQqMZA6t1DPz+Wjgce+B07oHLdRhebym83lLU1W1DevrdHZ7N76+H11sEg4G/N4jaQ1f+nGHVqlXIy8vDvHnzwrZrNBqsWrUK//nPf+BwOJCWlobLL78cf//735sd48svv8SBAwewfPny0LbbbrsNW7duxciRIzFixAjcd999bZqbF7p3I7zQvWuRZRnFxR+gpuZniKIaaWlzYTCktfjxXfW8TxXPO7J0xgu+AwEnnM59cDj2QK22wmY7v82fo+l5BwIuCIIaovjr54iVlZ9DpbLCYjmrzZ9bSd3vHQkdT2e+0P2cc5RO8KtvvlE6QcfgSAmRQgRBQFLSVAQCTtTX70dBwRvIyLgWWm280tGI6DgkyYCoqDMQFXVGuz6Pw7ELVVWrEAx6YDINhsUyBiqVCbIchNdbCpNpCICGDzjYPkZEXR0XTyRSkCBISEmZDr0+DYGAC3l5r8HrtSsdi4g6iCwH4HLlwG7/Di7XIQSDDUNiwaAXdXU/wmQ6HUlJ18DlOoDa2u8BAPX126FWx0KrbViRmQUJUdsThM5zixQsSogUJooapKXNglYbB7+/Fvn5y+H3O5SORUTtIBBwhxZudDiyUVCwGOXlH8Lp3I+Kik9RVfUFAMDnqwQgQKOJh0YTj6io38HlygEA+P21UKms8HorUFa2ElVV3yAQcCt1SkREbYJFCVEnIEl6pKXNgVptgddbifz8N8JWnCairsnjKYXdvgHFxa/g8OFHUVi4GF5vGfz+Otjt30Gvz0R6+p1ITr4GFsvoIzN9lUKlMkOSjHC5DgEA/P466PVZCAb9cDh2ISrqd6iu/gpabRJk2Yvy8pUIBj0nSENE1HmxKCHqJNRqM9LS5kCSDHC7C1FQ8DZkuW3nACeijuHz2XHo0AMoLn4ZDsce6HQZMBoHAJCh06UiEHDA5ys7sq2BVpuIQMAJlcoESTLCYhmNYNCJgoKn4POVwWIZBaczG3p9b3i9xQgEHDCZfofo6HPh99tDBQwRnTqlW7YisX2LF7oTdSJabSzS0mYjL+8VOBwHUVT0PpKTL2fPOFEXo1JZkJp6C9Tq2NDPb1XVGoiiHkBDASJJUaipabhOxOerQF3dj4iNnQJR1EOWAY0mHjbbFIiiFoIgAQCczmwYjYMAiFCrbfD7q6DVJkOjiYfbnQujsT8vfCeiLokjJUSdjF6fgpSUGRAECbW1v6C09HN0w5m7ibo1QRCg0cRBEATIcsP8vm73IWi1qQgGG+ZvT0q6Bmp1HEpKXkdt7RZIkhE1NRtRVfVNaB9JMoQKEo+nGLIcgF6fBUkyQpb9cDh2Ixj0IRj0QpJMoecmIupqOFJC1AmZTFlISroURUXvobp6M1QqE2Jjxykdi4hOSkOREAi4oddHQRTVoXu83iJYrWMQHT0eAFBX9xNqajZBkqwwm4eHPpAQBAF+fzUAEaKohVodC6NxMKqrv4HTmQ1R1CEq6ncdfmZE3RVr+47HooSok7JYTkMg4ERp6ecoL18NSTIgOnqY0rGIqJUEQYDXWwZBaCgoGrnd+fD5qpCUdHVom9E4CHV1PyIYdIceCwCyHERd3TZYLGOPbBdhNPaDJBkRDDqh1WZAknQnzCLLQQgCmySIqPNhUULUicXEjEQg4EBFxTqUlHwKSTLAbB5w4gcSUafQeH2HLMvw++3QalNC90mSAX5/Lbzecmg0cQAAjycfbnc+zOaxYccJBj1QqSyh/RrpdGmtylNV9TWczt3QaBKP3JKg0SRCpbKw7YuoCf44dDwWJUSdXGzs2fD7HbDbt6GoaCUkSQ+jsafSsYioBRrf6AeDLsiyH2p1bOg+vb4HNJp4lJa+CaNxEAKBerjdebBYzoROF/4zLkl6xMZOPeU8Xm8J/P4a+P01cDr3hraLoq5JodJ4iwtdz0JE1N5YlBB1coIgIDHxIgQCTtTVZaOg4C1kZFwDlSpJ6WhEdAKNIyVudy7U6vgjF6QbQm1UiYmz4HBkw+U6BEkyISbmXOj1vdBef57j42fA5yuFx1MCr7fh5vOVIRh0w+0+DLf7cGhfQZCgVseFRlS02kSo1QktahMjImotFiVEXYAgiEhOvhz5+a/B6TyMvLzXkJp6HTSaGKWjEVELeDzFR97kWwEgdF2HSmWBxXImLJYzw/YPBtsnhyTpIEkZ0OkyQttkOQCvtzxUpDTegkF36P+Bn0L7q1TRodEUrbbhv5JkZvsXdSv8du54LEqIughRVCE19Srk5S2D212MgoLlSE+fB5UqSuloRHQMDdeTBGA09oMods4RBkGQoNU2FBiNGq6BqWlSpBQ3af2qht9fDaczO7S/KBpCBUrjrWGNFl5UT0Qtw6KEqAuRJC3S0mYjN/dluN1VyM9/FWlp10ClMiodjYiOQRAkREWdoXSMVhEEAWq1FWq1FUZjv9D2QMDVbETF6y1HMOiEy3UobFV5QVBBo4n/zXUqCWEzkBERNWJRQtTFqFQmpKXNRU7Oy/B6y1FQsBxpaVdDkvRKRyOibk6S9NDre0Kv//VC/GDQD5+vLKxQ8XhKIMteeDxF8HiKwo6hVseEZv1qvEmSie1f1Knw27HjsSgh6oI0GitSU+ciP38pPJ4SFBS8jtTUOZAkfgJJRB1LFFXQapOh1SaHtjW0f1X/plApRiBQB5+vCj5fFRyOXaH9Jcl4pOUrAWq1DSqVDWp1DCQpisUKUYRgUULURWm1sUhLm4v8/GVwuwtQVPQmUlJmh60WTUSkhIb2rxio1TEwGn9dWykQcIRGUn6d/asCgYADLtdBOJ0Hw44jihqoVDFHjmU78v8N/5UkIwsWajf81up4LEqIujCtNgEpKb9HQcGrcDoPo6jobSQnz4Qo8kebiDofSTJCr8+CXp8V2hYM+kLtXx5PKXy+Kvj9lfD77QgGvU1mAAsnitqwQkWtjmkywmLoyNMiojbAdy5EXZxen4KUlNkoKFgOh+MAiotXIjl5Ome9IaIuQRTV0GpToNWmwGT6dbssB+DzVcPvr4LPVxn6r89XiUCgFsGg56jXrAAN1778Wqz8doSlc86CRhTpWJQQdQMGQzpSUmaisPAN1Ndno6TkAyQmXsbWBiLqsgRBgkYTC40mttl9waD/SJHSMKrScJ1K5ZERljoEAi4EAoXweAqbPVaSjGGjKk2vYRFFTUecGnUB/PPZ8ViUEHUTRmMWkpOvRFHR26it3QFBUCMhYQoLEyLqdkSxcbrh+Gb3BYPeI8XKb0dYqhAI1CMQcCAQcADIb/ZYlSoqbFTl15GWaF6vR9TOWJQQdSMmU18kJk5DcfFK1NRsgyiqERc3mYUJEUUMUdQ0WwyyUTDoCRUo4SMsVQgEnPD76+D318Htzm32WJXKcpQRlpgjBQvfThGdKkV/ilauXIkLLrgABgMvSCNqK2bzIMiyDyUlH6K6+geIogaxsROVjkVEpDhR1DabvrhRIOAKu26l6QhLMOg+spp9DYCcsMcJggCVynqUEZYYqFRWCILUQWdHbYmf5XU8RYuS6dOnIyoqCjNmzMB1112HkSNHKhmHqNuwWIYgGPShrOwzVFaugyBoYLONUToWEVGnJUl6SFLDBfdNybKMYNAZNqrStHBpaBerhs9XDZcrfEpjQRChUkUfY4TFwglJiJpQfLxx4cKFeP/99/G///0PAwYMwPXXX485c+bAZrMpHY2oS4uOHgFZ9qG8/GtUVKyCKKoRHc3Cn4ioNQRBgCQZIUlG6HRpYffJsoxAoD5sVKVpW5gs+0MFDLD/N8eVjhQsNqhUFgCR+NH8BUoHOCaOlHQ8QZZlWaknF0URJSUliI+Px7Zt2/DSSy/hzTffhMvlwtSpUzF//nycd955rT7u7NntELYL8PmUTqAMv1/pBMpo6XlXVKxBZeW3AIDExEtgsQxpx1Ttj1/vyBIMKp1AGZF63sq9I2l7DQVLbbMRlsZZw2Q5oHRExR0+fL/SEY7p4ouVTvCrjz9WOkHHUHykpNHQoUMxdOhQPPHEE3jnnXfw8ssv4/zzz0d6ejpycnKO+TiPxwOPxxO2LRDQQpK07R2ZqEuw2SYgGPSiunojSko+giCoYTYPUjoWEVG31nCtiQUqlQV6fc+w+2Q5CL+/9sioSiUCgTqFUhJ1HooWJUebEUin02HOnDmYM2cODhw4gKVLlx73GI888ggeeOCBsG2DBt2HwYPvb8uoRF2WIAiIi5sEWfbBbt+KkpL3IAgqREX1UzoaEVFEEgQRarUVarU1bHV76jzYvtXxOk371sk62kjJDTdE5kgJ27ciS2vPW5ZllJR8gNranyEIElJSZsFo7Hp/DPn1jiyR2sYUqefdndq36MTWrFE6wbFNnap0gl999JHSCTqGoiMlOTk5iIuLO6VjaLVaaLXhBYjE2feImhEEAYmJl0CWfair243CwreQmvp7GAwZSkcjIiKiCKfoXHQZGRnYs2cPli5dij179gAA9uzZg5tvvhnz5s3D6tWrT+q4DdP38QIyot8SBBFJSZfDaOwNWfahsPANuFyFSsciIiLqVASh89wihaJFyRdffIEzzjgDCxcuxJAhQ/DFF19g3LhxOHDgAHJzczFp0qSTKkxyc99CcfGX7ZCYqOsTBAnJyVfCYOiJYNCDwsLX4PGUKh2LiIiIIpiiRcmiRYvwxz/+EZWVlVi6dClmzZqF+fPn4+uvv8Y333yDP/7xj3j00Udbfdza2r2orNyMuroD7ZCaqOsTRTVSUq6CXp+GQMCF/PxX4fFUKB2LiIiIIpSiRcmuXbtwzTXXAACuvPJK1NXV4YorrgjdP3v2bOzYsaPVx7XZRgAACgo+hN/vbJOsRN2NKGqQkjIbWm0SAgEHCgpehddbrXQsIiIixSndssX2LQU0TgssiiJ0Oh0sFkvovqioKNTU1LT6mElJ50GrjYXPV4fCwk+g4ARjRJ2aJOmQmjoHGk0c/P5aFBS8Cp+vVulYREREFGEULUp69OiB/fv3h/69ceNGpKenh/6dl5eHpKSkVh9XFNVIS5sGQRBRU7MbdnvrR1uIIoVKZUBa2lyo1THw+apRUPAq/H6H0rGIiIgUo/ToCEdKOtjNN9+MQODXWbIGDRoElerXWYo///xzTJw48aSObTAkIyFhAgCgqOgzeL32U4lK1K2pVFFIS5sLlcoCr7cCBQWvIhBwKR2LiIiIIoSiiye2l9mzG/4ry0EcOrQUDkc+TKYe6NlzLgRB8Y61dsPFEyNLe5y311uJ/Pyl8PvrodOlIDV1bqdbiJRf78gSqYsIRup5d793JHQ8nXnxxMsuUzrBr95/X+kEHaP7vkNHw5oMqamXQZI0qK8/jIqKjUpHIurUNBrbkULEALe7EIWFbyAYjNBql4iIIpbSLVts3+qGtNoYJCWdDwAoKVkNl6tE4UREnZtWG4/U1DkQRS1crlwUFr6FYDBCP6YnIiKiDtHtixIAiI4eArO5L2Q5gPz89/gGi+gEdLokpKb+HqKogdN5EMXF70KWAyd+IBEREdFJiIiiRBAEpKZOhUplhNtdhtLS1q8STxRp9Po0pKRcBUFQob5+D4qL34csR2ijOxERRRSlW7bYvtWNqVRGpKZOBQBUVGxEfX2OwomIOj+DoSeSk6+EIEioq/sFpaUfc90fIiIianMRU5QAgNncFzExQyHLMgoKPkAg4FY6ElGnZzL1QVLS5QAE1NRsR1nZFyxMiIioW1N6dIQjJREgKWkytNoYeL01KCr6TOk4RF1CVNQAJCZeCgCw2zehooItkERERNR2Iq4okSQNUlMvgyAIqK7eAbv9F6UjEXUJFsvpSEiYAgCoqlqPysp1CiciIiKi7iLiihIAMBrTEB8/DgBQVPQpfL5ahRMRdQ1W6zDExU0CAFRUrEZ19Q8KJyIiImp7SrdssX0rgsTFjYPBkAy/34WCgg/ZI0/UQjExo2CznQ0AKCv7Anb7NoUTERERUVcXsUWJKEpITZ0GUVSjru4gKis3Kx2JqMuw2cYhJmY0AKC09BPU1u5QOBERERF1ZRFblACATheLpKSGVpSSkq/hdpcrnIioaxAEAbGx58JqHQ5ARknJB6iry1Y6FhERUZtQumWL7VsRKCZmGKKieiEY9B9Z7Z2rVhO1hCAIiI+/EGbzGZDlIIqL34XDcUDpWERERNQFRXxR0rDa+yVQqfRwuYpRVrZW6UhEXYYgCEhMnIqoqIGQ5QAKC9+C03lY6VhERETUxUR8UQIAanUUUlIuBgCUl2+Aw5GncCKirkMQRCQlTYPR2Aey7Edh4RtwuQqUjkVERHTSlG7ZYvtWBLNYBiA6+gzIsoz8/PcRCHiUjkTUZQiChOTkK2EwZCIY9KKg4DW43SVKxyIiIqIugkVJE8nJ50OjscLrrUZx8RdKxyHqUkRRhZSUmdDr0xEMulFQ8Co8Hk4eQUREXY/SoyMcKYlwkqRDWlrDau9VVdtRU7NH6UhEXYooapCSMgs6XTICAScKCl6F11uldCwiIiLq5FiU/IbRmIG4uIb1FwoLP4LPV69wIqKuRZJ0SEn5PbTaePj9dSgoeBU+X43SsYiIiKgTY1FyFPHxE6DXJ8Lvd3K1d6KToFIZkJo6FxqNDT6fHQUFr8LvZ4FPRERdg9ItW2zfIgANvfFpadMgiirU1e1HVdU2pSMRdTkqlQmpqXOhVlvh9VYeKUycSsciIiKiTohFyTHodPFISDgHAFBc/CU8nkqFExF1PWq1Bampc6FSRcHjKUNh4WsIBNxKxyIiIqJOhkXJccTGngmTqSeCQR/y89+DLAeVjkTU5Wg0MUhNnQtJMsDtLkJh4RsIBr1KxyIiIjompVu22L5FYRpWe78UkqSD01mIsrJ1Skci6pK02jikps6FKOrgcuWhsPAtBIN+pWMRERFRJ8Gi5AQ0GgtSUi4CAJSVrYPTyZWqiU6GTpeI1NTfQxQ1cDoPoahoBWQ5oHQsIiKiZpQeHeFICR2V1XoarNZBkOXgkdXe2XpCdDL0+lSkpMyCIKjgcOxDcTHbIomIiIhFSYslJ18EtdoMj6cSJSVfKR2HqMsyGHogJWUmBEFCXd0ulJR8xGm3iYiIIhyLkhZSqfRIS7sUAFBZuRW1tfuVDUTUhRmNvZCUdAUEQURt7U8oK/uMhQkREXUaSrdssX2LjstkykRs7JkAgMLCD+H3OxRORNR1RUX1R2LipQAE2O1bUFGxioUJERFRhGJR0kqJiedCp4uDz1ePgoKP+SaK6BSYzYORkDAFAFBV9R0qKznDHRERUSRiUdJKDau9Xw5BkFBbuwfV1T8pHYmoS7NahyI+/nwAQGXlGlRVfa9wIiIiinRKt2yxfYtaRK9PRELC2QCA4uLP4fVWK5yIqGuLjj4TsbETAQDl5V/Bbt+qcCIiIiLqSCxKTlJc3CgYjRkIBLzIz3+f05oSnSKbbRxiYsYCAEpLP0FNzc8KJyIiokil9OgIR0qoxQRBRFraZZAkLRyOPJSXs+WE6FTFxk6E1ToSAFBS8gHq6nYrnIiIiIg6AouSU6DRWJGcfAEAoLR0DVyuYoUTEXVtgiAgPv58WCy/AyCjuPhd1NfvUzoWERERtTMWJafIaj0dFkt/yHIA+fnvIRj0KR2JqEsTBAEJCVMQFXUaZDmIoqIVcDpzlI5FREQRROmWLbZvUasJgoCUlIuhVpvgdpejpOQbpSMRdXmCICIp6VKYTP0gy34UFr4Jlytf6VhERETUTliUtAGVyoCUlEsAABUVP6Cu7qDCiYi6PkGQkJR0BQyGLASDXhQUvAa3my2SRERE3RGLkjZiNveGzTYcAFBQ8AH8fpfCiYi6PlFUISVlJvT6DASDHhQULIfHU6Z0LCIi6uaUbtli+xadkqSkSdBqbfD56lBU9ClXeydqA6KoRkrKLOh0KQgEnCgsfBVud5HSsYiIiKgNsShpQ6KoRlraNAiCCLv9F9TU/KJ0JKJuQZK0SE39PbTaBAQC9SgoeAl2+xYW/kRERN0Ei5I2ZjCkID5+PACgsPBTeL01Cici6h4kSY+0tGthMjXMdlde/ilKSlYiEPAoHY2IiLoZpVu22L5FbSI+fiwMhlQEAm4UFHzAT3OJ2ogk6ZCYeCViY88HIKK+/hfk5y+Bx1OqdDQiIiI6BSxK2kHjau+iqEZ9fQ4qKn5QOhJRtyEIAqKjz0Rq6rVQqczw+SqRn/8iamq2Kx2NiIi6CaVHRzhSQm1Gq7UhOfl8AEBJySq43ZwxiKgt6fVpSE+/CQZDb8iyH2VlH6K09AMuYEpERNQFsShpR9HRv4PZ3OfIau8rEQz6lY5E1K1IkgHJybNgs50DQEBt7U/Iz38RXm+F0tGIiIioFViUtKOG1d6nQqUywuUqRWnpGqUjEXU7giAgJmYsUlKuhiSZ4PWWIT9/CerqOPsdERGdHKVbtti+RW1OrTYhJeViAEBFxfeorz+sbCCibspg6IH09Jug1/dEMOhFScm7KCv7lCOUREREXQCLkg5gsfRDTMzvIMsyCgreRyDgVjoSUbekUpmQkjIHMTHjAAA1NVtQUPAyfL5qhZMRERHR8bAo6SBJSZOh0UTD661BUdHnSsch6rYEQYTNNhHJyb+HJBng8RQhL+8F1NfvUToaERF1EUq3bLF9i9qNJGmPrPYuoLr6Z9TU7FY6ElG3ZjT2QlrajdDp0hAMulFc/BbKy7+CLAeUjkZERES/waKkAxmNaYiLGwsAKCz8GD5fncKJiLo3tdqC1NRrYLWeBQCw279HQcEy+Hw1CicjIqLOTOnREY6UULuLjx8PvT4Jfr8LBQUfcrV3onYmCBLi4iYjKWkGRFEHtzsf+fkvwOE4oHQ0IiIiOoJFSQcTRQlpadMgiirU1R1AZeUWpSMRRQSTqT/S0m6AVpuEQMCJoqLXUVm5GrIcVDoaERFRxGNRogCdLg6JiZMAACUlX8Ht5kJvRB1Bo4lBaup1sFiGAZBRVbUOhYXL4ffXKx2NiIg6EaVbtti+RR3GZhuOqKgsBIN+FBS8h2CQF98SdQRRVCE+fgoSEy+HKGrgcuUgL+95OJ2HlY5GREQUsViUKEQQBKSmXgqVSg+nswhlZd8qHYkookRFnYa0tBug0cQjEKhHYeErqKpaz+u8iIiIFMCiREFqdRSSk6cAAMrL16OqarvCiYgii0YTi7S06xEVdToAGZWV3yAv71lUV29EIOBSOh4RESlE6ZatSGzfUikdoD0YjUonaDmjcSD8/kOoqNiGsrIPAZQiNXUSBKH19WIgQjvAIvW8gxF6fXbbn7cGNtulqK7OQFHRFwgGK+BwfAmn8xtYrQMREzMMBkMqBIX/MkTq1ztSB6543kQUabplUdLVpKdPgUZjRlHRGpSV/QC3uxw9e06HSqVTOhpRRBAEATExv4PFMhB2+05UVm6F212C6uqfUV39M3S6BNhsw2C1DoYkaZWOS0RE1O2wKOkEBEFAUtJ46HRxOHz4fdTWHsSePS+iV69Z0OlsSscjihiSpIXNNgwxMUPhchWisnIr7PZf4HaXorDwUxQXfw2r9TTExAyFwZCsdFwiImonkdQ21VmwKOlEoqMHQKuNwcGDb8LjqcSePS8iM3M6zOYspaMRRRRBEGAwpMJgSEVS0mTY7TtQWbkVHk85qqq2oapqG/T6ZNhsw2CxDIIkaZSOTERE1KXxQvdOxmBIRL9+82E0piEQcGP//tdQWvoDZwQiUohKpUds7Ej06XMLMjOvhdV6GgRBgstVhIKCj5Cd/TgKCz+D212mdFQiImojSl/czgvdqVNQq03o0+dq5OV9isrK7Sgo+AJudxnS0i6CKEpKxyOKSIIgwGTKgMmUAb//fFRV/YSqqm3weqtQWbkZlZWbYTSmIyZmGCyWARBF/nolIiJqKf7V7KREUYWMjKnQ6+NRUPAVKip+hNtdgczMGVCru9D0YkTdkEplRHz8aMTFjUJ9fQ6qqraitnYPHI48OBx5cLmKkZw8WemYREREXQaLkk5MEAQkJJwFnS4OOTnvor4+D3v2vIisrJkwGBKVjkcU8QRBQFRUJqKiMuHz1aGqajuqqrYhJmZIh2dxuUrg8VTAah3U4c9NRNTdRFLbVGfBa0q6AIulF/r1ux5arQ1erx17976M6upspWMRURNqdRQSEsahX787odPFt/vzyXL4wiUVFd8jEHAfuY/XoBERUddyUkWJz+dDfn4+9u7di6qqqrbOREeh08WiX7/rERWViWDQi0OH3kZx8Tq++SDqZNpzkUW3uxy5uW9jz57/oLx8PTyeht+/DcWIDJ0uIZSBvxuIiKgraXFRUldXh8WLF2P8+PEwm83o0aMH+vfvj7i4OGRkZGD+/PnYsmVLe2aNeCqVHr17/x7x8SMBAEVFq5GTsxLBoE/hZETUHhoLi8ZREbt9B4JBL5KSJsHhyEVx8ZcAALe7FD5fLYzGNABAMOhXfAV6IqKuTOkZtzj71jE88cQTePjhh5GVlYWLL74Yf/3rX5GcnAy9Xo+qqir88ssvWL9+PSZNmoSRI0fi6aefRu/evds7e0QSBBFpaRdAp4tHfv5nqK7+BR5PFbKyZkKSzErHI6JTEAz6UVu7F3b7TgSDXphMmTCb+0Gni4XHUwOXqwhmc39YLAOgUhmRm/s2gIbrSczmfnA48lBSsgqCICA2dhSMxp5cQ4WIiLqEFhUlW7Zswbp16zBw4MCj3j9ixAjMmzcPzz//PJYuXYr169ezKGlncXFDodPF4tCht+F0FmHPniXo0WMmjMZUpaMRUSt4PNUIBr1Qq00oKPgIXm8NTKYe0GisqKzcArv9F/TpcxM0GgtEUQOvt6Flq2G/TABAbe0exMWNRl3dgSNFTAIqKr6Dz1cHm20YZFnmyAkRUSvwV2bHa1FR8uabb7boYFqtFjfddNMpBaKWi4rKQL9+N+DgwTfhcpVi//5lSE4+F3FxI/kGhKiTahgN2QO7fSfq6w8jGPQiMXEizOa+AESkpV0Kvb5hdj2jsScOHnwJdXWHYDRmwmYbjurqn3HgwBL4/U6kpl4Cl6sUanUUJEkHt7sEMTHDEBWVBa+3EjU1u2CzDVP2hImIiFqgxVMCL126FBMnTkRGRkZ75qFW0mqt6Nt3Hg4ffh9VVXtQUPAFamr2ISPjUmg0bOci6kwOHXoV9fU50GgsiIrqjbS0y1BQ8AF0ugTodPFIT788bNFFQZCg0Vjh99cBAEymTOh0CfB67dDrkyEIAmpr90GW/dDrUyDLfshywzVmkqSHLAcQCHggSVpFzpeIiKilWlyU3HLLLfB6vcjIyMDZZ58duqWkpLRnPmoBSdIiM3MGTKZtKCj4EnV1h5Cd/RzS06cgOpprFhB1FomJ50ClMkKjsQIAXK5SSJIewaAXQMOiqQ0Xt8sQBBFebzUCAU+oTQtoWLhRpfp1AVW7/SdYradDEATodEmorNwCtdqK+vqcI4ULl6MiImotNpx0vBb/tbLb7fj+++/x7bffYs2aNXjjjTfg9XrRq1evUIEyYcIEJCQktGdeOoaGC1uHwWTqidzc9+BwFCIn513U1OxFauqFUKn0SkckingGQ8OHOLIchCCICATcCATc0GptoX0aWi8b/hqWl6+H2dwPanUUguHLkoRm5AoG/ZAkAwAgNnYkKiu3Ii9vBQABqamXQBSldj8vIiKiU9XiokSr1YaKj/vvvx9utxsbN27EmjVrsHbtWrzyyivw+Xzw+/3tmZdOQKezoXfveSgtXY+SknWoqtqJ+vpcpKdfCrM588QHIKJ2Jwi/zsYeDHqgVlua7VNd/TN8vlqkpU0DgLCL1Rv+X0RNzW4AAozGNMhyEGq1GQkJE2CzDYNazfZNIiLqOk56RXdRFCGKIgRBCC3UlZ6e3pbZ6CSJooSkpAno02cedDobvN5aHDjwKgoKvkQwyKKRqLNwu0ug1cbC73eGbQ8EPKio+AFW6+mhVq+mk1c0/s6V5WBobZLGQkcQRBYkRESnSOm1SSJxnZIWFyVerxfr1q3DokWLMGHCBFgsFtx4440oLi7G/PnzsX//fhw6dKg9s1IrGY2p6Nv3RsTFDQcAlJVtxN69S+B0liicjCiyNS6K2LASO0JFROP2mprdEAQV4uJGweHIR3HxV9i//zl4vTWhYwiCAKt1EOLixpxSFocjF253GVeAJyIiRbW4fctisSA+Ph4XX3wxbr31Vrz11ltITExsz2zUBiRJg7S0i2A290Fe3odwucqwb9+LSEw8GwkJo8LaSIioYzQd9ZDlACRJE2rPCgS8KC7+CoGAG3v2/AfBoA9GYwZiYoZBrY5q8yyFhZ/A4ymHJOmg16fCaEyHwZAGvT6FCy8SUcSKpBGKzqLFRcnpp5+O7du3Y926daHWrQkTJsBms534waQ4i6U3+vW7Gfn5H8Nu34OiolWord2PjIzLoNValY5HFJHc7jLodAkIBn0QRTUAIBh0IyoqCxpNNMzmfqGL4397oXtbCAYDUKuj4PPVIBBwo77+AOrrDwBoaAPT6RJgMDQUKQZDGjSa5te+EBERtQVBbsWYfX19PTZs2BC6uH379u3o06cPJkyYgPHjx2P8+PGIj49vz7wtcsMNSidQRiBw4n1kWUZV1c8oKPg8tH5BauoFiIk5vcsuuNiS8+6O2uNNalfQHc67cVRk796nYTCkIS3t0hOuut6e5y3LQbjdpXA48uB05sPpzIfPV9NsP7XafKRAaShUdLqEdp/dK1K7ynjeFAneflvpBMf2hz8oneBX//2v0gk6RquKkt+qq6vD+vXr8fXXX2Pp0qWor6/vFLNvsSg5MY+nGrm576O+Pg8AYLX2R3r6xVCpDO2Urv2wKIks3eW8G1d2b1g4Ma4F+3dAqCa83ppQgeJ05sPtLglNQ9xIFNXQ61NhMKTBaEyDXp/a5tOPR+qbVJ43RYLOXJTceafSCX71n/8onaBjnNSqWsFgEFu2bMHatWuxZs0afPfdd3A4HFztvQvRaqPRu/c1KC39HiUla2C3Z8PhyEd6+iWwWHorHY+o2xNFFazWzru4qUZjgUZjCWUMBLxwuQrDCpVAwA2HIwcORw7Kyxsep9PFh9q9Glq+YrrsKCwREXWcFhclmzdvxtq1a7F27Vps2LAB9fX1SE1NxYQJE/DUU0/h7LPPRo8ePdoxKrU1QRCRmDgGZnMWDh9+D253OQ4efB1xccORnHweL3IlohBJ0sBk6gmTqSeAhhY0j6c8VKA4HHnweqvgdpfB7S5DVdU2AA0r0DctUvT6ZIgiV5knIqJwLW7fEkURiYmJoQUUzz77bGRlZbV3vpPC9q3WCwb9KCpahbKyHwA0LMKYkTENRmNKG6VrP2zfiiw8787L73ccKVDy4XTmweUqgiyH/4AKggS9PjmsUFGrTcc8ZqS28/C8KRJ05vatBQuUTvCrJ59UOkHHaPHHVdnZ2ejbt297ZiEFiaIKqannH5k6+AO43ZXYt+8lJCaOQ2LiOE4dTEQnpFIZYTb3g9ncD0DDhx0uV/GR0ZSGi+gbCxenMz/0OI0mJlSgGI3p0Grj2PJFRBRhWlyUsCCJDGZz5pGpgz9FdfUvKC5ee2Tq4GnQ6Tj9MxG1nCiqYDSmHVl1fhRkWYbXWx0qUBouoC+D11sFr7cKdvvPANBkzZQ06HSp0GisUKstbPsiIurGWvwbPjMzs0X7cVX3rk+l0qNnzytgsfRFfv6ncDgKsWfP80hNnQybbSg/wSSikyIIArTaGGi1MYiOPgMA4Pe74HIVHGn5yofLVRC2ZkrTdh6Vygi1uuECfLW68WYN/VuSDPz9RERtgr9KOl6Li5LDhw8jIyMDs2bN6hRrkVD7i4k5DSZTOnJzP0BdXQ7y8j5BTc1epKdfctwecCKillKp9IiK6o2oqIZZ/2Q5CJerJDSS4nKVwOerQTDog9/vgN/vgMtVdNRjiaKqSbFiOUoBw9EWIqLOqsW/nd9++228/PLLeOKJJ3DBBRdg3rx5uPDCCyGKvNagO9NoLOjVay7KyzehqGgVamr2Izv7OaSnT4XV2k/peETUzQiCCIMhGQZDMoCRkOWGmb4CATd8vprQzeu1h/3b769HMOiHx1MJj6fymMc/+mjLrzeVysjRFiLiSIkCWr14YmFhIZYtW4Zly5bB6XRizpw5uO6669C7d+dZ24Kzb7UPl6sMubnvweksAQDYbEOQmno+JEnbvk98Apx9K7LwvCNLS/9CBYMB+P218HprwoqVpkVMMOg74XFOPNpihiiqT/GsTixSZ6GK1POOVJ159q2771Y6wa8ef1zpBB3jlFZ0//bbb3H//fdj3bp1qKioQHR0dFtmO2ksStpPMBhAcfEalJV9B1mWodVakZExDSZTevs/+TGwKIksPO/I0lZvUo822vLbERe/vx4t+ZPYEaMtkfrmPFLPO1KxKGmZSClKTqq51u12491338XLL7+MTZs2Yfr06TAYDG2djTohUZSQknIuLJbeyM19Hx6PHfv3L0V8/GgkJZ0NUZSUjkhE1IwgCFCp9FCp9NDrE4+6z4lHW2oQDHpbeG2LGWq1VdHRFiI6eWzf6nitKko2bdqEl156CStWrEBmZibmzZuHlStXdpoREuo4JlMG+vW7GQUFn6Oy8ieUlm5AXd0BZGRMg17PiRCIqOsRRQkaTTQ0mqP/TTvWaEtjweLz2Ztc21IFj6fqmM91otEWSeK1LUQUWVpclAwcOBBlZWWYNWsWvv32W5x++untmYu6AEnSIiPjUlgsfZGX9zGczhLs3bsEycnnIi5uJP+gElG30pGjLYIgQaUyQpKMUKlMUKmMTW6m39xn4AK3RNTltfiaElEUYTQaoVKpjvtms6rq2J8MdRReU9LxfL565OV9iJqa/QCAqKhMZGRcCo3G3O7PzWtKIgvPO7J0t2sMTjzaUgO/v65F17b8SoAk6X9TvDQtXMILm87cOtbdvt50fJ35mpI//lHpBL/6v/9TOkHHaPFIydKlS9szB3VxarUJmZmzUFm5DQUFX6Ku7tCRqYOnIDp6kNLxiIg6hZaOtvh89fD76xEIOI6MqtSHRlca/91wnxOAjEDAiUDACY/nxBlEUdui4kWlMkEUtRz1JqIO0eKi5Oqrr27PHNQNCIKA2NhhMJl6Ijf3PTgchcjJeRc1NXuRmnohVCq90hGJiDq9hmtbGq43ORFZDsLvdx61eAkEHPD5wgsbWQ4gGPTA6/XA6z1xZ0NjG5lKZWpSuDQvXhruYxsZdR+sxTtei4oSWZb5SQm1mE5nQ+/e81Bauh4lJetQVbUT9fW5SE+/FGZzptLxiIi6DUEQoVaboFabTrivLMsIBj1hoy2NxUv4SEzD/weDHshyAD5fLXy+2pakgUplOOqoiyQZoVabwu4TxZOaAJSIuqkW/UYYOHAg7r33XkybNg0ajeaY++3fvx9PPPEEMjIy8Je//KXNQlLXI4oSkpImwGzuhdzc9+F2V+LAgVcRH38WkpPP4R8jIqIOJggCJEkHSdJBq7WdcP9g0Ae/39mqNrLG7afSRiZJBkiSHpJkOFLkNPy/KGr4ASlRN9aid4ZPP/00/vznP+OWW27Beeedh2HDhiE5ORk6nQ7V1dXYvXs3NmzYgF27duG2227DzTff3N65qYswGlPRt++NKCz8ChUVW1FWthF1dQeRkTENBsPR+6mJiEh5oqju8Day413oLgjSkQv6j160HH2bji1ldFJY/3a8Vq3ovmHDBrz99ttYv349cnNz4XK5EBsbiyFDhmDy5MmYPXt2p1izhLNvdU41NfuQl/cRfL56iKKExMSzkZAw6pT/YHT2824vkTobE887skTqbEzd+byP10bm8zmOXLTvOlLkNPx/MOg7qecSBAGiqDtOIWNoVuhIkp6j+R2kM8++9ec/K53gV//6l9IJOkarfurGjBmDMWPGtFcW6uYslj7o1+9m5Od/DLt9D4qKVqG2dj8yMi6DVmtVOh4REXWA47WRHasYa2wlCwRcoUIlEHD+ZpsTfn/T+91HpmB2IRBwtSqjKGpaWcgYIIpqtpcRnQJ+FEAdSq02omfPGaiq+gkFBZ+jvj4Xe/YsRmrqBYiJOZ2/0ImIqJnGVjLgxK1kjYLBQKggaXkh4zwykuOF1+sFYG/x8zXMVHbsouXXbb9tL+Pfvc6IX5aOx6KEOpwgCLDZhsBk6oHc3PdRX5+H3NwPUFOzF+npF0OlMigdkYiIujhRlCCKLZuZrFHj4pZNi5ZfW8mOtq2xvcx/ZKayOvh8dS1+voZRIz1EUQsgEt8F36F0AOpEWJSQYrTaaPTufQ1KS79HScka2O3ZcDjykZ5+CSyW3krHIyKiCNN0cUsgpkWPaRhZ8R23aDn6Ng9kWT4yc5mzXc+LqCtgUUKKEgQRiYljYDZn4fDh9+B2l+PgwdcRFzccycnnQZKOPQU1ERGR0hpGOzRH/l6dTHuZE8FgC+ZQpg7F9q2Ox6KEOgWDIQn9+t2AoqJvUFb2A8rLt6Cu7hAyMqbBaExROh4REVGbOpn2MqLurNVzsY4fPx6vvvoqXK7WzWRBdCKiqEZq6vno1WsuNBoz3O5K7Nv3EoqL10KWI3Q+VCIiIupwgtB5bpGi1UXJkCFDsHDhQiQmJmL+/Pn44Ycf2iMXRTCzORP9+t2M6OhBkOUgiovXYt++l+B2VyodjYiIiIjaQauLkv/85z8oKirC0qVLUVZWhnHjxmHAgAH497//jdLS0vbISBFIpdKjZ88r0KPH5ZAkHRyOQuzZ8zwqKraiFet9EhEREVEXcFJLaatUKkybNg0ffvghCgoKMGvWLPzjH/9AWloaLr30Uqxevbqtc1KEiok5Df3734yoqJ4IBn3Iy/sEhw69AZ+vXuloRERE1E0p3bLF9q1W2rx5M+677z48/vjjiI+Pxz333IPY2FhMmTIFCxcubKuMFOE0Ggt69ZqL1NTzIYoq1NTsR3b2c7Db9ygdjYiIiIjaQKuLkrKyMjz++OMYNGgQxo4di/Lycrz55ps4fPgwHnjgAfzvf//DV199heeff7498lKEEgQB8fFnom/fG2AwJMLvd+LQobeQm/shAgFOpUhERETUlbV6SuDU1FRkZWVh3rx5uOaaaxAXF9dsn8GDB2P48OFtEpCoKb0+Hn36XI/i4rUoK/sOlZXbUVubg7i4UYiJOR2SpFU6IhEREXVxkdQ21Vm0uij55ptvMHbs2OPuYzabsWbNmpMORXQ8oqhCSsq5sFh6Izf3fbjddhQWfobi4lWIiTkdNttw6PXxSsckIiIiohZqdfvWfffdB7vd3mx7bW0tJk6c2BaZiFrEZMpAv363ICXlQmi1sQgGvaio2IK9e5/DgQPLYLfv5vomRERE1GpKX9weiRe6t3qk5Ntvv4XX62223e12Y/369W0SiqilJEmDuLgRiI0djvr6w6io2Iyamj2orz+M+vrDUKvNsNmGwmYbylVziYiIiDqpFhclO3bsAADIsozdu3ejpKQkdF8gEMAXX3yBlJSUtk9I1AKCICAqqieionrC661BZeU2VFZug89Xi5KSNSgtXQerdQBiY0fAYEiFEEkfPRARERF1ci0uSs444wwIggBBEI7apqXX6/H000+3aTiik6HRWJCUNBEJCeNgt+9GZeUWOBz5qK7eierqndDrExEbOwLR0adBFNVKxyUiIqJOhp9ddrwWFyU5OTmQZRmZmZnYvHlz2KxbGo0G8fHxkCSpXUISnQxRVCEmZjBiYgbD6SxGRcVmVFfvhMtVgvz8j1BU9DViYs5AbOxwaLUxSsclIiIiilgtLkoyMjIAAMEgLxymrsdgSEJ6+iVITj4PVVU/oaJiC7zeapSXb0R5+Q8wm3shNnYEoqJ6sbWLiIiIqIO1qCj56KOPcMEFF0CtVuOjjz467r5Tp049pUA5OTk4cOAAkpKSMGjQoFM6FtFvqVQGxMePQlzcmaitPYDKyi2ord0fumk00YiNHY6YmCFQqfRKxyUiIiIF8PPJjteiKYEvvfRSVFdXh/7/WLfLLrusVU9+yy23oL6+HgDgcrlwxRVXoFevXpg8eTJOP/10TJw4MXQ/UVsSBBEWSx9kZs5G//53IC7uLEiSDl5vNYqKvsKuXY8jL+9DOJ3FSkclIiIiOqH7778/dP13461fv36h+91uN2699VbYbDaYTCZcfvnlKC0tDd1fVVWFiy++GCaTCUOGDMH27dvDjn/rrbfi8ccfb7f8LSpKgsEg4uPjQ/9/rFsgEGjVk7/wwgtwOp0AgAcffBCbNm3CqlWrUF9fj3Xr1iEvLw8PP/xwK0+JqHW02hikpEzGwIF3Iy1tKvT6RMiyH1VV27Fv3wvYv/8lVFXtQDDoVzoqERER0TENHDgQxcXFoduGDRtC9y1YsAAff/wx3nnnHXz77bcoKirCtGnTQvc//PDDqKurw48//ogJEyZg/vz5oft++OEHbNq0CXfeeWe7ZW/1OiVtSZbl0P9//PHHeOyxx3D22WcDAEaPHo0nnngCf/zjH/HII48oFZEiiCiqYbP9DjExQ+Bw5KOycgvs9t1wOPLhcOSjqOjL0JonGo1F6bhERETUTrpq+5ZKpUJiYmKz7TU1NXjppZfwxhtvhGbRXbp0Kfr3748ffvgBZ555JrKzszFz5kz06dMHN9xwA5YsWQIA8Pl8uOmmm/C///2vXSe1avWK7nfccQeeeuqpZtufeeaZk6qeGi8qLikpweDBg8PuO/3005Gfn3/cx3s8HtTW1obdAgFPq3MQNRIEASZTOjIyLseAAQuQmHg21Goz/H4HSkvXITv7v8jJeRt1dTlhhTURERFRWzvae12P5+jvdffv34/k5GRkZmZi9uzZyMvLAwBs27YNPp8P5557bmjffv36IT09HRs3bgTQ8L579erV8Pv9+PLLL0Pvyx977DFMmDABw4YNa9fzbHVRsnLlSowePbrZ9lGjRuHdd99tdYB//OMfuOuuuyCKIoqKisLuq6yshNFoPO7jH3nkEVgslrDbTz9xZIXahlptQmLiePTv/wf06HElTKYekOUgamqycfDgK9i79zmUl29mIUxERNSNCELnuR3tve7RuohGjhyJZcuW4YsvvsDixYuRk5ODsWPHoq6uDiUlJdBoNLBarWGPSUhICC2I/pe//AUqlQpZWVl4//338dJLL2H//v145ZVX8I9//AM33XQTMjMzceWVV6KmpqbNX/NWt29VVlbCYmneumI2m1FRUdGqY40bNw579+4FAAwYMAC5ublh93/22WcYOHDgcY9xzz334K677grbtmCBtlU5iE5EFCVYrQNgtQ6Ay1WGysotqKr6GW53OQoLP0NJyTeIjj4dsbHDodPFnfiARERERC1wtPe6Wm3z97oXXHBB6P8HDx6MkSNHIiMjAytWrIBef+IZRS0WC954442wbRMnTsT//d//4fXXX8ehQ4ewd+9ezJ8/H4sWLWrzi95bXZT06tULX3zxBW677baw7Z9//jkyMzNbday1a9ce9/5Zs2bhmmuuOe4+Wq222ReGazhSe9Lr45GaehGSks5BVdXPqKjYAo+nAhUVm1FRsRkmU0/Exo6AxdIXgtDqwUgiIiKikKO9120Jq9WKPn364MCBAzjvvPPg9Xpht9vDRktKS0uPeg0K0HDNidVqxSWXXIJp06bh0ksvhVqtxvTp03Hvvfee7OkcU6uLkrvuugu33XYbysvLQxfKfPPNN3j88cfxn//8p03DtbbIIepIkqRDXNxIxMaOQH19DioqNqOmZi/q63NQX58DtdoMm20YbLahUKuP34ZIREREnUdXvdC9qfr6ehw8eBBz5szB0KFDoVar8c033+Dyyy8HAOzduxd5eXk466yzmj22vLwcixYtCs3eFQgE4PP5ADRc+N7aGXdbotVFybx58+DxePDwww/jwQcfBAD06NEDixcvxty5c1sdwOVyYdu2bYiJicGAAQPC7nO73VixYsVJHZeoowiCgKioTERFZcLrrUFl5VZUVm6Dz1eLkpLVKC39FlbrQMTGDofBkMoV44mIiKjNLVy4EBdffDEyMjJQVFSE++67D5Ik4aqrroLFYsF1112Hu+66CzExMTCbzbj99ttx1lln4cwzz2x2rDvvvBN33303UlJSADTMirt8+XJMmjQJS5YsOer15adKkE9h+qDy8nLo9XqYTKaTevy+ffswadIk5OXlQRAEjBkzBm+99RaSkpIANAwpJScnt7oau+GGk4rT5bVD0doldMbzDgb9sNt3oaJiC5zOgtB2vT4JsbEjEB09CKKoPsXnONWUXRPPO7JE6gR3PG+KBG+/rXSCY1u0SOkEv2ppp9TMmTOxbt06VFZWIi4uDmPGjMHDDz+MrKwsAA0f9t99991488034fF4MHnyZDz33HPN2re+/PJL3Hvvvdi4cSNEsaEN3el04pprrsEXX3yBESNG4I033gitYdhWTqkoOVWXXXYZfD4fli1bBrvdjjvvvBO7d+/G2rVrkZ6ezqKklTrjm/OO0NnP2+ksQkXFZlRX/wJZbliAUZL0iIkZgtjY4dBqo0/quJH6JpXnHVki9U0qz5siQWcuSo40A3UK//iH0gk6xkktnvjuu+9ixYoVyMvLg9frDbvvxx9/bPFxvv/+e6xatQqxsbGIjY3Fxx9/jFtuuQVjx47FmjVrTjgdMFFXYDAkIz39UiQnT0JV1XZUVGyB12tHefn3KC/fCLO5N2JjhyMqqhdbu4iIiCgitXpqoKeeegrXXnstEhISsH37dowYMQI2mw2HDh0Km4qsJVwuF1SqX+siQRCwePFiXHzxxRg/fjz27dvX2nhEnZZKZUB8/Gj0738Heva8ClFRvQDIqK3dh0OHXseePU+jrGwj/H6X0lGJiIgimtJrkzS9RYpWj5Q899xzWLJkCa666iosW7YMf/rTn5CZmYl7770XVVVVrTpWv379sHXrVvTv3z9s+zPPPAMAmDp1amvjEXV6giDCYukLi6Uv3O7KI2ue/ASPpwpFRV+ipGQ1rNbTEBc3Anr90afpIyIiIupOWj1SkpeXh1GjRgEA9Ho96urqAABz5szBm2++2apjXXbZZcd8zDPPPIOrrroKCl7yQtTudDobUlLOx4ABdyEt7WLodAkIBn2oqvoRe/c+j/37X0Z19U4Eg538whkiIiKiU9DqoiQxMTE0IpKeno4ffvgBAJCTk9PqAuKee+7BZ599dsz7n3vuOQQj9epOiiiSpIHNNhR9+96EXr2uhdU6CIIgwuHIQ27uSuze/SSKi9fA661VOioREVG3p3TLFtu3WmDixIn46KOPMGTIEFx77bVYsGAB3n33XWzduhXTpk1rj4xEEUMQBJhMGTCZMuDz1aGyctuRNU/qUFr6LcrK1sNi6YfY2BHQ6zN4YTwRERF1C60uSpYsWRIavbj11lths9nw/fffY+rUqbjxxhvbPCBRpFKro5CYOAHx8WNRU7MHFRWb4XDkwm7fDbt9N7TaOERHnwGr9TRoNGal4xIRERGdNEXXKWkvXKckskTSebtcpaio2ILq6p8RCPiObBVgMvVAdPRgWCwDIElaRTO2t0jt6IzU8+5+f6FahudNkaAzr1Pyz38qneBXf/2r0gk6xkmtU1JdXY2XXnoJ2dnZAIABAwbg2muvRUxMTJuGI6Jwen0C0tKmIDn5XFRV7UJ19Q44HLmor89BfX0OCgo+hcXSD9HRg2EyZUEUJaUjExEREZ1Qq4uSdevWYerUqTCbzRg2bBiAhrVLFi1ahI8//hjjxo1r85BEFE6SdLDZhsJmGwqv147q6p2orv4ZHk8F7PZfYLf/ApXKAKt1EKzWwTAYUnj9CRERUQvxT2bHa3VRcuutt+LKK6/E4sWLIUkNn8IGAgHccsstuPXWW7Fz5842D0lEx6bRWJGQMBbx8WPgchWjunoH7PZf4PfXo6JiMyoqNkOrtSE6ejCs1tOg1XJEk4iIiDqXVhclBw4cwLvvvhsqSABAkiTcddddePXVV9s0HBG1nCAIMBiSYTAkIzl5EurqDsFu34Gammx4PJUoKVmDkpI1MBjSjhQoA6FSGZSOTURERNT6ouR3v/sdsrOz0bdv37Dt2dnZOP3009ssGBGdPEEQYTb3gtncC4GAF7W1e1Bd/TPq6g7B6cyH05mPoqLPERXVG9HRg2E294UontQlZkRERN0O27c6Xqvfhdxxxx34wx/+gAMHDuDMM88EAPzwww949tln8eijj2LHjh2hfQcPHtx2SYnopEiSBtHRgxEdPRg+Xx3s9l9QXb0DLlcxamv3orZ2L0RRC6t1IKKjB8No5PonRERE1LFaPSWwKB5/EXhBECDLMgRBQEChuVo5JXBkidTzPtUpYl2uMtjtO1FdvQM+X01ou1ptQXT0abBaB0Ovjz/FlG0vUqfGjdTzjtQpYnneFAk685TAjz6qdIJf/eUvSifoGK0eKcnJyWmPHETUwfT6eOj15yAxcSIcjlxUV+9ATc1u+Hw1KCvbgLKyDdDrE2G1DkZ09GlQq6OUjkxERNQh2DDQ8VpdlGRkZLRHDiJSiCA0LL5oMvVASsqFqK3dh+rqHair2w+XqwQuVwmKi79GVFQmrNbBsFj6Q5I0SscmIiKibuSkr2zdvXs38vLy4PV6w7ZPnTr1lEMRkTJEUQWrdQCs1gHw+52oqdmNqqqf4XTmo67uIOrqDqKw8BOYzQ0LNEZFZUEQjt/SSURERHQirS5KDh06hMsuuww7d+4MXT8CIHRhrFLXkRBR21KpDLDZhsFmGwaPpxp2+w5UV++Ax1MJu30n7PadUKmMsFpPQ3T0YOj1SbxAnoiIugX+Oet4rf6I8w9/+AN69uyJsrIyGAwG7Nq1C+vWrcOwYcOwdu3adohIRErTaqORkDAeffveht695yM2diRUKiP8fgcqKn7A/v1LsHfvsygtXQePp1rpuERERNTFtHqkZOPGjVi9ejViY2MhiiJEUcSYMWPwyCOP4I477sD27dvbIycRdQINCzSmwGBIQVLSJNTXHzxygfweeDwVKClZjZKS1TAa0xEdPRgWy0CoVHqlYxMREbUKR0o6XquLkkAggKiohll4YmNjUVRUhL59+yIjIwN79+5t84BE1DmJogSzuQ/M5j4IBDyoqclGdfUO1NfnwOHIg8ORh8LCz2E29zly/UlvLtBIRERER9XqdwiDBg3Czz//jJ49e2LkyJF47LHHoNFosGTJEmRmZrZHRiLq5CRJi5iYMxATcwa83tojCzT+DLe7FDU12aipyYYk6WCxNC7QmM7rT4iIiCik1UXJ3//+dzgcDgDAokWLMGXKFIwdOxY2mw1vd+ZVcIioQ2g0ZsTHj0J8/Ci4XKWort4Bu30nfL5aVFVtQ1XVNmg01iPrnwyGTherdGQiIqIw/Nys47V6RfejqaqqQnR0dKf55JMrukeWSD3vrrTCtywHUV+fC7t9B+z23QgGPaH79PpkREcPhtU6CGq16YTH6krn3ZYi9bwjdYVvnjdFgs78Wfa//610gl8tXKh0go7R4pGSQCCAXbt2oXfv3tDrwy9c1ev12LlzJwYNGgRR5JoFRBROEERERfVEVFRPpKRciJqavbDbd6Cu7gBcriK4XEUoLv4KJlMmoqMHw2zuxwUaiYiIIkiLi5Lly5fjmWeewaZNm5rdp1arMW/ePNx55534/e9/36YBiah7EUU1oqMHITp6EHw+B2pqdqG6egeczgLU1R1AXd0BiKIGFkt/REcPhsnUkws0EhFRh+okzT8RpcVFyUsvvYSFCxdCkqTmB1Gp8Kc//QnPPPMMixIiajG12ojY2BGIjR0Bj6cS1dU7UV29A15vFaqrf0Z19c9QqUyIjj4NVutg6PWJAPiXgoiIqLtpcVGyd+9enHnmmce8f/jw4cjOzm6TUEQUebRaGxITJyAhYTyczoIj65/sgt9fj/LyjSgv3widLg5m82mIiso6soI8R1CIiKjtcaSk47W4KHE4HKitrT3m/XV1dXA6nW0SiogilyAIMBrTYDSmITn5fNTVHYDdvgM1NXvhdpfD5VqN0tLVkCQdjMYMmEw9YTT2gE6X0Gkm2yAiIqLWaXFR0rt3b3z//fcYPHjwUe/fsGEDevfu3WbBiIhEUYLF0hcWS18EAm7Y7btRU7MX9fWHEQi4UVu7F7W1DYu2SpIBJlOPI0VKT2i1NhYpREREXUSLi5JZs2bh73//O0aNGtWsMPn5559x77334k9/+lObByQiAgBJ0sFm+x2io38HWQ7C5So5snp8wwrygYATNTW7UVOzGwCgUplgMvUMFSkajZVFChERtQj/XHS8FhclCxYswOeff46hQ4fi3HPPRb9+/QAAe/bswapVqzB69GgsWLCg3YISETUSBBEGQzIMhmQAoxEMBuByFaK+/vCRIiUffn897PadsNt3AgA0GiuMxh6hQkWtNit7EkRERBTS4qJErVbjq6++wpNPPok33ngD69atgyzL6NOnDx5++GHceeedUKvV7ZmViOioRFGC0ZgOozEdwDgEg344nfmhIsXpLIDXa4fX+xOqq38C0HBhfWORYjT2aNHCjURERNQ+2mRF986GK7pHlkg970hd4ftkzjsQ8MLpzGtSpBQBCP/Vp9PFhxUpKpX+6AdTSKR+vbvfX6iW4XlTJOjMK7r/5z9KJ/jVnXcqnaBjtHikhIioq5IkDaKieiEqqhcAIBBww+HIRX19DurrD8PtLoHbXQa3uwyVlZsBCNDrE5sUKRmQJK2yJ0FERNSNsSghoogjSTqYzX1hNvcFAPj9Tjgch0NFisdTDperGC5XMSoqNkIQROj1yaFRFKMxHaLIdlUiIqK2wqKEiCKeSmWAxTIAFssAAIDPVxdq9aqvPwyvtwpOZwGczgIA6yEIEgyG1NDMXgZDCkSxc/06lWWZs40REZ0k/vrseJ3rrygRUSegVkchOvo0REefBgDwemtC0w/X1+fA56uFw5ELhyMXwFqIohoGQxpMpp4wm/tCp4tXLLvbXQaPpxwWy0AWJkRE1GW0uChZuHAhrr/++tBUwEREkUKjsSAm5gzExJwBWZbh9VaHFSl+vwP19YdQX38IANq9KAkE3Kivz0Eg4EZUVO/QzGGBgBfl5RtgMmUBAAsSIqKTxF+fHa/FRcmHH36IJ598EiNHjsT111+PGTNmwGg0tmc2IqJORxAEaLUx0GpjYLMNhSzL8HgqjlyPkhMqCNpCIOCF212KQMAFgyEToqhCMOhHQcGH8HjKIElG2O0/oUePuRBFCX5/PTyeCqSlTeMoCRERdSliS3fcv38/1qxZgz59+uAPf/gDEhMTMW/ePHz//fftmY+IqFMTBAE6XRxiY0egR48ZRxZ0PDWBgBd5eSuRnf048vJWoLJyM/x+BwCErm3p2fNq9Ojxe7jdZaivPwgAKC/fgNjYs0K5iIiIuopWXVMybtw4jBs3Ds8++yzefvttLF26FGPGjEHfvn1x3XXXYc6cOUhISGivrERE3YLHU4mamj1wOHIhy34kJk6EwZAauj8//30AQFbWtdDrE+H3OyDLDb+u/f566PXJkOUAJEkDlcoEv78OwWAAPl8tNJpo1NTsgt2+E9HRZyAqqg8EocWfPxEREdi+pYST+ktlNBoxb948rF+/Hvv27cO0adPwyCOPID09va3zERF1Kz5fHYqLV6Gubi90ujhERfWGIKggyw2rIzasPl+F+Pix0OsT4XaXQ5aDoXVSDIY0yHIAlZWbUVHxA9RqC6Ki+qKy8gfodPEIBv2oqtoOkykT1dU/o6zsWwANs3ERERF1Vqc0+5bD4cD69evx7bfforq6Gn379m2rXERE3VJh4ScABGRlzQvb3lg01Nbuh0plgsORi/z8lQgGfdBoYhAV1RexsWdBo7EgOfl8VFVtg9NZgLi40RAEEV6vHSZTTzid+ZAkHWy2ERBFHUpLv0FCwtkKnCkREVHLndRIyYYNGzBv3jwkJSXhjjvuQJ8+fbB+/XpkZ2e3dT4iom7D56uD3++ExTIA9fW5yM//EKWl6+DxVIauAVGrTaivP4Samt1ISpqEXr2uh8GQivLy71FdvQMAoNHYkJQ0GenpV8Bk6gmfrwYuVwEslgEIBNxQq6MAACZTJvz+OshykNeYEBG1giB0nlukaPFISXFxMV555RUsW7YM+/btw5lnnoknnngCM2fOhMlkas+MRETdhIBAwA2HIw8eTwW0WhuczgJUV/+IlJSpiIrKhEYTDQDQ6eJCK84nJk6Ez1ePmpqdiI4eDEEQjoysyBAEEZWVm2GznXnkcfEoL9+AuLgxcLkKoVKZEQx6IUk6pU6aiIjohFpclKSlpcFms2HOnDm47rrr0L9///bMRUTU7UiSHh5PBQIBJ9LTr4TJlAGfrxZFRV+irGwtoqIyodMlAgDUamvocYIgQq22wOutRjDogyiqj4x8NBQ5Hk8l4uPHAQDM5v6oqfkFublvweOpRELCxOMWJC5XCerq9kKtjoZWGwONJhqSZODIChFFNP4K7HgtLkpWrFiBqVOnQqXiIvBERCdDFCVIkhZabRxMpgwAgFpthsXSH0VFX8Dnq4Na/f/t3Xl8FOXhP/DPzF7J7ua+w5FAOCIgh9yHHIIiomK1iq1WEM9+wXq2atVi68+zalWqUi/QqqVqoaVYQORSlDMEAZH7DjmA3LvJHrPP749NJrvZ3SRAspPj83695rWzzzwz88wG437yPM9MVM0E9wK43VXQ6yMBAJWVhxARkYbaUbe1zyEpKFgNi6UrjMa4mgnxRnTqdC1stmMwGKJgNndpsE12+3EUFq6t104jjEZvQKlbvO8NhhjIsq75PxwiIurQmpwwpk2bhpdffhlLly6F0+nExIkTMXfuXERGRrZk+4iI2pWYmD5wOkvgdtuh15sBeHtC9HoL3O5KGAxRSE4eh1On/of8/BWIjx8Mm+04hFAQE3ORGghqezKiorJgNCaoxwEAgyEKsbH9mtQeozEBcXGD4HQWw+ksgctVDo/HierqAlRXFwTUr+21CRZYvL0sHCZGRETnrsmh5LnnnsPTTz+NSZMmITIyEq+//jqKiorwwQcftGT7iIjaldjY/jh5cilKS3ciMdE7D6S4OBcGQzSMxngAQExMNmTZgOLiHBw9ughGYyySksbAau0ecLzo6OwLak9UVBaiouqeQu/xuOFylcLh8IaUusX7Xgi3WhaMThfZQC9LNIeFEVGbwF9V4dfkUPLRRx/hrbfewj333AMA+PrrrzF16lS89957kGU+mIuIqCkslgzExPTBmTNbUFFxGG53BWTZhLS0y6HTmdRhWVFRWbBYMiDL3l/THk942ifLephMiTCZEgO2CSHgdlf6hRTf0OJ226AoVaiqykNVVV7A/pKkqxdW/HtZZNkQjkskIqJWqMmh5Pjx47jqqqvU95MmTYIkSTh16hQ6d+7cwJ5ERFRLkiSkpl6GqKgeqKg4CJPpIlit3WE0xqjba9UGktZCkiQYDFEwGKJgsQQ+LFdRnCEDi8tVCiEUOBxn4HCcCXp8vd4a0MtiMMRBr7dAr7dAlk3saSEiaqea/H88t9uNiAj/scIGgwEul6vZG0VE1J5JkgyrNRNWa6bWTWlWOp0RkZEpiIxMCdgmhAcuV3nI0KIo1XC7K+F2V8JuP+6zX90xJEmnBpTaRaer/97sE2LY80JE54d//wi/JocSIQRmzpwJk8mkllVXV+Pee++FxWJRyxYvXty8LSQiojZPkmQYjbEwGmMBdAvY7nZX1Uy0L6k3n6UUimKHojgghAKXqxwuV3mTzinLxkZDTF2ZWb1RABERhV+TQ8mMGTMCym699dZmbQwREXVMen1kze2P0/3Ka3tKPB4X3G47FMUGt9t/CVYmhAKPxwmn0xlyUn5gG8wBvS2hQoxOF8GhZETtGP/zDr8mh5IFCxa0ZDuIiIhCkmVDzbybmEbrCiHg8ThDhpbA9/aaSfx2uN32JrWn9jbOjfW+1IUY4wV+AkRE7VvrmkVJRER0gSRJgk5nqnlQZXyj9YXwQFGqQgSXwN4ZRamumSNTAZerokltkmVDE0JM3bwYSeIDKomoY2EoISKiDs2316MpPB43FMXe6BCy2jKPxw2PxwWnsxROZ2mTzqHTRUCWI6DT1S3e96YQ5f51OD+G6MJw+Fb4MZQQERGdA1nWQ5ajYTBEN1q3dihZ/RATeliZvabnphqKUo3zvcGlLBsbCDb+ASZYuSyzp4aIwouhhIiIqIX4DiUzGuMarS+EqBlKZleDiaJUw+Nx1LxW1yv3X/d4vCnG43HC43ECaNqdyuqTZYMaVGTZ1EiwCawnSXreCICIzglDCRERUSshSRL0ejN0OvN57e/xKE0MMI6Q5d7juGrueNa0OTOB16EL0VNT2zNjhCQZasKPQV2ve9VDkvTqel2ZzLBDYcF/ZuHHUEJERNROyLIOsmyGXn9+ocY7dMyhBhXf8BKsZyZYyAEEhFDgdtsA2M7x/A1vlySpJrjog7wGhpi613Or71/GoWxE4dAuQ0lystYt0EZjv8ypfeHPm4ianwwgsmY5d97hZ0643d6A4nbXLYri8Fl3qr0xiuKqt+6ueV/36nMGAM6apSnt8S4ez3ldDgDvjRC884gMNa++63VlOl39ssD6Op036NTVrQ0/ug7aAxSrdQOoFWmXoYSIiIjCzzv8zAS93oSmPFOmKYTw9rwEBpbA8FJXJ3Bb/XpCNFy/7vweKIoTitK0IETn4mmtGxBSh8yIGmMoISIiolbLO2TL26sQLqGDUPCAEzoI1W0LDEK++7kbbxRRO8dQQkRERORDiyBErQt7SsKPT1ciIiIiIiJNMZQQEREREZGm2mW/ZF7eJlRVlSAuLguxsZnQ6YxaN4mIiIiI2ggO3wq/dhlKCgp2wGYrwKlTmyFJOkRHd0FcXBbi4rJgtaZ10NvuERERERG1Tu0ylGRkjENJySGUlBxCdXUJysqOoqzsKI4eXQ2DwVzTg5KFuLjuMJmitW4uEREREVGH1i5DSWLiRUhMvAhCCFRXl6gBpbT0CFwuO4qKdqGoaBcAwGxOVntRYmIyoNMZNG49EREREWmJg2rCr12GklqSJCEyMh6RkfFITx8Kj0dBRUWeGlIqKvJgtxfBbi9CXt5GSJIOMTEZakixWFI41IuIiIiIqIW161BSnyzrEBPTFTExXZGZOQEuVxVKSw+rIcXhKENp6WGUlh7GkSOrYDRaERvbXQ0pRqNV60sgIiIiohbGv0mHX4cKJfUZDJFISuqLpKS+EEKgquqsGlDKyo7C6axEUdFOFBXtBABYLClqQImO7sqhXkREREREzaBDhxJfkiTBbE6E2ZyITp2Gw+NRUF5+Qg0plZX5sNkKYbMV4uTJ7yHLenWoV2xsFiyWZA71IiIiIiI6DwwlIciyDrGxmYiNzUS3bhPhdNpQWnqkZsL8ITgc5WpgAQCjMUrtRYmN7Q6j0aLxFRARERHR+eDfmcOPoaSJjEYLkpP7ITm5H4QQsNvPoLS09q5eR+F0VqCwcAcKC3cAAKzWNJ+hXl0gy/yoiYiIiIiC4Tfl8yBJEiyWJFgsSejUaQQ8Hrc61Ku4+CBstgJUVuajsjIfJ05sgCwbEBubqQ71MpsTOdSLiIiIiKgGQ0kzkGU9YmO7ITa2G7p1mwSnsxIlJYfVoV5OZyWKiw+guPgAAMBkiq55eKP3AY4Gg1njKyAiIiKiWvzbcfgxlLQAo9GKlJT+SEnpDyEEbLYidahXWdkxOBzlKCzMRWFhLgApyFAvndaXQEREREQUNgwlLUySJFitKbBaU9C58ygoigvl5cfVSfI2WyEqK0+hsvIUTpz4FjqdETExmWpIiYxM4FAvIiIiImrXGErCTKczqIEDAByOCr8HOLpcNhQX70dx8X4AQERErDrUKza2GwyGSC2bT0RERNTu8e/B4cdQojGTKQopKQOQkjKgZqhXoc8DHI+huroUBQU5KCjIASAhKqqTGmqiojpxqBcRERERtXkMJa2Id6hXKqzWVHTpMhqK4kRZ2TE1pNjtp1FRcRIVFSdx/Ph66HQmxMZ2U0NKRES81pdARERE1OaxpyT8GEpaMZ3OiPj4noiP7wkAfg9sLC09DJfLjrNn9+Ls2b0AAJMpFlZrek2wSYPFkgqTKUrLSyAiIiIiahRDSRtiMkUjNXUQUlMHQQiBysp8NaSUl59AdXUpqqtLcebMHnUfo9GqBhSrNQ1WaxoiImI5eZ6IiIiIWg2GkjZKkiRERaUjKiodXbteWjPU66TPgxsLUFV1JuAZKQCg10fAak31CyreBzrKGl4RERERUevAv92GH0NJO6HTGREX1x1xcd3VMkVx1txy2BtUbLYC2GyFcLurUVp6FKWlR9W6sqyHxZJSE1JSa4JKMnQ6gwZXQ0REREQdCUNJO6bTGREd3QXR0V3UMo9Hgd1+2qdHxduroihOVFTkoaIiT60rSTLM5sR6w79SoddHaHE5RERERNROMZR0MLKsU+/wlZIyEAAghEBVVbFfULHZCuB02mCzFcFmKwLwg3qMiIg4vx4VqzUNRqNVmwsiIiIiamYcvhV+DCUESZJgNifAbE5AUlJfAN6g4nRWqD0ptUHFO5m+BNXVJZxQT0RERETNgqGEgpIkCSZTNEymaCQk9FbLXS47KisL/HpVqqrONjih3jescEI9ERERtXb8m2r4MZTQOTEYzI1OqK+szIfdXsQJ9URERETUJAwldME4oZ6IiIiILgRDCbWIhibU185PqQ0rLpedE+qJiIio1eDwrfBjKKGw8Z1QD/QDEGpCfT6qq8sanFDv26vCCfVEREREbRtDCWmqOSbU63RGmEwxiIiIgclUu0T7rcsy/6kTERERtVb8pkatUsMT6ut6Vez2IiiKE3b7adjtp0Mez2i0wGSKgdEYHTS8GI1W3hWMiIiIAHD4lhYYSqjNCDWhvrq6BA5HWc1SHrCuKC44nTY4nTYAp4IeW5JkmExRIXtaTKYY6PWRHCZGRERE1AIYSqhNk2UdzOZEmM2JQbcLIeB2V9ULK/XDSwWE8NTMYykLeS6dzhAysNSu63TGlrpUIiIionaLoYTaNUmSYDCYYTCYYbWmBq0jhAdOZ2XInhaHowxOpw2K4oLdfgZ2+5mQ5zMYIhvsbTEaoyDLupa6XCIiImoGHBgRfgwl1OF5h255J9uH4vG4QwaW2nW32wGXqwouVxUqKwtCnEuC0WgNEVy87w0GC4eJERERUYfCUELUBLKsR2RkPCIj40PWcbur/cJKdXUZnM5yv3WPR4HDUQGHowLAyRDn0jUyTCwGer2pha6UiIiI+LfB8GMoIWomen0E9PoIWCzJQbcLIeBy2RoZJlYJj0dBVVUxqqqKGziXCUZjjNrDYzT6vkbBaIyGXh/BHhciIiJqExhKiMKkduiW0WhFVFSnoHU8HgVOZ0WDw8Rcriq43Q643UWw24tCnk+WDX6BJdi6wWBmcCEiIiLNMZQQtSKyrENERCwiImJD1lEUJxyOclRXe4OKd4hYeU2Y8b53uezweFyoqjqLqqqzIY8lSTqfkBIVNMDwGS5ERNTR8O914cdQQtTG6HRGmM2JiIwMfhtkADXPZqnwCy3+AaYcTqcNQnif81JdXdLAGSV1SJh/WInyGzImy/x1QkREROeH3yKI2iGdztDoxHzvULHKkKGltvdFCI+6vaIi9DkNBkvI4WK1wYXPcSEiIqJgGEqIOijvULEYRETEhKzjfYaLLSC41PbC1L73eNxwuWxwuWwA8kMeT6+PaCC0RNc8gNLEeS5ERKQp/m8o/BhKiCgk7zNcomAyRYWcnC+EgNtdFbK3pXZdUZxwu6vhdlc3OEFfpzPWCy7157pE1UzQ5zwXIiKi9oKhhIguiCRJMBjMMBjMsFpTQ9Zzux1Bh4r5rrvdVVAUJ6qqzqCq6kxDZ605pwVGoxUGg6Vm3eKzXleu0xma/8JbiBCi0Z4i7/NuyuB2VyEiIg4Gg1ndVl1diuLi/UhIyG7wgaBERBQae0rCj6GEiMJCrzdBr0+C2ZwUso6iuELeUaxu6FglAKEOF2uo16WWTmcMCCr+QcaqBhq9PrLFh495PG5UV5fB5aqEojgRGZmgzv+RJAlVVcU4efJ7lJcfg9EYjYyM8YiO7qIGlpMnv0NBwTZ4PAri43uha9fx6jC8vLxNkGUdDAZLi14DERFRc2IoIaJWQ6czwGxOgNmcELKOEB64XHY4nZVqMHE6bT7rdeUulw0ejxuK4oSiOBu5y5iXJMk1vTDWBntfared613HFMWFEye+RVHRTgAeyLIBnTqNhMkUDVnWw+Wy4/DhlVAUJzp1GoXy8mPYu/dzZGVdhYSEbJSVHcfZs3vRrdtkxMX1QG7u33DmzG507jwaFRV5cDrL0bnzaMiyDkJ4OMyNiIjaBIYSImpTJElWH0LZGCEEFMUZEFTqgkylX6hxu6tqJvdX1vTINE6nM6lhxWi0Ijv7xgZ7Wg4fXoHKynz06TMdVmtazU0CqiCEAACcPv0jqqrOICvrKsTFZSE1dRB+/PEfyM/fhvj43jVDtrzPstHrTbBYklFdXQoAKCjIRVRUJ3X+DwMJEdH54fCt8GMoIaJ2S5KkmmFjJgChe19qeTxK0N6XYD0wtc95URQHqqocqKo62+jQr+rqUthshejceTTM5iSUlR2H0Wj1u3WzzZaPiIg4xMZ2U8vi43uhoCAHlZWnEBXVGYWFO1BcfEDtBYqP74WysuPweFyIje2OvLxNKCs7htTUwYiP73FBnyEREVE4MJQQEdWQ5bon3DfGe9ex6oChYg2p7YkpKzuGEye+gaI4YTRGITm5P9LShgDwDu+SJB0kSVaHX0VExEKSJNjtZxAV1QldulyKkyc34OzZvUhPH4bY2G44fPgrmM1JsNvPoLT0CGJju6OwcDuEcCMhIbtJE+iJiIi0wlBCRHQevHcdi4TBEAkgsUn7yLIRlZX5kCQJWVlTYbGk4Pjx9ThxYgNMphjEx/eELOvgdDr99tPpTAAkeDwuAIDVmoaLLrpJ3X7mzB643Xakpw/D8ePrEReXhfT0YXA4SlFUtBMJCdkh22SzFSI/Pwc6nbFmMfms1y2y7H3V602QZQMDDhG1a/wVF34MJUREYVJ7a+LExL6IiekKAOjSZQyqq4tx5syPiI/vCaMxChUVp/z2kyQJQih+k+pre1GczkoUFx9AXFxPGAxmCOFR77wVERGP8vITDbbJbj+N/Pwt53Et/mGloVDjXydU6GHQISLqyBhKiIjCxNvTEAFZrntuiizrYTCY4XBUAACs1nQUFOTAbj+r3oXM41FQXV0KiyUFAGq+vHu/wJeXn0B1dSl69RoAp7MSer0JxcX7kZTUF5WVeYiIiG2wTWZzErp0GQtFccLjcap3KlMUh8963QJ4J+TXvW8uEnQ6Q0BokWUjZFnf4CJJ3ledzuD3vvH9eCMAIgqOfyMJP4YSIqIwkWUDLJZUlJUdRXr6UADeye+VlfnqEKuoqE6IjEzAoUP/Q58+0+F2V+P48fWIjIyH1ZrmNzekqqoEBQU56Np1HADAaLQiOXkADh78Etu3vw1ZNqBnz2sBIGQvhMWSooadxgghfG6x7B9a/ANN8FATqk7N0Vsg6DRMkuSagGJoMOyEXs5nP4MaiNgzRERUh6GEiChMZFmHTp2GY9++xTh2bC3M5iSUlByEJMlISRkEADCZotGt22QcObIS27e/DUVxwmJJQe/eNwDwDxdOZwUMBgtiYzPVsBITk4EePa5GdXUJrNZUWCzJzdZ+SartzTAAaJ6HM3qDjitor4yiOODxuODxuIMswcuFCFbXd7vic25P2INQHakJvT86SJKu5lX2WdfVW5eDlvvuF1geej//cgYnIgoPhhIiojBKSMhGdvZNOHHiG5w+vRtRUZ3Rq9d1fnf8io7ujF69rkd1dQn0+ghERMTCYDAHHCsmpitiYroG3Fmrtrwt8AYd71CtcBDC02BoCR1uQoWjc9vPpyU121xhue7zFRiG5KABR5Z1AOSg5Q3tVz8E+Qcp31c55La6cv8yQGKoovPGfzrhx1BCRBRm8fE9Gn1+SGRkHCIj45p0PH7xajpJksMagnwJISCE0qRgoyguCOGpqa9AiNrFo76v/1q/fmP71a3X7Vc7Z6iuzZ6afVt3eAqloeASuC14uGlqSPIPZud+nI6paUNHqWNgKCEiIgoDSZLU+SatlW94aWqQ8S9X6h2jfkhq6n6eemUev7LAbUqI66k9R9sMVe3f01o3gFqR1vubkYiIiMLK25MkAzA0Wrc1EUIAEAFBJdj7899WVyfUtmABytsDFfxctduE8Gj8CVJ97IAOv1YRSk6ePInY2FhYrVa/cpfLhY0bN2Ls2LEatYyIiIhau9rbZNfeUY2I2h5NBzHm5+dj2LBhyMjIQGxsLG677TZUVlaq24uLizFhwgQNW0hERERERC1N01Dy2GOPQZZlbN68GStWrMCePXswYcIElJSUqHW8XbJEREREROEhSa1n6Sg0DSVff/013njjDQwZMgSTJk3Cd999h7S0NFx22WUoLi4GwLvKEBERERG1d5qGkrKyMsTF1d3y0mQyYfHixcjMzMSECRNQVFTU6DEcDgfKy8v9Frfb0ZLNJiIiIqJ2TOveEfaUhFn37t2xc+dOvzK9Xo/PP/8c3bt3x9VXX93oMZ5//nnExMT4Ld9//3xLNZmIiIiIiJqZpqFkypQpeOeddwLKa4PJwIEDG51T8vjjj6OsrMxvGTXq8ZZqMhERERERNTNN75v37LPPwm63B92m1+vxr3/9C3l5eQ0ew2QywWQy1du32ZpIRERERB1MRxo21Vpo2lOi1+sRHR0dcnt+fj7++Mc/hrFFREREREQUbpqGksYUFxfjww8/1LoZRERERETUgjQd6LR06dIGtx8+fDhMLSEiIiIi8uLwrfDTNJRcd911kCSpwcnsfE4JEREREVH7punwrbS0NCxevBgejyfosn37di2bR0REREQdkNbPJuFzSsJs8ODByMnJCbm9sV4UIiIiIiJq+zQdvvXb3/4WNpst5PYePXpg7dq1YWwRERERERGFm6ah5NJLL21wu8Viwbhx48LUGiIiIiKijjVsqrVo1bcEJiIiIiKi9o+hhIiIiIiINKXp8C0iIiIiotaGw7fCjz0lRERERESkKYYSIiIiIiLSFIdvERERERH54PCt8GNPCRERERERaYo9JUREREREPthTEn7sKSEiIiIiIk0xlBARERERkaY4fIuIiIiIyAeHb4Ufe0qIiIiIiEhTDCVERERERKQpDt8iIiIiIvLB4Vvhx54SIiIiIiLSFHtKiIiIiIh8sKck/NhTQkREREREmmIoISIiIiIiTXH4FhERERGRDw7fCj/2lBARERERkaYYSoiIiIiI2rjnn38eQ4cORVRUFJKTk3Hddddh3759fnXGjx8PSZL8lnvvvVfdXlxcjGuuuQZWqxWDBg1Cbm6u3/6zZ8/GK6+80iLtZyghIiIiIvIhSa1naar169dj9uzZ2LRpE1atWgWXy4UrrrgCNpvNr95dd92F/Px8dXnppZfUbc8++ywqKiqwfft2jB8/HnfddZe6bdOmTdi8eTMeeOCBC/14g+KcEiIiIiKiVsrhcMDhcPiVmUwmmEwmv7IVK1b4vV+4cCGSk5ORk5ODsWPHquVmsxmpqalBz/XTTz/h5ptvRq9evXD33XfjnXfeAQC4XC7ce++9eO+996DT6ZrjsgK0y56SgweXY8eO97Fnz2c4eHA5TpzYgMLCH1BSchg222m43dUQQmjdTCIiIiJqhbTuHfFdnn/+ecTExPgtzz//fKPXUFZWBgCIj4/3K//kk0+QmJiIfv364fHHH4fdble3DRgwAGvWrIHb7cbKlSvRv39/AMBLL72E8ePHY8iQIc34KfuTRDv8dn711R+gvPx4g3Vk2QCTKQpGY90S7L1OZwxTqy9c+/tJUkP48yYiorbsuee0bkFo69dr3YI6I0Y0rafEl8fjwbXXXovS0lJs2LBBLX/nnXeQkZGB9PR07Ny5E48++iiGDRuGxYsXA/AGmV//+tf47rvvkJmZibfffhsGgwFTp07Fxo0b8cQTT+Crr77CkCFD8O677yImJqbZrrNdhpIHHihAdXUJHI4KOJ11S+17t7uqycfS6Ux+gcVkig4SYqyQZe1HwrW/nyQ1hD9vIiJqyxhKmmbcuHPf59e//jWWL1+ODRs2oHPnziHrrVmzBhMnTsTBgweRlZUVtM5ll12G+++/H8eOHcOyZcvw5Zdf4q677kJCQkKzTnrX/pt0C7BaU2G1Bh8rBwCK4oLTWRk0sDgc5WqZojihKA5UVTlQVXWmwXMaDOZGe12MRiskqV2OmCMiIiJqN9ryc0rmzJmDZcuW4ZtvvmkwkADA8OHDASBkKFmwYAFiY2Mxbdo0XH/99bjuuutgMBhw44034g9/+EOztrtdhpLG6HQGREbGITIyrsF6brcjILQEe+/xuOFy2eFy2WGzFTZwRAlGo6WR8BINg8EMqS3/10BEREREYSWEwH333YclS5Zg3bp16NatW6P77NixAwCQlpYWsO306dP405/+pA7/UhQFLpcLgHfiu6Iozdd4dNBQ0lR6vQl6vQlmc2LIOkIIuN3VTQovQnhqemgqAeSHPKYkyY30uHgXvT6C4YWIiIiIMHv2bHz66af4z3/+g6ioKBQUFAAAYmJiEBkZiUOHDuHTTz/FVVddhYSEBOzcuRMPPvggxo4dq05o9/XAAw/g4YcfRqdOnQAAo0ePxt///ndcccUVeOeddzB69OhmbT9DyQWSJAkGQyQMhkhYLMkh6wkh4HLZGgwt3sUGITxwOMrgcJShoiL0uWVZ7xdWDIYoGAxmGAyWgFcGGCIiIqKmaYtfmd5++20A3gck+lqwYAFmzpwJo9GIr7/+Gq+99hpsNhu6dOmCG264AU8++WTAsVauXImDBw/i73//u1o2Z84cbNu2DcOHD8ewYcMwd+7cZm1/u5zoHuSzbTM8HqVJ4cXlsgfs29BPUpLkmoASPLQElkVy/ksr1/7+yyUioo6kNU90//ZbrVtQ59JLtW5BeLCnpJWRZR1MpmiYTNEN1vN43HA6K/0m5jsclXC5bDXzW+pe3W5HvaFjjZMkCXp9ZIgA4/9qNFqg10dCllvmYTpERERE1L4xlLRRsqxHREQsIiJi1bJQfzn3nYgfLLTUvjqdNrjddrhcVTXDzexBe2RCMRgiodeba0KK/2uwQNMabqNMREREVF9bHL7V1vFbYQcgy/om9b7U8ngUuN1Vakhp7NXlsteEmCq4XFWoqjrbpPN4byRQG1oa75HR6QwX8jEQERERUSvFUEIBZFkHo9EKo9HapPpCeGruQFYXVhrqkfGGGA/cbgfcbgeqq0uadB6dzhBiEn8kdDojdDojZNlQs27we+99NUCWDZzwT0RERA3iV4XwYyihC+Y7ib4pam+j3NhwMt91j0eBorigKKWori69oPYGDyzGmtASKtA0bTtvDkBERER07hhKKOx8b6MMJDRaXwgBRXGGDDBudxUUxQmPxwVFcdaEl7r33leXejzvdlcDZzx/sqwPGVqC9eKcW+DRsZennRDCA49HgRAeCOGpubFEREC9qqpieDxuRETEqcMXhRCoqDgJh6MMJlMsoqPrntbr8SioqDgJnc4IqzXwQVhEREStFUMJtXreL2zeB1lGRsaf1zGEEI2ElsZCTcPba++s7fG4a24sUNWcHwEAb4+Uf6AxQpb1NYtBDUS+7wNf9TUBJ3Td2nL2+jQ/IQQOHFiKwsIdkCRJ/XeTkNAbffrcDCGEGjzt9rP44Yf34HZXY8CAOxAd3RlCCBQXH8CRIyvVn2eXLmORkNAbAFBdXYIjR1YhK+sqza6RiKg94N8Aw4+hhDoESZLUeSfNTQgBIZQWCzwej1Jznrp5OOEgSXLIwBIs7DRHMOoIPUGSJCM2tjsuvvhXUBSnXw9Y7avLZUde3kbExWWhtPSwGhBdLjvy87ciMbEvMjMvw7Fja3H06GokJPSGoriQn78N8fE9ERWVDo9H4W26iYiozWAoIbpAkiRBkrxftg0tcIMwj0fxCy0eT214cdWEFnfNult9X/fqbkId37pu9bxCeKAoDihKeEIQAJ+A03Co8S66mi/0Or/33lf/997AE/i+rk6w93ILhSQJgLeHxNszIiBJ/uHh9OkfUVV1FtnZN2Dz5lfU+t59PLBYkgEAFksqCgt/AACUlR1DZeUpDBgwq+az1Pn1vBAREbVmDCVErZz3S7QuYM5BSzzR3TvMzT/ICOEbaEKHmsDQ07Q6Qijq+esHI601FlzqByO93oTeva9v5JgyystPYMuWVyFJOsTEZKBr1/HqM4cqKk4hL+979O8/S/0shPAA8N5GOy4uC0VFOwFIOHNmD9LShkBRnMjL24jMzIkoLT2KioqTiIrqhNjYbi358RARtVv8e074MZQQkco7zM0Q1mfCeCd9h+7JqQ1GvnWEUCCEUlOvdl2pqVf33r9u3fvaOvWPUfvlv65tChRFCdHyQMEmq/uSJAlxcT0QF9cDZnMSqquLcezYGuza9RGGDv0NnE4bTpz4Bp07j4HJFAW3uxoAIMuGmlc90tOHQVEcKCr6AdHRXdC58yicOrVFvQPegQP/hcWSgrKyo5Blg99E+GDOnt2H48fX1/QM1fYO1a17h45Jfttr133Lm1Lnwo4tNfoaqu651m/4lYiIWgJDCRFpyjuBv2Xm+5yrurtiKT6v7oD3oUKN9wtwwxISeqnrkZFxMJuTsX37Wygq2gm324HKygJ07z4FNlsRnM5KAEB5+XFIkgyLJRmyrEdGxgT1GHb7GRQV7USfPjfj2LG1iI7uim7dJuHo0dXIy9uI6OgbG2yPy2VDZeWp8/vAOpxzDTDnE3x8hw1Kfuu1/77qwlaw9cD9znW9/nHPd7/zW687Vqhy/3DYWJ26uo3VOZ99mrtNHU9XrRsQEv8GEX4MJURENbwBSQYQvp4ivT4CJlMMqqqKa25u4MT27W/C9wvfsWNrER/fC717/wxA7XAuCUIoOHHiG6SmXgKTKRoORxkSErIBANHRXVFScrDR88fGZqFPn18CEOotin3XvTdyqF8uADS0PXT5+Rzbu02EePWo6w3XC6xft19T1e7TMsMniTqep7VuALUiDCVERBpyOitRVXUWZnMi4uN7o3PnUercFbfbgS1bXkXv3tcjLi5L3af2blwlJUdQXV2C3r2vh6K4YDCYUVZ2FAkJvVFWdgwGg7XR80dExCAiIqbFrq8tOJcA01DdptVr/NiBZQhY92134+uB+/sfq+l1m7MNjdVtyvvz2afufUPHPf99L6zNRB0XQwkRURgdPrwS8fG9YTRaUV1dguPH1yMiIg4JCdnq7ZJr+T4rpv5zY6qrS3Hs2Br07HktAECnMyApqT+OHl2FAwccqKjIQ0bGxPBcVBtXN3RK65YQUWvB3wfhx1BCRBRGDkc59u9fDJerCkajFXFxPZCRcRlkOfDXsXceSUrQCfQORzliY7P8ntyekNALbrcd5eUn0KnTSL/5K0RERK0ZQwkRURhddFHDE899SZKMSy65N+i2mJiuiInpGvAskpSUgUhJGXihzSQiIgorhhIiojaMt6klImp+/NUafnLjVYiIiIiIiFoOQwkREREREWmKw7eIiIiIiHxw+Fb4saeEiIiIiIg0xZ4SIiIiIiIf7CkJP/aUEBERERGRphhKiIiIiIhIUxy+RURERETkg8O3wo89JUREREREpKl22VOSkaF1C4iIiIiIqKnaZSghIiIiIjpfHL4Vfhy+RUREREREmmJPCRERERGRD/aUhB97SoiIiIiISFMMJUREREREpCkO3yIiIiIi8sHhW+HHnhIiIiIiItIUQwkREREREWmKw7eIiIiIiHxw+Fb4saeEiIiIiIg0xZ4SIiIiIiIf7CkJP/aUEBERERGRphhKiIiIiIhIUxy+RURERETkg8O3wo89JUREREREpCmGEiIiIiIi0hSHbxERERER+eDwrfBjTwkREREREWmKoYSIiIiIiDTF4VtERERERD44fCv82FNCRERERESaYk8JEREREZEP9pSEH3tKiIiIiIhIUwwlRERERESkKQ7fIiIiIiLyweFb4ceeEiIiIiIi0hRDCRERERERaYrDt4iIiIiIfHD4Vvixp4SIiIiIiDTFnhIiIiIiIh/sKQk/9pQQEREREZGmGEqIiIiIiEhTHL5FREREROSDw7fCjz0lRERERESkKYYSIiIiIiLSFIdvERERERH54PCt8GNPCRERERERaYqhhIiIiIiINMXhW0REREREPjh8K/zYU0JERERERJpiTwkRERERkQ/2lIRfuwwlNlsJFMUFWdapiyTpIMtyzasOkiRB4r84ImoFPB5PwO8kj8cDITwQQkCSJOh0/r+uFcUNj8cNQILBYKp3PAWK4g4oJyIiaq3aZSjZtetLFBUdbLCOJEk14USuF1x0AeXBQk2weg3t71vW+HlC788gRdR+CCGwb99aHDjwLbKyRqFPn8sBAHZ7KX78cSWKi49DUVywWBLQs+cYpKf3BQC4XNXYvn0xiouPwWSyom/fK5GS0lM95t69awBAPR4REVFr1y5DiV5vgtFohhAeeDwKhFDg8Xj86gghoChujVp4/poSjHQ6/XmtX+j+DE1E56a4+DhOntyJmJg0tczjUbB9+2LIsoxRo26HwWDCiRM7kJPzBazWJERFJeHo0a1wOCoxYcJ9OHXqR+TmLsaVVz4KACgry0dR0UGMH/9rrS6LiKjN49eZ8GuXoWTIkBsDyoQQNQHFG1RqF29gCSz3LautU7/c/xieBuv5bmvq/h6PEnAd3nDlgaK4wvBJnrvzDzTeUKTT6f3Wm7o/INWEM1ld9w6HkZu4zuF8FF4Ohx0//LAUgwb9TO3ZALy/q8rK8jFo0M8QFZUIAMjKGo2DB79DeXkhoqKSYLeXIjm5JyIirOjSZSB+/HEF3G4nAAk//rgS/ftfrdFVERERnZ92GUqCCTYmu7UTQviEqcZDjcfj9ivzjjn3X/cuzbcuhPBrs6K422QPFIB6AeVcwkzT6gJSTU9X4+vBQlbtum/d2jBV/33duuz3PlR53boccAz/Nl34Pt62okOHQI/Hg927lyMtrQ8SEjL8/juSJBmJiZk4efIHxMd3hU5nQF7eLuh0eiQmdoMkSYiN7YQTJ3bA4RiGgoJ9sFoTodcbcfjwJlgs8YiL6wyHwwZZ1nNeCRERtQlt61t6B1P7Jc775c6gdXOC8oah0CHoXNebGojq7+/tQRI1ga2h9dC8ITCwd4paxoUHqNpQ419ee2zfOvWPG+z8gcdCQFuCHdt3H6PRgr59r2j02vPydqGy8gwGD75BncheS5ZlDBp0PbZt+wyrVr0CSZKh1xsxZMhNiIiwAgC6dh2EysrT2LDhfURGxmDIkJtgt5fi6NGtGD36Duza9SXOnDmKyMho9O9/NSyW+JBtsdlKUFR0wOfaoH5G/mV15b5lwbY35ViNHTd0G4IF2gvd3vzHbKz++bazIecX9Fv6HOfepo78B4uOJ0HrBoTEf4bhx1BCF0SWZTU0GVpnbvLjDR4en9dzXT/f/ZrjGIFl3sAlav7S7ltPqNsA4RPOhN8+wY9Rd5zAfTwBxwjcdi4/i6bXbwsslrhGQ4nNVoI9e77CqFEzfXpC64KzJEnYs+crCOHBmDF3wmCIQH7+T9i6dRFGj56F6OgUSJKEvn0no2/fyQC8n2VOzufo1WscTp8+hJKSPFx22RwcOLABu3cvx/Dht4RsT3l5IXbt+l+zfg5ERE3x4INPa90EakUYSqhD8f5FW6d1M9q1xgJO8wUo+NWrf+7a9+eyT/0657qPXt/4UKny8gI4nXasXz/f73glJSdw9OhWjB//fzhxYgcmTrwfZnMsAKBnzzE4c+YIjh7dGnS+SEHBXjidVejcuT927fofUlN7AwBSU7Nx6NB3DbYnIiKq5q5evp8ZAtaDba8tC71fw8fyLW/KcetvC7b9XOu3zDEbP+f5tbMh5x7wz/UcrbFNRC2FPSXhx1BCRM2KNw1oWFJSFsaP/z/UDvsSQmDHjiWIikpGz55joShOAPC7mUXtMMVggdrlqsZPP32N4cNvhXcomAyn0w4ANa8N/yzi4joFvTkIERFRODGUEBGFkV5vRFRUkl+Zd0J6BCyWOHg8CqzWRPzww39x0UUTa4Zv7UVJyUn06jXebz+Px4O9e9egc+cBsFjiAACJid2we/dypKZm49ixberzS4iIiFozhhIiIo3VPuendn348Fvw00+rkZPzBRTFBas1EZdc8nMkJmb67VdZeQbFxScwduzdallqam+UlJxEbu5iREen4uKLp4bzUoiI2gV2+IefJNrhAM5339W6BURERETUkLvu0roFoR07pnUL6mRkaN2C8JC1bgAREREREXVsHL5FREREROSDw7fCjz0lRERERESkKYYSIiIiIiLSFIdvERERERH54PCt8GNPCRERERERaYo9JUREREREPthTEn7sKSEiIiIiIk0xlBARERERkaY4fIuIiIiIyAeHb4Ufe0qIiIiIiEhTDCVERERERKQpDt8iIiIiIvLB4Vvhp2koOXPmDD744ANs3LgRBQUFAIDU1FSMGjUKM2fORFJSkpbNIyIiIiKiMJCEEEKLE2/duhWTJ0+G2WzGpEmTkJKSAgAoLCzE6tWrYbfbsXLlSgwZMqTB4zgcDjgcDr+yjz82wWAwtVjbiYiIiOjC3HWX1i0ILT9f6xbUSUvTugXhoVkoGTFiBAYMGID58+dDqtdHJoTAvffei507d2Ljxo0NHufpp5/GH//4R7+yq6+ei2uvfbq5m0xEREREzYShpGkYSlpYZGQkcnNzkZ2dHXT73r17MWjQIFRVVTV4HPaUEBEREbU9DCVN01FCiWZzSlJTU7Fly5aQoWTLli3qkK6GmEwmmEz+AcRgaJYmEhEREVEHxInu4adZKHnkkUdw9913IycnBxMnTgyYU/Luu+/i5Zdf1qp5REREREQUJpqFktmzZyMxMRF/+ctf8NZbb0FRFACATqfD4MGDsXDhQtx0001aNY+IiIiIiMJEszklvlwuF86cOQMASExMhOECx1+9+25ztIqIiIiIWkprnlNSWKh1C+o0YTZDu9AqHp5oMBiQ1lFm8RARERERkZ9WEUqIiIiIiFoLTnQPP1nrBhARERERUcfGUEJERERERJri8C0iIiIiIh8cvhV+7CkhIiIiIiJNMZQQEREREZGmOHyLiIiIiMgHh2+FH3tKiIiIiIhIUwwlRERERESkKQ7fIiIiIiLyweFb4ceeEiIiIiIi0hR7SoiIiIiIfLCnJPzYU0JERERERJpiKCEiIiIiIk1x+BYRERERkQ8O3wo/9pQQEREREZGmGEqIiIiIiEhTHL5FREREROSDw7fCjz0lRERERESkKfaUEBERERH5YE9J+LGnhIiIiIiINMVQQkREREREmuLwLSIiIiIiHxy+FX7sKSEiIiIiIk0xlBARERERkaY4fIuIiIiIyAeHb4Ufe0qIiIiIiEhTDCVERERERKQpDt8iIiIiIvLB4Vvhx54SIiIiIiLSFHtKiIhaISGEui4F+ZOdEAJCCEiSFLC9dt9g+xERUeP46zP8GEqIiDS0f/832LdvLbp3H4G+fSfD4bBj3761OHPmMKqqymEyWZCS0hvZ2ZfBYDABABwOO3JzF6O4+DgslgQMGHAtYmPT1GPu3LkMUVFJ6N59hFaXRUREdE44fIuISCMlJSdx/Ph2REenAvD+Wc7hqIDTaUe/flMwYcIcDBx4HU6fPogffviPut+BA99ACA/Gj/8/JCZ2w86d/1W3nT17DOXlhQwkRETUpjCUEBFpwOVyIDd3CQYOnKb2gABAdHQKhgy5EcnJPWA2xyAxMRPZ2ZehsHA/AO/QLJvtLNLT+8FsjkXXroNQWXkGAKAobuza9T8MGHCtJtdERNReSFLrWTqKdjl8Kzd3Cc6ePVYzntr706xd9x9/LfmV16/XUHltWdPKUe/codrU9LY2XN60c4WjLDznRr1zcSw9tX67d/8PKSm9kZjYDfv3rwcgQtZ1OqtgMEQA8P7bjo5OxenTh9ClywAUFR1ATIx36NbBgxuQnNwD0dHJ8HgUSJLM/xaIiKhNaJehpLq6EnZ7qdbNoFYgMKQEf38udRuvdy51m++YoerXL29KnXDteyHnDNwWuD1YneBf0pvnuLKsx0UXTQxyfH8nT+5CeXkhLr307kbrOhw2HDjwLTIyhqhlPXqMwa5dX2LNmnmwWOIxcOA0VFScRl7eblx66Z3YsWMpzp49ipiYVAwYcK0aaIIpKytAQcG+RttRe43NWS/Y53phx2uO/cJ5rvM/33mdqY0E1LbSTmoOQ7VuALUi7TKU9Os3BW63A4BQ71DjVbteV+b/vq6saeWod47Q5fXP1Tz7hy6/0LrNXXZh5z5//j9nopZlMEQ0Gkrs9jLs2bMSI0bcBlmWG/y36XJVY/PmTxATk4pevcb5nMeESy65Xn0vhMDGjR+iX78rcfx4LhyOCkyc+Bvs2PEf7N+/Hn37Tg55jrKyfOzbt/YcrpKIqLm03lDCbBx+7TKUREUlat0Eakb1A0uw8FJbr2aPBt/XLz+Xuo3XO/fzN8cxQ9VvarkW+17IOYO9Dzb8qfF9Ave7kOPqdI3/Si0ry4fDYcM33/wNvj/Hs2eP4ciRLbj66qcAeOecbNr0MYxGM4YMmd7gX4+PH98Ok8mK5OQeOHYsB6mp2QCAtLQ+jQYOqzURmZlDGqzje43NVa+h4Wrnd7zzO35znCucbTxfbecPM22lnUTU3NplKKH2JdhzGIjaqqSk7hg//v/8ynbs+Des1iT06DEGgLeHZNOmj6HXGzFs2C8gy6HvSVJdXYmDBzdgzJg7AXi/fCqKCwCgKK5Gv4zGx3dBfHyXC7kkIqJ2h187wo+hhIgojPR6I6KikvzKdDoDjMZIREUl1vSQ/B0ej4L+/W+A02lXH5JoMln9AroQAj/+uAI9eoyByWQBACQkZODkyZ1ITOyGY8dykJiYGc7LIyIiOi8MJUREmqsLGmVl+SgrywcArFnzRl0NScJll90PszlGLTt92vuAxYyMwWpZZuZQlJaewnffLUB8fBf07Dk2DO0nIiK6MJJoOwNNm+zdd7VuARERERE15K67tG5BaA6H1i2oYzI1Xqc94MMTiYiIiIhIUwwlRERERESkKc4pISIiIiLywbtvhR97SoiIiIiISFPsKSEiIiIi8sGekvBjTwkREREREWmKoYSIiIiIiDTF4VtERERERD44fCv82FNCRERERESaYighIiIiIiJNcfgWEREREZEPDt8KP/aUEBERERGRphhKiIiIiIhIUxy+RURERETkg8O3wo89JUREREREpCn2lBARERER+WBPSfixp4SIiIiIiDTFUEJERERE1E68+eabyMzMREREBIYPH44tW7ao2x566CHEx8ejS5cu+OSTT/z2+/zzz3HNNdeEu7kqDt8iIiIiIvLRVodv/fOf/8RDDz2E+fPnY/jw4XjttdcwefJk7Nu3D5s3b8ann36Kr776CgcOHMCsWbMwefJkJCYmoqysDE888QS+/vprzdouCSGEZmdvIe++q3ULiIiIiKghd92ldQvan+HDh2Po0KH461//CgDweDzo0qUL7rvvPsiyjO3bt2PRokUAgJSUFCxbtgxDhw7FPffcg+zsbDz44IOatZ3Dt4iIiIiIWimHw4Hy8nK/xeFwBNRzOp3IycnBpEmT1DJZljFp0iRs3LgRAwYMwLZt21BSUoKcnBxUVVWhR48e2LBhA7Zv347f/OY34bysQIKaTXV1tZg7d66orq7WuilhxevmdXcEvG5ed0fA6+Z1U+szd+5cAcBvmTt3bkC9vLw8AUB8//33fuW//e1vxbBhw9RjZWVliX79+onFixcLh8Mh+vXrJ7Zt2ybmzZsnevXqJUaNGiV2794djkvz0y6Hb2mlvLwcMTExKCsrQ3R0tNbNCRteN6+7I+B187o7Al43r5taH4fDEdAzYjKZYDKZ/MpOnTqFTp064fvvv8fIkSPV8t/97ndYv349Nm/eHHDsP/7xjygtLcXtt9+OK664Art27cKyZcvw17/+FTk5OS1zQSFwojsRERERUSsVLIAEk5iYCJ1Oh8LCQr/ywsJCpKamBtTfu3cvPv74Y+Tm5uKDDz7A2LFjkZSUhJtuugmzZs1CRUUFoqKimu06GsM5JUREREREbZzRaMTgwYOxevVqtczj8WD16tV+PScAIITAPffcg1dffRVWqxWKosDlcgGA+qooSvgaD/aUEBERERG1Cw899BBmzJiBIUOGYNiwYXjttddgs9lw++23+9V77733kJSUpD6XZPTo0Xj66aexadMmLF++HH369EFsbGxY285Q0oxMJhPmzp3bpC629oTXzevuCHjdvO6OgNfN66a2bfr06Th9+jT+8Ic/oKCgAAMHDsSKFSuQkpKi1iksLMSzzz6L77//Xi0bNmwYHn74YUydOhXJycn48MMPw952TnQnIiIiIiJNcU4JERERERFpiqGEiIiIiIg0xVBCRERERESaYighIiIiIiJNMZQ0ozfffBOZmZmIiIjA8OHDsWXLFq2b1Ky++eYbXHPNNUhPT4ckSfj3v//tt33x4sW44oorkJCQAEmSsGPHDk3a2dyef/55DB06FFFRUUhOTsZ1112Hffv2qduLi4tx3333oXfv3oiMjETXrl3xm9/8BmVlZRq2+sK9/fbb6N+/P6KjoxEdHY2RI0di+fLl6vZ77rkHWVlZiIyMRFJSEqZNm4a9e/dq2OLm98ILL0CSJDzwwAMB24QQmDJlStD/Ftqip59+GpIk+S3Z2dnq9vHjxwdsv/feezVscfPIy8vDrbfeioSEBERGRuLiiy/Gtm3b/Or89NNPuPbaaxETEwOLxYKhQ4fi+PHjGrW4eWRmZgb8PCVJwuzZs3H06NGg2yRJwueff65108+boih46qmn0K1bN0RGRiIrKwvPPPMMfO/3U1lZiTlz5qBz586IjIxEnz59MH/+fA1bfX4a+/+1EAJ/+MMfkJaWhsjISEyaNAkHDhzwq1NcXIxbbrkF0dHRiI2NxR133IHKysowXgV1NAwlzeSf//wnHnroIcydOxfbt2/HgAEDMHnyZBQVFWndtGZjs9kwYMAAvPnmmyG3jxkzBi+++GKYW9ay1q9fj9mzZ2PTpk1YtWoVXC4XrrjiCthsNgDAqVOncOrUKbz88svYvXs3Fi5ciBUrVuCOO+7QuOUXpnPnznjhhReQk5ODbdu24bLLLsO0adPw448/AgAGDx6MBQsW4KeffsLKlSshhMAVV1wR9octtZStW7fib3/7G/r37x90+2uvvQZJksLcqpbVt29f5Ofnq8uGDRv8tt91111+21966SWNWto8SkpKMHr0aBgMBixfvhx79uzBK6+8gri4OLXOoUOHMGbMGGRnZ2PdunXYuXMnnnrqKURERGjY8gu3detWv5/lqlWrAAA33ngjunTp4rctPz8ff/zjH2G1WjFlyhSNW37+XnzxRbz99tv461//ip9++gkvvvgiXnrpJcybN0+t89BDD2HFihX4+OOP8dNPP+GBBx7AnDlzsHTpUg1bfu4a+//1Sy+9hDfeeAPz58/H5s2bYbFYMHnyZFRXV6t1brnlFvz4449YtWoVli1bhm+++QZ33313uC6BOiJBzWLYsGFi9uzZ6ntFUUR6erp4/vnnNWxVywEglixZEnTbkSNHBACRm5sb1jaFS1FRkQAg1q9fH7LOZ599JoxGo3C5XGFsWcuLi4sT7733XtBtP/zwgwAgDh48GOZWNb+KigrRs2dPsWrVKjFu3Dhx//33+23Pzc0VnTp1Evn5+Q3+t9CWzJ07VwwYMCDk9mCfQ1v36KOPijFjxjRYZ/r06eLWW28NU4u0c//994usrCzh8XiCbh84cKCYNWtWmFvVvKZOnRpwDddff7245ZZb1Pd9+/YVf/rTn/zqXHLJJeKJJ54ISxtbQv3fUR6PR6Smpoo///nPallpaakwmUziH//4hxBCiD179ggAYuvWrWqd5cuXC0mSRF5eXtjaTh0Le0qagdPpRE5ODiZNmqSWybKMSZMmYePGjRq2jFpC7bCs+Pj4ButER0dDr28fzydVFAWLFi2CzWbDyJEjA7bbbDYsWLAA3bp1Q5cuXTRoYfOaPXs2pk6d6vffdC273Y5f/vKXePPNN5GamqpB61rOgQMHkJ6eju7du+OWW24JGKL0ySefIDExEf369cPjjz8Ou92uUUubx9KlSzFkyBDceOONSE5OxqBBg/Duu++q2z0eD7788kv06tULkydPRnJyMoYPH94uhuv5cjqd+PjjjzFr1qygvX85OTnYsWNHm+/9HTVqFFavXo39+/cDAH744Qds2LDBr/dn1KhRWLp0KfLy8iCEwNq1a7F//35cccUVWjW72R05cgQFBQV+v99iYmIwfPhw9TvLxo0bERsbiyFDhqh1Jk2aBFmWsXnz5rC3mTqG9vGNSWNnzpyBoih+T8sEgJSUlHY3xr6j83g8eOCBBzB69Gj069cvaJ0zZ87gmWeeaRfd3Lt27cLIkSNRXV0Nq9WKJUuWoE+fPur2t956C7/73e9gs9nQu3dvrFq1CkajUcMWX7hFixZh+/bt2Lp1a9DtDz74IEaNGoVp06aFuWUta/jw4Vi4cCF69+6tDte59NJLsXv3bkRFReGXv/wlMjIykJ6ejp07d+LRRx/Fvn37sHjxYq2bft4OHz6Mt99+Gw899BB+//vfY+vWrfjNb34Do9GIGTNmoKioCJWVlXjhhRfw//7f/8OLL76IFStW4Prrr8fatWsxbtw4rS+hWfz73/9GaWkpZs6cGXT7+++/j4suugijRo0Kb8Oa2WOPPYby8nJkZ2dDp9NBURQ8++yzuOWWW9Q68+bNw913343OnTtDr9dDlmW8++67GDt2rIYtb14FBQUAEPQ7S+22goICJCcn+23X6/WIj49X6xA1N4YSonMwe/Zs7N69O2Csfa3y8nJMnToVffr0wdNPPx3exrWA3r17Y8eOHSgrK8MXX3yBGTNmYP369WowueWWW3D55ZcjPz8fL7/8Mm666SZ89913bXa8/YkTJ3D//fdj1apVQa9h6dKlWLNmDXJzczVoXcvy/Wtx//79MXz4cGRkZOCzzz7DHXfc4ReyL774YqSlpWHixIk4dOgQsrKytGjyBfN4PBgyZAiee+45AMCgQYOwe/duzJ8/HzNmzIDH4wEATJs2DQ8++CAAYODAgfj+++8xf/78dhNK3n//fUyZMgXp6ekB26qqqvDpp5/iqaee0qBlzeuzzz7DJ598gk8//RR9+/bFjh078MADDyA9PR0zZswA4A0lmzZtwtKlS5GRkYFvvvkGs2fPRnp6etCeUyJqPhy+1QwSExOh0+lQWFjoV15YWNjuhnd0ZHPmzMGyZcuwdu1adO7cOWB7RUUFrrzySkRFRWHJkiUwGAwatLJ5GY1G9OjRA4MHD8bzzz+PAQMG4PXXX1e3x8TEoGfPnhg7diy++OIL7N27F0uWLNGwxRcmJycHRUVFuOSSS6DX66HX67F+/Xq88cYb0Ov1WLVqFQ4dOoTY2Fh1OwDccMMNGD9+vLaNb2axsbHo1asXDh48GHT78OHDASDk9rYgLS3Nr+cPAC666CJ12FpiYiL0en2Dddq6Y8eO4euvv8add94ZdPsXX3wBu92O2267Lcwta36//e1v8dhjj+Hmm2/GxRdfjF/96ld48MEH8fzzzwPwBrDf//73ePXVV3HNNdegf//+mDNnDqZPn46XX35Z49Y3n9rvJQ19Z0lNTQ24UY/b7UZxcTG/11CLYShpBkajEYMHD8bq1avVMo/Hg9WrVwcdf09tixACc+bMwZIlS7BmzRp069YtoE55eTmuuOIKGI1GLF26tM32FDTG4/HA4XAE3SaEgBAi5Pa2YOLEidi1axd27NihLkOGDMEtt9yCHTt24IknnsDOnTv9tgPAX/7yFyxYsEDbxjezyspKHDp0CGlpaUG31157qO1twejRo/1u7w0A+/fvR0ZGBgDv7/ahQ4c2WKetW7BgAZKTkzF16tSg299//31ce+21SEpKCnPLmp/dbocs+3/t0el0ao+Yy+WCy+VqsE570K1bN6Smpvp9ZykvL8fmzZvV7ywjR45EaWkpcnJy1Dpr1qyBx+NR/yBB1Oy0nWfffixatEiYTCaxcOFCsWfPHnH33XeL2NhYUVBQoHXTmk1FRYXIzc0Vubm5AoB49dVXRW5urjh27JgQQoizZ8+K3Nxc8eWXXwoAYtGiRSI3N1fk5+dr3PIL8+tf/1rExMSIdevWifz8fHWx2+1CCCHKysrE8OHDxcUXXywOHjzoV8ftdmvc+vP32GOPifXr14sjR46InTt3iscee0xIkiS++uorcejQIfHcc8+Jbdu2iWPHjonvvvtOXHPNNSI+Pl4UFhZq3fRm1dhdp9BO7r718MMPi3Xr1okjR46I7777TkyaNEkkJiaKoqIicfDgQfGnP/1JbNu2TRw5ckT85z//Ed27dxdjx47VutkXZMuWLUKv14tnn31WHDhwQHzyySfCbDaLjz/+WK2zePFiYTAYxDvvvCMOHDgg5s2bJ3Q6nfj22281bHnzUBRFdO3aVTz66KNBtx84cEBIkiSWL18e5pa1jBkzZohOnTqJZcuWiSNHjojFixeLxMRE8bvf/U6tM27cONG3b1+xdu1acfjwYbFgwQIREREh3nrrLQ1bfu4a+//1Cy+8IGJjY8V//vMfsXPnTjFt2jTRrVs3UVVVpR7jyiuvFIMGDRKbN28WGzZsED179hS/+MUvtLok6gAYSprRvHnzRNeuXYXRaBTDhg0TmzZt0rpJzWrt2rUCQMAyY8YMIYQQCxYsCLp97ty5mrb7QgW7JgBiwYIFQojQnwsAceTIEU3bfiFmzZolMjIyhNFoFElJSWLixIniq6++EkIIkZeXJ6ZMmSKSk5OFwWAQnTt3Fr/85S/F3r17NW518+sooWT69OkiLS1NGI1G0alTJzF9+nT19s7Hjx8XY8eOFfHx8cJkMokePXqI3/72t6KsrEzjVl+4//73v6Jfv37CZDKJ7Oxs8c477wTUef/990WPHj1ERESEGDBggPj3v/+tQUub38qVKwUAsW/fvqDbH3/8cdGlSxehKEqYW9YyysvLxf333y+6du0qIiIiRPfu3cUTTzwhHA6HWic/P1/MnDlTpKeni4iICNG7d2/xyiuvhLxVcmvV2P+vPR6PeOqpp0RKSoowmUxi4sSJAf8Ozp49K37xi18Iq9UqoqOjxe233y4qKio0uBrqKCQhfB5lSkREREREFGacU0JERERERJpiKCEiIiIiIk0xlBARERERkaYYSoiIiIiISFMMJUREREREpCmGEiIiIiIi0hRDCRERERERaYqhhIiIiIiINMVQQkTURs2cORPXXXddixzb6XSiR48e+P7771vk+KEsXLgQsbGxDdZ57LHHcN9994WnQUREFBYMJUTU6sycOROSJAUsV155pVrnhx9+wLXXXovk5GREREQgMzMT06dPR1FRkVpnyZIlGDFiBGJiYhAVFYW+ffvigQceaPT8a9euxVVXXYWEhASYzWb06dMHDz/8MPLy8lrics/b66+/joULF6rvx48f36Tra4r58+ejW7duGDVqlFpW+3PYtGmTX12Hw4GEhARIkoR169YBAEaMGIF777034JiSJPm1GfD+vC+99NImt+2RRx7Bhx9+iMOHD5/bRRERUavFUEJErdKVV16J/Px8v+Uf//gHAOD06dOYOHEi4uPjsXLlSvz0009YsGAB0tPTYbPZAACrV6/G9OnTccMNN2DLli3IycnBs88+C5fL1eB5//a3v2HSpElITU3Fv/71L+zZswfz589HWVkZXnnllRa/7nMRExPTaK/C+RBC4K9//SvuuOOOgG1dunTBggUL/MqWLFkCq9XqVzZhwgQ1oNRau3YtunTpElC+bt06XHbZZU1uX2JiIiZPnoy33367yfsQEVErJ4iIWpkZM2aIadOmhdy+ZMkSodfrhcvlClnn/vvvF+PHjz+n8544cUIYjUbxwAMPBN1eUlIihBDizJkz4uabbxbp6ekiMjJS9OvXT3z66ad+dceNGydmz54tZs+eLaKjo0VCQoJ48sknhcfjUet89NFHYvDgwcJqtYqUlBTxi1/8QhQWFvodZ/fu3WLq1KkiKipKWK1WMWbMGHHw4EEhhP/nNGPGDAHAbzl8+LDIysoSf/7zn/2OmZubKwCIAwcOBL3OrVu3ClmWRXl5uV85APHkk0+K6OhoYbfb1fLLL79cPPXUUwKAWLt2rRBCiJUrVwoAIj8/X62XkpIi3nzzTZGRkaGWHT582G+/BQsWiJiYGLFixQqRnZ0tLBaLmDx5sjh16pRfWz788EPRuXPnoO0nIqK2hz0lRNTmpKamwu12Y8mSJRBChKzz448/Yvfu3U0+7ueffw6n04nf/e53QbfX9kpUV1dj8ODB+PLLL7F7927cfffd+NWvfoUtW7b41f/www+h1+uxZcsWvP7663j11Vfx3nvvqdtdLheeeeYZ/PDDD/j3v/+No0ePYubMmer2vLw8jB07FiaTCWvWrEFOTg5mzZoFt9sd0LbXX38dI0eOxF133aX2LHXt2hWzZs0K6NlYsGABxo4dix49egS9zm+//Ra9evVCVFRUwLbBgwcjMzMT//rXvwAAx48fxzfffINf/epXfvVGjx4Ng8GAtWvXAgD27NmDqqoq3HHHHTh79iyOHDkCwNt7EhERgZEjR6r72u12vPzyy/j73/+Ob775BsePH8cjjzzid/xhw4bh5MmTOHr0aNBrICKitoWhhIhapWXLlsFqtfotzz33HADvfIXf//73+OUvf4nExERMmTIFf/7zn1FYWKjuf99992Ho0KG4+OKLkZmZiZtvvhkffPABHA5HyHMeOHAA0dHRSEtLa7BtnTp1wiOPPIKBAweie/fuuO+++3DllVfis88+86vXpUsX/OUvf0Hv3r1xyy234L777sNf/vIXdfusWbMwZcoUdO/eHSNGjMAbb7yB5cuXo7KyEgDw5ptvIiYmBosWLcKQIUPQq1cv3H777ejdu3dAm2JiYmA0GmE2m5GamorU1FTodDrMnDkT+/btUwOTy+XCp59+ilmzZoW8vmPHjiE9PT3k9lmzZuGDDz4A4J2YftVVVyEpKcmvjsViwbBhw9ShWuvWrcOYMWNgMpkwatQov/KRI0fCZDKp+7pcLsyfPx9DhgzBJZdcgjlz5mD16tV+x69t37Fjx0K2k4iI2g6GEiJqlSZMmIAdO3b4Lb4Tp5999lkUFBRg/vz56Nu3L+bPn4/s7Gzs2rULgPdL8ZdffomDBw/iySefhNVqxcMPP4xhw4bBbrcHPacQApIkNdo2RVHwzDPP4OKLL0Z8fDysVitWrlyJ48eP+9UbMWKE3/FGjhyJAwcOQFEUAEBOTg6uueYadO3aFVFRURg3bhwAqMfZsWMHLr30UhgMhnP45Pylp6dj6tSpaoj473//C4fDgRtvvDHkPlVVVYiIiAi5/dZbb8XGjRtx+PBhLFy4MGTAGT9+vF/4GD9+PABg3LhxfuUTJkzw289sNiMrK0t9n5aW5ncDAwCIjIwEgJA/SyIialsYSoioVbJYLOjRo4ffEh8f71cnISEBN954I15++WX89NNPSE9Px8svv+xXJysrC3feeSfee+89bN++HXv27ME///nPoOfs1asXysrKkJ+f32Db/vznP+P111/Ho48+irVr12LHjh2YPHkynE5nk6/PZrNh8uTJiI6OxieffIKtW7diyZIlAKAep/aL94W68847sWjRIlRVVWHBggWYPn06zGZzyPqJiYkoKSkJuT0hIQFXX3017rjjDlRXV2PKlClB602YMAH79+9HXl4e1q1bp4au2lBy6NAhnDhxImCSe/0QJklSwDC94uJiAAjooSEioraJoYSI2gWj0YisrCz17lvBZGZmwmw2h6zz85//HEajES+99FLQ7aWlpQCA7777DtOmTcOtt96KAQMGoHv37ti/f39A/c2bN/u937RpE3r27AmdToe9e/fi7NmzeOGFF3DppZciOzs7oDegf//++Pbbbxu9Y1gto9Go9sL4uuqqq2CxWPD2229jxYoVDQ7dAoBBgwZh7969IefrAN4hXOvWrcNtt90GnU4XtM6oUaNgNBrx1ltvqfNwAGDo0KE4ffo0PvjgA3WY17navXs3DAYD+vbte877EhFR66PXugFERME4HA4UFBT4len1eiQmJmLZsmVYtGgRbr75ZvTq1QtCCPz3v//F//73P3VS99NPPw273Y6rrroKGRkZKC0txRtvvAGXy4XLL7886Dlr54DMmTMH5eXluO2225CZmYmTJ0/io48+gtVqxSuvvIKePXviiy++wPfff4+4uDi8+uqrKCwsRJ8+ffyOd/z4cTz00EO45557sH37dsybN0+9rXDXrl1hNBoxb9483Hvvvdi9ezeeeeYZv/3nzJmDefPm4eabb8bjjz+OmJgYbNq0CcOGDQs6ryQzMxObN2/G0aNHYbVaER8fD1mW1bkljz/+OHr27Ok3qTyYCRMmoLKyEj/++CP69esXtM6VV16J06dPIzo6OuRxIiMjMWLECMybNw+jR49Ww4vRaPQrP5/had9++y0uvfTSZutNIiIibbGnhIhapRUrViAtLc1vGTNmDACgT58+MJvNePjhhzFw4ECMGDECn332Gd577z31LlDjxo3D4cOHcdtttyE7OxtTpkxBQUEBvvrqq6Bf6Gv93//9H7766ivk5eXhZz/7GbKzs3HnnXciOjpavQPUk08+iUsuuQSTJ0/G+PHjkZqaGvTJ6rfddhuqqqowbNgwzJ49G/fffz/uvvtuAN5hRwsXLsTnn3+OPn364IUXXggYepaQkIA1a9agsrIS48aNw+DBg/Huu++G/BL/yCOPQKfToU+fPkhKSvKb43LHHXfA6XTi9ttvb/SzT0hIwM9+9jN88sknIetIkoTExEQYjcYGjzVhwgRUVFSo80lqjRs3DhUVFQHzSZpq0aJFuOuuu85rXyIian0k0VD/PBERnZfx48dj4MCBeO2117RuCgBvz8LEiRNx4sQJpKSkNFp/586duPzyy3Ho0KGAByNqbfny5Xj44Yexc+dO6PXs8Cciag/YU0JE1I45HA6cPHkSTz/9NG688cYmBRLAO5/lxRdfVJ8n0prYbDYsWLCAgYSIqB3hb3QionbsH//4B+644w4MHDgQH3300Tnt6/sgx9bk5z//udZNICKiZsbhW0REREREpCkO3yIiIiIiIk0xlBARERERkaYYSoiIiIiISFMMJUREREREpCmGEiIiIiIi0hRDCRERERERaYqhhIiIiIiINMVQQkREREREmvr/Aha0ODe9OLgAAAAASUVORK5CYII=", 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" ] @@ -696,17 +696,21 @@ "X, Y = np.meshgrid(np.arange(df.shape[1]), np.arange(df.shape[0]))\n", "print(X, Y)\n", "\n", + "def fmt(x, pos):\n", + " return '{:.0f}%'.format(x * 100)\n", "# CS = ax.contour(X, Y, df, levels=np.linspace(df.min().min(), df.max().max(), 20), colors='black', alpha=0.5)\n", "CS = ax.contour(X, Y, df, colors='black', alpha=0.5)\n", "\n", - "ax.clabel(CS, inline=True, fontsize=10)\n", + "ax.clabel(CS, inline=True, fontsize=10, fmt=FuncFormatter(fmt))\n", "\n", "print(xl, yl)\n", "\n", "# plt.xlim(df.columns[0], df.columns[-1])\n", "# plt.ylim(df.index[0], df.index[-1])\n", + "plt.xlim(0, df.shape[1] - 1)\n", + "plt.ylim(0, df.shape[0] - 1)\n", "plt.title(title_unmet)\n", - "plt.gca().invert_yaxis()\n", + "# plt.gca().invert_yaxis()\n", "plt.xlabel('ESS Capacity (MWh)')\n", "plt.ylabel('PV Capacity (MW)')\n", "plt.savefig('plots/unmet.png')\n" @@ -714,12 +718,12 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 91, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -738,11 +742,11 @@ "\n", "# 创建热力图,只显示从第2行到第5行和第2列到第5列的数据\n", "sns.heatmap(data, cmap='viridis',\n", - " xticklabels=2, yticklabels=2) # 每隔2个显示一次刻度标签\n", + " ) # 每隔2个显示一次刻度标签\n", "\n", "# 设置坐标轴显示范围\n", - "# plt.xlim(1, 5)\n", - "# plt.ylim(1, 5)\n", + "plt.xlim(1, 5)\n", + "plt.ylim(1, 5)\n", "\n", "# 显示图形\n", "plt.show()\n",