diff --git a/examples/lj_models.ipynb b/examples/lj_models.ipynb index 59a9eb7e7..091d083ef 100644 --- a/examples/lj_models.ipynb +++ b/examples/lj_models.ipynb @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -277,26 +277,11 @@ "pc*=0.13486, Error: 5.442%\n", "rhoc*=0.31865, Error: 0.838%\n", "\n", - "thol:\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "thread '' panicked at 'called `Result::unwrap()` on an `Err` value: PyErr { type: , value: AttributeError(\"'builtins.StateHDDV2' object has no attribute 'temperature'\"), traceback: Some() }', feos-core/src/python/user_defined.rs:210:1\n" - ] - }, - { - "ename": "PanicException", - "evalue": "called `Result::unwrap()` on an `Err` value: PyErr { type: , value: AttributeError(\"'builtins.StateHDDV2' object has no attribute 'temperature'\"), traceback: Some() }", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mPanicException\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[84], line 21\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 19\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[0;32m---> 21\u001b[0m \u001b[43mevaluate_critical_points\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "Cell \u001b[0;32mIn[84], line 11\u001b[0m, in \u001b[0;36mevaluate_critical_points\u001b[0;34m()\u001b[0m\n\u001b[1;32m 9\u001b[0m eps_k \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m150.03\u001b[39m \u001b[38;5;66;03m# eps / kB in K\u001b[39;00m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m:\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mformat(names[i]))\n\u001b[0;32m---> 11\u001b[0m Tc \u001b[38;5;241m=\u001b[39m \u001b[43mState\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcritical_point\u001b[49m\u001b[43m(\u001b[49m\u001b[43meos\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mtemperature \u001b[38;5;241m/\u001b[39m eps_k_k\n\u001b[1;32m 12\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTc*=\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m, Error: \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mformat(np\u001b[38;5;241m.\u001b[39mround(Tc, \u001b[38;5;241m5\u001b[39m), np\u001b[38;5;241m.\u001b[39mround(np\u001b[38;5;241m.\u001b[39mabs(Tc \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1.3120\u001b[39m ) \u001b[38;5;241m/\u001b[39m \u001b[38;5;241m1.3120\u001b[39m \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m100\u001b[39m ,\u001b[38;5;241m3\u001b[39m)))\n\u001b[1;32m 13\u001b[0m pc \u001b[38;5;241m=\u001b[39m State\u001b[38;5;241m.\u001b[39mcritical_point(eos)\u001b[38;5;241m.\u001b[39mpressure() \u001b[38;5;241m*\u001b[39m (sigma \u001b[38;5;241m*\u001b[39m ANGSTROM)\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m3\u001b[39m \u001b[38;5;241m/\u001b[39m KB \u001b[38;5;241m/\u001b[39m eps_k_k\n", - "\u001b[0;31mPanicException\u001b[0m: called `Result::unwrap()` on an `Err` value: PyErr { type: , value: AttributeError(\"'builtins.StateHDDV2' object has no attribute 'temperature'\"), traceback: Some() }" + "thol:\n", + "Tc*=1.32, Error: 0.61%\n", + "pc*=0.13006, Error: 1.689%\n", + "rhoc*=0.3132, Error: 0.886%\n", + "\n" ] } ], @@ -333,15 +318,15 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 40.1 ms, sys: 0 ns, total: 40.1 ms\n", - "Wall time: 38.6 ms\n" + "CPU times: user 41.6 ms, sys: 107 µs, total: 41.7 ms\n", + "Wall time: 41.6 ms\n" ] } ], @@ -352,15 +337,15 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 39.8 ms, sys: 0 ns, total: 39.8 ms\n", - "Wall time: 38.2 ms\n" + "CPU times: user 32.3 ms, sys: 349 µs, total: 32.7 ms\n", + "Wall time: 34.3 ms\n" ] } ], @@ -371,15 +356,15 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 49.9 ms, sys: 0 ns, total: 49.9 ms\n", - "Wall time: 47.6 ms\n" + "CPU times: user 41.5 ms, sys: 76 µs, total: 41.6 ms\n", + "Wall time: 44.2 ms\n" ] } ], @@ -390,25 +375,15 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 13, "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "thread '' panicked at 'called `Result::unwrap()` on an `Err` value: PyErr { type: , value: AttributeError(\"'builtins.StateHDDV2' object has no attribute 'temperature'\"), traceback: Some() }', feos-core/src/python/user_defined.rs:210:1\n" - ] - }, - { - "ename": "PanicException", - "evalue": "called `Result::unwrap()` on an `Err` value: PyErr { type: , value: AttributeError(\"'builtins.StateHDDV2' object has no attribute 'temperature'\"), traceback: Some() }", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mPanicException\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m:1\u001b[0m\n", - "\u001b[0;31mPanicException\u001b[0m: called `Result::unwrap()` on an `Err` value: PyErr { type: , value: AttributeError(\"'builtins.StateHDDV2' object has no attribute 'temperature'\"), traceback: Some() }" + "CPU times: user 1.76 s, sys: 2.97 ms, total: 1.77 s\n", + "Wall time: 1.77 s\n" ] } ], @@ -419,15 +394,15 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 26.5 ms, sys: 0 ns, total: 26.5 ms\n", - "Wall time: 24.4 ms\n" + "CPU times: user 34.2 ms, sys: 0 ns, total: 34.2 ms\n", + "Wall time: 34 ms\n" ] } ], @@ -438,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -517,7 +492,7 @@ "40 0.74 0.003271 0.826147 0.002350" ] }, - "execution_count": 19, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -543,9 +518,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwoAAAGZCAYAAAApVcblAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACs/ElEQVR4nOzdd3hUZfbA8e+dmknvCaTQSeihI9K7KCAIYkOsqyCra1nLrquu+luVBXWlqQsWLKhIE6nSBYQQ6SXUBFIIIT2ZXu7vj4FoNgiIwJBwPs+TJ5l73ztzLiRz59y3HEVVVRUhhBBCCCGE+BWNrwMQQgghhBBCXHskURBCCCGEEEJUI4mCEEIIIYQQohpJFIQQQgghhBDVSKIghBBCCCGEqEYSBSGEEEIIIUQ1Ol++eF5eHjNnzmTfvn2kp6djsViYPXs2nTt3vuCxc+fOZd68eWRmZlJRUUFERATt27dn/PjxNG7cuErbpKSkcz7HK6+8wp133nlZzkUIIYQQQojaxKeJwvHjx1myZAnNmzenS5curFmz5qKPLS4upmvXrjz00EMEBweTnZ3Nf//7X0aNGsXChQupV69elfaDBw9m7NixVbYlJCRclvMQQgghhBCitvFpotCxY0d++uknAFatWvW7EoU//elPVR536tSJNm3aMHjwYBYvXsyECROq7I+MjCQlJeUPxyyEEEIIIcT1wKdzFDSay/vyYWFhAOj1+sv6vEIIIYQQQlxvavxkZrfbjcPh4NixY7z44otERkZy6623Vmu3aNEiWrduTatWrRg1ahRLly69+sEKIYQQQghRQ/h06NHl0LVrV0pKSgCoX78+s2fPJiYmpkqbIUOG0LNnT+rUqUN+fj5z5szhySef5PTp09XmLQB06NDhvK9ZUVFBnTp1WLt27WU7DyGEEEIIIa4lNT5R+PTTT7HZbGRlZfHpp59y77338sknn9CkSZPKNpMmTapyzKBBgxgzZgzvvvsuo0ePxs/P73e9pqqqlJeXX5b4hRBCCCGEuBbV+EQhOTkZgJSUFPr06cPAgQN5++23mTFjxm8eo9FoGDp0KGlpaRw6dIjWrVtX2Z+Wlnbe17xQj4MQQgghhBA1XY2fo/BrAQEBNGrUiMzMzAu29Xg8wOWfUC2EEEIIIURtUKs+JZeUlJCenl6thsL/8ng8LF68mICAgCpDlIQQQgghhBBePh96tHz5cgD27NkDwLZt2yguLsZkMtGzZ08AxowZQ2pqKgcPHqw8btiwYQwbNowGDRpgMpnIzMzks88+w2azMX78+Mp2s2bNIiMjgy5duhAVFUVBQQFz5szh559/5qWXXsJoNF7FsxVCCCGEEKJm8Hmi8MQTT1R5PGXKFADi4uLOW4CtTZs2zJ8/n9zcXOx2OxEREXTs2JF33nmHpk2bVrZr0KABq1evZtWqVZSXl2MymWjRogUzZsygT58+V+akhBBCCCGEqOEUVVVVXwdR05ydzHyhSc9CCCGEEELUVLVqjoIQQgghhBDi8pBEQQghhBBCCFGNJApCCCGEEEKIaiRREEIIIYQQQlQjiYIQQgghhBCiGkkUhBBCCCGEENVIoiCEEEIIIYSoRhIFIYQQQgghRDWSKAghhBBCiCtm/vz5JCUlkZSUxK5du6rtt9vtdOjQgaSkJJ5//vkq+/Lz83nrrbe4+eabSUlJoXXr1gwePJjXX3+dEydOXK1TuG7pfB2AEEIIIYSo/QICApg3bx5t2rSpsv2HH37AZrNhMBiqbN+5cyePPPIIOp2Oe+65h9atW6PVajl06BDz588nLS2NhQsXXsUzuP5IoiCEEEIIIa64m266iaVLl/K3v/0NPz+/yu3z58+nT58+bN68uXJbeXk5EyZMIDAwkK+++oqoqKjKfV26dGHMmDGsWrXqqsZ/PZKhR0IIIYQQtVhFRQVZWVlUVFT4NI5bbrkFm83GDz/8ULnt5MmT/PTTT4wYMaJK27lz53L69GmeeeaZKknCWYqi0L9//yse8/VOehSEEEIIIWqpnTt3MmPGDFwuFzqdjnHjxpGSkuKTWEJDQ+nTpw/z589nyJAhACxYsICIiAi6d+9epe2mTZvQarX06tXLB5GKs6RHQQghhBCiFqqoqGDGjBkEBweTkJBAcHAwM2bM8GnPwm233caWLVvIzc0FvInCsGHD0Gq1Vdrl5uYSHh6OyWTyRZjiDEkUhBBCCCFqoeLiYlwuFwEBAYB3MrHL5aK4uNhnMXXr1o2IiAgWLFjAtm3bOHHiRLVhR+LaIYmCEEIIIUQtFBYWhk6nw2w2A2A2m9HpdISFhfksJq1Wy7Bhw1iwYEHlCkiNGjWq1q5u3boUFRVhtVp9EKU4SxIFIYQQQohaKDAwkHHjxlFWVkZWVhZlZWWMGzeOwMBAn8Y1YsQIsrKyWLRo0W/2Jtx444243W42bNhwlaMTvyaTmYUQQgghaqmUlBQmT55McXExYWFhPk8SABo1asSdd95JXl4egwcPPmebUaNGMWvWLCZNmkSHDh2IiIiosl9VVVavXk2/fv2uRsjXLUkUhBBCCCFqscDAwGsiQfi1V1555bz7g4KCmDZtGo888gjDhg1jzJgxtGrVCo1Gw9GjR5k3bx4ej0cShStMEgUhhLhEqseDu6IQd9kpPNYyPA4LqsOK6rTisVvOfPc+Vh0W3HYrqt2CarOius7sd9lw5h/DYyvHULcZGmMAisGExuBf5buiN6Ex+nu/G0zebb9uZwxAGxSFNigajcHvwsELIcQ1LiUlhcWLF/Pxxx+zcOFCpk+fjsfjISEhge7duzNmzBhfh1jrKaqqqr4Ooqbp0KEDAGlpaT6ORAjxv1SrE0+xFU+x5cx3K55SGzjdqG4PuDyoLg+4vV+qy7ut8me3iupyo9rteCxmPDYzqtWCx2ZFtdtRnU5wulCdbnC7QdWc+dKiVP78P485+9i7/J+KioLi/VlxgeIBxY2quCt/9j4+18+eavtQPN5jNWe26bUoRj80fn5oTP4opgC0QSFogkLRBoehi4lBF1cHbUQgSpgJTagJJcCAoig+/J8TQghxrZEeBSFEjeEpseI6Xow7twxPXjnuvHLceWV48ipwF5hRS6yoVucVenUDCgYux0dp5VfPoqg6UM9uv3LcgJtSnJQCmdUbaEEJ0qGJCEBbNxxtbBDa6EA0sUFoo4PQxgWjjQtBMcplQwghrhfyji+EuKaodheuE8W4M4txZRR5v2cW4cosRi35ncvk6TTeu+UhRsCJ6rHhcVlRXWY8jgpUlxmVs3fpf32n/pfHaBQ0/gEopkC0/oEo/gFoTIFo/APQ+AehCQhCExCCxhQABj0avRa0GtBpULQK6LQoWg3oFNBqUHRaPMUWlFA/cKu/9HC43KhOT5XHlT873ZU9H9XbulGd3h4Q1WZFtVnx2GyoNhuqw4Fqd6A6nN4vpxNcoLj8vV/qry4BblBLXLhLSnEfLf3Nf1JNdCDa+BC0iaHoGkaga+T90saFeM9TCCFErSGJghDCZzxmB66D+Tj3ncJ54BSu/adwHS30foA+DyXEz3vHOzYITcyZ71GBaMJNKMF6XPZsnKX7sZ3agfX4dhxZu1Bdjt98Pm1QFIY6SeijG6GPbow+uqH3K6Ie2qAoFE3t+QDssVtwFWfjOJ2BM+sYzuOZOHNyceedxn26GMVmQnEEo3GGeL87QlCcwZXDpjz5FXjyK3Buz6n6xEYdugbhlYmDLjkafYsYtFHX1gRKIYQQF0/mKFwCmaMgxO+nqirurBKc23Nw/JyNY0cu7ozCymE3/0sx6dHWD0NXP7zyu66B92dNoLGynbuiCOuRzVgPb8Z25Cdsx1JRnbZzPqcmIBxjXAsMcc0xxLU483MLdMFRV+KUaxzV7cJ5+hiOnP3Ycw/gyN2PI/cAjpx0MBvQ2MN/+bJForFGo7FFVe2Z+B+a6ED0LWLQN49B1yIWQ5s6aML8r+JZCSGEuFSSKFwCSRSEuDju3DLsmzJwbD6O4+dsPAXmc7bTxoega+79MKlvFoOuSSSamMBzTq51m4uxpK/Dsn8N1gPrcOTuP/dzBkfjV789xvrt8avfDmP99ujC4mTC7iVQPW6ceYexHd+OPXM7tuM7sB/fjsdaBqoGjT0MjTXGmzhYo9G56qEpDwfPuf+ttQ3CMbSNQ98uDkO7OLT1wuT/RQghrkGSKFwCSRSEODfV7sKRloV9Ywb2HzNxHyus1kYJNno/JLaNQ9+6DvpmMWhCfns5T4/Diu3IZsz7VmPZvwZ75s+geqo20urwq9cOvyZdMTW+Ab9GXS5rUuB0uDFbHFjMTpxON06nG5fLg+vsd5cHp9ODy+XG5fTgPPPdu/2XNi6nG6fLQ0W5nZJiK2Hh/gQEGtDrNOj0WnQ6DTqdBv2vfj67Xa/XoNNp0ek16HUatL9qp9drMfnr8fc3YDRqr8qHbtXjwXn6GLZjqdiObMF65CfsWbvA4/Y28GjRWGLRWuLQ0wqdrR6cNnhnVf8PTVQAhhvqYbyhHoYb6qONluFKQghxLZBE4RJIoiDELzxlNuxrj2BbeQj7T8fB5qqyXwk2YryhPobOCejbxaNrHImiOf8HWWdRNuad32PetQTL/jXVhhIpOgN+jW7Av3kfTEnd8WvQEY3Rn4qKiouuPmqzuSgrtVFWZvN+L7VRVmanvNyOxezAbHZgsTgxmx04Hef4dHuN0mo1+AfoCQgw4O+vxz/AQECAgaBgI8HBfgQH+5352UhgkBHtryYg/55/v3Px2M3Yjm3DengTlgPrsB3ZXPX/zqNDa07AqO+K3t4ccoyoFa5qz6NrFIHhhnoYutbH0CkBjb/hkv4thBBC/DGSKFwCSRTE9c5TYsW25gj2lYewb8701iE4SwF9qzoYbqyPsXsD9C3roOjOPxlYVVXsGWlU7Pwe887vsZ/YWbWBomBMbIt/8z74t+iLqUk3NMaq49x37tzJjBkzcLlc6HQ6/vSnR0lMbEJRoYWiQitFhWbvz0VWigotWP/gMqreO/tn7vyf/Vn/P70Av9FToKoqhYUWIiMDAKr3PFT2TPyq1+J/eipcLjdOp+cCUZ6fokBwiB+hoSbAxqHDe3C6KlAUK3feNZyuN7ZHc4Gk7nw8Tju2o1uwHFiHNX0dtqNbqk4qVxV0mqaY/AaiK2mI57Ab1fI//y9GHcYb6mHs0xhjz4YyOVoIIa4iSRQugSQK4nqkOt3YN2ZgXbgX+9qjVZMDow5jjwb49W+KsVsDNKGmCz+fqmLP/Jny1LmUp87FVXi8yn5NQBgBrQYRkHIzAS0HoA2MOOfzWCwOMjNOM33aJ5j8ItBqg3C7jKAaL2oIjqJAYKCR4BC/yrvsfv46DCYdepMGnZ8GrZ+CxggYwK314MSNw+3C/qsvm9tJsd1CenEezcJiCTX6Y9TqznzpMWp1GM489jvz3fA/+40a72PtRa6ypKoqbreKw+HCeqb3w2JxYjE7vL0iZ36uqHBQXnamx6TMdtEJhkarEBHhT0RkAJGRAURGeb9HxwYSEuL3u4c4eRxWrIc2Yt6zHPOuZTjzDv7Pf4YB/4ghGLkRJTsE176Caitg6VvXwdi7MX6DktDVC/tdry+EEOL3kUThEkiiIK4nzsMFWBfswbZ4P55CS+V2xaTH2KMhxgFNMfZoiCbgwsNDVFXFfmIX5anfUJE6F+fpY1X262OTCEy5hYC2t2Bq3BVF+8tqOh6PyunTFeRkl5KTXcbJnDJO5ZVTXm4/72sqCviH6NEFaVACwGVyYTU6KddbKdaYOa2WU+ywYHHZsZ350O9rOkVTmUAEGfwIM/oTajSd+e7/q8cBRJkCiTIFEW0KJNTof8EP76qqYrO5KC+zU1pipaTExvHMPDZsSMXfFIbqMaKqBi5U/s3PT0dsnSBiYoOIjQ0ipk4QdeoEExB48cOEHPnHsOxejnnPMiwH1qI6flUnQ1EwJfbCZByMJrcuztRTqBVVl7jVtYzFdFMyfjclo40NuujXFUIIcXEkUbgEkiiI2k51urGvPoJ5zg6c27J+2aGAoUs9TLe2xNi38UWPHXcWZlG2aTZlmz/HmXeoyj5DnWQCO91OUKdRGOOae19fVSkptpKZUcyJ48XkZJeSm1OG4zxzBRyKDYvBQoXJRpHBTJHJSqnJjkVvR73Mc3sNGu2vegN+6RHwqB4KrBVEmYLQKEqVHgeH55efrxS9RkukXyDR/kHE+gcTFxBKfGAYcYHe7/GBoYQbA6olExUVFTz99NMEBwcTEBCAucJCRYWLP/3pCcwVHgpOmyksMFNQYKa4yIrH89uXjdAwE/EJIcQnhHq/x4fgfxFJpMduwbx3BRVpCzDv/B6PtWrRN2NiJwKjRqMtaIRjfTae/Ipfdiqgbx+PaXAyfgOS0ITL8qtCCHE5SKJwCSRRELWVp9iC5audWL7eVeWDmDYhFNPwlpiGtkBbN/jinstho2L7Qso2foJl3yr41VuNPqYJQWeSA0N8SzwelZO5ZWRmFJOZUcTxjGJKS89dC0HVqZgDbZw2lnFKX0apn5lSoxWX9vwTjiP8AojwCyDMGEC4n3/l93BjAGFGfwINxsoP/H7/OySoymMtGuXSC7CpqorD4z6TNDi9SYTbVdmb8cuQJic2t4tSh5USu4Viu5USu5kSu5Viu4USu4Uim4UiuxnP73gb99PqvYlDQChxgWE0CI6gUUgU9twCvvvkCzxO7xyPcePGkZKSUu14l8vN6XwzeXnlnDpZTl5eOXknyykusvBbYYRH+FcmDwmJoSQmhqI3aH/738jlwLJ/NeVpCzDvWIS7vOCXnRot/s37ERA5Es2xWGyrjlWt2K3TYOzZENPI1hhvbHDB+TFCiNqluLiYgQMH8uabb9KnTx9mzZrFxIkTWbRoEcnJyZXtHA4H7du3x+l0snnzZsLDwyv35eTk0KdPH/70pz/x9NNPV27Pz8/n448/ZsOGDeTk5ODxeIiPj6dr167ce++9JCYmVovngQceYNOmTUyYMIE///nP1fYvWLCAd955hxUrVmAyXXjY7tUmicIlkERB1DbunFLMn6Zh+Xb3L6sWKWDs1Qj/u9piuKH+BVcqOst2fCel62dSvmUOHktJ5XZtcDTBXe8h6Ia70ce35mRuGYcPFnDkcAHHM4vP2Vvg1ropMJVTYCqnyFRBsclMhcFWbVRMgM5AYlA48f4hRGr9aBAeQ2JYFHX8g4n1DyHKFIhBWzsL0bs9HgptZk5by8m3lld+zzWXkl1RTE5FCTnmEiqc5x+iBaBBoY4piEYhUTQJj6VxSBRJYbEkhcYQYjz/Bcxhd3HyZDk52aVkZ5WQnVXKqbzycyYPWq1CfEIoDRqGU79hOPUbhOH/G71TqtuF9dCPlG/9mvLUuVV+pxRjAIFtbsU/eBjqXj/sq4+gmn8ZnqSJDvQmuCNaoUsIveD5CyFqvtdee43du3czd+5cAPbs2cPIkSP529/+xtixYyvbbd26lbFjx2I0Gpk4cSIDBw6s3Dd//nxeeOEFZs2aRbdu3QDvghmPPPIIOp2Oe+65h9atW6PVajl06BDz588HYOHChVViOXnyJH369MHj8RAXF8fq1aur9ei63W4GDx7MLbfccs5Ewtd8mijk5eUxc+ZM9u3bR3p6OhaLhdmzZ9O5c+cLHjt37lzmzZtHZmYmFRUVRERE0L59e8aPH0/jxo2rtZ89ezZffPEFOTk5xMbGMnr0aB588EE0Fzlp8NckURC1hfPwacyzUrEtTa+cnKwEG/Ef2RrTHSno4kMv6nlUl4PytHmUrJ6B7fCmX3ZodQS0HkxI9/twJPTmyNESDh08zZHDBVjM1VcdMuttnA4o47R/OacDvL0FZ4cNBegMNA2LoUlINPWCwkkMiqBecDj1gsLPOZxG/EJVVUod1sqk4WwCcaKiiIyyQjLKCi44JKpuQAhJobEkh8WSHB5Li/A6NAmJPu/Ea4fdRW5OGdlnk4cTpeT/esjQGYoCMbFBNGwUTuMmkTRqEonJpK/WzuO0Y969lPLNX2DetaTKCkq6yPoE3/AAfp5eOJZl49hyosqxhs6J+N+RgrFvE+llEKKWKi4upkePHrz22mvceuutgPeDeOfOnencuTPTpk2rbDtlyhR++OEHIiIiaNiwIf/4xz8q973wwgssXryY1NRU/P39KS8v56abbsJoNPLVV18RFRVV5XVVVWXVqlX079+/yvapU6cyZcoUevfuzdq1a/n444/p2rVrtbg//vhjZsyYwYYNG/Dz++26Qr7g01tsx48fZ8mSJTRv3pwuXbqwZs2aiz62uLiYrl278tBDDxEcHEx2djb//e9/GTVqFAsXLqRevXqVbadPn86UKVN49NFH6dKlCzt27ODdd9+ltLSUZ5555kqcmhDXNNexQiqmbMK24pdVZzTRgQTc2x7T7W3QBBov6nmcxTmUrv2Q0nX/xV12qnK7oU4yQd0fpDRxGLszHexfeYpTpzZUO77cYCUvsIT8wFJO+5dhMTjQKRqSwmLoG9a08m52UlgMdQNC/tCQn+uZoiiEnpkI3SKibrX9HtVDrrmUY6UFHCsr4FjpaY6VFXC4JJ8ccwkAueZScs2lrM355XfGpNPTMrwurSPjaR0ZT5uIOBqGRFb+PxmMOm+PQcNfuvTNZgeZGUVkHCsi81gR2VmleDwqeSe9Q5g2bzyOokBCYihNkqJo0jSSxHph6HQaNHojQe2HE9R+OG5zMeXbvqV88+dYD23EVZBJ0eKXQNEQ0GYwQaPvRTkQhXXRPjynKnBsPYFj6wk0sUH435GC/6jWaMJkLoOoGZweN3nm0gs3vMJiA0LQa3572OBvef7550lNTa32OW/KlClMnTqVgwe97yvDhg0jODiYzz77rEo7m81G165dGTJkCP/85z9/83UWLFiARqNhwIABldu0Wi0dOnQgLS0NVVUrbyqlpqbSqVMnwsLCWL58eZXn2bp1Ky1btsTf3/seMXfuXE6fPs27775bLUkA73vs/yYJqqqycOFCEhMTefXVV+nduzfz5s07Z6Jwyy238NZbb7Fs2TKGDx/+m+fnCz5NFDp27MhPP/0EwKpVq35XovCnP/2pyuNOnTrRpk0bBg8ezOLFi5kwYQLgTSjef/997r77bp544gkAOnfujNVqZebMmdxzzz3ExsZepjMS4trmyi6hYvpmbN/thzMTUrX1wwh4sBOmIc1RDBf3lmA/sYuiZZMo3/r1L5V4FQ1+KSMobPoQu0qj2f9THuYfDlQ5zqF1kRdYQl5gCScDi7H5OUkKi+GGiPreD5sRcSSHxeKnq343WVw5GkVzZrJzGD3imlTZV+awcaj4FOnFeRwoziP9zFepw4rV5WRb/nG25f+ytG2g3kjLiLq0iYinQ0w9OsXUJ8Lvl9oHAQEGWrSMpUVL7/uuw+7ixIkSMo4WcfRoIcczinC7VU4cL+HE8RJWrzyMwailcZNImjWPplnzGIJD/NAGhBHa62FCez2M4+RBStfPomzTp7jLC7zF+nZ+jy4sjuC/jCPQ7ybs3x3Dvu4onrxyKt79kYrpmzHd3Az/e9qhbxZzdf6hhbgETo+bXvPf5nh59Ur3V1u9oAjWjXjqkpKFizF8+HDefPNNsrOziY+Pr9y+cuVKzGYzI0aMOO/x69evp0WLFpUf8M/q1KkTa9eu5eDBgyQnJ+NwONi1axf33HMPYWFhTJkyhaKiIsLDw8nNzSUnJ4chQ4ZUHr9p0ya0Wi29evW66HPZsmULWVlZPPHEE0RHR9O9e3d++OEHysrKCA6uOtcvKiqKhg0bsn79ekkUfu1Shv2cT1iYd01tvf6XDxk//vgjdru92j/88OHDef/991m9ejV33333ZY1DiGuNp9hCxbTNWL7ZVTnESJsQQuCEbvgNTkbRXvhvUVVVrOnrKFoyEcvelb/sCIqlpPWTHNF1YW96Ga5MO/DLSkklRjPZIUXkBBVhDrLRLjqBW2Jb0DmmPu2iEgnQX1zvhfCNYIMfHWLq0SHml15aVVXJrihmV2EOuwuy2V2Qw+7CbMocNiqcdrbkZbAlL4MP9v0IQKOQKDpGe5OGjjH1qR8UUXlXz2DU0bhJJI2bRNIfb+Jw7FgRhw+e5vChAvJOluOwu9m/9xT7954C9hCfEEKjxmHE1tXTNKkuQXWSiLpjIpEjX6di+yJK18/Esm8VruIciha8SLHuNYJuuIugMQ/gXm/HOn8Parkd64K9WBfsxdCtPgEPdcbQMUGGsAnhQ0OHDmXSpEksXLiw8oYveHsKGjVqRJs2bc57/K5duxg5cmS17Z06dQK8PQXJycns2LEDu91Ox44dCQgIQK/Xs23bNgYOHEhqaioAXbp0qTw+NzeX8PDw3zXZeN68eWg0msrPnyNGjGDt2rUsXrz4nJ87mzdvXvna15IaP7vP7XbjdrvJzs5m0qRJREZGVo5LAzh8+DCKotCkSdW7ZPXr18fPz4/Dhw9f5YiFuHpUpxvLVzupmLYJtcw7mVUTE0jguK6YhrdE0V/4rpDqcVORNp+iZZOwZ3jn5ajAIV0nthlvoULXDN1+A1ACgAeV0wFlZAcXUhheTpt6cQyJbU6nmAa0iqhbaycVX08URSEhKJyEoHBuqd8K8A5fOl5e5E0aCrLZfvoEuwqycXjcHC09zdHS03x12Pv7E20KoktsA7rVbUy3Oo1JDPplaJLBqCO5WTTJzaIBKCu1cfhQAQf2n+JQ+mlsNhfZWaVkZ3mHYXg8u2jeMpq+/duQWC+UoE6jCOo0Ckf+MUrXzKB0/Sw81lLKfvyYsh8/xpTUg5BJ49FmN8TyxS7cxwpxbMzEsTETfes6BDzUGWOfxhc9eV+IK02v0bJuxFM1eujRxQoPD6d79+4sXLiQxx57DEVRyMvLY8uWLTz11FPnPbasrAyr1Vp50/jXmjdvTnBwMKmpqYwdO5bU1FQaN25cudJR69atSU1NrUwU9Ho9bdu2veTzKC8v54cffuCGG26gTp06APTu3Zvw8HDmzZt3zkQhIiKCgoICPB7PZb+R/kfU+Ct2165dKSkpAbwf/mfPnk1MzC/dyCUlJZhMJgyG6itqBAcHVx77a2cnK/+W8vJygoKkuI+4ttk3ZVD2xlrcx7zd1UqQkcBHb8D/rrYoxgv/6aseN+VbvqJw0Ws4T3kTarMSzpHYe0m1tUUhFPC+iaio5AeUcTz0NKZELd0aNOZPcZ3pEFMfoyQG1wWNoqFBcCQNgiMZ1tB718/mcrK7MIfUU5lsO5VJWn4mpQ4b+dZyvsvYzXcZuwGoFxTOjXUa071uY26s04hwv4DK5w0O8aN9x3jad4zH7fawf18OMz9cgEFfBwUTGo0/6fsrSN+/idBQP1q1qUPrlLok1mtA1B3/JuLWlynb/Dklq6biyD2A9eAGrAc3oIuoR+jjTxGo3Izlkx04d+Ti3H2SkscXom0YTsCDnTHd0uyikmkhrjS9RkvCrxLq2mzEiBFMmDCBbdu20alTJxYuXIiiKAwbNuy8x9ls3iW1jcbqvdQajYb27dtXzlNITU2lY8eOlfs7dOhQOfw9NTWVNm3aVJlUXLduXX766SesVutF9Sp8//332Gw2BgwYQFlZWeX2/v378/XXX5Oenl5lqdazcbvdbpxO5znPwVdq/BX8008/xWazkZWVxaeffsq9997LJ598Uq0H4bdIN7OobVw5pZT/azX2tUe9GxQwjWpD0OPdLqoQlerxULFtLoULX8VxMh03Ok7ou7IvfBQnHQ1QbErl6qSFpnJOhJymglzu7dWHt1oNIdb/4uosiNrPT6enU0x9OsXUB7y9DodK8tmal8Gmk0fZdPIopQ4rx8uLOF6eypeHUlFQaBuVQL+EZPolJNMsrE7l+7RWqyE0DCqsu4iPKEL1+OF2hmG1BKLThlBSYuPH9Rn8uD6D0FA/WretS/sO8dTp8yghvR/Bsn81JT9MwbxrCa7C4xR8+QTaoEhCRz9O6PgRWD/fj339MdzHiij7+zLM728mcFxX/G5pLislCfEHGAwGHA5Hte3FxcXVtvXq1YuwsDAWLFhQmSh069aN6Ojo877G2Z6E0tJz97x07tyZtWvXsmfPHnbt2sWdd95Zua9jx4588MEHHDhwgKysLIYOHVrl2BtvvJGNGzeyYcOGKsuo/pZ58+YB8PLLL/Pyyy+fc//f//73KttKSkrw9/e/ppIEqAWJwtmMLCUlhT59+jBw4EDefvttZsyYAUBoaChWqxWHw1GtV6GsrIyQkJBqz3mhZU8v1OMghC+obg+Wz7dT8d5GVKt36VF9xwSCn+99UZM1VY+Hip8XULjwnzhy9mFWwkn3u4u9/rfgVAPA4S1fYNM6OR5yCoshj7qKm5YFNiylZYx5rCuB/oEXfB1x/dIoGu/yqmGxjG12A26Ph71FuWzMPcLGk0dIPZWJ3e1i++kTbD99gonbV1LHP+RM0tCMrnUaERYWhk6nw2IxExAAVtsRzPYyXnj+VY4cLmX3zpPknSynpMTGhrXH2LD2GHXjgmnXIZ627bsT95d+OE4doXjZZMo2foK7vIDC+S9R5DeR0J4PE3L/WOzfHse2NB13Vimlf1tGxYdbCBzfFb+bLm4+jxCiqvj4eAoLCykoKCAyMhLwFjzbuHFjtbZ6vZ5bbrmFefPmMWTIEDIyMvjLX/5ywdfQ6/UkJiZy4sSJc+4/u/T+Bx98gN1ur/JZrm3btmi1WqZOnQr8MqfhrFGjRjFr1iwmTZpEhw4diIiIqLJfVVVWr15Nv379OHz4MHv27OHmm29m9OjR1eJ48803+e677/jrX/9a5XNpdnb2OZf397Uanyj8WkBAAI0aNSIzM7NyW+PGjVFVlcOHD9OiRYvK7cePH8dms110z4MQ1zJnej5lL6/AuScPAE1kAEEv9MFvUNJF9ZpZ9q/m9NfPYTu+g3xtMvsCnuGYoSugBdU77+BUcAmhSUaGdG1JWFEiMz/4EJfLheVMFd/AQEkSxO+j1WhoExlPm8h4HmvdC5vLydZTGazOSmdVVjonKoo4aSnls4Nb+ezgVvy0errVbUSr2wexb94KioqKKqtI128QQ/0GMfQb0JT8/Ap27chlx885FJw2k5tTRm7OfpYuPkDTpCjad4ynxT1Tibj1JYpXvkfp2vfxWMsoXvEOxdqphHS/n9A7J2D7MgPb0gO4M4spfXYJ5g+2EPjYjRgHNpXeaCF+h5tuuon33nuPJ598koceegi73c5nn32G21290CbAbbfdxmeffcYLL7xAaGgoffr0uajX6dSpE5s2bTrnvuTkZEJCQli9ejX169ev0kMREBBAs2bNWL16NQaDodr8hKCgIKZNm8YjjzzCsGHDGDNmDK1atUKj0XD06FHmzZuHx+OhX79+fPvttwA8/PDDNGvWrFocd955J//4xz9Ys2YNgwYNAsDj8bB7927uuOOOizrPq6lWJQolJSWkp6dX+Q/u0aMHBoOBRYsWVUkUFixYgE6nu+hfPiGuRarDTcX0zZhnbQW3d7lT0+1tCHqqB5rgCxdtsefso+Dr5yjfvYIM/Y3sCZpMge6XOxo2rRN7PTvdbmzAsJb9CTacec760GzyZIqLiwkLC5MkQVwWfjo9PeOa0jOuKf/sPIQjpadZlXWAVVnppOUfx+Z2siornVWAvlM4HcMTuLlBK+o3bVrleaKjA+k/sCn9BjThxPESft6Wza4duVitTtIP5JN+IJ+AQAMdOyXQuc+LNLjleUrXvE/xyv/gLjtF6boPKf3xY0J6PkTI6HHYPj+CfeUhXEcLKXnqO/St6hD0114YOsSf+0SEEFUkJCQwbdo03nnnHR5//HGioqK4//77KSoqqryL/2vNmjUjOTmZ9PR07r777nPOMz2XIUOG8O2337J//36aN29eZZ9Go6FDhw6sXr26yvyEszp27MiePXtISUk55/CflJQUFi9ezMcff8zChQuZPn06Ho+HhIQEunfvzpgxY3A6nXz33Xe0atXqnEkCwM0338ybb77JvHnzKhOFrVu3Ul5eXmVJ1muFTyszA5VFLvbs2cPMmTP585//TOPGjTGZTPTs2ROAMWPGkJqaWlmQA7xFOYYNG0aDBg0wmUxkZmby2WefkZ2dzWeffUbr1q0r206dOpXp06czbtw4OnfuzM6dO3nvvfcYM2YMzz333O+OWSozi2uB8/BpSp9dguvgaQC0DcMJeWXgRX14cZXkUbjwFQrXz+awvje7/W6lXFuncn95gJV6bUO4q29HEkOrryAhxNVWbLewLvsQy0/sY3VWOjb3L5W9dYqGbnUbM6RBawbXa0mQoXqS7HK5ObAvn7Rt2Rw8kI/H88ulr2lSFF26JpLUJISKjR9R9P0buEu9vXOKzkBIz4cJTnoE66eHsK89UnmcsV8Tgp7qga7+9THJVIiaYMiQIXTu3JkXX3zR16FctOeee47s7Gy++OILX4dSjc8ThaSkpHNuj4uLq5yBfq5E4aWXXmL79u3k5uZit9uJiIigY8eOPPLIIzT9n7tLqqry6aef8uWXX5Kbm0t0dDSjR4/m4YcfvqQlqCRREL6kelQss9Mof+dHcLpBoxDwYCcCx3e94GpGqstB8cr/kLNwIulKb/b6DcGq8SYCKiqOWCc9ezdkWIdWaK/gEnhC/BEWp4M12el8n7mH1dnpWF2/JA1GrY5BiS0Y0agtPeOaoDvH73FpiZXUrVmkbjlBaYmtcntQsJFOXRLp3DEG9edPKVryVmXFcUVnJLTfBIIS7sf83s8495z0HqTT4D86hcDxN0ilZyGuAevWreMvf/kLq1atqpwPcS3LysripptuYvbs2bRr187X4VTj80ShJpJEQfiK+1Q5pc8vxbHVO1lLmxBCyJs3Y2gbd8FjC1IXkTXnGY5aWrPL7zbsGu/qRB7Fg38jHbcPTqFlg7pXNH4hLjeL08GanIMsydjDD1kHqvQ0RPoFcmvDNtzWqB0tI+pWm1fgdntIP5DPls3HOZR+mrNXQ61WIaVtHG3bhqDb/QmeTR/gKff23Gn8Qwm7+XlMnoGY39uCO8e7wooSaPAuPzymvSypKoSPzZ49mzZt2lywQNu1IDU1lYyMjHNOfL4WSKJwCSRREL5g35RB6XNL8RRZADCNak3Qs73RBJx/7Kaj4Dg/vXcvRadC2Ok3EqvGO0zCo/EQ2yqQe4d0JDpC6oKImq/cYWPp8b3MO7KdzXnHquxrEV6He5I6c2vDlHMOTSoqsrD1pxOk/nQCs/mXZRydrnzcriM8nFKOacdneGzlAOjCEwi/5WV0mc0xf7i1sqChtmEEwS/2xdilXrXXEEKImkYShUsgiYK4mlS3h4ppmzF/8BOooAT7EfJ/g/Dre/4Vu9wuB1u+/jv5P+5nt3EkZk0UAB7clGqy+OfTd1K3bsR5n0OImiqnooQFx3bw7ZHtHCk9XbndX2dgWMM23N20E20i46v1Mjgdbn7afJRFC35Gq/klgXZ7KrhlUFOSCj6nYt10ONNzYYhvReRNr+FZa8Ly1U44M/fB76Zkgv7aC22sJOFCiJpLEoVLIImCuFrcpysofXZJ5VAjfas6hL49BG1c9fofZ6mqyo/bFnLyyxkccw+lWFffux0PLr/TBOnzyMk5xiuvvEJCQsLVOA0hfEZVVbafzuLLQ1tZdGx3laFJLcPrcndSJ4Y3akug/pdVTrKysnjllVeoG9sCpyMGj+uXv7fgECPdOoTS8MRUbKmfV24PaH0TYR1fwvrBEZzbcwBQTHoCxt9AwJgOKAYZjiSEqHkkUbgEkiiIq8GxK5eSPy/EU2AGwP/e9gQ91fO8Hzh25h5m48cvo+Y2Icvwy/JvVk7gpz1JQKAWs9lMWVkZkydPlmVNxXWl1G5lwbGdfH5wK+nFeZXbg/RG7mjakfubdSUxKJyKigqefvppgoODCQgIwFwBTns0foZ6laslBQQauKG1kUZHJuI+6F29D62O0H6PE6C9HfOUVDyF3mGCukYRBL82EEPKhecSCSHEtUQShUsgiYK40iwL9lL2ykpwulGCjN6hRv2a/mb7zLJCPvtuGmFbC8jS9kFVvKsfRUd5uGNMDwoKM5kxYwYul6uyQFVKSspVOhshri2/1cugURQGJjbnoebdMJws4f3336/yN1MvsSnr1hxl29YsXC4PACaTjo6NHTTe/zc0BQcA0AZHE3HTq2h2NMQyZ4e3xokC/ne1I/Av3S84r0gIIa4VkihcAkkUxJWiujyUT16H5dOfAdA2CCds2vDfXKe93GHjP2nLcX73PVh7Vi51GmCwMHx0F1q1Tagcg11RUSEF0oT4H8V2C18eTOXjA5vJs5RVbm8VEcc9jdrTNbAuURGRVf5mykptbFh3jJ82H8fp8FaWNZl0dK6bRYPdz6N1lABgbNCBiK5vYptxAld6PgCaOsGEvDIAY/cGV+8khRDiEkmicAkkURBXgqfMRslT3+HYfBwAQ/cGhE4agiaoeoVIVVVZcGwnXy37iraHIyjWeCtQ6rDTu3s0vYd2RaeTMdFCXCynx83SzL38d99GdhZkVW6PCwjl0ZY9uKNpB0y6qj0B5goHP64/xsYNGTjOJAyBgTo6Bmylfvq/0OICRUNIr/H4W27D/OHPYHcB4HdLM4Jf6CO1F4QQ1zRJFC6BJAricnPnllH86DxcRwoAvAXU/tIdRVu9IOCBojz+sXEB9TdnobN1xKPoAWgcUcSoR28lLDL4qsYuRG3zc/4JZu7byJLje/CcuURG+AXwUPNu3JvchRCjqUr7inI7a1Yd4adNx3G7vUOSQoM0tLN/Q/1TX6DBgza0LpF9J+L6FpzbsgFQwkyEvNwfvwHnLjwqhBC+JonCJZBEQVxOzvR8ih+dhye/AnQaQl4fhGloi2rtrC4Hb6YuY33qFnpm1seqeCdGBlLIsFsa0KZvj6sduhC1WmZZIe/v3cA3h9NweLw9BkF6I/cm38CfWnYjwq/qEL6SYiurVh4mLTWrctJzZICNDoVvE2/dCoCx+UDCI5/B8v4e1ApvvQa/oc0J/ltfNMHV6zsIIX6f4uJiBg4cyJtvvkmfPn0AmDJlClOnTq1soygKkZGRtGrVigkTJtCixS/X3K1bt3Lvvfcybdo0+vXrV+35x48fT3p6OmvWrAHA5XIxePBg7r77bsaOHXuFz+7qq367Ughx1dg3Z1I0Zg6e/AqUQANhH448Z5Kw+eRRen71b3KX76VzZhesShyK6qZj9DGefXW4JAlCXAH1gyN4s+twNo96jkda9sBfZ6DcaWfannV0nTuRiT+voMRuqWwfGmZi5OjWPP18T1LaeaucF5j9WO73N+YH/otiTQL2/SvI3TwE3VNODDd6i7LZvttPwa2fYN+c6YOzFKJ2mTp1KvXq1atMEn7t448/5uuvv+aLL77g2WefJSsri7Fjx5KTk3PJr6fT6XjssceYNm0aJSUlfyDya5MkCkL4iPW7fRQ/Og/V7EATE0j453dVq+Za5rDx3Kb5jJ/3OX22xxJW3gZV0RLszibIsoCb/vwAfkEy1EiIKynWP5h/dBzM1tuf56mUfoQY/DC7HLy3ey1dv53IuztXU+6wVbaPigrkrjHteOLp7tRrEApAkb4F80LeY53/BGxuA4XLn6Mi/h38H2+JYtLjySun+KG5lP3falSr8zciEUKcT3FxMd988w133333Ofe3bNmSlJQU2rdvz9ChQ5k4cSLl5eVs2LDhD73u4MGDURSFb7755g89z7VIEgUhfMA8O43S55eCy4OuSSQRc+5B3zSqSptNuUfoO/8djqw9ysAjKXjUGBTVTWPnD+iCjpDh1lJcXOyjMxDi+hNm9Oeptv3YPPI5/pLSl0C9kTKHjUk7fuCGbycyfc96LE5HZfu4+BCG3JpImWULisYGaDhi7M+ckP+y23gr5oztnEobgW6CHX3rOgBYvthOwcjZOPef8tFZCnH5Pf/88+e8wz9lyhSSkn6ZozNs2DDGjBlTrZ3NZqNdu3a8/PLL532dBQsWoNFoGDBgwEXFdXY1M6fzjyXner2em266ia+//voPPc+1SOfrAIS4nqiqivmDLVS8txEAQ6cEQqcMr7Kykd3tYuLPK5i9cysDjyXgb6+DqkCIO4tY92qyI5tTYbGi0+kICwvz1akIcd0KMZp4pm1/HmzWlRl7N/Dxgc2U2C38K20Z/933I0+n9OeOph3QabSEh4ejchqPkorBrz4OWx08ih+p/vdz2P8mbiifirr+bxiTOhLS/gVsnx3BnVFE4R2fE/TXXvjf065yiWNx/VJdTlzFlz485nLRhcWh6PRX7PmHDx/Om2++SXZ2NvHx8ZXbV65cidlsZsSIEec9fv369bRo0QJ//3OvJuZ2u3G5XHg8HnJycpg4cSL+/v707du3WluPx4PL5aq2/bem9nbq1Ik5c+Zw9OhRGjVqdN44axJJFIS4SlRVpeKdDZhnpgJg7NmQ0HeGovj98qZ7oCiPP2/4irJMO8NPtATV+2bX3LOO1r2b8sHyCFzZOZUFoKQeghC+E+YXwN863MTDLboxfc96Zqdv4bS1gud/WsCs/Zv4e8eb6BufzLhx484UPPwZvc5Eh3YjOXywgmI1lqVBr9PIsZ7OJz7Gob2DsPEvoX4XhTuzmPI31uDYcpyQ1wfJMqrXMdXlJPNvLXDmH/V1KOijG1H/X/uuWLIwdOhQJk2axMKFC5kwYULl9gULFtCoUSPatGlz3uN37drFyJEjf3N/ly5dqjwOCwtj+vTpxMVVr5r+5z//+Tef51ztz06I3r59uyQKQojfR/WolP9rNZYvdwDgNzCJkLduRjF4ax2oqsqs/Zt4c9sKWmfVpV1RYwCMnnL6BK2g21Ovow+PZ3J/KZomxLUmyhTEy51u4U8tujNpxw98c/hnDpfmc9+qT+ka25B/dLyZyZMnV/nbzc0pY8G3ezieWcxRQ09OGDrT3vI5zbe8hH/HrgQmPYZjxXHsa49SMOJTQifegqFjgq9PVYgrKjw8nO7du7Nw4UIee+wxFEUhLy+PLVu28NRTT5332LKyMqxW63l72mfPno2/vz+qqpKfn89nn33GY489xsyZM2nXrl2Vts899xwdO3as9hwTJ0485+TniIgIAE6dql3DBiVREOIKUz0qZa+sxPrtbgD8bm1ByKuDUHTeKUKlditPb/yW9UcO0y+jCcF2bxXmWOdehrTModGDH6DRe4cmBQYGSoIgxDWqTkAIk7uN5MHmXXl92zI25B5mc94xblo8hRGN2vJ8+0EEBnj/fuvGBTPuz13ZnpbNksUHMFfAFv+HOGToQ/fsaUTrHyb8/rdwfW3Dc6qCovu/JuDRGwgcd8M566uI2kvR6an/r33XxdAjgBEjRjBhwgS2bdtGp06dWLhwIYqiMGzYsPMeZ7N5FxQwGqsXKT2rWbNmBAf/sgDIjTfeSK9evZg4cSJfffVVlbaJiYm0atWq2nMEBQWd87kNBkOVOGoLSRSEuIJUVaXs9VWVSYL/nSkE/b0fisY75nhvYQ6PrP0C20k3QzJbo/P4geqhreNbBo68kbDez8n4ZCFqmObhdfly4IOsyznEa6lLOFhyivlHd7Ds+F6eaNOXh1t0w6jVodEodOiUQPOWMaxYepAtm49TpGvId0H/pqV9Ee33PUnorSMxbO+NK70Q8/TNOLZlETrpFrRRcsPgeqLo9Oij6vs6jEtmMBhwOBzVtp9rQY5evXoRFhbGggULKhOFbt26ER0dfd7XONuTUFpaetFxmUwmEhISOHDgwEUf81vOvm5tmzsotyWEuEJUVaX8jTVYv9oJgOmOFIJe9CYJqqry+cGtDPt+Bv5HTfQ51gKdxw+jp5yb1Knc+uSjhPd5RJIEIWqwXnFNWTnsCf59421EmQKxupy8+fNy+i98l3U5hyrb+fsbGD6yFY89cSOxdYJQFQ17/IYzP/g9DmXuoSzhVQw3ez8kObdlUThyNo7t2b46LSF+t/j4eAoLCykoKKjc5nA42LhxY7W2er2eW265heXLl7N582YyMjIuOIn57HGJiYmcOHHiouOyWCxkZWURHh5+0cf8lqysLAAaN278h5/rWiKJghBXgKqqlP97HZbPtwNgGtma4Bf7oSgKdreLv26ax983LqJjRiPa5jVAQUOE6yi3B82k28sfYWrS1cdnIIS4HLQaDXc27cj6Ec/wUPMb0SoajpUVcM/Kj3hw9Wyyyosq2ybWC+Pxp7rTf1BTtFqFMm0dlga9zhrnMHIK/ox9SB4E6PGcNlN039eYP/v5N1dgEeJactNNN6HVannyySdZv349K1eu5MEHH8Ttdp+z/W233YbFYuGFF14gNDT0nEurnkunTp3YtWvXb+7fu3cvO3fuZMeOHaxYsYJHHnmEkpKSy1JRedeuXeh0Otq3b/+Hn+taIkOPhLjMVFWl4t0fsXySBoDp1pYEvzIARaNQYK3g4TWfsTfnJAMyWhJm846VbGpfRf/GJ0gYvwiNnwwpEKK2CTb48UrnIdzRtCP/2PIdP+UdY8WJ/azLOcSE1r0Y17Infjo9Op2G/gOb0rpNHb79ejfHM4s5ZOxPlr493QunYmpcRuLp8ehz7ZS/sQbnrlyC/zkQTYDB16coxG9KSEhg2rRpvPPOOzz++ONERUVx//33U1RUxNSpU6u1b9asGcnJyaSnp3P33XdXjv+/kCFDhvDtt9+yf/9+mjdvXm3//fffX/lzeHg4DRs2ZMqUKRddd+F8Vq1aRZ8+fWrdPEJFldsRv1uHDh0ASEtL83Ek4lpU8d+tVLzjrfLod0szQt4YjKLVsK8wlwdWz8Zy2knvzGb4ufxQVDedrR9jc2Uw5J0NBAWH+Dh6IcSVpqoqizN28+q2JeRZygBoFBLFxK4j6BzboLKdx6OydvVBli9JR1G89/WS7CtoW/41cbqXUbdaANA1iiD0vVvRNfjjwyeEqOmGDBlC586defHFF6/aa2ZlZdG/f38+/vhjbrjhhqv2uleDDD0S4jKyfLu7MkkwDmhKyL+8ScKSzD3cunQGSq6WAUdb4efyQ69a6FfxL6wBLlbTgZLSMh9HL4S4GhRFYWjDNqwf8TTjW/VEp2g4Wnqa25Z9wPObF1Dm8K6aotEoNE0OoKRiNRptOQAHjQNZEvYvDmreRxlUBjoNrqOFFN7+Gfb1x3x5WkJcE55++mm+/fbbKvMhrrQZM2Zw44031rokASRREOKysa06TNkrKwEw3FCP0Ik3g1Zh+p71PLL2C+qdjKbH8WZoVR2B7lMMLvsbGeGN2KltJlWWhbgOBeiN/K3DTSwdOoE2kd4qtJ8f3Erv+ZNZdnwv4F1BRaN14GY7er8swE25Npbvg/6PldYc7D3Xo0SaUM0OisfPwzwrVeYtiOtar169eOqpp85Z6+BKcLvdJCQkXNUejKtJhh5dAhl6JP6XY1sWRQ/PBYcbXctYwj8ejWrS8Urq93y8fzNtT9anWYH3g0CMaz99HVNZ5GnHCU9EZZXllJQU356EEMJn3B4PHx/YzFvbV2B1OQEYlNiC/7thGCcPHTtT2dmFQR9KYlx/iotcAIS5Mxlg/YyEvDF4jloB8BvanJB/DkQxyjREIcQfI4nCJZBEQfyaMz2fonvnoFY40NYPI+Lzu3AE63l8w9csz9hH5+wmNCjxLm1Y37GZfoavqPfMYpwh9aTKshCiiqzyIp7/aSHrzyyfGmIw8X83DKNvVCNKSkoICwvDZPJn1crDrPnhMKoKWtXODRUf09nSDXWnt9q7vk0dQt+7VeotCCH+EEkULoEkCuIs96lyCkd/jie/Ak10IBFf3EVZpJ6HVs/m59wTdD/ejDoV3iFFzWxL6RG8nsRnl6GPSPRx5EKIa5Wqqiw4tpOXty6m2O6dsHxz/Vb864ZhRPxqVbTjmcV8+ek2iku8hawa2Ddxs9mCIS0eVNDEBBI2dTj6FrE+OQ8hRM0nicIlkERBAHjMDorunYPrQD5KoIHwz++iKN7IXStmkVFQSO+MFkRYvaXe21u/oHP0YRL+uhxtUKSPIxdC1AT5lnKe3TyPVVnpAET6BfJW1+EMrNeiso3V6mTeVzvZvfsUAIHuUwwtXUvs3nZgdYOfjtB/DcZvUJJPzkEIUbNJonAJJFEQqttDyeMLsa89ClqFsPdv43SbUEYvn0lecSl9j7Ui1BaAorq50TKDlPhS4p5ehjYg1NehCyFqEFVVmXvkZ17euphypx2AkY3a8c/OQwgxmirbbNuaxcJvd+FyKyiqm+4li+lwrDkUeAtaBT3dE/8HOkq1dyHE7yKJwiWQREGUvbEGy2c/AxD8cn/yBsVzx4r/UlRioe+xloTYA1BUF73Nk2leXyHuqe/RmoJ9HLUQoqbKqSjh6Y3fsvHkEQDiA0OZ2uNOOsTUq2xzKq+cz2du5FShNzloYNlBz51mwssjADDdkULw3/qi6GTBQyHExZF3CyF+J/OX2yuTBP/7O5I1oA4jl31AcbGV/kdbEWIPQKM66Wd+C50rg9BHv5EkQQjxh8QFhvLlwAd4vcsw/LR6sitKuG3ZB7y7czVujweAmNggHn92AO1TvPOiMvzbsqBDE/KjTgJg/WonJRMW4DE7fHYeQoiaRRIFIX4H+6YMyv+1BgBjvyZk39+Ukcs+wFzqYMCx1gQ5/NGqdvpX/B8GbQFzlb6UWpw+jloIURtoFA33NbuBpUMn0CwsFrfqYdKOH7h9+X/JrSgBQG/Q0rVPIhWWrWhUB6WGGL5M6cax+FwA7BuOUXTvHNz5FT48EyFETSGJghAXyXWimJKnvwePiq5FDKf/1pE7f5iFvdzNgGOtCXD4oVNtDKh4HZ2uhGWBt4DeTwqpCSEuq6ahMSy+5TEeaNYVgK2nMui/6D8szfylSJubfNzanRgpxqMxsLBFX3Y1t4BGwXUgn8I7Psd5+LQvT0OIK6K4uJhOnTqxZs2aym1TpkwhKSmp8is5OZlu3boxbtw49u3bV+X4jIwMHn30UXr37k3r1q3p2LEjo0eP5rvvvqv2WmPGjOFf//rXFT8nX5JEQYiL4DE7KHl8IWqZDU2EP2X/14PR6z7GXO6gf0YrTA4jOtXKoIp/orrzmePoSnG5hXHjxkmNBCHEZeen0/Nql6F80m8s4cYASh1W/rT2c57fvACdn5Fx48ZRVnGKk2Ub0TuPArA6oT0/tDagGhU8eeUUjZmD4+dsH5+JEJfX1KlTqVevHn369Km27+OPP+brr7/miy++4NlnnyUrK4uxY8dWqeJcUVFBZGQkTzzxBB9++CH//ve/iY+P569//Ssffvhhled74okn+PLLL8nIyLji5+UrPp3MnJeXx8yZM9m3bx/p6elYLBZmz55N586dL3js3LlzWb16NQcPHqSwsJDY2Fh69OjB+PHjCQ8Pr9I2Kency8K98sor3Hnnnb87bpnMfH1RVZWSJ7/DvvIQ6DTYpw5ixMlFlJRZGHCsDUE2E1rVzsCKV2mYGEDo+HmUWl1SSE0IcVWcspTxlx+/4cdc70TnluF1+aDP3UQoRoqLiwkNDWXb6j2sWH8aFS1xpYWM3JuPtgIw6gh9ewh+vRv79iSEuAyKi4vp0aMHr732Grfeemvl9ilTpjB16lS2bdtGcPAvcwb379/P8OHDL+rz4OjRoykoKGD16tVVtg8ZMoS2bdvy6quvXtZzuVb4tEfh+PHjLFmyBH9/f7p06fK7jn3vvfcIDAzkqaeeYubMmdx3330sW7aMkSNHUlZWVq394MGD+frrr6t8DRgw4HKdiqjFzP/d6k0SAPeTnbk9bzFFZWb6ZbQiyGZCozrpX/EGDeL0xD29lODIOiQkJEiSIIS4KmL8g/liwAM8334gGkVhb1EuN303hc1FJ0hISCAoKIg+t3bl4QdaYVIs5IRE8ElKA+xBKthdlDy+EMuCvb4+DVGLPf/88+e8w392SNBZw4YNY8yYMdXa2Ww22rVrx8svv3ze11mwYAEajeaiP9+dvU47nReeSxgaGopOp6u2fejQoSxevBiLxXJRr1nTVD/jq6hjx4789NNPAKxatarKeLILWbhwIREREZWPO3XqROPGjRkzZgyLFi2q9osWGRlJSkrKZYlbXD/sP2ZQ8Z8fAVCGJXN74E+cKi2nf2YrQqzeOgl9zRNpGOMg/pk1UidBCOETGkXDhNa9aReVyGPr53DaWsEDq2czvlVPnm03AJ1GS+NWDXnihQhmTV7MaUL5qH1T7t55iOASKPv7MtQiCwEPdvL1qYhzcLs9lJbafB0GISF+aLVX7h7z8OHDefPNN8nOziY+Pr5y+8qVKzGbzYwYMeK8x69fv54WLVrg7+9/zv1utxuXy4XH4yEnJ4eJEyfi7+9P3759q7X1eDx4PB7KyspYtmwZGzdu5JVXXqnWrnPnzkyaNIlt27bRs2fP33fCNYBPEwWN5tJ/2X6dJJzVqlUrwDukSYg/yn2yjJJnvwcVNK1ieKDDMbJKiuh9vAVhlkAU1UMv89s0Cj5F/DMbpeKyEMLnutZpxPKhjzN+3ZdsPZXJ9D3r2X76BNN73kW0fxDhUSE8/spoPps0h0OF4cxun8SonUeIKfRQPnk9JZl5BP+1N0HBQb4+FXGG2+1h0pvrKCzw/R3riEh/nnm+1xVLFoYOHcqkSZNYuHAhEyZMqNy+YMECGjVqRJs2bc57/K5duxg5cuRv7v/f0SthYWFMnz6duLi4am3//e9/89FHHwGg1+v5+9//zqhRo6q1a9asGYqisH379lqZKNSqycxbtmwBoEmTJtX2LVq0iNatW9OqVStGjRrF0qVLr3Z4ogZRnW5Knl6MWmpDCfXjxeFWdpaepEtWE2IqQgHoZplGE+MB4p9Zhi6srm8DFkKIM2L8g/l60MM82rIHAFvyMhj03Xv8nH8cAKOfngf+NobuSWU4dFq+ateEYzEGALTzDrJp6ER2pm33Wfzi+hUeHk737t1ZuHAhZ6fQ5uXlsWXLFoYPH37eY8vKyrBareddaXD27Nl8++23zJ07l2nTppGUlMRjjz3G9u3Vf9/Hjh3Lt99+y4cffsjtt9/Oa6+9xqxZs6q10+v1BAcHk5+f/zvPtmbwaY/C5VRSUsLrr79O/fr1GTx4cJV9Q4YMoWfPntSpU4f8/HzmzJnDk08+yenTpxk7dmy15zo7Wfm3lJeXExQkd1tqs/J3NuDc6V13fPZd/iy1HKbdyQbUL40GoL31cxo61hH++EoMdc49WV4IIXxFp9HyYsfBdIiux1Mb55JvLWfUsg95o+twRjfpgEajMOTRu4hd9D0L1jpY1KYhfffn0Dq7nJT8YA48uYjyRY0ICg/x9alc97RaDc883+u6GHoEMGLECCZMmMC2bdvo1KkTCxcuRFEUhg0bdt7jbDbvv4/RaPzNNs2aNasymfnGG2+kV69eTJw4ka+++qpK29jYWGJjYwHo2bMniqLw9ttvM3z48GqL5hgMhsrXr21qRaJgtVp57LHHKC0t5fPPP8dgMFTZP2nSpCqPBw0axJgxY3j33XcZPXo0fn5+VzNccY2zrT6M5RPvilbbbg7nPwGHST4dR3KBt2uyuW0JrW3zmKfpw9iQhoSf78mEEMKHBtVrQdPQaB5YPZsjpad5euO37CvM5R+dbkav0dJx2C0ohu/5fnkBq5rHYTHk0+VYEc0KAyn/y2ICPxiNYtL7+jSue1qthvDwc4+7rwkMBgMOR/WK4MXFxdW29erVi7CwMBYsWFCZKHTr1o3o6OjzvsbZnoTS0tKLjstkMpGQkMCBAwcu2LZVq1Z8/vnnZGVlVUsUysrKam3NpBo/9MhmszFu3Dj279/Phx9+SHJy8gWP0Wg0DB06FIvFwqFDh6rtT0tLO++X9CbUXq7sEkr/vgyAguZBTEg+TL3iKNqdbABAfcdmulhnsiFoAFn6+rX2jUEIUXs0DIniu1seo2+89/r40YHN3LPyI4ptZgCSu/fCYltPqOc4m5vEsKGp9wOZJu0kxePm4TFX/4AnxO8RHx9PYWEhBQUFldscDgcbN26s1lav13PLLbewfPlyNm/eTEZGxgUnMZ89LjExkRMnTlx0XBaL5Zwf/M9l69ataDSaKpOsAU6dOoXdbqdx49q5xHCNThTsdjvjx49n586dfPDBB7Rr1+6ij/V4PMAfm1AtahfV4ab06cWoZXacoQbG9DxBmDWIrjlNAYh17qWX+W02KClsd8RLMTUhRI0RbPDjo7738ufWvQHYdPIoNy+exoGiPAIDA7lr3BPk27YT7dhJWoMI1iTHAOBIzaL4oW/wlNXOYRXi6rjpppvQarU8+eSTrF+/npUrV/Lggw/idrvP2f62227DYrHwwgsvEBoaes6lVc+lU6dO7Nq16zf37927l507d7Jjxw5WrFjBI488QklJSZVh6G+88Qavv/46S5cuJTU1lRUrVvD0008zf/587rvvvmqL6Zx9vYupAVYT1dihRw6Hg/Hjx5OWlsb7779Pp04Xv6Sbx+Nh8eLFBAQEnHPis7g+VUzdhHNPHqoCzw4qwWLQc/PRligehRB3Nv3N/yL4htEMuuk17goPlyRBCFGjaDUanms/kGZhsTy18VtOVBQxbMl03usxmkEpKbz+9nsU5GSy4eP57KzXDpdWQ/99J3HuOknR/V8TPnMUmrCaO/xF+E5CQgLTpk3jnXfe4fHHHycqKor777+foqIipk6dWq19s2bNSE5OJj09nbvvvrvakPLfMmTIEL799lv2799P8+bNq+2///77K38ODw+nYcOGTJkypUrdhTZt2jBnzhyWLFlCWVkZJpOJpKQk3nrrrXPOk1i1ahUtWrSgUaNGFxVjTePTyswAy5cvB2DPnj3MnDmTP//5zzRu3BiTyVS5zNSYMWNITU3l4MGDlcc9+uijrF27lscee4wePXpUec7w8HASExMBmDVrFhkZGXTp0oWoqCgKCgqYM2cO27Zt46WXXuLuu+/+3TFLZebax7Eti6L7vgIVvunm5p1O5Qw+1pYAqx9GtZyhZc8Q2zSZ+GeWoegu7g1LCCGuVfsKc3lg9WxyzCUoKPyj42AebtENRVFw2y0sfetf/FjUieST5Qzam4tGBV3jSMJmjUIbJTdJxLVryJAhdO7cmRdffPGKv1ZFRQXdu3fn73//+3mXZa3JfJ4o/Loi36/FxcVVFmA7V6LwW8fBLwU7ANasWcPMmTM5duwY5eXlmEwmWrRowdixYy+6K+t/SaJQu3hKbRQM/wRPXjkZcQp33V5Aj+yWxJSFolFd3FTxEokRDhL/sRltoExdFkLUDgXWCh5cPZufT3vHdN+b3IVXOw9Bp9Giupz8+O7LLMtuT4N8OzfvykGrgrZeGOGfjEYbI3P1xLVp3bp1/OUvf2HVqlVERl7Z+kbTpk1j6dKlLFq06JxVm2sDnycKNZEkCrWHqqqUPvM9tmXpOAwKd44pIspWn6YF3roIPczvkazfQeI/NmOIlWFqQojaxepy8tSPc1mcuRuAXnFNmdHrLoIMfqgeDzs+fJX5B5KpWwhDd2aj86hoE0MJ//QOSRbENWv27Nm0adPmggXa/qhPP/2Utm3b0rp16yv6Or4kicIlkESh9rB+t4/S573F9/5vQAW7EkLoku2dvNzaNo9Oji+Jf2YF/s16+TBKIYS4cjyqh39v/4Epu9cCkBwWy+x+91E3MBRVVUn/chJfp8YQWWzk1u1Z6DwqSkIIjrd6Eda4rszXEqIWkyV/xHXLlV1C2WurAFjf2MH6xno6ZXsnIyU4Uulo/YzoO9+RJEEIUatpFO8k50k33oZO0ZBenMct309jT0EOiqLQ7O6/cm+PYkpCS1nYNh6XRkHNKqXkgW94ZcKz7Ny509enIIS4QiRRENcl1aNS+vxSVLODwkCVt/rZ6JmZjAYtwe4cepvfYZ+mMdrOY3wdqhBCXBV3NO3I5wMeINjgR761nJHLPuDH3MMANLztCe7r78QceopFZ5KFKJuRB/Yl8Nl/PqSiosLH0QshrgRJFMR1yfL5zzi35wDwz4HlpBQ0w+T2Q6fa6F/xBuWGEFbQmZKSEt8GKoQQV1G3uo1ZePM46gaEYHY5uPeHT1h0zLtOfPyQxxjWzYojJKMyWQg367hvV12Kj+T6OHIhxJUgiYK47rgyiyl/90cAFrS2YTXFE1keDEAP838wUciKwJtB7yeVl4UQ152moTEsvHk8SaExOD1uHls/h1n7NwEQf/MEtLZVELynSs+C4W/rcZ+WXgUhahtJFMR1RXV7KH1xGdhc5AW5+aadH81OxwHQyjaf+s6fWEB3TpqRystCiOtW3YAQ5g1+hI7R9QB4eeti3khbTkBAAD0mTMZh34IuKI3vUs7MWcgsoeiBb/AUW3wcuRDicpJVjy6BrHpUc5lnp1H+pndlj6dvtVLHmYLGpaGOczc3VbxM6PDXcLa7m7CwMEkShBDXPavLyWPrvmRl1gEARjdpz1tdR2CzWDm17lPWLjuMo7QLQ3dko1NVdM2iCf94NJpgPx9HLoS4HKRHQVw3qgw5amUjSJOMxqXBpJbS2/w2QW1vIWbocyQkJEiSIIQQgEmn58M+93Bn044AfH34Zx5a8xk6PyONbnmM28d2wz94A0vaxOFRwHUgn6JH5+GxOHwcuRDicpBEQVwXVI9aOeToZLCbtc2iCDb7Ax56VkwmODyY2Ic+QlEUX4cqhBDXFJ1Gy8SuI3iiTR8AVmWlM3bVJ5iddoI7jWT4Pd3wD1nN8pZ1UQHXzlyKH1uAanf5NnBxTUhKSrqor+zsbObPn09SUhIHDhy4bK/fp08fnn/++cv2fNeb2llvWoj/Yf16Z+UqRzO6K9QvjQcgxfot8eo+6ozfgDZAJi4LIcS5KIrCX9sNIMzozyup37Pp5FHuXvkRs/vfT0jXuxjqcbH0i+Wsaj6A/vvzcG49wekJ87D/rQthURHSS3sd+/rrr6s8njRpEpmZmUydOrXK9ujo6KsZlrhIkiiIWs+dX0Hp2+tRgCXNnfh7mgEQ69xHO9scou6YiKlRZ98GKYQQNcBDLbph0hl4fvMC0vKPM3r5f/liwAOEd7uXwW4nK+Z8z9qkm+l98BSeTSc4cO9e5jfL59Hx40hJSfF1+MIH/vf/PTg4GIPBIL8PNYQMPRK1Xtn/rUIxOyk2efi5fjwGjx6jp4ze5slkaOLR3fiQr0MUQoga4+6kTvynx+1oFQ17CnMYtexDTlnKCOn5IANu740+ehGbGkcC0LowmJGZcbw/fYYUZRMXraKigpdeeonOnTvTuXNnJkyYwKlTp6q0cblcTJ8+nf79+9OyZUu6devGP/7xD4qLi30Ude0kPQqiVrOtPYL9B29l0a86GAl0hwPQw/IeisbB9+oAWpaUEBQU5MswhRCiRhnRqC0mnZ7H1s3hYMkpblv6AV8Pepi4Po/SviCftFXL2OYaRMfMQlpmmyh1hVNcVCRDkC6R6nTjzvd9oqWNDkTRa6/467zwwgv07t2byZMnc/LkSf7973/z17/+ldmzZ1e2efHFF1m4cCH3338/N954I8eOHePdd99l586dzJ07Fz8/WXnrcpBEQdRaHrODoldXoAHSEtxYApJQVEi2L6eecxtLQkbisgVIUTUhhLgEN9VryUf9xvLg6tlklhcyYun7fDXoIaIGP0Xxiv6EJKxkp7sfKVnF3JgXjn5hBjye6OuwaxzV6abglo9wZ5X4OhS0CaFEfv/AFU8WevXqxd///vfKx6Wlpfz73/8mPz+f6Ohojhw5woIFC3jggQd47rnnAOjWrRt169blscceY+HChdxxxx1XNMbrhQw9ErVW6X82oDllwaZT2ZJcD0XVEOzOpbPlY1KVFqTbQqWomhBC/AG94pry+YAHCNAZyDGXMGrZh5z22Oj05xlYXUcorr+W9NhgAJzvp1LxzU7fBixqhL59+1Z5nJSUBEBubi4AW7duBWDo0KFV2vXr14+goKDK/eKPkx4FUSs59+Zh/WIHGmBpSz8cmiAU3PQyv4OpbiN6PDyfW6NiJUkQQog/6IbYhswZ9BB3r5hFnqWM25f9l7k3/Ynb3l3Lqc//wjZ1M37OztQvNFP+zx/Qhvlj6t/U12HXGIpeS+T3D1xXQ49CQ0OrPDYYDADY7XbA28MAEBkZWe3YyMhISkpKrmh81xNJFESto3pUTv7jewwqZIarnIhqAECKdS4xSiZx41IxJjT2cZRCCFF7tItK5MuBD3HXipmctJQyatmHzL3pTzR65L8EzHyAderP+O1JIbbMRvFTi9F8NApjRxmGdLEUvRZdXIivw7hmnE0kCgoKiIqKqrKvoKCAZs2a+SCq2kmGHolap/zbnRgOelc92NA8Ho9GIcp1iLa2b4gc+S+MCa18HKEQQtQ+baMS+GLggwTpjZXJwvGKYmIfnEn3FoUcaLGPIn8DGreH04/Mw3Hg1IWfVIhz6NzZu6T5d999V2X7mjVrKC8vp0uXLr4Iq1aSREHUKp4SK0WT1gKwpYGegoBgtKqTnuZ3CWjWk9ABT/g4QiGEqL3aRSXy+YAHCTyTLNy+/ENOWEqpO/4rbmxyhJ2tM6gw6tDZXJy6/2vKDuaSlZUlS6eK36VRo0aMHDmSjz/+mLfeeotNmzbx2Wef8eyzz5KcnMytt97q6xBrDRl6JGqVE5NW4lfhxqJX2VWvHgDtrF8Soish9qFZKBrJjYUQ4kpqH53IFwMe4O6VH5Fr/mUYUsITC7jhrQFsdvtz444I/MrsZN/1Oe+3OILdpDBunBRlExfv1VdfJSEhgXnz5vHZZ58REhLC4MGDeeqppzAajb4Or9ZQVFVVfR1ETdOhQwcA0tLSfByJ+DXr/jyKR32GRoWVzcLYmxhLpOsIQ8v/yipdV+57d4lMXhZCiKsk7dRx7l45C7PLQVxAKPMHP0osbjL/ry9bs0bQY6c/Oo9KfqjCnM6nKLKUMXnyZHmfFuIaIrdXRa2gqipHXlyARoXcEA3742PQqC56mN8j3y+RHZ5GUq1RCCGuog4x9fhiwIOVS6fesWImhRoDiX/9nrbhH7OxpQsPEF2iMnRXDB6nS96nhbjGSKIgaoUTc1OJSveOcd3cJA6PRiHF9g1Bai7r/Pui0+ulsJoQQlxlHWLq8XG/sRi1OjLKCrhr5SwqAsKJ/fM3NPabyNYk78eQBnkqQ080qLYsphDCtyRREDWeu8KO7e0fAThQ158TEYGEuTJpY5vHOtqRY1aksJoQQvhI1zqN+LD3Peg1WtKL87hn5Ufo6rXCMHIS9UL/j9319AB0zDVS9uF2H0crhPg1SRREjbdz8mJCylTsWtjYuC4KHnpYpmBq1Ikhr8xh8uTJMkFOCCF8qG9CMlN63oFGUdhVkM19qz6lyaB7SLj/P0TF/osjMd6CWtpZqeR/vcvH0QohzpJEQdRoJVkFRM47BsD2BhGUm/Q0sy0lWpNN3Yc/IrFePelJEEKIa8At9Vsx+caRAGw9lcHDaz4n+MY7qX/nixjqvUNuqDdZcL72AyUbjvkyVCHEGZIoiBpt5z/nYXQplPlpSKsXib+niA7WLwgf+iKG2Ca+Dk8IIcSvjGrSnte7DANgXc4hJqyfQ1C/x2gw6HZsjT+iyF+P1qNS+sRCLAfzfRytEEISBVFjHdi0h+TNZQBsaRSNU6ehi2UmgXXrEX7T0z6OTgghxLnc1+wGnm8/CIBlx/fx7Kb5RIx6gwZdW5LfbDFmgxaj3c3JsV/jPFXu42iFuL5JoiBqJJfbzak3VgKQH2RgX1wo8c7tNHBuInrsdBSdwccRCiGE+C0TWvdiQuteAHxz5Gfe2vEDMQ9+RKOWGjKb/YRToxBQZiPj7i8pO10s1ZuF8BGpzCxqpDVzVtD6mAeAH5vGoODkBssHuJsPxT+ph4+jE0IIcSHPtRtIoc3MnEPbmLZnHVGmQO6fMBf36zdywBVJy30NCc4tI23ULL5oeACdXifVm4W4yqRHQdQ4ZWYzYR/sASAjMoDjkYG0tc3FqJbw4ZFgueskhBA1gKIovHHDrQxMbA7AK6nf8/2p49R9cjENY+eT3shbfK15vsrQ4pYEBwczY8YMeY8X4iqSREHUOD9MWUBCoQYPsKFpNMHuHFrb5rMzvD/lbp1U9hRCiBpCp9EyteeddIqpD8BffvyGLU43cY8voG70fzhWxwFA54MuWubH4nJJ9WYhriZJFESNcizvJMnzcgDYGx9KYZAfXSyzKDTWZY/SGJ1OJxWYhRCiBjHp9HzU916SQmNwetw8vOYzDoUlEj5mGqFxb5AX6m3X52eV+tZoeY8X4iqSREHUKD++vYAIswanRmFLo0jinT8T59rO984UysrLpQKzEELUQKFGfz4f8ABxAaGYXQ7u/eFjKtregqfrvSiN3qXUpEHvUbnrQDTOXKuvwxXiuqGoqqr66sXz8vKYOXMm+/btIz09HYvFwuzZs+ncufMFj507dy6rV6/m4MGDFBYWEhsbS48ePRg/fjzh4eHV2s+ePZsvvviCnJwcYmNjGT16NA8++CAaze/PlTp06ABAWlra7z5WXLpNB/cRfcf3BNk1pNUP58emEYwoe4K4GweiDvgHYWFhkiQIIUQNdqQkn+FL36fYbiExMJxFN4/D9vEjnNqYTtS+uzC6VIrD/Wm4+H6MYf6+DleIWs+nPQrHjx9nyZIl+Pv706VLl9917HvvvUdgYCBPPfUUM2fO5L777mPZsmWMHDmSsrKyKm2nT5/OG2+8weDBg5k1axYjR47k3Xff5e23376cpyOuIJfHzb53lhFk12DXaUhtEEEL+1IiTGbqjH6DhIQESRKEEKKGaxwazaf978NPq+dERREPrJlNxAMfEtMqiJNN1+JRIKzIQvrYr3G7PL4OV4haz6fLo3bs2JGffvoJgFWrVrFmzZqLPnbhwoVERERUPu7UqRONGzdmzJgxLFq0iDFjxgBQXFzM+++/z913380TTzwBQOfOnbFarcycOZN77rmH2NjYy3hW4kqYv3UTAzZ7AIW0+uGgM9O27Csi7n4DbWDEBY8XQghRM7SLSmRazzt4aM3n7DidxRM/LWD6hLm4XruR4/a6NDjalJgjBez+80Lazhjh63CFqNV82qNwKcN+zvp1knBWq1atAO+QprN+/PFH7HY7w4cPr9J2+PDhuFwuVq9efckxiKvD4nRQNmMzfi4Fi0HL9nrhtLd+QVBcA0J7P+Lr8IQQQlxmA+u14OVONwPe6s1vpm+j7hMLiIz7huNxJQDUWX+UPe/+SEVFhRRkE+IKqVUF17Zs2QJAkyZNKrcdPnwYRVGqbAOoX78+fn5+HD58+KrGKH6/r9auYdB2b1K5tUEkQZwgyfEDZZ2noWhr1a+wEEKIMx5q0Y0T5UV8dGAzH+z7kYSgcEY+/Cnu90ZzyvIKMcU6Qmdu5e20HzhuzEGnk4JsQlxuteZTVklJCa+//jr169dn8ODBVbabTCYMBkO1Y4KDgykpKam2/exk5d9SXl5OUFDQH45ZXFiRzYxu5nZ0Hj1lfjp2J4TSz/Iexw0Nmf/9z0zuXSFzE4QQopZ6udMtZFcUszLrAC9t/Y74vvfSdsSLnJo7mXLbcwRZVe7YH8a3/UwUq0XMmDGDyZMny3VBiMukViyParVaeeyxxygtLeU///nPOZOC36IoyhWMTPxRny1fTr+93nx2S6MoYjx7qOPaxZ6ogVJ4RwghajmtRsPUnnfSJjIej6oybt2X5NwwltAuvbE2/gSnRiHY5qLf5kAC/YLkuiDEZVbjexRsNhvjxo1j//79zJo1i+Tk5Cr7Q0NDsVqtOByOaglEWVkZISEh1Z7zQsueXqjHQVwe2RXFhH6ejgYDJSY9++qGMKziU44EdeCUw4hOZ5fCO0IIUcv56w183HcsQ5dMI7uihPvWfMZ3d75D4MmbOW1fQ91DvUksstEhLZzcxBy5LghxGdXoHgW73c748ePZuXMnH3zwAe3atavWpnHjxqiqWm0uwvHjx7HZbNXmLohrx6xlS+l3QA/A1kaRNHRtIMh9gpXmhpSVlUlxNSGEuE5E+wfxab/7CTb4kW8t58GN84ic8C0BdbaSG58BQPvjVkYG9JfrghCXUY1NFBwOB+PHjyctLY3p06fTqVOnc7br0aMHBoOBRYsWVdm+YMECdDodffr0uRrhit/pQFEe8V9noFUVSkx6Dsb608H6OZHD/s5z/3yTyZMny4Q1IYS4jiSFxfBB77vRKhr2FZ3k6QNbiH98HoFxH5Efbgag2cpM9n2728eRClF7+Hzo0fLlywHYs2cPANu2baO4uBiTyUTPnj0BGDNmDKmpqRw8eLDyuMcff5yNGzfy2GOP4e/vz86dOyv3hYeHk5iYCEBYWBiPPPII06dPJygoiM6dO7Nz505mzpzJvffeS506da7SmYrf45MVy3j8gHeoWGrDSJKcywkLNRBz8zNoDCYfRyeEEMIXutdtwj87D+HFLYtYdnwfTUNjeHjMO5z66DnKbC8SbAHjv1aT3SSK+DZyfRfij1JUVVV9GUBSUtI5t8fFxVUWYDtXovBbx4G3RsKbb75Z+VhVVT799FO+/PJLcnNziY6OZvTo0Tz88MOXVMvh7ByFC81lEJdmb2EOWx79iFv2+VFq0vP5jbGMKn+Ueg/+h5BuY30dnhBCCB9SVZW//bSQzw5uBWB6jzvotG4qhT+sJWjfoxjccCoygAYL7yM43N/H0QpRs/k8UaiJJFG4sp6ZM4u/vF6ITlVY2SIWQ8QyukQdoN4/01A0Wl+HJ4QQwsecHjd3r5jF5rxjGLU65ve/j9D376R0VwDRh7yF2o60jKXLl3djs1koLi4mLCxM5i8I8Tv5fOiREL+2uyCbpgty0al+lPrpORqrYVT5d5S1nyhJghBCCAD0Gi0f9L6bW76fzvHyQh7Y8A3fPfgR/m/14ZS1ITFZzWi8N4+Vz85nkfkHXC6XFGQT4hLU2MnMonb6aNUKBu8zApDaMIKWjkUU6sOZtnQnFRUVPo5OCCHEtSLML4BP+o0lSG/klKWMP+1aT/jDn2Kq8xlFYWUAtPohkwZqYxISEggODmbGjBlyLRHid5BEQVwzdpzOouF3uehUhXI/HUfrQHP7EvZG9MXldksRHSGEEFU0CY1mWq+70CgKuwqy+UdJKRHDX0ZX/z+YjR70bpWh2/VobSYCAgKkIJsQv5MkCuKa8cGGFQzb4+1NSKsXQUvHAgr86pLpjkSn00kRHSGEENX0iU/iHx0HA7AoYxffNLiRgA69sDf+GLcC4RYnPVMDMZfb5VoixO8kiYK4Jvycf4KEJTkY3QpWvZYjdT00ty/jB0czKa4mhBDivB5q3o1Rjb1FV9/YvpJjQ17G1MBDcYMNADTNs9D2SByPPvqoXEuE+B1kMrO4Jny4dRXP7PDWR9iZGEYL1wICWvblkdHTZKUKIYQQ56UoCv+6YTgHi0+xuzCHcalLWPLALIyTb6KwohER+XH0OmIl4ycbtPV1tELUHBfsUTCbzRw+fLjy8eHDh2UikLis9hedJGzpCYLsCk6twsF4lWT7CmJGvU5CQoIkCUIIIS7IpNPz3z5jCDcGUGK38KeD2wkbOw19wvuUBdjRqBD73584uPm4r0MVosa4YKKwf/9+nnrqKcBb5OTpp58mPT39igcmrh/vb1/LPWne3oQ9caEkexYQ2nEYfvVSfBuYEEKIGiUuMJQZve5EoyjsKzrJqx4/Qvo9gNpoGg4tBNjdmJ9bQkFema9DFaJGuGCi0LFjR5o2bcrChQv57rvvaNy4cWXBMSH+qMyyQtQlh4g0a3ArsC9RR1PHaiJufdnXoQkhhKiBbqzbmBc7eCc3zz+6gyVtR+LXpA4VDRcAULfQzJ4nvsPpdPsyTCFqhIuazPzss88ya9YsZs2axfPPP3+lYxLXkfd3rWPMVj8A0uuE0ED5ntAOQzDGNfdxZEIIIWqqh1t0Y1iDNgD8c/sq8kZPQl9nH4Vx+wBotuckGyeuo6KigqysLBlSLcRvOO9k5uTkZBRFAbzDjgB69uyJqqooisKBAweufISi1sqzlJG/bA+JJQEA7KrnxwD7ck43/Yi6Po5NCCFEzaUoCv++8TYOlZziQHEej+zZzKI730H96BFKy18gpCyI+t/s4v+ObiJfOS5Vm4X4DeftUUhPT+fAgQOsW7eOJk2a0KRJE9avX1+5XYg/4r/7NjI61Vs34WhUIHX0KzhpqMP0b1fL3R0hhBB/iL/ewH/7jCHE4EeBrYLHyqwE9n4QpcE07DoVk9PNbelhxMc2lqrNQvyGixp6NHHiRO6//34efPBB3nrrrSsdk7gOFNstpK1JpU2ut1NrV70AWtiXkB7RSypnCiGEuCzqB0cwteedKCjsLMji/cZ9MTauh6XhXADiS2y02x2Ov3+gXHuEOIcLJgppaWmkp6czfPhwhg0bxqFDh0hLS7sasYla7IuDWxmxVQ9AfpCRIP/1FBujOOEKlcqZQgghLpve8Uk8mdIXgI8O/8z+of9EF3OIorre+QqdjpYRlREp1x4hzuGCiUJycjKTJ09GURQURWHy5MkkJydfjdhELeVwu1j802b6HjQAsCMxhFb2RaxxNJUqzEIIIS67J9r0oUfdJgD8JX0b3DEJXd0vKAuqQAEG77YztOudcu0R4n9cMFEIDAyskhg0bdpU/pDEH/Jdxm76bHajU8Fs0KJGbCO0YTMe+uf7TJ48WSaTCSGEuKy0Gg1Teo4m1j8Ys8vBoyUVBPR+EBpOw6FT8Xe4iZm1n3ypryBEFedNFMrLy69WHOI6oaoqs7dv4LZd3gJrOxNCaeFYRNStL0oVZiGEEFdMhF8gM3rdhVbRcLDkFO/W746hcQKWBvMAiC8ws+up76W+ghC/ct5EoVOnTqxYseJqxSKuA5vzjtHox2ICHeDSKBTGZhIdH41/ywG+Dk0IIUQt1zGmPi+0HwTAnMw97Bz0AtqYfRTX2Q9Ay505rJ+8wZchCnFNOW+ioKoqDofjasUirgMz92zg7jRv3YQDdUJIUhcQNuipynodQgghxJX0SMvuDEz0FvV8+uhuXENfQhv3BeWBZhSg/lc72LshQ4qxCcFFLo8qxOVwrPQ0tvXHiC/1JgXH4svxdx3nmLGpjyMTQghxvVAUhbe7jSIxMBy728WfbArG9jejNpyGQ6sS6HBT8dJynnn677zyyis8/fTT7Ny509dhC+ETkiiIq2bm/k3cdaY3ITMigETddxwI6MCMD2fKHRshhBBXTYjRxPu978Kg0ZJRXsg7TQeiq2PC0mAxAPXzK+hxujnx8QlSjE1c1y6YKBQWFuLxeK5GLKIWK7Zb+GnrDjpmaQFIj9cQ50rjRERnKXIjhBDiqmsdGc8/Ow8B4Nu8THYPeh5NxE8UR2UC0ONQOSGnowkICJDrlLhuXTBReOutt2jXrh2jR4/mlVdeYe7cuezdu1fmLojf5etDaQzb5i2wVuqnJyhoBceCUii1uqTIjRBCCJ+4J6kzQxu0BuDpU7mofSegTfwIi58TnUdlQJoTe6lWrlPiuqW7UIOUlBTsdjsHDhxg165dgHd8n1arpVGjRjRv3rzyKzk5mYCAgCsetKhZPKqHb/Zs4b97jQDsS/CnsWMVH7luxmaXAmtCCCF8Q1EU3uw6gp2nszlRUcRjAXHMbNIGu3UWngOPElnhoMf+KCJeu1muU+K6dMFE4a677mLIkCG4XC6OHDnC/v37K7/S09M5ePAgCxYsQFEUNBoN+/btuxpxixpkXc5hmm0zE+AMxKUo2CO3E95+GM8MeYOwsDB58xVCCOEzwQY/pva6gxFL3ie9rJDPO47ljtwXKI3fQlhWF9pmlbN7SQF08nWkQlx9F0wUKhvqdCQnJ5OcnMyIESMA7/KpmZmZ7N+/n3379pGenn7FAhU116f7N/OnM5OYD8UG0VhdTPSQZRgTEnwcmRBCCAHtohL5a7sBvPHzct7PO073m56nzvwXKStNJrgslMYL97KjWwPa9m/i61CFuKouOlE4F0VRaNCgAQ0aNODmm2++XDGJWuREeRH5247SqDAEgJN1T9EkqTnGhNY+jkwIIYT4xbhWPdh08igbcg8zrsLG4k4jcTtm4Nj3PP5ONwWv/0BBmzpERksvuLh+nHcys0Yjq6eKP2Z2+hbuPNObcCrISKxhMWH9HvNxVEIIIURVGkXDu91vJ9IvkDKHjb/V7Yi2bgjWBvMASDxt5ufnllJaWiaF2MR147yZQFpaGr169bpKoYjaxupysmxnGr0PezuuDsZrCHIf5ogiQ46EEEJce6L9g3i3x+0AbCo5zboe41DC0iiOPgJAy9TjTH38QynEJq4b500U/P39CQoKulqxiFrm+4zd9NkGeg/YdBr0YWs5GJDCjA8+lDsxQgghrkm94prySMseALxSVIyl2/1oEz7FbHKgVWHYfj0J0clSiE1cF2RskbhiPjmwmdt2mQA4UDeQ+p61ZIVLgTUhhBDXtufaDaBNZDwqKo+a4tEmNMbVYBYeBSLNDjrtCsbfP0iuZ6LWk0RBXBF7C3PQbT9FbLn3cXl0Oif9G1Js80jhGiGEENc0g1bH1J53EKg3ku2wMbPtaJSQXErjtgHQLrOMiMwIuZ6JWk8SBXFFzDmUxh07vMPWckNMJOgXscGSQFmZFFgTQghx7WsQHMnrXYYC8FmFmZzuD6Gts4CyIO9Qo0F7HNzWf4xcz0StJomCuOysLic/7NtBt6PeX68TdczUaZDAY/98j8mTJ5OSkuLbAIUQQoiLcFujdtxSvxUA4zShKA3bQ/0PcGkg2ObCNCsdi9nh4yiFuHJ8mijk5eXx+uuvc+edd9K2bVuSkpLYunXrRR2blpbGCy+8wLBhw2jRogVJSUm/2TYpKemcX3PmzLlcpyJ+ZenxvfTarkHvAYdWgzFsFREDHychIUHuvAghhKgxFEXhja7DifEPpsLt4l9JN6GEWihPXANAk+PFbPy/NT6OUogrx6eJwvHjx1myZAn+/v506dLldx27ZcsWUlNTqVevHsnJyRdsP3jwYL7++usqXwMGDLjU0MV5zDm4lZG7/AE4HGuiYdARAtsO9XFUQgghxO8XZvTn3e6jAPjBamVX94fRRq2kNLQQgCZL9rN79RFfhijEFePTRKFjx4789NNPzJo1i9tuu+13HTt+/HhWr17Ne++9R7t27S7YPjIykpSUlCpfERERlxq6+A3HSk9TujOLxGIV8E5ijuh+D4pO7+PIhBBCiEvTvW4THmp+IwBPOw24WvRFqf8BDp2KyenG+voqSootPo5SiMvPp4nCH6n8LFWjr01fHU7jzu3BAJwONBJr/J6QHg/6OCohhBDij3m+/SCSQmNwo/LXup1RQrVY6i8CoN6pclL/sZLy8nKp2ixqlevm0/aiRYto3bo1rVq1YtSoUSxdutTXIdU6To+bxft/ps8h769VZl07paqbfTklvg1MCCGE+IP8dHqm9ByNQaNll9PJ2s5j0IRvoTgyC4Dk9UeY+MQUqdosahWdrwO4GoYMGULPnj2pU6cO+fn5zJkzhyeffJLTp08zduzYau07dOhw3ucrLy+XitXnsDornQ7b3fi5wKVR0IWt4XBQO+bPmMHkyZNlIrMQQogarXl4XZ5rP5DXti3lVbeBjs36EOD6CGv5i5jsWm5ND+K7vo2w2IqZIdc+UQtcFz0KkyZNYsiQIXTo0IHBgwfz6aef0qFDB959911sNpuvw6s15hzaxvBdAQAcizYRpUmjMKylVK4UQghRazzcohtdYxuCovBEdFuUED/sDbyrKMaV2GixLwJ//wC59ola4broUfhfGo2GoUOHkpaWxqFDh2jdunWV/Wlpaec9/kI9DtejfEs5B/ceofmpEABKo45RENiMCotNKlcKIYSoNTSKhne7307/Re9yzGHju7ajGWJ+n8KYo0ScakTXQ+UciQqWa5+oFa6LHoVz8Xg8gEyKvlwWZexkxJnehAqjjvCA7/ixPFYqMQshhKh16gaG8s/O3mW/39EEUprUG338p1iMbnQelUG79Yy56yG59oka77r8lOzxeFi8eDEBAQE0adLE1+HUCvMOb2fQfgMAmTEq8cmNeOqfk6QSsxBCiFrptkZtGZjY3DsEKSYFJTgQR4MvAahbasP2WSYej+rjKIX4Y3w+9Gj58uUA7NmzB4Bt27ZRXFyMyWSiZ8+eAIwZM4bU1FQOHjxYeVxRURGpqakAnDhxospzxcXF0aqVt+T6rFmzyMjIoEuXLkRFRVFQUMCcOXP4+eefeemllzAajVfnRGuxA0V5aPcUEF3hXRbVFZlGeN9HCEpI8HFkQgghxJWhKApvdh1O6qlMTtgtzGszkhHmDyuHICVvOc72BXvpcFsrX4cqxCXzeaLwxBNPVHk8ZcoUwPthf82a3y6Lfvjw4WrHnn08fPhw3nzzTQAaNGjA6tWrWbVqFeXl5ZhMJlq0aMGMGTPo06fP5TyV69a8o9sZtdObJJwKMhIflkpgm098G5QQQghxhUWZgnjjhlt5dN2XTNUF0zupF2HuT7GUvoy/TYv27fUUdm9ARLQMQRI1k6KqqvSL/U5nJzNfaNLz9cDt8dB1zpvMmWjA36mys7GNdqOLiL77HV+HJoQQQlwV49d9yXcZu4n3OJm9fTaek3UITR8DwN6u9en89iBKSksICwuTeQuiRrku5yiIy2fTyaO03OnE36niUUAfto6TUV18HZYQQghx1fxfl2FEmQLJ1uj5us0INMH7KIw9CkDyluNMkkJsooaSREH8IV+lb2XEbu/dkRMRfhj0B5k+b42UrxdCCHHdCPML4K2uIwD4QBdKUeNu6OM+xeLnXQVp2MEg4us2Ijg4mBkzZsg1UtQYkiiIS2Z22kk9eJCUbO9Ss8VRJ8gObiVFZoQQQlx3BiQ2Z1TjdqAo/CWmLQQYcdQ/swpSiY0W+6UQm6h5JFEQl2zZ8b0M2mVCq4JNpyEoaDn7lYZSZEYIIcR16ZVOQ4j1DyZb58e8FjefGYJ0DICuB8vxywuQa6SoUSRREJds0bHd3HTAD4Dj0RqKqSC/wiUF1oQQQlyXQowmJnUbCcD0gHhKElLQx32C2c+DzqPSf48f9937sFwjRY0hiYK4JEU2M0f2H6VRgRsAR/heWt31ohRYE0IIcV3rFdeUu5p2QlUU/hrfBfw02Ot/DUB8iQ373FwfRyjExZNEQVySpcf3MnRXEABmg5ao6C3U63Ov3CURQghx3Xux42Bi/YM5aghiZfOb0AXvoiAmB4CGqw+Tvu6YjyMU4uJIoiAuyXfHdtHvoB6ArGgXdW8YgKLT+zgqIYQQwveCDX682XU4ABNDGmKOaYohbiY2AxjcHspe/wGr1eHjKIW4MEkUxO92ylJG3p4TJJR4hx25InYR3PVuH0clhBBCXDv6JTTj1oYpeBQNf6/XAwwOzPWWAJCYW0bam+uoqKggKytLlksV1yydrwMQNc/3mXsYsTsEgFI/HTq/jaSXPEOKb8MSQgghrimvdh7Cj7mH2Q1sbjaQrnuXUhjRlYjCMOIW7eXlnLWUqPnodDrGjRsnc/zENUd6FMTvtvDwdnof1gJwMtrKSVM8M95/X+6ICCGEEL8S7hfAa52HAvBqWFPsEYnoEj7AoQN/h5vBmQnExydKITZxzZJEQfwu2RXF2PedJqbcO+zIHb6N3LC2UkBGCCGEOIchDVozMLE5Dq2e1xv2QTGUUJqwAYAWuWbqZEUSECCF2MS1SRIF8bssztjNiN3e1Y6K/PXoA/aQ5zBJARkhhBDiHBRF4f9uuJVggx+bAqLY07QXxshlFIVYAOi904GjRJXrqLgmSaIgfpfFR3fR84j31+ZUdBn7XZGUlZVJkTUhhBDiN8T6B/NSx5sBeDGyJe7AUDSJ/8WlgRCbi64HonnkkUflOiquOZIoiIuWWVaIblchYRYPAEr4Twx+ZqoUWRNCCCEuYHSTDvSo24RyvYkZjfqgMZ2kOH4HAO2zLLDP4+MIhahOEgVx0ZYf38fQfcEAFATqqddSJbFFB7kDIoQQQlyAoii81XU4/joD80MbkBPXCmP0XEqD3CiAceomygrNvg5TiCokURAXbVnmHrqeKSZZEFlE+A2jfBuQEEIIUYMkBIXzbLsBoCg8X7czqkGHO/FTPEBEuZ09L67wdYhCVCGJgrgoeZYyHLtOEf7/7d15fFT1vf/x10wmezJZSUL2ICSgbCFh1yDbxWJdaLVuoG1dquAtFW6Lv0vrUmkr3rpUhdgKtVBQS0VwvSibdQEJaJGdJISQBRJCkslGFpKc3x8juaVBhGSSSWbez8eDh8lZMp/zyZhzPvM93/P5+rYjc+guAtK/5+SoREREepcfDRrHsPBYiv1CePuyq7H4Z3MypgCAhE/yyPnoiBqxSY+hQkEuyoZj+7nu69uOKv0sVHvmsDfnmJOjEhER6V08zGYWj5uBh8nM0ogrqA2JwzdqOad9TFhaDWyPf8j8eT/nscceY/78+ezevdvZIYsbU6EgF+XdvK8Yn2d/u5SFV3M8YICaw4iIiHTA4LAY7rniSs6YLTyecBUmj0Zq498DIK60lpE1KcTFxakRmzidCgX5VhUNddj2H29rstYa/AVlwUPUHEZERKSD5g+fQmxAMF8ExfBF0lh8gj+mLNxeEFx9sBVLg7casYnTqVCQb7Wx8CDf3Wu/7ajax0JzcB62hlY1hxEREekgP08vfjt2BgBP9E3jjF8wnjF/5IwHBDS1kP5VEHW1dTrXilOpUJBv9b/H9nHV2SZr4bXsawxVkzUREZFOmhSbwvVJQ6n29CUzaQJm7zLKY78CYNixOkJKgnSuFaeyODsA6dlqzzSSvyePmKpAAFpDv+J7D79IaEw//eESERHppMdGXcc/irNZHzaA7/W9nNjWv1FVPoSgWjPXHwkiKWmgs0MUN6YRBbmgLYWHmL7HXiTUeXkQm9pEfMpQFQkiIiIOEOEXyH+nTweTiYWxYzA8PTgTvxoDCK9q4KtHP3R2iOLGVCjIBX1QcICMXPvA04nwBsJGX+fkiERERFzLbcnpjIpMpNAvjPcTx+EVsJ/S6FIAYjdnk59V4OQIxV2pUJBvdKa1hb0Hs0msaAagNXQvASNudG5QIiIiLsZsMrN43PfwNHuwpO9wTgeE4xv1R+q9TXi1GJQ98iEtLa3ODlPckAoF+UZZpflkfOULQKPFTMTgaizWPk6OSkRExPUMCI5g9pAJNHh48XT8eEyW01THbwYgrqCSL57/WN2apdupUJBvtLnwIBm5ngCUhDazpaBaHSJFRES6yH8OnUiSNZyt4QPIiRyIb/CHlIWdASD4r//kt4/8Tt2apVupUJBvtDX7AINK7E3WGkNyKbUOVodIERGRLuJj8WTRmOvBZGJR/HhaPSyYY1+m2QzWhmaml1+ubs3SrVQoyHkdqSpjwO5mPFsNWk3QHLIHkzVSHSJFRES60ISYZL6bOIRCv1DeShiLp3cBJ2LyARhxpJ6opgidi6XbqFCQ89pUeJDJ2fb5CaVBZsqtAdTVqUOkiIhIV3tk1Hfxs3jxcswIavzDCYz8MzU+JjwMGP+lNxYPnYule6hQkPPadOwAIwrtT1ioCT3OruogdWMWERHpBtH+QcxPnUKDhxf/k3glZnMTNQkbAUgsb+SWvtN1LpZu4dTOzCUlJSxbtoz9+/dz6NAhTp8+zcqVKxk9evS37rtr1y7Wrl3LgQMHyM3Npbm5mcOHD3/j9itXrmT16tUUFxcTFRXFLbfcwt13343ZrFrp39kaT9Oyq4zARh8AfGKzmfPfSwgNDdUfJhERkW7w48vHsybnCz41DA5GDmKQsYnS8AwiT3kR9+5Rah+sI6CPv7PDFBfn1KvkY8eO8d577+Hn58eYMWMuad/PP/+crKwsEhISGDjwwu3Nly5dyu9+9zumT5/O8uXLuemmm3juued45plnOhO+y/qoOJuph+x/fCr9PYi/agDx8fEqEkRERLqJp9mD3469EUwmfhs/nlaLJx4xy2k2mwisP8PBhf/r7BDFDTi1UBg5ciTbt29n+fLlfP/737+kfWfPns3mzZt5/vnnGTFixDduV1lZyUsvvcQdd9zB3LlzGT16NPfffz/33HMPr7zyCiUlJZ09DJezsfAgY47av64ItWEdcb1zAxIREXFDo6OSuLn/CIr9Qngjfgxe3scoibN3aY7+7CgFn+U7N0BxeU4tFDpz28/F7vvJJ5/Q2NjIjBkzzlk+Y8YMmpub2bx5c4djcEXNrS1kf5VL32r7Y1Hpcwjf5CudG5SIiIibWpg+nSAvH16JSaMmIJyAPi9T42vGw4CKxz6kqqpajdiky7j8Dfo5OTmYTCYGDBhwzvLExER8fHzIyclxUmQ90z/LCpnwlX1uQr2nmROeh/hq7z4nRyUiIuKewn0DWJB2DY0envxPwnjM5iaq4+0Tm6OKq1h5z4s89thjasQmXcKpk5m7g81mw9fXFy8vr3brrFYrNput3fL09PQL/syamhoCAwMdFWKPsvHoPsblW4BmToY2URqYxMbMTJ5++mnNURAREXGCO5JH8becXXxqGBzqM4CBxkZK+0wgsszCtCO+2K5JpPpMNZk6X4uDufyIwrcxmUzODqFH+fToYQaUft2NOTiXyuAr1NhFRETEiTzMZn479kZMJjNPJVyJYTZjjl5Gs9mEtaGZ4ftC8Pf31/laHM7lRxSCg4Opr6+nqamp3ahCdXU1QUFB7fbZtWvXBX/mt4049FYVDXVE7W7As9ULAzgdlktVfaiarImIiDjZsPBYZg0czcpDn/NObBrXF+6kOLaQhIJYUo80sDfapPO1OJzLjyj0798fwzDazUU4duwYDQ0N7eYuuLOPj+cwIccPgDKrB3ktTWqyJiIi0kP8fMR/EOLtx7K4MdR7B2CNWEa1jxmLYTBhfxD333+/ztfiUC5fKGRkZODl5cVbb711zvJ169ZhsViYNGmSkyLref5RnE1akQFAdUgZ185dzNNPP83w4cOdG5iIiIgQ4u3HghHTqPX0ITN+LB7mBmwJnwBwWfkZ/Pe2OjlCcTVOv/Vow4YNAOzduxeAnTt3UllZia+vLxMmTABg1qxZZGVlndN5uaKigqysLAAKCgrO+VkxMTEMGTIEgJCQEH7yk5+wdOlSAgMDGT16NLt372bZsmXceeed9O3bt3sOtIdrNVrJ3X2E8Fr7W8IzpoCE4RlOjkpERET+1W3JI1l1eAfvG6384OQBYo13KA2/kshTBsaSzzhz8xA8fds/wEWkI0yGYRjODCAlJeW8y2NiYtiyZQtw/kJhx44d3Hnnnefdd8aMGTz55JNt3xuGwYoVK3j11Vc5fvw4ERER3HLLLdx7770d6uVwdo7Ct81l6E32lx9n7YLV3LfN/lhUr4eKiPnhs84OS0RERP7NztJ8Zrz/EkNsRfzhq9eoaxhC5N47MBtQeuNghv32O84OUVyE0wuF3sgVC4Ulez4iZd4/GXy8mWORzQz+Qyr+Q69xdlgiIiJyHv/5j9dZl7ebJw6/z/iS/dhO/JL4wgAaLWa8XruFZqtBSEiI5ixIp7j8HAW5OBv2fUHy2ceiBuWR0xTs3IBERETkGy0cOR0/ixfPJ1xJs8ULv4hMGjzNeDe3smfu39WETRxChYJQUllOyJ4GvFrsg0u1IdlkvvyK2sGLiIj0UFF+VuYOm0SZj5VVsaPw8ijnRIL9Fu2hx5sZ5pOC1WolMzNT53PpMBUKwpaj+5mYa38s6qlAM5UhAWraIiIi0sPdc8WVJFnDeT02nUr/MEJCVlAeYMYEXLnbGz9fNWGTzlGhIOypK2NEoX00oSqknCNEq2mLiIhID+ftYeGxUd+lycOT5xLGYzY1U5fwAQDRlU3E5/jrfC6dokJByM0pILLGPj+h3nqQ4jqzmqyJiIj0ApPjBjI5diCfhCezP6wfwf6bKezTDEDGIQ/um3WPzufSYSoU3NzJ0zX0++IMAE0eJmIzItVkTUREpBd5bPR38fKw8GziVRiY8Iz5C81mE4GNLVjWHHd2eNKLqVBwc5+dOMK4fE8AyoJbicu4UZ88iIiI9CJJ1nDuveIq8gIi2NB3KH5euRTFlwMQtiWHin0lTo5QeisVCm7u0+M5XH7C3vK9PvgEvilXOTkiERERuVQ/HTaRSD8ryxLH0WTxITAsk1ofDyytBkW/+sDZ4UkvpULBzRV/eQxrg71Q8B9Qg9nb38kRiYiIyKXy9/RmYfp3qPQKYGXsSDw9aihN2AtAxOGTFL6z38kRSm+kQsGNHasp5wr73xBOe5npMyrWuQGJiIhIh93YbxjDw+N4IzaNCt8QwqyrOBliv7249qmPKMg/pp4KcklUKLixT48fYUy+BwCnght5efNX6uAoIiLSS5lNZh4fbX9c6tLE8ZhNrdTFvgtASPlp3v/ZCnVrlkuiQsGNfZx/kAEn7Y9FbQgqoD6onzo4ioiI9GJpEQnckDSMLX0GkhMUS5jvVvIj7Of6yccCCPUN0rleLpoKBTdlGAand5bg02xvtFYbfgy/gEB1cBQREenl/l/6NXhbPHk+KQMAS/Sqtselji6I1rleLpoKBTd1qLKU9EP2+xarfD0ot1qoq6tTB0cREZFeLjYghPsHZ7A/KIZ/RAzC6nWQozFVAKTlNBPaEqBzvVwUFQpu6rMTuaQX2r+uDKlhd5UP1dXV6sgsIiLiAmYPmUCkbyAvJV1Fs9lCUMQyTnua8Wwx+EHdcJ3r5aKoUHBTWUdzSSi3PxbViDjB3MeeVkdmERERF+Hv6c2CtGmU+gSxJiYNH4+TFCfmAxC7/xRl2445N0DpFVQouKFWoxXz9jIsrQYGED7Kh/j4eH26ICIi4kJu6j+CIWExvBo/mhrvAMKCl1MZ4IkJOPnrDzEMw9khSg+nQsENHaosJfWI/VdfEWAmauxYJ0ckIiIijmY2mXl01LWctnjzcvxYLKZGyhM+AyCswEbB67udG6D0eCoU3NCOkqMMKzYBUB1Uhe+giU6OSERERLrCmKh+TE8YzPt9h1IYEEkf/zc5Hm4BoPEPn1KQl69Hpco3UqHghjbv/ZLYSvv8hLrAQvblHXdyRCIiItJVFo78DhYPT15IugoT0BT9Bq2AtbqBTXNXqQmbfCMVCm6mpqYGyxc2LK32+xKrQovVeEVERMSFJQSGcfflV7IrNIkvQ5MI9fmcvOgzAEws8KWPT7CuBeS8VCi4mb3H8xlV5AdAhb8ZW0iwGq+IiIi4uJ8Om0i4TwAvJV6FgQm/qFdo8jDhe6aV8Xl9dS0g56VCwc1kN9lILbJ/XRVUQ35rHzVZExERcXGBXj78V+pUcgMj2RQxiABLHkfiKwAYkneG8GY1YZP2VCi4mb2lx4mr+Hp+grWAk7XNarImIiLiBm5NTmdAUAR/TrqSZrMHoeHLqPH2wGLALTXDdC0g7ahQcDP124+3zU+IGOmnJmsiIiJuwmL24L/Tr6HUJ4i10SPwNZVTnGRvvBZ9qJyKHWrCJudSoeBGimttDDpkH02o9PMgafIEfXogIiLiRqbEDWJMVBKr48dQ5+lLn8BllAd6AlD6601Ojk56GhUKbmRH6VFGFNn7J1QF1eA7cIKTIxIREZHuZDKZ+NXIa6n19GFl3Gg8TQ2civ8nACFHKyh554CTI5SeRIWCG8kqzGubn2BElmOxRjg5IhEREeluw8JjuaHfMNbHpFLmG0yk32ucCPMCoOp/PqLwWIEelSqACgW3UvlxPl4t9vkJBZaDaq4iIiLiph4eMQ2TxZs/JYzHbGqhJmYjAEGn6nh77stqwiaACgW3UVh+koE59q+rfD04Feyn5ioiIiJuKi4wlB8NGseWiEEcCYwi0ud/yYuwXxZOLQwhxM+q6wRRoeAuPis4zPBi+/wEW1AdNUED1FxFRETEjf3nsIlYvf1YmpSBCSBmLS0msNa3kF4cpesEUaHgLnLqK0kot992dNpaSnmDSY3WRERE3Fiwtx9zh03inyEJ7AxNItxzB7kxLQCkHYIAw1vXCW5OhYKbKNt/Ar8z9onM5X4FVFdXq9GaiIiIm7tr0FjiAkL4Y1IGrZjwjVxJk4cJ3+ZWZprH6zrBzalQcAPNrS2Efmm/x7De08zw712lRmsiIiKCt4eFBWnTyAuI4MPIKwj2OMzRxDoA+n5+gvpjuvXInTm1UCgpKWHRokXcdtttpKamkpKSwo4dOy56/4KCAmbPnk1aWhqpqance++95ObmttsuJSXlvP9ee+01Rx5Oj3W4spTUAvvXFdZm4sddp08IREREBIDrk4YyLDyWPyddyRmzJ9aQl6nz9sDSapD/6IfODk+cyOLMFz927Bjvvfcel19+OWPGjGHLli0XvW95eTm33347YWFhLF68GA8PDzIzM5k5cybr168nKirqnO2nT5/OXXfddc6yuLg4hxxHT7fr5DHSyuwTmRuCK/Hsm+LkiERERKSnMJvM/HLkdG4+VcTa6OHcWrSTwsQSBh7uQ3BWAVW7iwkaHuPsMMUJnFoojBw5ku3btwOwadOmSyoUli9fTnV1NWvXriUyMhKA4cOHM3nyZDIzM3n88cfP2T48PNxtb7XZn3uUabX2yUk+l53BZDI5OSIRERHpScZG9WNq3CBeO1PP9SV7CQv6I5X+jxNSd4YTj28kaN0PnR2iOIFTbz0ymzv+8ps2bWLcuHFtRQJASEgIEydOZOPGjY4Iz2WYt58CoMUEYaPCnRyNiIiI9ET/nf4d6rz8eDV2JN7UciLxEADBh8vIfmOHeiq4oV45mbmhoYGCggKSk5PbrUtJSaG8vJzy8vJzlr/11lsMHTqUIUOGcPPNN/P+++93V7hOdaq+lpScJgAqAk2s2LpDnRZFRESknQHBEdzcP403Y0dg8wogym8FJcFeAFT9/hPmz1O3Znfj1FuPOqqqqgrDMAgKCmq3Ljg4GACbzUZYWBgA1113HRMmTKBv376cPHmS1157jYceeoiysrJ28xYA0tPTL/j6NTU1BAYGdv5AusFnBYe5vMQMtFBjreJ0UBKZmZk8/fTTmtAsIiIi55g/fArr83azIn40c3M3cyJuJ1G2YcRVGwxriNY1hJvplSMKZ13svfa///3vue6660hPT2f69OmsWLGC9PR0nnvuORoaGro4SufacSyXmEp7/4TT1lJ8A4LUaVFERETOKzogmB8OHMt7fYdR4hNMtO/fKQyzjypclW2l5YyuIdxJrxxRCAoKwmQyYbPZ2q07u+zsyML5mM1mrr/+enbt2kV2djZDhw49Z/2uXbsu+PrfNuLQkzTtqcDSau/IXBVWTl1dkDoyi4iIyDd6cOjVvJqdxfLE8Sw89B61sR9B+Tj6VDeTauurawg30itHFHx8fIiLiyM7O7vduuzsbEJDQ9tuO/omra32T9k7M6G6pzvT2kL0/tMAVPuYOXSmRh2ZRURE5IJCfPyZPeRqtkQMIs+/D3293yUvwv7Z8n8U98Hf29fJEUp36bVXyVOmTGHbtm2UlZW1LbPZbGzdupWpU6decN/W1lbeeecd/P39GTBgQFeH6jSHK0sYUmT/2mZtYNaC36sjs4iIiHyruy8fTx8/K8uSrsJMK2diNtAKBNY0UfTyxTfHld7N6bcebdiwAYC9e/cCsHPnTiorK/H19WXChAkAzJo1i6ysLA4fPty23913383bb7/Nfffdx5w5c7BYLGRmZmKxWLj//vvbtlu+fDlHjx5lzJgx9OnTh1OnTvHaa6/xxRdf8Mgjj+Dt7d2NR9u9dp8qYmSF/evm8BriU4ZeeAcRERERwM/Ti58Nn8x/n65mnzWGK6o3kRf7HfoXnaH5lZ20/igds6+Xs8OULub0QmHu3LnnfP/CCy8AEBMTc8EGbOHh4axevZrFixfzi1/8AsMwSEtLY9WqVURHR7dtl5SUxObNm9m0aRM1NTX4+vpyxRVXkJmZyaRJk7rmoHqI7EP5TKm332Ll219N1kREROTi3ZY8kj/t+4Q/9cvg+d2vYUS8QXPxjfjWNXHsD5+S9LBrX0cJmAzDMJwdRG9zdjLzt016drZf/fJF5rxZT4sJWh73JP6mnzk7JBEREelF3s77itn/eI3f7F3LmIo8SkufIvlYK43eHphevZ7QuCjNe3RhvXaOglxYfXMTidn1AFQEmln2wcdqkiIiIiKX5LtJQxgcGs3ypKswAZ59VtHkYcK7sYXtP3ud+fPVhM2VqVBwUTuLjjCw1P7rrQ2soTEokczMTLVfFxERkYtmNpn5f+nXkBcQwaaIQYSZ95AT2wTA2OM+RHoF6frChalQcFE7inKJqbTfVXbaWo5vgFWN1kREROSSZUQPYHzfy/hL4nhaTGYC+qyk3tOMV4vBuPwoXV+4MBUKLsqWU45Ps71QqAkup66uTo3WRERE5JKZTCYeTruG474hvNN3KCHmHHLjawAYnNdCWLOvri9clAoFF+W3pxqARouZnJZSNVoTERGRDkvtE8f0hMGsih9Lk9lCaOgr1Hp7YDHgtjPpur5wUSoUXJCt8TTJeY0AVFhb+cG8J9RoTURERDplQdo0qnysrItOJdBURH5iOQCRu8toyC77lr2lN1Kh4IL2nCrmsjL7r7Y+qJr4IWNV6YuIiEinXBbUh5v6j+D1uFHUe3gRav0zNj9PzEDBos3ODk+6gAoFF7Tn+DEiquyN1ixxzZhMarYmIiIinfezYZM47RPIGzFpBJhOUphYAkDgrkJO7y9xcnTiaCoUXNCpHYVYvm6jZx0W6NxgRERExGXEBYZye/Io/h6bTp3Fm/CAP1Pp54kJKHhiI4WFhXpUqgtRoeCCrLsrAKjx8eCNL7epEYqIiIg4zE+HTeSMTwB/ix2JP+UUJhYBELynhD/+/Ck1YXMhKhRczLFTpaQU24cTqgKbqLcmqRGKiIiIOEykn5UfDhrH2pg0qj19iQh4hVP+ngBMP9kPq9Wqaw8XoULBxWQV5RJXYZ+TUBdgwzMwTI1QRERExKHmDJmA2SeAV+NG4YeN4oSjAPQraSahIUjXHi5ChYKLKaqtIrzWPpH5tLVSjdZERETE4UJ9/Lnniit5KzqVCi9/+gasoCzQC4ARX/nq2sNFqFBwMXVflWH+eiJzkWexGq2JiIhIl/jJ4Ax8fK2sih+DDzUUx2cD0O9UK/dn3KprDxegQsHFBO61D/PVeHsw5cez1GhNREREuoTVy4cHhkzgvb5DOeltJdp/FaVWbwAC/pbv3ODEIVQouJCapgaSCs8AUBV4hviR01TNi4iISJf58aBxBPkFszJhLD7UUhp/AIDA3FNUfXzEydFJZ6lQcCEHKk4QX2H/lTYG1+HhH+zcgERERMSl+Xl68eDQq/kg8gqO+wYT7buakmD7qMLJxR9hGIaTI5TOUKHgQvaVFBJebZ/I7BWn/zFFRESk681MGU1EQCh/SRiHl+k0J+P2ABB4tIKqzTlOjk46Q4WCCynb+X8dmQOGqCOziIiIdD0fiydzh09iS8QgjvmFEe3zOsUhPgCULt5CTU2NkyOUjlKh4EI8vzwJQJ2XmbW7PlZXRBEREekWtwxIJ84azl8Sx+Nlqqc89ksAgopr+OPdi3RN0kupUHARFVU2+hU1A1AV2EJDUKK6IoqIiEi38DR78NDwKXwcnkyufx9ifP9GYah9rsKUgggyl+qapDdSoeAivizKI6Hc/uusDajGEhiurogiIiLSbWb0G86AkEj+knglnjRii9sJQFR1K8mnrLom6YVUKLiIoqYaIqrtExTUkVlERES6m4fZzPzUqWwLu4zsgEhivN/gWJh9VGFyUSTBwcHODVAumQoFF3FqTymWVnuhcNzzuDoyi4iISLf7TsIVDArty4qEcVhooio2C4CoWoMz/yh0cnRyqVQouAjPr8oAqPc0c/WPvq+OzCIiItLtzCYz81KnsD3sMg4HRBLrvZaCcPsTkCqe+0R9FXoZFQouwDAM+h49DUBVQCvxI/9DIwkiIiLiFNPiL+fysGhWJI7HQhO2GPtchYDj1VRuOOzk6ORSqFBwAcV1NuLKTQCcDqzHYo1wckQiIiLirswmM/OGT+Hz0H4c/nquQmHY16MKz36sUYVeRIWCCzhUWUJEtb1QMCKanByNiIiIuLtp8ZczOCyGFYnj8aSRypgvAAgoquLIa9v1qNReQoWCC9j+6S78m1oBKGjOV1MTERERcSqTycS8VPuowqHAKGJ8/k5RqH1Uwfb8Z8yfN1/XK72ACoVerra2lvJPjwLQCtiCG9RoTURERJxuatwghoTHsiJhHJ40UB77TwBiq2FIY6SuV3oBFQq9XGVlJckVngBU+XvQEByhRmsiIiLidCaTiXnDJ7OjbVRhDUUh9r4K43KDaT6j65WeToVCL+cfZOWyCgsANf6NnGjyUaM1ERER6RGmxA1iWJ84ViSMw4t6TsXtASC6soXk2hBdr/RwKhR6uZLm0/S12X+NtX5VVNXUqdGaiIiI9Aj2UYUpbaMKsd6vUxxsH1W4rrI//v7+To5QLsSphUJJSQmLFi3itttuIzU1lZSUFHbs2HHR+xcUFDB79mzS0tJITU3l3nvvJTc397zbrly5kmnTpjF48GCmTJnCyy+/TGtrq6MOxWkOniwmrNZ+HD6JFjVaExERkR5lUmwKw/vE20cVTPWcitsHQGhxDdUf5zk5OrkQpxYKx44d47333sPPz48xY8Zc0r7l5eXcfvvtFBcXs3jxYp555hmqqqqYOXMmJSUl52y7dOlSfve73zF9+nSWL1/OTTfdxHPPPcczzzzjyMNxihNfFODx9eOII9KjNJIgIiIiPcrZJyCdHVWI9n2d41+PKpT9zz+cHJ1ciMWZLz5y5Ei2b98OwKZNm9iyZctF77t8+XKqq6tZu3YtkZGRAAwfPpzJkyeTmZnJ448/Dtgn+7700kvccccdzJ07F4DRo0dTX1/PsmXLmDlzJlFRUQ4+su5j2n0SgAaLmYhRg5wcjYiIiEh7E2OSSY2IZ0XCeH63by3FcfuJtvUnIK+c6o/zsGb0c3aIch5OHVEwmzv+8ps2bWLcuHFtRQJASEgIEydOZOPGjW3LPvnkExobG5kxY8Y5+8+YMYPm5mY2b97c4Rh6goi8GgBsAQb+ialOjkZERESkvf+bq5BkfwKS72uc+HpU4fiTm/WY1B6qV05mbmhooKCggOTk5HbrUlJSKC8vp7y8HICcnBxMJhMDBgw4Z7vExER8fHzIycnplpi7wqe7sog5Ze/IXOtfx97cAidHJCIiInJ+V8ckMyIigRUJ4/GmjtLYgwAE59v4wz2PqAFbD9QrC4WqqioMwyAoKKjduuDgYABsNlvbf319ffHy8mq3rdVqbdvuX6Wnp1/wX01NjSMPp0Nqa2t57vUVRFTbC4U6/yo1LhEREZEey2QyMT/VPqpwMLAv0X6vciLIfn02pThG1zE9kFPnKHSWyWRyys8wmUwEBgZ2+rU7o7KykqDKBlbdcLZosdJcWEVlZaUmNIuIiEiPNCEmmaIfL6aw8EEee+wx4qb9X8O15sJmXcf0ML2yUAgKCsJkMp13NODssrMjC8HBwdTX19PU1NRuVKG6uvq8oxK7du1ydMgOFxcXx/Lly50dhoiIiMgl03VM79Arbz3y8fEhLi6O7Ozsduuys7MJDQ0lLCwMgP79+2MYRru5CMeOHaOhoaHd3AUREREREemlhQLAlClT2LZtG2VlZW3LbDYbW7duZerUqW3LMjIy8PLy4q233jpn/3Xr1mGxWJg0aVK3xSwiIiIi0ls4/dajDRs2ALB3714Adu7cSWVlJb6+vkyYMAGAWbNmkZWVxeHDh9v2u/vuu3n77be57777mDNnDhaLhczMTCwWC/fff3/bdiEhIfzkJz9h6dKlBAYGMnr0aHbv3s2yZcu488476du3bzcerYiIiIhI72AyDMNwZgApKSnnXR4TE9PWgO18hQJAfn4+ixcvZseOHRiGQVpaGgsWLGh3O5FhGKxYsYJXX32V48ePExERwS233MK9997bqV4OIiIiIiKuyumFgoiIiIiI9Dz6OF1ERERERNpRoSAiIiIiIu04fTKzK5s4cWKP6OIsIiIiIq4vMDCQrVu3OuznqVDoQidOnMAwDKd3cXYVZ4su5dMxlE/HUj4dR7l0LOXTsZRPx1EuHaumpoba2lqH/kwVCl3obAvy3tDpuTdIT08HlE9HUT4dS/l0HOXSsZRPx1I+HUe5dKyz+XQkzVEQEREREZF2VCiIiIiIiEg7KhRERERERKQdFQoiIiIiItKOCgUREREREWlHhYKIiIiIiLSjQkFERERERNoxGYZhODsIERERERHpWTSiICIiIiIi7ahQEBERERGRdlQoiIiIiIhIOxZnB9Ab1dXV8eyzz7Jhwwaqq6vp378/c+bMYfLkyd+6b0FBAU8++SQ7duygtbWV9PR0FixYQP/+/bsh8p6po/nctWsXa9eu5cCBA+Tm5tLc3Mzhw4e7Keqeq6P5/Pvf/87mzZs5fPgw5eXlREVFkZGRwezZswkNDe2m6HuezuRz7dq15OfnU1tbS1hYGGlpacyePdtt/3/vzN/OswzD4K677mLHjh3ceeedLFy4sAsj7tk6ms8XXniBF198sd3y8PBwPvvss64Kt8frzPvTMAzWrFnD3/72N44cOYKnpyf9+vXj4YcfZsSIEd0Qfc/S0VxOmjSJ4uLi865LSkpiw4YNXRFuj9eZ9+YHH3zAK6+8wpEjRwDo168fd911F9OnT7+o11ah0AEPPvggBw4c4L/+67+IjY1l3bp1PPjgg7z00ktMmDDhG/crLy/n9ttvJywsjMWLF+Ph4UFmZiYzZ85k/fr1REVFdeNR9Bwdzefnn39OVlYWV1xxBRaLhX379nVj1D1XR/P5/PPPM3r0aObNm0dkZCS5ubksWbKELVu2sH79eqxWazceRc/R0XxWVlYybtw47rnnHqxWK0VFRbz88svcfPPNrF+/noSEhG48ip6ho7n8V2vWrCEvL6+LI+0dOpvPV155BT8/v7bvPT09uzLcHq8z+Vy4cCEffvgh99xzD6mpqdTX17Nv3z7q6+u7KfqepaO5fPHFF2lqajpnWXZ2Nr/61a+YMmVKV4fdY3U0n+vWrePhhx9m2rRpPPDAAwCsXbuWhx56iNOnT3PTTTd9+4sbckk++ugjIzk52fjwww/blrW2thq33nqrcc0111xw38WLFxtDhgwxSkpK2pZVVFQYqampxiOPPNJlMfdknclnS0tL29eLFi0ykpOTuyzO3qIz+Tx16lS7ZTt27DCSk5ONlStXOjzW3qAz+Tyf3NxcIzk52XjhhRccGWav4IhclpSUGGlpacaGDRuM5ORkY9GiRV0Vbo/XmXw+//zzRnJyslFVVdXVYfYancnnhg0bjIEDBxpffvllV4fZKzj67+YTTzxhJCcnG3l5eY4Ms9foTD5nzpxpTJw48ZzrpZaWFmPixInGzJkzL+r1NUfhEm3cuJHAwMBzhntMJhMzZswgLy+P3Nzcb9x306ZNjBs3jsjIyLZlISEhTJw4kY0bN3Zp3D1VZ/JpNuvt++86k8+wsLB2y4YMGQJASUmJ44PtBTqTz/MJCQkB3POTW0fk8tFHHyU9PZ1p06Z1Zai9gqPfm+6uM/lctWoV6enppKamdkeoPZ4j35tNTU288847pKWlkZSU1BXh9nidyafFYsHPz++c6yWz2Yyfnx9eXl4X9fq60rpEOTk59O/fv91FakpKCmAfIjufhoYGCgoKSE5ObrcuJSWF8vJyysvLHR9wD9fRfMr5OTqfn3/+OQADBgxwTIC9jCPy2dLSQlNTE3l5efzyl78kPDycG2+8sSvC7dE6m8t3332XHTt28Oijj3ZZjL2JI96b06dPZ9CgQVx55ZX88pe/dMtz0FkdzeeZM2fYvXs3KSkpPPPMM4wbN47LL7+ca6+9lnXr1nV53D2RI89DmzZtwmaz8f3vf9+hMfYmncnnHXfcwZEjR8jMzKSiooKKigoyMzM5evQod91110W9vuYoXCKbzUZiYmK75UFBQW3rz6eqqgrDMNq2+1fBwcFt+57vU11X1tF8yvk5Mp82m41FixaRmJh40ZOeXI0j8jlu3Li27RITE1m5cuU5o4ruojO5rKio4De/+Q0PPfQQffv27aIIe5fO5DMuLo558+YxaNAgPD09+fLLL1m2bBnbt2/nzTffPO95ytV1NJ82m42mpibWrVtHVFQUv/rVr7Barbzxxhs8/PDDnDlzhh/84AddGHnP48jz0Nq1a/Hz8+M73/mOg6LrfTqTzylTppCZmcnPf/5znnvuOQD8/Pz4wx/+QEZGxkW9vgqFDjCZTB1adzHr3VFn8intOSKf9fX1zJkzh6qqKlatWnXRQ5SuqLP5XLFiBQ0NDRQWFrJixQruvPNO/vKXv7jlKE1Hc/mb3/yG2NhYZs6c2RVh9Vodzee/j2iNHTuW4cOH8+Mf/5jVq1cze/ZsR4XYq3Qkn62trQA0Njbypz/9iZiYGMD+AUFhYSFLlixxu0IBHHMeKikpYdu2bXzve987Z9K9O+poPj/77DPmz5/Ptddey7Rp02hpaeGdd95h3rx5PP/881x99dXf+toqFC5RcHDweau3qqoqgG/8JCYoKAiTyXTefc8uOzuy4E46mk85P0fks6GhgQceeIADBw6wfPlyBg4c6Ogwew1H5PNs/oYPH86kSZOYNm0azzzzDJmZmQ6NtafraC4/++wz3n//fVasWEFtbe0565qamqiursbPzw+Lxb1OZ47+2zl+/Hj69OnD7t27HRBd79PZc3u/fv3aigSwX7xdddVVLF26lPLycre6W8BR780333yT1tZWt77tCDqeT8MwWLBgAWPGjOHXv/512/KMjAxKSkp44oknLqpQ0ByFS9S/f3+OHDnS9inCWWfvETvfHAQAHx8f4uLiznsvWXZ2NqGhoW71h+SsjuZTzq+z+WxsbGT27Nns3r2bP/7xj275/O9/5ej3p7+/P5dddhn5+fmOCrHX6Gguc3JyaG1tZdasWYwcObLtH8Drr7/OyJEj2bZtW9cG3wN1xd9OwzDc9iERnTm3f9Ojjg3DANxvZNwR703DMFi3bh39+vXTeaiD+Tx16hRlZWUMHjy43brBgwdTVFREY2Pjt76+e/5F6ISpU6dSXV3Nli1bzlm+fv16kpKSLthIacqUKWzbto2ysrK2ZTabja1btzJ16tQui7kn60w+pb3O5LOpqYnZs2eza9culi5dyqhRo7o63B7P0e9Pm83GoUOH3LKHQkdzec0117By5cp2/wCmTZvGypUrGTp0aJfH39M4+r356aefcurUKYYNG+bIMHuNzuRz6tSp5OXlUVRU1LbMMAw+/vhj4uLi3K5hpSPem1lZWRQUFLj9aAJ0PJ9BQUF4e3uzZ8+eduu++uorgoOD8fb2/tbXd6+xWgeYMGECo0ePZuHChdhsNmJjY1m/fj1ffPEFS5cubdtu1qxZZGVlndMp+O677+btt9/mvvvuY86cOVgsFjIzM7FYLNx///3OOByn60w+KyoqyMrKAuwdr4G2ro0xMTFtj/Z0J53J509/+lM+/fRT5syZg5+f3zm3IISGhhIfH9+dh9IjdCafN9xwAzfccANJSUn4+vqSn5/PX//6VxoaGtzyHvCO5jIqKuobm1FGRkYyevTobom/p+nMe/PGG2/kxhtvJCkpCYvFwj//+U+WL19OQkICd9xxhzMOx+k6e25/5513uOeee3jwwQcJDAxk7dq17N+/n2effdYZh+NUncnlWWvXrsVisbjlE+L+XUfz6eXlxa233sqKFStYuHAh06ZNo7W1tW3fn/3sZxf1+ioULpHJZGLp0qU888wzPPvss22ttF988UUmTZp0wX3Dw8NZvXo1ixcv5he/+AWGYZCWlsaqVauIjo7upiPoWTqTz5ycHObOnXvOsrPfz5gxgyeffLLL4u6pOpPPrVu3ArBkyRKWLFlyzjrl89LzOWzYMN58802OHz9OY2MjYWFhjBw5kmeffdYtb6nrTC6lvc7ks1+/frz66qucPHmS5uZmoqKiuPnmm5k9e7bbdmDvTD5DQkJYvXo1Tz31FI8//jgNDQ0kJyezZMkSt+wm3Nn/12tra/nwww/JyMggPDy8GyLu2TqTzwULFtCvXz/WrFnDBx98gNlsJjExkaeeeorrr7/+4l7fOHsTnYiIiIiIyNc0R0FERERERNpRoSAiIiIiIu2oUBARERERkXZUKIiIiIiISDsqFEREREREpB0VCiIiIiIi0o4KBRERERERaUeFgoiIiIiItKNCQUREepWUlBRnhyAi4hZUKIiISI9WW1vLzp07z7suKyuL2trabo5IRMQ9qFAQEZEeraioiEcffZR58+ZRWloKQGlpKfPmzePXv/41xcXFTo5QRMQ1mQzDMJwdhIiIuJ+Kigqeeuoptm7dSnV1NWFhYdx6663MmTMHk8l0zrYtLS2sX7+eV155hZycHAYMGMDdd9/NDTfcgNmsz7xERLqCxdkBiIiI+8nOzuZHP/oRgYGB/PCHP8Tb25s1a9bwwgsvEBwczMyZM8/Z3mQy4eHhcc73/15MiIiIY2lEQUREulVjYyPXXnstUVFRvPzyy/j6+gJw8uRJJk6cyIABA1i/fn3b9ocPH2b+/PkMGDCAhx9+mIyMDD7++GOefPJJcnNz+f3vf68JziIiXUAjCiIi0q3++te/UlxczJ///Oe2IgEgIiKC/v37U1JScs720dHRPProo4wcObJtWWRkJM8++yxZWVlER0d3W+wiIu5EhYKIiHSrDRs2MHz4cOLj49uta2hoICgo6JxlgYGB5xQJ/2rUqFFdEqOIiOipRyIi0o2qqqrYt28fgwcPbrfOZrNRVFT0jUXBWYcPH+6q8ERE5F+oUBARkW5z4MABDMPAz8+v3bp3332X5uZmpk+f7oTIRETk36lQEBGRbnPw4EEAPv/8c/71WRp5eXk899xzjB07ljFjxjgrPBER+ReaoyAiIt1m//79hIWFUVxczAMPPMBVV11FUVERr7/+OsHBwTz11FPqiyAi0kPo8agiItJtpk+fTt++fZk7dy6LFi3i0KFDBAYGMnnyZObOnUtYWJizQxQRka9pREFERLpFfX09+fn5XH311QwdOpQ1a9Y4OyQREbkAje+KiEi3OHToEC0tLSQnJzs7FBERuQgqFEREpFscOHAAgIEDBzo5EhERuRgqFEREpFscPHgQi8VCv379nB2KiIhcBE1mFhERERGRdjSiICIiIiIi7ahQEBERERGRdlQoiIiIiIhIOyoURERERESkHRUKIiIiIiLSjgoFERERERFpR4WCiIiIiIi0o0JBRERERETa+f/kfK33/XpNrQAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -569,6 +544,9 @@ "plt.plot(vle_uv_b3.vapor.density * s3 , vle_uv_b3.vapor.temperature / eps_k_k, color=colors[2], label='uv (B3)')\n", "plt.plot(vle_uv_b3.liquid.density * s3, vle_uv_b3.vapor.temperature / eps_k_k, color=colors[2])\n", "\n", + "plt.plot(vle_thol.vapor.density * s3 , vle_thol.vapor.temperature / eps_k_k, color=colors[3], label='Thol')\n", + "plt.plot(vle_thol.liquid.density * s3, vle_thol.vapor.temperature / eps_k_k, color=colors[3])\n", + "\n", "plt.ylabel(r\"$T*$\")\n", "plt.xlabel(r\"$\\rho*$\")\n", "plt.xlim(0., 0.8)\n", @@ -589,14 +567,14 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAywAAAHOCAYAAAB6nY09AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAACqOUlEQVR4nOzdeVxUVf8H8M84CoioiKCZ5PKIF4REM0XNBRlzxVDpESxLzUrDJW1Ts9V8TNtVTOunqaiZYImQmhuopIZbucTgAiIqbiBquLDf3x/TjIzM3BlmYQb4vF8vXsA995x77p3tfudsMlEURRAREREREdmhWrauABERERERkT4MWIiIiIiIyG4xYCEiIiIiIrvFgIWIiIiIiOwWAxYiIiIiIrJbDFiIiIiIiMhuMWAhIiIiIiK7VdvWFSDrCAoKQm5uLhwdHeHp6Wnr6hAREZERLl26hIKCAri5uWH37t22rg6RXWDAUk3l5uYiPz8f+fn5uH37tq2rQ0RERBWQm5tr6yoQ2Q0GLNWUo6Mj8vPz4eTkhDZt2ti6OkRERGSE9PR05Ofnw9HR0dZVIbIbDFiqKU9PT9y+fRtt2rTBxo0bbV0dIiIiMkJoaChSUlLYnZuoDA66JyIiIiIiu8WAhYiIiIiI7BYDFiIiIiIislsMWIiIiIiIyG4xYCEiIiIiIrvFgIWokl26dAkKhcLW1SAiIiKqEhiwEFWCmzdv4vjx4zrT9u7dW8m1ISIiIqo6uA4LUSW4fPkypk+fjq5duyI8PBwAkJaWhtmzZ0Mul6Njx45o2LChjWtJREREZH/YwkJUQdOmTYOfnx+KiorKpW3atAne3t5ISEjQ2u7n54fNmzfD29sbU6dOxfXr1zFjxgyMHz8eq1atYrBCREREpAcDFqIKEgQBxcXFOH/+vNb2wsJCLFq0CF26dEHfvn3L5ZPJZJqfsv8TERERkX4MWMhkp06dgo+PD7y9vbFy5UqD++/YsQPt2rWDt7c3VqxYUQk1tA5BEACounSVtW7dOmRlZeGdd94pl0epVCIkJASpqalYsGABmjRpgnnz5uH777/HSy+9hNu3b1dK3YmIiIiqGgYsZDIfHx/06dMHABAVFaWzi5Tan3/+ibfffhulpaV44YUXMG7cuEqqpeV5e3sD0A5Y7ty5g6VLl2LAgAHo0KFDuTzNmjXDvHnzMGfOHE33r7Zt22LNmjUYM2YMu4QRERER6cGAhcwyceJEAMCVK1ewZcsWnftkZGQgIiICBQUF6Nu3L957773KrKLFeXp6wtnZWStgWbZsGe7evYu33npLZ55GjRrpDGQAaII+IiIiIiqPAQuZxd/fHz179gQA/PDDD+XSc3Nz8eqrr+LWrVvw9/fHV199hVq1qvbTTiaTQRAEpKenAwCuX7+OqKgohIWFoWXLlgbze3p6IjEx0drVJCIiIqoWOK0xmS0iIgL79u3DmTNnsHfvXgQGBgIA7t+/jwkTJuDixYto0aIFvv/+e9StW9fGtS2vqKgI69atQ2xsLC5cuID8/Hw0aNAAAQEBeOONN9C6detyeQRBQGxsLIqLi7F48WLUqlULkydPtkHticgeKbOVSMtNg5ebF3w9fI1Os2Zec8smIutSKBTIysoqt93JyQmPPPIIunbtirFjx+I///lPuX3++ecfrF+/HidOnMDZs2dx8+ZN3L17Fw0bNkS7du0wfPhwBAcHV9nJfhiwkNk6d+6MgIAAHDp0CMuXL0dgYCBKSkrw5ptv4sSJE3B1dcWyZcvg5uZm66qWk5GRgalTp+L06dMAABcXF8jlcty8eRPbt2/HgQMHsGHDhnJBiyAIKCoqwp49e/DLL79g0qRJdnl+RKSfNW7uc+7lIGxDGHaf363ZFtQqCDEjYgBAb5q7s7vV8ppbtrHXqyaJjwcOHgS6dgVCQmxdG6puWrVqpbmnEEURubm5uHTpEs6fP4/Y2FgsWbIEvXr10sqTlZWFr776CgDQoEEDNGnSBI8++iiysrKwb98+7Nu3D5s3b0ZkZCTq1KlT6edkLpkoiqKtK0GWFxoaipSUFPj5+WHjxo1WP96BAwfw0ksvAQB+/vlnxMbG4scff4SjoyNWrVqFTp06Wb0OFXXu3Dk899xzuHXrFgYMGKBpTSkuLsbmzZvx/vvvo6ioCAqFAkuXLtXKe/DgQYwePRqNGzdGrVq1sHPnTrtsPSKqDizd4mDNm3tFlAJJmUkoEUs06XKZHIEtAyFC1JuWMCbBannNLdvQ9TL1caiKTp8GunUDbt16sM3VFUhOBv6dj8Vslf35TfZD3cIyb948hIaGaqVduXIFb7/9No4cOYImTZpgz549kMvlmvRr164hISEBPXr00OqeXlJSgk2bNuHDDz9EcXEx3nnnHbzyyiuVdk6WwoClDFEU8ddffyExMRFHjx7FuXPncOfOHdSvXx++vr4YNmwYnnnmmQo3p82cOROxsbGS+yxbtgy9e/c2p/pabPGGFx4ejmPHjuGRRx7B1atXIZPJsGDBAgwcONDoMjZu3Ih3333X5DqsXr0aXbt2NbhfUVERQkNDcebMGYSHh+OTTz4pt89nn32GFStWoHbt2jh69CicnJw0aTdv3kS3bt0AAHPmzEFYWJjJdSaqCeyptSJsQ5hVbu4jB0fCb4mfSdcnbmQchq4fapW85pSdMjEFk7dO1nvO0SOizWr5qWoaNdIOVtRcXYGbNy1zDAYsNZdUwAIAZ86cwTPPPAMAiI+P18xaaoyPP/4YP/30E/z9/bFhwwaL1bmysEtYGcnJyRg7dqzm/8ceewzNmzdHVlYW9u/fj/3792PLli2IjIyEg4NDhctv1qwZmjVrpjOtOkxrGxERgQkTJuDq1asAgBkzZlQoWAFU/TTd3U3/EDO2mXPjxo04c+YMmjdvjvfff1/nPkFBQVixYgWKi4uRlZWFNm3aaNIaNWqk6UZGVFNUdtChDizKSspMQviGcE3goCstYUyC3rxDfhyCg5cPlju3ErEEiecTEX86Xqs+D6frok5LzDB9Mo2DWeXrZKm85pSdmJEoeT2C1wXj6OWjWmnGPA7qdKDqtL7Ex+sOVgDV9vh4dg8DACiVQFoa4OUF+Nrv46mmvunX95keGRmJxYsXY/LkyZgyZQoAYOHChViyZAkGDRqEBQsW6MwniiL69u2LrKwsLF26FAqFwuy6Nm/eXPO31FISuqjvYfLz882uhy0wYClDFEV4enpizJgxCA4ORuPGjTVpmzZtwgcffIA9e/Zg4cKFOhcHNOTZZ5/VPNmroz59+sDNzQ25ubno37+/potYRQwePBiDBw+2Qu20rV+/HgAwevRovcGni4uL5m82RFJ1UVWCjsjBkSYHDlJBh65gpSxzbu7N0bW54ZZhU/OaU7Yhh7IOldtmbPC3/8J+fLD7gyozduaggafGwYM1PGDJyQHCwoDdZR7zoCAgJgYw44tIexQSEoIlS5Zg9+7duHPnjtb9gtqRI0eQlZWFRo0alRtvYqoTJ04AUH0526JFiwrlPXpU9cXC448/bpG6VLaqPb+shfn7+2Pbtm2asQllDRs2DJMmTQKgGqNRWlpqiyratby8PNz8t01c3V3KHl27dg1KpRIA0LdvX737ZWdna/5+5JFHrF4vImMps5WIPx0PZbbS6LScezlQRCngt8QPQ9cPhd8SPyiiFMi5lyOZBkAy6JBKU2Yrsfv8bq2uRMCDG1apNFu1Vphzc69orUBQqyDIZXKt7XKZHIpW0mkh3iFWy2tO2YrWpn8rbOhxiNgSofe5A0g/Z23BUG9jI3ojV29hYUCS9uOJpCQgPNw29bGi1q1bo3379sjPz8f27dt17hMfHw8AGDRokNmD3HNzc7Fjxw7NOnajRo1CgwYNDOYrKChAeno65syZg99++w3u7u6a9fOqGgYsZbi4uEg+qdRjTG7duoXc3NzKqlaVoVQqNS0Rfn6m9eOuDH/++ScAwNXVFY899pje/f7++28Aqtk6dH17QmQOBh3WYyjoCGgeYJWbe18PX8SMiEFgy0CtdPVYD6k0AFbLa07Zvh6+es+566PmteycvH5S73NHma2UfF7aQkiIaqyKLq6uNbx1RalUtayUaD+eKCkBEhNV6dXM0KGqcWG//vprubTCwkJNIKPeryLeffddeHt7a366d++OKVOmoLi4GLNnz8bMmTMN1s3b2xv+/v4YPHgw1q1bh5EjR+KXX36RvO+xZ+wSVgFl+/2VHYBtrIMHD+Ls2bO4desWGjRoAD8/P4SEhGj1SazK1K0WcrkcPj4+JpWxdetWzJ071+Q6REZGGpyRLCUlBQDg4eEhuV9Cgqp/tXpdGaKH1YTuVbYKOtStFaYMflcHHVIDxcM3hGud+8M391LpUmnuzu5IGJOg9/GXSrNmXnPKlroeUhMYSD0Ovh6+OHn9JPQxNHZGma2Er4dvpXcXS07WP0tYjZaWZji9CoxnqYjg4GDMnz8fBw8exLVr19C0aVNN2t69e3H79m20bNkSHTt2rHDZZac1BoA7d+7g0qVLuHbtGn788Uf4+vrC399fb35fX184Ozvj7t27uHTpEu7evYvExEQIgoBRo0ZVuD72gAFLBWzZsgUA4OPjY9I37ocPH9b6f+fOnfj2228xdepUvPrqqxapoy2pA4H//Oc/JgV0gCoozMkxvbnfmEFo6sDqzp07evdJTk5GSkoKZDIZZwCr5hh0WI85QYe6tcLUwEEqrzVv7tV8PXz13kBLpVkzr6llS10PQ4+RvvRPgj5Bz5U99dbTkD+v/InJWydX+uxj3t6q2cC4DstDvLzMS6+C3Nzc0KNHD+zduxebN2/Gyy+/rElTdwdTz+hVURMmTCg3S1hhYSFWr16NL774Ai+++CJ+/vlntG3bVmf+efPmaf4uLS1FfHw8/ve//+GTTz5Bfn6+Vl2rCgYsRvr77781A7XHjx9fobwtW7bEzJkz0a1bNzRv3hwODg44ffo0VqxYgW3btuHLL7+Es7Ozwah3/fr1iImJMeqY6enpFaqjJagDAV8zvkUJDQ3VOZWfJakDqytXruDMmTMQBEErPTc3VzNz2PDhw+FVDd9oqxsGHdZjy6DDmi0OgHUDh+pI1zmbE/xJPa8MjZ2JPBQpOTuZtYWEMFDR4uurGmCflKTdLUwuBwIDq13ritrQoUOxd+9e/Prrr5ogIC8vD3v27AGgGpyvtnfvXnz33XflyggMDMRrr71m8FgODg545ZVXcOzYMezcuRORkZFYtGiRwXy1atXCsGHDUKdOHbz55pv49ttv8cILL8DR0dHIs7QPDFiMkJOTo+k72K9fPwQHB1cof0RERLltHTp0wMKFCzF79mysW7cOCxYswLBhw1CvXj295WRnZ2tutu3N/fv3kZGRAcC8gMXasrKycOvftvz69evj7bffxtdffw0vLy8UFxdj3759mDt3Li5evIg2bdpg1qxZtq1wDcKgw3qqatChZs0WB7IMUx4HQ61g+p6znZt11jmg/+HuYoD9zDBWI8TEqAbYJ5Z5nwsMBKKjbVenChBFUec6e/fu3dObp2/fvqhXrx5SU1ORlpYGLy8vbNu2DYWFhejYsaPWAo43btzQjKEtq+w+xujUqRN27tyJY8eOVShfnz59AAB3795FRkaGyV33bYUBiwF5eXl49dVXcfnyZfj5+WH+/PkWLf/NN9/Ehg0b8M8//yA5OVly1ioPDw+jB7Onp6dX6lzbqampmpnT7HnAvboVyMPDA9OmTcN7772H4OBgNGjQAPn5+SgsLASgOoelS5eifv36tqxutcKgwzw1Oeig6snQ80rfc/alJ17CwVj9M5Cl5aahSb0m1WrByirB3R1ISKhy67A4Ozvj3r17yMnJ0Tm29fz583rzOjk5oX///oiNjUVcXBzeeustTXewkIea4CzVg0R9r3VL36JAepSUafkqeXhyhCqAAYuEu3fv4pVXXoFSqUTbtm3xww8/WHy2qPr166Nt27ZQKpXIzMyU3HfkyJEYOXKkUeWqV8qtLKmpqQAAmUyGdu3aVdpxK0o985evry/++9//ol69eli5ciXS0tJQu3Zt+Pr6YujQoQgLC0Pt2nx5PMzQTamudEMrXTPoYNBBNVtFx87omlmvLC83L6MWrCQr8fWtEoGKWsuWLZGamopjx46hX79+WmkXL17Evn37JPMPHToUsbGx2Lx5M5577jkcPnwYderUwaBBg6xSX/V6KhVdh0U9a5mTkxP+85//WLxe1sY7Mj3u37+PCRMm4NixY2jVqhVWrlyJRo0aWeVY6qmUi4uLrVJ+ZRg1alSVmHlC3cKiDqoGDRpktTeVqsqUoEMqXerGgUGHCoMOIv0efl6qp1rW9zoDYNQMY0SAqqtUamoqvvnmG7Rr1w6enp4AgAsXLuCNN94wuHB0165d0bRpU1y+fBmzZ8+GKIro2bOn1ixfllBYWIhVq1Yh8d8ud8OHD9dKX7JkCVq3bo3AwEA4Oztr5YuPj9fMwBoWFoa6detatG6VgQGLDgUFBYiIiMDhw4fRvHlzrFq1yuAUuKYqLi7GuXPnAHBxwspgiYkB7J0prSCAdFBi6NtKfelDfhyic2VxBh0MOojMIfUaPHDxgGTetNw0vkZIY9y4cYiPj0d6ejoGDhyI1q1bo7S0FOnp6Wjbti1GjRqFVatW6c1fq1YtBAcHY8WKFToH25vi+++/x4YNGzT/q6c1Vo+nGTBgAMaMGaOV5++//8bChQshl8vx2GOPoWHDhigoKEBmZibu37+vyffOO++YVTdbYcDykKKiIkyZMgV//PEHmjZtiqioKDRr1sxqx4uOjkZeXh5q165t16vDVwfXrl3TTJlc1QMWS7eCSHXNMhR0xJ+O1/ttpq58lsKgg6jmknoNerlJz+yoTueAfAKABg0a4KeffsKCBQuQlJSEjIwMNG3aFC+//DImTZqEH374wWAZQ4cOxYoVKwCoFiGXGo9sjPPnz2uNnalTpw5cXV3RtWtXDBs2DAMHDiyXZ/z48WjdujWOHj2KrKwsZGVlQS6Xo0mTJvD398fQoUM1C6BXRTLRUFtXDVJSUoI33ngD27dvh4eHB9asWYPWrVsblVehUE3BOH36dK0n0v79+3HgwAGMGDECrVq10mwvLCxEdHQ0PvvsMxQVFeGFF17ABx98YLFzUY9h8fPzw8aNGy1WblWWmJiIiIgI1K9fH4cPH9Y5G4i9MKcVRNcNesKYBCiiFHrTIwdHwm+JaZMlzOo1C5/+/qlJeVMmpmDy1skmBR0JYxKQcy+nXGChaKXQG3So08oOujVldjIism9S73fqBS/tdUA+P7+JymMLSxm//fabZlCSg4OD5JS2H3zwgda39FlZWQDKT393//59LF++HMuXL4e7u7tmJdSMjAytpr0ZM2ZY9FyovLLjV+whWLHkAHVzWkHM7ZrVtXlXyfSA5gE4evkoWzqIqNJIva9wQD5R1cOApQz1lLYANM1p+uTl5RlVpp+fHyZOnIhjx44hMzMTGRkZKCoqgpubG3r27Inhw4drWmfIuiZPnozJkydX2vEsPVZEaoC6oa5XutYsqAipoCPEO0Sya1b0iGgGHURUqaRmGOOAfKKqhwFLGebMkX369Gmd25s1a4apU6eaUy2yY5XZSmLNVhBD40EMBR2GFoBj0EFEtvDwe0dabprk/hyQT2SfGLAQSbCnVhJDzGkFMdQ1y1DQYUxQwqCDiGzN2AH5RGRfGLBQjVdVWkms2QoCWCboYFBCRPbM0BouZd+/qtiC7UTVGgMWqvaqSytJZbSCAAw6yESG7u6k0pnXcnnJIENf3uTkAGFhwO4yb/NBQUBMDOBu+0nEiGokBixUbVXHVhK2glQh9npDa+m8hu7upNIB5rVUXjVbPXeqEEPvo2FhQJL2RwOSkoDwcCCBk4gR2YZI1dLw4cNFQRDE4cOH27oqlSLleooYdypOTLmeotkWtCpIlM+Wi/gYmh/5bLmoWKUQU66naG2vyE/kwUjJ9IBlAXqPK4qimH03W1SsUmilK1YpxOy72ZLnQxJSUkQxLk71uyJp1sibnS2KQUGiCDz4CQpSbTeUXhXzBgWJolyunSaXi6JC9XyXTGdey+W11eNfGa+zSpSSon2aD/9URhVr2uc3kTEYsFRT1e0NT98NfPbdbDFoVZDWzX/QqiBxX+Y+s4IOqZ+U6ymSwZAxAYnUOVVb1rih4Q28bfN27Sp9dxcXJ53OvJbJm5Jiu+eONV9nxr53WJChhyEuzupVqHaf30SWwC5hZDcsOfg9YkuEWXWx5lgSNbvtmlWVugxJ9d0QRel+HdbIO2QIcFDHOKaSEiAxEYiP1z6Xh9N1see8us61LEPpzGuZvImJ0o+vNZ87wcHA0aPaaZZ6nRkzmMTC3dS8DEwSZiidiKyDAQtVmsoc/H7y+knJutjDWBKrMbUfurX63hvqEG7qDU1kJG/g7T1vV+n1f5jXQnkNsebjf+hQ+W2WeJ0plcDkyfpf/9HRlhnT8zAPJdDqKpDZCxDrPNguKwJaJgEezQDY4RdNRNVcLVtXgKoXZbYS8afjocxWarbl3MuBIkoBvyV+GLp+KPyW+EERpUDOvRwAkBz8vvv8bq2AAjB+8Hv7Ju0hl8m1tsllcihaKTStJIEtA7XSH24lSZmYgriRcUiZmIKEMQlwd9aeIsbXwxch3iGVH5golaqbAeWD64ycHEChAPz8gKFDVb8VCtV2Y9KlAgepNKm8Q4aobihKtB/Dcjc0+tKl0vTd8BiDN/CWyxsQAMi1X2eQy1XPrZAQ1U2kvnSpNOY1Pq9CAUm2eu5YotVI3+s/OFj6PcnQ+x2g8300LTcNGBGmCk7KapkEjAg3uPAkEVmJrfukkXVYqw9sRceSqLfbYvD7vsx99j2WxNJjNszph25opKm1+t7PmmV63shI+xxrEBBQtcahWGIMg0Khnabern7O6ktnXsvlrW5jmMx5fRsa0yPxPqr1mTSxnYiRz6h+f/xgDKO1cQwLUXmwdQXIOiz9hicVkIii/hm5uv5fV5sNflezu4DEnEGo1rpxMOfmwJygw5oDjXkDXzl5DT3fjUlnXvPz2urxt9brzJwvUQy9nxn4UsGYzxVrYsBCVJ5MFEXR1q089ig5ORkrV67E8ePHce/ePTz66KMYOHAgxo8fD2dnZ5PK3L59O9auXYtTp06hqKgILVu2REhICEaPHo06deoYLqACQkNDkZKSAj8/P2zcuNHs8hRRCr3jPSIHR8JviZ9J5UYOisSU36boTZca/J4wJgE593LKjTVRtFJounVZnSmDzBUKVdeFsl0d5HIgMFD10akvLTJS1a3BFLNmAZ9+qj89MhKYov9xkBQXp+pyoU9AgGpQrq5zSkgw/XqoB+WGh2t3D1MoVP3bAf1p6nE31shr7GBge1pLxRJ5yT7YYh0ea73O9L03dO4s3d3MyPczJdohDV7wQhp8karamJKCnPpyhH/VDYmNbj2o1k1XRL+VDPfHvA2Way5Lf34TVQcMWHRYs2YN5s6dC1EU8cgjj8DNzQ1paWkoLCxEmzZtsG7dOri6ulaozM8++wwrVqwAALRo0QJ169ZFWloaSkpK0KVLF6xYsQIODg4WOwdLvuEps5WSAYmhoENKysQUTN46uUKD33UFJIZm5DKZKQPU1eM5LB10WDOoSEl5MMDVlMBBKuiIjrbeDY0ab+CJbMsarzOp9wYz3mdz0BhhiMFuPBj7E4RExCAM7nErgAULgKQkKN1KkOYGeOUCvrll3u8A1diXgwdVY3xCQipwoQxjwEKkg03bd+zQyZMnRR8fH9Hb21tcv369WFpaKoqiKF69elXTTDt58uQKlbljxw5REATx8ccfF3ft2qXZnpaWJioUClEQBHHevHkWPQ9LNinHnYqr3gspmrL4n6lds8zpemVmNwejFp6rql2GiKj60vcebcqYnq5dxSAkiHIUaSehUFRgl+Fuqps3i6Krq/Y2V1dRPHXKYqfLLmFE5TFgeUhERIQoCII4ffr0cmkZGRmij4+PKAiCmJqaanSZISEhoiAI4sKFC8ulHThwQBPM3Lhxw6y6l2XJNzxDA+PtfiFFSw9gt2bfaqkfYwaSmhtUSF0vQ2nGpBMRWVIFx/Sk7MuVfJvNjDQQsNSrp3u7q6vFTokBS81z+PBhURAEsV27dmJeXp7OfU6ePCkKgiAKgiB+8sknesuaMmWKKAiCOGPGDJ3pBQUFYnR0tPjaa6+JgYGBYvv27cUOHTqIffv2FadNmyb+9ttvYlFRkWR99+/fr6nLlClTjD9RM3AdljLu3r2L33//HQAQFhZWLr1Vq1bo1q0bDhw4gG3btsHHx8dgmefPn8epU6cAAOHq6RbL6N69O1q2bInMzEwkJCRgxIgRZp6F5fl6+EquWWIXCymaMpbE1MX/zJlOVz09qSldr3x9VXV/uIuEutuVu7uqu4K+7hWG0tV8ffV3b5JKMybdBqricJCqmJfIJvS95+h5v0uLly4uDV5oIbXD3bu6t9+6peomZuHuYVQz+Pv7w9HREQUFBTh69CgCAwPL7XP48GGdfz/syJEjAICAgIByaX/++SfefPNNXLlyBQDg6uqK//znPwCAy5cvY+vWrdi6dStat26N1atXo0mTJjqPUbar4u7du3Hr1q0KD5WosEoJi6oIdYT7+OOPi4WFhTr3iYyMFAVBEMeOHWtUmbGxsaIgCGLfvn317jNz5kxREATxvffeM6neulhjljC2khjZSmKoa5Y5Xa8MXQ87VtmTKhnq1WfOZG3Mq51ui8eXyBSG3vpTUkT9nx0tW0pnnjXLInVkC0vN9MILL4iCIIhffvmlznR1D6C+ffuKPj4+4u3bt8vtk5aWpmn5uHDhglbagQMHxMcff1wUBEEcNWqUePToUc2wB1EUxZKSEvHo0aPixIkTRUEQRKVSqbMeeXl5YocOHURBEMTOnTuLgiCIa9euNePMjcOApYyYmBhREASxf//+eveJi4sTBUEQAwMDjSrzm2++EQVBEF966SW9+yxZskQUBEF8/vnnJcv66aefxOHDhxv14+/vX6nrsFiNPY4lMbdrluZiVr0xG1UpcKiKS5pUxbzVOVCiqk/XY2zo+a73PXzNGunPhrg4i9SZAUvNtGjRIlEQBDE8PLxcWmlpqRgQECD26NFDs19CQkK5/davX6/zHvXWrVti9+7dNV24DHX5+u2338SMjAydaWXvlZcuXSoKgiA+++yzRp+nqRiwlLFs2TJREARxxIgRevfZs2ePKAiC2LFjR6PK/Pjjj0VBEMRp06bp3efHH38UBUEQhwwZIlmW+klakZ8q9YZX0U8We20lkTofO1DZQUd1W8+OeSv2UqmKgZIxrxU7fXnTvww9/sZ8p6TzQX54wL36h2NYNGy29pmJ1PdL+qjvvRYtWqTZtmDBAlEQBHHq1Kl685WWlopBQUF6g4uH/fHHH6IgCKKfn594//59rbRTp05pjqce+zx//vxyZbz55puiIAji22+/rbV98eLFoiAIYkBAgM6WmYp47rnnREEQxMWLF4tZWVmit7e3KAiCmJaWZla5hnAMSxkFBQUAILkminrqYfW+liwzPz9fsiwPDw/4GTklbnp6usHyKl1FpwieM0d7m1pljCXRNRWvejtg3HgQG43nMGUmZvXswoZmai4rKUl1iRISTB8OFB8v/RDrYkxeqSUaAMPpzGt83kOHym+z9uObmAgEB6uW9ynLmOdkeLjqDlPq+Sz1WgCkX0dq5owVIvMZes8yZjifzvfw5GSgWzfVmBU1V1fV9hou514OwjaEYff5By+OoFZBiBkRUznrolWikJAQLFmyBLt378adO3fg4uJSbp8jR44gKysLjRo1Qq9evQyW2bFjR9SpUwdFRUX466+/0L17d62yAKBLly7o0KEDateurXMcy9F/3xQfHr+yefNmTb0bNGhg/Ik+5MKFC5pjhISE4NFHH0WXLl1w6NAhbNy4Ee+8847JZRvCgKUMR0dHAEBRUZHefQoLC7X2tWSZTk5OkmWNHDkSI0eONOq46nncLc7UhcVMGfweEWFeXaUWLDR3ALualYKSyrzM1gw67DVw6NqVeSsjb1UMlJTKB0sSlcVgxz7puh5KpfTjr1Q+eOuu8DX09gZu3rTqOixVVdiGMCRlar84kjKTEL4hHAljEmxUK+to3bo12rdvj5MnT2L79u149tlny+0TH6+a4WHQoEFGLQ7u5OSE9u3b488//8SRI0e0AhZ1cPLkk0/C2dkZvr6+UCqVuHv3LurVqwcAuHjxomYwfZcuXTR5b968iXPnzgHQPRC/ItSD7Tt16oTHHnsMADBs2DAcOnQI8fHxePPNNyGXy806hj61rFJqFdWwYUMAwO3bt/Xuo05T72uIOpI1pkxzol6ry8lRtUr4+akWIPTzU/2fk2M4XepOWf3JUjaoAFT/nzwpXSd1K8nDLw65XJW2ZYsqAClLVytJSopqYcWUFNX/Ze8cfH1VH0ZWCkri41W/1Wxxmcve4OlKt2bQYc0b6YAA/U+NkBDpp45UGvM+SDf0GFTFQCkxUfq1IpWmVEq/DqXSAOnXt6H3BjVd7ysVSa8qpK5HWpp0XkPpRgkJAebOZbDyL2W2ErvP79aaSRQASsQSJJ5PhDK7ij/hdBj672LMv/76a7m0wsJCbN++XWs/Y6gDikMPfSNz5MgRNGzYEN7e3gCAzp07o7i4GH/++admH3VQ4+HhgVatWmm2X7t2TfO3OsgwhSiKiIuLA6B9TgMGDICTkxOuX7+O/fv3m1y+IQxYylA/wJcvX9bbInLhwgWtfQ1p3bo1ACAzM1PvPhUt0yYMfdJKfT0v9QlvqFtX+/b676TUrST6ghJjAhLAakGJvhsDU4MOwHqX2ZpBh60CB0PxqtRTRyqNeR+kb95c/QIlc9hrsGNMOmC7YMeU40pdDy8v6eMZSqeKS8uVjgINpVdFwcHBqF27Ng4ePKgVFADA3r17cfv2bbRs2RIdO3Y0ukx1y8iJEyc0vW8yMjKQnZ2NTp06QSaTAVC1tAAPuooBDwKWh1tR7paZitvZ2dnoujwsOTkZly9fRp06dTBo0CDNdhcXFzz99NMAgE2bNplcvkHGDHQ5fvy4GBsbq3cxm+oiLy9P9PPzEwVBEI8cOaJzn7Fjx4qCIIjffPONUWWeO3dOM6Dr6tWrOvfp16+fKAiCGBMTY2rVy7HooD1Dg9vNGdFraPD7vn12Pc2vKQPUbTFQ3NBltubAanPWs7TEWpi2mm63puS11eNrrckcbLUurDUnLjR0PWw1W5upx923z/zrYa64U3HirIRZYtwpy8wMVlZVHHRvzALT9sqUQfdqr776qigIgrh8+XKt7ZMnT9abR8qdO3dEX19frftQ9axcy5Yt0+yXm5srent7i88995xm29NPPy0KgiCuW7dOq8zU1FTNOVZk0fOHvfPOO6IgCOKkSZPKpaknpGrfvr34zz//mHwMKTBmpxkzZohPPvmkeO/ePa3txcXFYlRUlPj666+L7733nnjgwAGrVLIyTZgwweIr3Q8ZMsTgSvd+fn52u9K9wbvZWbOs+0krinY3JY8tln+x9mW2VtChxnU6qrfqFChVt2DH2l9IVPYMgu3bGz5fo2cCq6BT2adE1/muWjfjrvNdxVPZp8wruIyqGLCIoigGrQoS5bPlWtdGPlsuKlZZKEq0EnMCls2bN4uCIIhDhw7VbPvnn380652cP39es33Pnj3iyJEjy/0sXbpUq8wRI0aIgiBotr/99tuiIAjisWPHtPYbPHiw6OfnJ+bn54tXr17VnMfDs3Xl5uZq0nbu3Gn0dSnrzp07YseOHUVBEMTt27eXSy8uLhZ79OghCoIgrl+/3qRjGAJjdho4cKA4c+bMcts/+eQT0cfHR/T29ha9vb1FHx+fCkeT9ub48eOa81m/fr1mUZ1r165p3kQmTpxYLl9QUJAYFBQk/vbbb+XStm3bplmQsuzUdunp6aJCoRAFQRDnzp1r0fOwqxYWS0wRbCP6bqRssfyLtS+ztYMOImuwRqBU3YIdc77ssFawY80W5bKPp6Xfkx4OVsoGLZZSVQMWYxeYtjfqm/myiyiWNX/+fL0By/3798UnnnhCFARBPHv2rCiKD1pEwsLCtPb95ZdfdC4/MWPGDK39PvvsM1EQBHHcuHGiKIpinz59xA4dOpRb0PyDDz4QBUEQk5OTxV9//VUUBEHs3r27znMYOHCgKAiC+L///c+4i/KQDRs2GL2chq51ZCzBqFnCrl+/DkEQtLbdvn0bMTExaNSoET755BM4ODhg+fLlWLJkCZ566ilN/7qqxt/fHzNnzsT8+fPx4YcfYunSpWjUqBHS0tJQWFiI1q1bY86cOeXyZWVlAQDu3btXLm3AgAEYM2YMoqKiEBERgRYtWsDZ2Rlnz55FSUkJnnzySbz11ltWPzeT+fpKTwGs7mxuzSmCraiiM25dv276rFiGSE1sZu3LbImZmm00kzPVYOY8J/WlGXotSKVJTT4ISE9MKPX6FkX9aQqF/vMHrDuBgamztZk7mUf79qrHQN8kkGqWfE+KPx2PW/m3dKbdyr+F+NPxCPGuuYPw3Z3dkTAmAcpsJdJy0+Dl5gVfD/v/QHB2dsa9e/eQk5MDDw+Pcunnz5/Xm9fJyQn9+/dHbGws4uLi8NZbb2lmBwt5aEKG0NBQhIaGGqxPQEAAfvjhB/z111+4cOECLl++jO7du5ebaaxz586Ijo7G4cOHkZ2drdmmS3BwMCIjIxEfH4/XX38d9evXN1iPstRjU+rVq4e6devq3S8nJwd//fUXMjIyNGO4LcaYqMbf379cE8/mzZtFb29v8f/+7/802woKCsSgoCDxzTfftGxYZQMHDhwQX3nlFTEgIEB8/PHHxf79+4tff/21eOfOHZ37qyPLX375RW+ZW7duFV944QXxySefFP39/cUhQ4aI//d//1cuarYEi39DUxlfz1uJ1LeopnRVMPebP1t3vSIi67Onlh2pdGu2dFizZcfY4Y2WNCthluQ4jVkJsyxynKrawlJVDR06VBQEQdyxY0e5tAsXLmi6d+nrQaTu2t+nTx/NQormdPP/559/NMMPPvnkE1EQBDEyMrLcfllZWaIgCOLo0aPFQYMGiYIgiGvWrNFZ5s2bN8Vu3boZvdL9tm3bNCvdX7hwQbM4pL7x3WohISGiIAji119/bdzJVoBRAcvAgQPFTz/9VGvbrFmzRB8fH00TmNrXX38tBgYGWqyCZBqrveFVoT5Bthr8bokecFXoMhORhVk62DGUbqtgx5yxM8ZcK0uLOxUnGbBYagA+A5bK9c0334iCIIiDBg0SL168qNmemZkphoaGaiZj0hewlJSUiL169RIFQRDHjx8vCoIgTpgwwaw6qZ8D7du3FwVBEP/44w+d+/Xp00cTUAmCIJ46pX8s1f79+zXnMmrUKPHo0aNa3eBKS0vFY8eOiVOmTBEFQRCVSqUoiqK4cOFCURAEsV+/fgbrvXLlSlEQBDEwMFAsKSmp4FlLM2pa4169emHTpk24ceMGAKC4uBh79uxB48aN4fXQ/ICenp6a/agaMjQFsBXXLZFS0WkvpdYlMaZbl62Xf7HRZSaiSiD1+taXZuh9RSrdVtNamzP1uDHXytJCvEPg6uSqM83VybVGdwerysaNG4fmzZsjPT0dAwcOxDPPPIPg4GD0798fhYWFGDVqlGT+WrVqITg4GACwZ88eAOW7g1WUenrjgoIC1KlTR+/UyE8++aRm+mNXV9dywzfKeuqpp7Bq1So88sgjOHz4MJ577jl069YNw4cPx7Bhw9CtWzeEhYVh+/bt8PLyQuPGjSGKoqY7mDHryTzzzDOoXbs2rly5guTk5IqdtAFGBSwvv/wyRFHEf//7X3z22WeYOHEicnNz0a9fv3L7FhYWSvZvIzJFRdc02b/fvHVJpHh52fXyL0RUg5nyZYctgh1j3iuNfS+tTMkvJ5cLWlydXJH8smVvzqjyNGjQAD/99BNCQ0PRsGFDZGRkID8/Hy+//DKio6Ph4uJisIyyN/MuLi7o27evWXUqu1L9448/DicnJ537lR2z0rlzZ806Lfp07twZO3fuxCeffIKgoCA4OjoiLS0NGRkZaNCgAYKDg/Htt98iPj4eTZo0waFDh5CVlQWZTGZUwNK4cWP06tULALBx40ZjTtVoMlEURWN2PH78ON544w1cvnwZAODu7o4NGzagWbNmWvvNmjULx48fx5YtWyxaUaqY0NBQpKSkwM/Pz+JPmsokNfjd3V0VnOgaiOrrC5w8qb/cyEhgyhT96VKD3xMSHmyz0TwBRER2xdB7YXV7r4w/HY+DWQfRtXlXi7esVJfPbyJLMmqWMADo0KEDdu7ciWPHjuH+/fvo0KFDuVkG7t27h127dpkdWVLNpOsDTapbV2Sk/hlopIIV4MEq26bOuKXGWbGIiGreDIIh3iHsAkZUiYwOWABALpdLTlecmpoKb29v9O/f3+yKUc2hrxVlzhz9AYkx3boMTXspNf2ojWdaJiIiIqJ/VShgMeTJJ5/EmjVrLFkkVSP6bv71taJERJh3vKVLgQ8/NG/5l+r2rSARERFRVWNSwJKcnIxly5YhIyMDzs7O8Pb2Rr9+/dC/f3/UqmXUOH6qpiy5CKO53bp69DCulYRBCREREZH9qnB0sXfvXowbNw7Hjx9Hs2bN0KBBA+zbtw/Tpk3D0KFDcfHiRWvUk+ycvtm61MGKvnEoaWnS5bZvr39KTHW3Lnua9pKIiIiILKvCAcuiRYvg4+ODxMRE/Pjjj1i3bh2Sk5Px7bff4s6dO3jhhRdw69YtK1SV7IG+6YX1BSVDhkhPL2zI0qXmr2lCRERERFVXhQOWs2fP4tlnn0WDBg0022QyGfr27Yv169ejuLgY3377rUUrSbYn1YJizUUY1d26uKYJERERUc1U4YDFxcUFJQ/fmf6radOmCA8PR6I5q/KRXTKnW5cUQ4swqjEgISIiIqqZKjzovnPnzoiLi8MLL7ygc4B9s2bNcP36dYtUrjKdOnUKu3btwqFDh5CWlobbt2/D2dkZbdu2RXBwMMLCwlCnTp0KlxsZGYnFixdL7vPxxx/jueeeM7XqVqduQXmYulvX1KnS+aUWYVQHIJxCmIiIiIh0qXDA8tprryEsLAzTpk3Dxx9/DDc3N6305ORkeHh4WKyCleHChQsYOnSo5v9mzZrBx8cH165dw9GjR3H06FHExsbihx9+QMOGDU06RuPGjdGyZUudafZ+vYxpQeEijERERERkDRUOWHx9ffH5559jxowZ2Lt3L/r06YM2bdrAwcEBR48exb59+zB58mRr1NVqRFFE48aN8eKLLyIkJATNmzfXpO3duxfTp0/HyZMn8dFHH2HBggUmHaN3796YP3++hWpcuby8DKdzEUYiIiIisgaT1mEZPHgw2rZti++++w6JiYnYvn07AMDJyQmTJk1ChLkr/lWyRx55BAkJCahbt265tMDAQLz//vt4++23sWPHDty8eRONGjWyQS1tx9dXugXF2G5dbEEhIiIioooyeaX7tm3b4quvvkJJSQkuXrwImUwGT09PyB+e7qkKcHR0lEzv3bs3AKCkpAQXLlyocQELIN2CUhaDEiIiIiKyJKMClqeeegpffPEFevToUS5NLpejVatWlq6XXcnPz9f87eTkZFIZp06dwltvvYXs7GzUq1cP3t7eCA4ORtu2bS1VTatity4iIiIisgWjApbc3Fzk5uZq/r9z5w7mzp2LyZMna433qK62bNkCAHB1dYWXoQEdeqSmpiI1NVXzf2JiIr777juMHj0aM2bMMKplav369YiJiTHqeOnp6SbV0xC2oBARERFRZTKpS1hRURE2bdpUboA6APz2229YtmwZNm7caJEK2trly5exZMkSAMDLL79c4S5vTZo0weuvv45evXrB09MTLi4uyMjIwLp167B+/XpERUWhdu3amD59usGysrOzkZKSYtJ5EBERERFVRSaPYRFFUef2oqIirZaEquz+/fuYNGkS8vLy4O/vj5deeqnCZYSHh5fb5u3tjdmzZ8PT0xNffvkloqKi8Pzzz8PT01OyLA8PD/j5+Rl13PT0dK2ubERERERkvxQKBbKyssptd3JywiOPPIKuXbti7Nix+M9//lNun0uXLqFv374AgISEBMl7ypkzZyI2NhbDhw+vMjPYmhyw2Iu5c+di9erVFc4XEBCANWvW6E0vLCzE5MmToVQq0bx5cyxevNikhSOljBs3DqtXr8b169eRmJiI0aNHS+4/cuRIjBw50qiyQ0ND2RpDREREVMW0atVKs86hKIrIzc3FpUuXcP78ecTGxmLJkiXo1auXjWtZuap8wOLs7AxXV9cK53NxcdGbVlxcjDfeeAP79u1DkyZNEBUVhaZNm5pRS93kcjk6dOiAnTt3IjMz0+LlExEREVHVMmHCBISGhmptu3LlCt5++20cOXIEs2bNwp49e6rkzLymMjpg+fvvv9G+fXu7mxHsjTfewBtvvGGx8kpKSvD2229j165dcHNzw6pVq/DYY49ZrPyHqVttiouLrXYMIiIiIqq6mjVrho8++gjPPPMMrl+/jrS0NHh7e9u6WpWmlrE7RkVFYdCgQQgICMCkSZMgk8lw7NgxpKeno6TsaoJVWGlpKd5991389ttvaNiwIVauXIk2bdpY9Zhnz54FoFq8koiIiKgqUyqB+HjV76rA29tb8sY/MjIS3t7eiIyM1GxbuHAhvL29MW3aNL35RFGEQqGAt7c3EssuYmeGshNdFRUVWaTMqsKoFpYdO3ZAqVQiNTVV81sURSxcuBCLFi3SrMXSpk0bFBQUWLvOVvPRRx8hLi4OLi4uWL58OXx8fKx6vD179mgCFl1r3BARERFVBTk5QFgYsHv3g21BQaqFp93dbVcvawgJCcGSJUuwe/du3LlzR+cwgyNHjiArKwuNGjWy2HiTEydOAFD1zmnRooVFyqwqjApYWrRogRYtWmDgwIGabdnZ2eWCmB07dkAURchkMqtV2FrmzZuHmJgYODs7Y9myZfD39zc673PPPYdr165h9OjRGDt2rGb72bNnsWbNGjz//PNawU9paSm2bt2Kjz76CAAQFBRUoeMRERER2ZOwMCApSXtbUhIQHq5aeLo6ad26Ndq3b4+TJ09i+/btePbZZ8vtEx8fDwAYNGiQ2ZM25ebm4siRI5oZvUaNGoUGDRqYVWZVY/Kgew8PDwQGBiIwMFCz7c6dO5oApir566+/sGrVKgBAvXr18MUXX+jd97XXXtM6ZwC4du0asrKykJeXp7W9uLgY0dHRiI6OhqurKx599FHI5XJcuHABt2/fBgB07twZn3/+uWVPiIiIiKiSKJXaLStqJSVAYqIqvbotOj106FCcPHkSv/76a7mApbCwENu3b9fsV1Hvvvsu3n333XLbmzZtitmzZ+tcMqMs9fTG1YnJAcuqVau0WhMA1cxbXbp0QZcuXcytV6UqLCzU/J2dnY3s7Gy9+964ccPocps3b45p06ZpxvpkZmaisLAQDRs2RO/evTFkyBAMGTKkRs3yQERERNVLWprh9OoWsAQHB2P+/Pk4ePAgrl27pjWb7N69e3H79m20bNkSHTt2rHDZZac1BlQNApcuXcK1a9fw448/wtfXV7JnzuOPPw4HBwe96ZmZmRW6n7UHJgcs8+fPR1ZWFt577z1L1scmunbtitOnT5ucX99gqgYNGiAiIsLkcomIiIjsnZeXeelVkZubG3r06IG9e/di8+bNePnllzVp6u5gzzzzjEll65rWuLCwEKtXr8YXX3yBF198ET///DPatm2rM//ChQuNWjiyKjF6lrCHyWQyrF27FlOmTKnSA+2JiIiIyHS+vqoB9g93GJHLAYWi+rWuqKm7e/3666+abXl5edizZw8A1eB8tb179+K5554r9/Pdd98ZdSwHBwe88sor6NevH/Lz87VmLasJTA5YFi5cCAcHB+zatQtjxozBzZs3LVkvIiIiIqoiYmKAh4b4IjAQiI62TX0qShRFndvv3bunN0/fvn1Rr149pKamIu3ffnHbtm1DYWEhOnbsiJYtW2r2vXHjBv78889yP+fPn69QPTt16gQAOHbsWIXyVXUmByz9+/fHypUr0bBhQxw/fhwjR47ExYsXLVk3IiIiIqoC3N1Vs4GlpABxcarfCQn2P6Wxs7MzACAnJ0dnulRA4eTkhP79+wMA4uLiADzoDla2dQUAQkNDcfr06XI/6pm/jFVaWgoAuHXrVoXyVXUmByyAKsr76aef0Lx5c2RmZiI8PBzHjx+3VN2IiIiIqArx9QVCQqpONzB1K4iuFouLFy9i3759kvnV3cI2b96My5cv4/Dhw6hTpw4GDRpk8boCwNGjRwGgxq3DYlbAAqjmoo6JiUH79u2Rm5uLMWPGYOfOnZaoGxERERGR1fTp0wcA8M033+DSpUua7RcuXMC0adP0dhVT69q1K5o2bYrLly9j9uzZEEURPXv21JrlyxIKCwvxf//3f5qJnoYPH27R8u2dybOEleXm5oY1a9bgjTfewO7duzF16lTMmDEDY8aMsUTxREREREQWN27cOMTHxyM9PR0DBw5E69atUVpaivT0dLRt2xajRo3SrNWnS61atRAcHIwVK1boHGxviu+//x4bNmzQ/K+e1lg9nmbAgAE17h7b7BYWNScnJ3z77bd4/vnnUVpaivnz5+P111/HTz/9hBMnTmitdUJEREREZGsNGjTATz/9hNDQUDRs2BAZGRnIz8/Hyy+/jOjoaLi4uBgso+zikC4uLmYv3Hj+/HmtgfkZGRmoV68egoKCsHDhQixatAi1a1ukzaHKkImG2roq6O+//8bkyZNx7do1re1yuRytW7eGn58ffH194evri3bt2qFevXqWPDz9KzQ0FCkpKfDz88PGjRttXR0iIiIyAj+/icqzWHj2+++/Y/ny5Th06BAA1fRwbm5uuHnzJkRRRHFxMc6ePYu0tDTNTAq1atVCSkqKpapARERERETVjFkBS0lJCTZv3owVK1bgzJkzmoFJHTt2REREBAIDA3Hnzh0olUoolUqkpKRAqVQiIyMDpaWlmqnZiIiIiIiIdDE5YFm1ahVWr16NK1euaAKVLl26YOLEiejevbtmPxcXFwQEBCAgIECzLT8/H6mpqVAqlWZUnYiIiIiIqjuTA5ayC9306NEDERER6Ny5s1F5nZyc8MQTT+CJJ54w9fBERERERFQDmNUlLCgoCBMnTkT79u0tVR+yEPVc4unp6QgNDbVxbYiIiMgY6enpAKC1JghRTWdywLJp0yb4+PhYsi5kQQUFBQBU3e84sQEREVHVov4cJyIzApabN2+itLQUtWpZbCkXsiA3Nzfk5ubC0dERnp6eFis3PT0d+fn5cHJyQps2bSxWbnXEa1UxvF7G47UyHq+V8XitjGfNa3Xp0iUUFBRYfKV0oqrM5HVYfHx80LBhQwQGBkKhUKB3795wdna2dP3IznB+eOPxWlUMr5fxeK2Mx2tlPF4r4/FaEVUuk1tYvL29cfr0acTHx+PXX39FnTp10L17dygUCigUCnh4eFiynkREREREVAOZHLDExcXh8uXLSEhIwK5du3D06FHs3bsXSUlJmD17Nh5//HE8/fTT6Nu3L5uWiYiIiIjIJGbNEvboo4/ixRdfxIsvvoh//vkHe/bswa5du7Bv3z6cOHECJ0+exDfffIMWLVqgb9++UCgUePLJJyGTySxVfyIiIiIiqsbMCljKatCgAUJCQhASEoLCwkIkJydj165d2L17NzIzM7FixQqsXLkSjRo1QlBQEBQKBXr27AlHR0dLVYGIiIiIiKoZiwUsZTk4OKB3797o3bs3AODEiRPYtWsXEhISkJ6ejl9++QUbN26Ek5MTnnrqKfTt2xd9+/ZFw4YNrVEdIiIiIiKqoqwSsDzM398f/v7+ePPNN5GZmakZ93Ls2DEkJCQgMTERly9fxuTJkyujOkREREREVEVUSsBSVsuWLTFu3DiMGzcOubm5SExMRGJiIurWrVvZVSEiIiIiIjtX6QFLWW5ubvjvf/+L//73v7asBhERERER2SkuU09ERERERHbL4i0sGRkZOHbsGK5fv47c3FwUFBTA1dUVbm5uaNOmDTp16sTuX0REREREZBSLBCx//fUXYmJi8Pvvv+PGjRuS+8rlcvj5+eGZZ57B0KFDUb9+fUtUgSpJWFgYsrOz4eHhYeuq2D1eq4rh9TIer5XxeK2Mx2tlPF4rosolE0VRNDVzXFwcli9fjrS0NJQtxtnZGa6urnB1dYWjoyNu376N27dv4+bNmygtLVUdWCaDk5MTgoODMWnSJDRr1sz8syEiIiIiomrFpIDl4MGD+Oyzz5CamgpRFNGwYUMMGDAAnTt3RocOHdCyZUud+e7evYu///4bx48fR2JiIo4dOwYAcHR0xOjRozFhwgS4uLiYdUJERERERFR9mBSw+Pj4AAB69uyJkSNHIjAwEHXq1KnwwS9evIi4uDisXbsWt2/fxuTJkzFp0qQKl0NERERERNWTSQHLK6+8gilTpqBDhw4WqcT9+/exdu1aODs7Y9SoURYpk4iIiIiIqj6zxrAQERERERFZE9dhISIiIiIiu8WAhYiIiIiI7JZR67CcOHEC586dw9NPP81ZvKqIoKAg5ObmwtHREZ6enrauDhERERnh0qVLKCgogJubG3bv3m3r6hDZBaMClnXr1mHXrl0YMGCA1vaSkhL8+OOPOHr0KOrXr4/g4GB0797dKhWlisnNzUV+fj7y8/Nx+/ZtW1eHiIiIKiA3N9fWVSCyG0YFLMePH0e/fv1Qt25dre2ffvop1q1bp1k08pdffsHEiRMxZcoUy9eUKsTR0RH5+flwcnJCmzZtbF0dIiKiauN+0X0UlBTAUe6IunXqGs5QAenp6cjPz4ejo6NFyyWqyowKWK5fvw5BELS23b59GzExMWjUqBE++eQTODg4YPny5ViyZAmeeuopPPnkk1apMBnH09MTt2/fRps2bbBx40ZbV4eIiKjKy7mXg7ANYdh9/kFXraBWQYgZEQN3Z3eLHCM0NBQpKSnszk1UhlGD7ouLi+Hs7Ky1bd++fSgqKsJLL72Ep59+Gr1798by5cvRrFkzrFu3ziqVJSIiIrKVsA1hSMpM0tqWlJmE8A3hNqoRUc1gVMDy6KOP4ty5c1rbDhw4AJlMhqCgIM02BwcHPPPMMzh69Khla0lERERkQ8psJXaf340SsURre4lYgsTziVBmK21UM6Lqz6iApVevXti0aRNu3LgBQNXismfPHjRu3BheXl5a+3p6emr2IyIiIqoO0nLTzEonItMZNYbl5ZdfxqZNm/Df//4XAwcORHp6OnJzczFy5Mhy+xYWFpYbnE9ERERUlXm5eZmVTkSmM6qFpWnTpli2bBlkMhlWrlyJpKQkNG7cGOPHjy+3b0pKCjw8PCxeUSIiIiJb8fXwRVCrIMhlcq3tcpkcilYK+Hr42qhmRNWfUS0sANChQwfs3LkTx44dw/3799GhQwfUr19fa5979+5h165d6Nu3r8UrSmRvevfujccffxxLliyxdVWIiKgSxIyIQfiGcCSeT9RsC2wZiOgR0TasFVH1Z3TAAgByuVxyuuLU1FR4e3ujf//+ZleMyJ7dvHkT165dw4gRIyT3u3TpEkaPHo3ExETJ/YiIyP65O7sjYUwClNlKpOWmwcvNiy0rRJWgQgGLWnJyMpYtW4aMjAw4OzvD29sb/fr1Q//+/bFmzRpL15HI7pw6dQoA4OPjUy7t5s2buHDhAjp06FAube/evQgMDLR6/YiIyHp8PXwZqBBVogoHLHv37kVERIQmUBFFEfv27cOWLVvQtm1bLFmyBI899pg16kpkN6QClsuXL2P69Ono2rUrwsNVc/OnpaVh9uzZkMvl6NixIxo2bFip9SUiIiKqqiocsCxatAg+Pj5YtWoVGjRoAAAQRRGJiYn43//+hxdeeAFxcXFwdXW1dF2J7EZqaipcXFx0rkTs5+eHzZs3IyYmBlOnTsX169cxY8YMTJs2Db169bJBbYmIiIiqLqNmCSvr7NmzePbZZzXBCgDIZDL07dsX69evR3FxMb799luLVpLI3pw6dQo+Pj6QyWQ602Uymean7P9EREREVDEVDlhcXFxQUlKiM61p06YIDw/nAOMaQn3T7u3tjZUrVxrcf8eOHWjXrh28vb2xYsWKSqihdRQWFuLcuXM6u4MBgFKpREhICFJTU7FgwQI0adIE8+bNw/fff4+XXnoJt2/fruQaExEREVVdFQ5YOnfujLi4OJSWlupMb9asGa5fv252xcj++fj4oE+fPgCAqKgoFBUV6d33zz//xNtvv43S0lK88MILGDduXCXV0vLS09NRVFSkN2Bp1qwZ5s2bhzlz5mjGqrRt2xZr1qzBmDFjOH6FiKgKUGYrEX86Hspspa2rQlTjVThgee2113D69GlMmzYNubm55dKTk5O5cGQNMnHiRADAlStXsGXLFp37ZGRkICIiAgUFBejbty/ee++9yqyixUkNuAeARo0a6ZwhDIAmwCMiIvuUcy8HiigF/Jb4Yej6ofBb4gdFlAI593JsXTWiGqvCAYuvry8+//xz7N69G0FBQZg6dSoWLVqE7777Dq+++iq2bt2KZ5991hp1JTvk7++Pnj17AgB++OGHcum5ubl49dVXcevWLfj7++Orr75CrVoVftrZldTUVMjlcgiCYHBfT09PdpEkIqpCwjaEISkzSWtbUmYSwjeE26hGRGTSOiyDBw9G27Zt8d133yExMRHbt28HADg5OWHSpEmIiIiwaCXJvkVERGDfvn04c+aM1joj9+/fx4QJE3Dx4kW0aNEC33//PerWrWvj2pZXVFSEdevWITY2FhcuXEB+fj4aNGiAgIAAvPHGG2jdurXW/qdOnULr1q3h6OhooxoTEZE1KLOV2H1+d7ntJWIJEs8nQpmt5PorRDZgUsACqPrkf/XVVygpKcHFixchk8ng6ekJuVxuyfpRFdC5c2cEBATg0KFDWL58OQIDA1FSUoI333wTJ06cgKurK5YtWwY3NzdbV7WcjIwMTJ06FadPnwagmlRCLpfj5s2b2L59Ow4cOIANGzZoBS2nT5/WtCoREVH1kZabZjCdAQtR5TMqYHnqqafwxRdfoEePHuXS5HI5WrVqZel62YQoivjrr7+QmJiIo0eP4ty5c7hz5w7q168PX19fDBs2DM8880yFp6edOXMmYmNjJfdZtmwZevfubU71bSoiIgKHDh3CoUOHcPLkScTGxiIxMRGOjo5YunSpXT5Hzp07h+eeew63bt3CgAEDNK0pxcXF2Lx5M95//33k5eXh888/x9KlSwGoxurcunVL7/gVIiKqurzcvMxKJyLrMCpgyc3N1Rpgf+fOHcydOxeTJ09G8+bNrVa5ypacnIyxY8dq/n/sscfQvHlzZGVlYf/+/di/fz+2bNmCyMhIODg4VLj8Zs2aoVmzZjrTqvrMUU899RQ6duyIY8eOYfLkybh69SpkMhk+//xzdOrUyehyNm7ciHfffdfkeqxevRpdu3Y1uF9RURGmTp2KW7duITw8HJ988okmrXbt2hg2bBhOnz6NFStWICkpCfn5+XBycjI44J6IiKouXw9fBLUKQlJmEkrEB0s4yGVyBLYMZOsKkY2Y1CWsqKgImzZtQkhISLmA5bfffsOyZcuwceNGi1SwMomiCE9PT4wZMwbBwcFo3LixJm3Tpk344IMPsGfPHixcuBDvvPNOhct/9tlnMWXKFEtW2a5ERERgwoQJuHr1KgBgxowZGDhwYIXKcHJygru7u8l1qFOnjlH7bdy4EWfOnEHz5s3x/vvv69wnKCgIK1asQHFxMbKystCmTRsEBQVpuo8REVHVpcxWIi03DV5uXlqBSMyIGIRvCEfi+QcTpgS2DET0iGhbVJOIYMYYFlEUdW4vKipCamqqyRWyJX9/f2zbtk3nTe+wYcNw9epVfPPNN/j555/x1ltvVfnZriytT58+cHNzQ25uLvr374+XXnqpwmUMHjwYgwcPtkLttK1fvx4AMHr0aL2tZS4uLpq/9T3fiYioasm5l4OwDWFag+uDWgUhZkQM3J3d4e7sjoQxCXoDGiKqfLzjLsPFxUXyG3r1GJNbt27pXIOmpsvLy8PNmzcBAN26dbNxbfS7du0alErVQmB9+/bVu192drbm70ceecTq9SIiIuszdtpiXw9fhHiHMFghsgMmt7DURPn5+Zq/nZycKpz/4MGDOHv2LG7duoUGDRrAz89PZ7e6qkqpVGpaIvz8/GxcG/3+/PNPAICrqysee+wxvfv9/fffAIBWrVpptbYQEVHV8HArCactJqqajA5Y/v77b7Rv394uZ3uqLOqV3H18fEy6gT18+LDW/zt37sS3336LqVOn4tVXXzWYf/369YiJiTHqWOnp6RWun7nUrRZyudzkQelbt27F3LlzTa5DZGSkwUH+KSkpAAAPDw/J/RISEgBAs64MERFVDfq6fY17YpxkPk5bTGSfjA5YoqKisHr1atSvXx9eXl6QyWQ4duwYmjRpglatWlX79Vf+/vtvzbiH8ePHVyhvy5YtMXPmTHTr1g3NmzeHg4ODZgaqbdu24csvv4SzszNGjRolWU52drbmZtseqev2n//8x6QWKEDVipWTk2NyHYqKigzuow6s7ty5o3ef5ORkpKSkQCaTISwszOT6EBFR5dPX7ete4T3JfJy2mMg+GRWw7NixA0qlEqmpqZrfoihi4cKFWLRokWYtljZt2qCgoMDada50OTk5mDJlCoqLi9GvXz8EBwdXKH9ERES5bR06dMDChQsxe/ZsrFu3DgsWLMCwYcNQr149veV4eHgY3dUqPT1dqwtbZVAHAr6+pn87FRoaitDQUEtVSSd1YHXlyhWcOXMGgiBopefm5mpmDhs+fDi8vPgBRkRkj3QNjJfq9nXw8kEENA/A0ctHOW0xURViVMDSokULtGjRQmuK2uzs7HJBzI4dOyCKYoUXVrRneXl5ePXVV3H58mX4+flh/vz5Fi3/zTffxIYNG/DPP/8gOTlZchD4yJEjMXLkSKPKDQ0NrdTWmPv37yMjIwOAeQGLtWVlZeHWrVsAgPr16+Ptt9/G119/DS8vLxQXF2Pfvn2YO3cuLl68iDZt2mDWrFm2rTAREZUjNdOXodXqpwRMwcq/VnLaYqIqxORB9x4eHggMDNTq33/nzh1NAFMd3L17F6+88gqUSiXatm2LH374weKDr+vXr4+2bdtCqVQiMzPTomVXptTUVJSWlgKw7wH36uemh4cHpk2bhvfeew/BwcFo0KAB8vPzUVhYCEB1DkuXLkX9+vVtWV0iohpPVyuK1ExfkYMjJcvr1KwTXvB/gdMWE1UhJgcsq1at0loVHlBNC9ylSxd06dLF3HrZ3P379zFhwgQcO3YMrVq1wsqVK9GoUSOrHEs9lXJxcbFVyq8M6rV3ZDIZ2rVrZ+Pa6Kee+cvX1xf//e9/Ua9ePaxcuRJpaWmoXbs2fH19MXToUISFhaF2bU6iR0RkbfoCB32tKHOC5kjO9KXez9Bq9b4evgxUiKoIk+/I5s+fj6ysLLz33nuWrI9dKCgoQEREBA4fPozmzZtj1apVBmeUMlVxcTHOnTsHoGqv9TFq1CiDkwbYA3ULizqoGjRoEAYNGmTLKhER1UiGFnDU14oSsaX8uNCy0nLTuFo9UTVjcsAik8mwdu1aXL16FV9++SUcHR0tWS+bKSoqwpQpU/DHH3+gadOmiIqKQrNmzax2vOjoaOTl5aF27dp2vdhidWGJiQGIiKhiTOnWpa8V5eT1k5LH8nLz4mr1RNWMySvdL1y4EA4ODti1axfGjBmjWeG8KispKcFbb72FvXv3wsPDA1FRUZILC5alUCigUCiwbds2re379+/HF198gfPnz2ttLywsxJo1azBv3jwAqgH1TZo0sch5kG7Xrl3TTJnMgIWIyHKU2UrEn46HMlt7DGvOvRwoohTwW+KHoeuHwm+JHxRRCuy/sB+7z+/W6rIFPOjWlZiRCCntm7SHXKa9nIJcJoeilUIrMOFq9UTVg8ktLP3794e7uzsmTpyI48ePY+TIkVi+fLnRN/j26LfffsP27dsBAA4ODpIzRH3wwQdaN71ZWVkAgHv3tOd4v3//PpYvX47ly5fD3d0dTZs2BQBkZGRo9h0wYABmzJhh0XOh8tSzptWvXx+enp42rg0RkX0x1BqhK91a3boMWRq8FB/u/pBdvohqCLNGFXfq1Ak//fQTXn31VWRmZiI8PBxLly5Fhw4dLFW/SqWeIQpQBSDqIESXvLw8o8r08/PDxIkTcezYMWRmZiIjIwNFRUVwc3NDz549MXz4cCgUCrPrToaVHb9SnabeJiIylilBh1S6tbp1KVorJAfO92jRg12+iGoQmSiKormF5ObmYsKECTh58iScnJzwxRdfoF+/fpaoH5lIvQ6Ln58fNm7caOvqEBFRJajojFtlgw5dgUHCmAQoohQ60zs364yDlw/qrUvkoEhM+W2K3vT2TdpDma3Ue9yceznlBs4rWikQPSIa7s7uxl+UKoaf30TlmTyGpSw3NzesWbMGQUFByM/Px9SpUxEVFWWJoomIiGoUfeNBpNL0jRXJuacat6evJWTIj0Mkx5LEn47Xmy4VrBhjafBSBLYM1NpWtluXeuB8ysQUxI2MQ8rEFCSMSajWwQoR6WaxhSacnJzw7bff4n//+x/WrVuH+fPn4+jRo+jevTv8/Pzg4+MDBwcHSx2OiIioSjKlFQSASWNFDHXNMhR0HMwyPSixVLcurpdCRBZdGa9WrVoIDQ1FYmIirl27hp07d2Lnzp0AALlcjtatW8PPzw++vr7w9fVFu3btUK9ePUtWgYiIyOoqc4B6+IZwiBBNCkiMmXFLStfmXSXTA5oH4Ojlo3oXaDRmPRQGJERkiMUClt9//x3Lly/HoUOHAACiKMLNzQ03b96EKIooLi7G2bNnkZaWhri4OACqAEc9cxMREVFlskbQYY0B6mVv9nWlmROQANJBR4h3iGQrSfSIaMmAhOuhEJElmBWwlJSUYPPmzVixYgXOnDkD9fj9jh07IiIiAoGBgbhz5w6USiWUSiVSUlKgVCqRkZGB0tJSlJaWWuQkiIioZrKnoCNhTILkWBFd3a8sFXRIMdQ1y1DQIdVKYmxAwlYUIjKHyQHLqlWrsHr1aly5ckUTqHTp0gUTJ05E9+7dNfu5uLggICAAAQEBmm35+flITU3VTDNLREQ1V3UJOtQD1HWlmztAXYqhgMRQ1yxDQYcxQQkDEiKyJpMDlvnz52v+7tGjByIiItC5c2ej8jo5OeGJJ57AE088YerhiYiokkndsDLosO4AdfUYFlPHilgi6GBQQkS2YlaXsKCgIEycOBHt27e3VH2IiMiKTAk6zJm9qtoGHdfbAblegFsa0CQVwEMD1HWka8aKXBM0afKmZ8oHHYeuaNIDA5ppgg6pNHVAEr8vDQdP3kDX9o0R0tOrfL2zfYE0X8ALgId2klIJpKUBXl6AL+MSIrIjJgcsmzZtgo+PjyXrQkREMK21wlCatabMlZq9qlKCDh2BgVbQoSNdKs1Q0PFEg374a9G7wPmgB/u12o2eby1CiHcIejQeiv1fTdWZvrz/cnQbcAG3Tj3oXVDf5y8s2d5C9c89d4hRCUCZ0xZTAQT/+7e+NGcgJwcICwN27/aCKhoBgoKAmBjA3b1s+oP86nRAf5p7mSVPGNAQka2YHLAwWCGims6eukgB1gk6jJ69qszNfUmT1PJBx0PpZgcddxsDG2KA84oH+7VKBEaEqYIOifQnmnUyOegQN0QDF+Ra10J2oTfwcw9gMlTH1JMesdEBeWcba6XlnX0CE18CEhJUQUOS9sOApCQgPBwQRf1phvKaW7ZUsKMOaAwFMwx2iMgcFl2HpTpJTk7GypUrcfz4cdy7dw+PPvooBg4ciPHjx8PZ2dmkMrdv3461a9fi1KlTKCoqQsuWLRESEoLRo0ejTp06Fj4DourDGi0O5uS1ty5SFQo6dAQWGjrStGavqmDgcDDroP70sFBArG1y0FE/fhvyMjtqnS8ye8F18w6EfN4Jrr/uxK3M9jrTnT0eNynouBfVA38eKb8Aslgqx769csTHA/uT9KfrUlICJCYC8fHaAcHD6ebkNadspRKYPFl/QBMdLR3MGBPsEBEZwoBFhzVr1mDu3LkQRRGPPPIImjVrhrS0NCxduhQ7duzAunXr4OrqWqEyP/vsM6xYsQIA0KJFC9StWxdnz57F559/jt27d2PFihVwcCj/QWdv7O3GkXktm9fe6mXNFge77iJVwdYKo4IOfTf/I4cBJQ56AwMA0kHHhhggs7fW+SCzF7AhGl1fvgts6Ks7PeYX1HdsaFLQUf+XJOSd0/E1vVgHt1I7IT4eWt2uHk7fn6ojyYig488juoMOtYNmTARmzbzmlJ2YKB3sBAcDR49qp1Wk5Qdg6wsRGcaA5SF///03Pv30UwDAJ598grCwMMhkMly7dg0RERFISUnBBx98gMjISKPL3LlzpyYgWbBgAfr27QsASE9Px/jx43H48GF8/fXXmDlzplXOyRLs9caReS2T117rZa0WB6Pzlrn5T5KZ31phsIuUqa0VxgQd+gKL3xYAt1vpDToU7zSD6689dAcOPx9A3nndgQPO9wVOAzhfPlmdnqcjyZigQ2ewUoatAoeu0ovC2yyvOWUb8u9a0VqMbdnZvx/44AO2vhCRYTJRvYgKAQAmTpyIhIQEDBs2DJ999plW2vnz5zFo0CCUlpYiLi7O6HE8Q4cOxalTpzBp0iS8/vrrWml//PEHxo4dCwcHB+zduxdubm4WOY/Q0FCkpKTAz88PGzduNLs8RZRC75SaCWMSJNOlpuNkXvvIaxf1emjmpM7NOutscVB3RYobGYeh64fqTdcwJa9E4BD5348x5eePTQocZg2cgE+3fa+/tSJmoypwEMt8lyQrAlomIW7bXQwd6KI73X/Ng6BDV941LTG0l44Zo4wQFwcMHWpSVsyaBfz7/U+l5jWnzobydn2iEEf+kqMED1pb5ChBYM8SJPzuAEXPQiTt150uitCbZjDv3ylIuvU4SlCnTFoRAl1PIuFmJyga/WVyugiZ3rTI/Z3g51fx6wgYfgz92xUiJVX/9VBTxqch7eANeHVtDN8Q057HVYmlP7+JqgO2sJRx9+5d/P777wCAsLCwcumtWrVCt27dcODAAWzbts2ogOX8+fM4deoUACA8PLxcevfu3dGyZUtkZmYiISEBI0aMMPMsLE+ZrZQcdCs1m4/WN87m5LVwFxnmtaN6pZwANuzQuoEvaZWIgyOHASXWaXEwmFeimxP+m2pya4VkF6m124DL3VCOMa0Vx8fpSHiQ98Ix3cnGsNcWB6nAISTEAUE9TLv5DwnphCBX/Tf30c6fIByvIxEPnjeB2ItoRAKIRQzCJNJFk/L+fG8uSm4dRziikYi+ZdKSEH0rHIhfgZhb40xK//nWsyhBbb153dNWIAguSEKvctejM47iIHQ8Z9WPkYHH8ERq+a53JZAjcZ8cSiXQRH4DYd0uYPetJ6CZ+cz1L8Qkt4C797+TF7A/GVGNwICljNTUVBQWFsLBwQH+/v4693nyySdx4MABHD9+3Kgyjx07BgB47LHH0LRpU71lZmZm4vjx43YZsKTlpkmmmzOFqDkzAVn1hrUm5bV1vaxx829O3thV2nVV0wQOXsD5lrrTDQQOkkGHrmClDHMCB3MYuunsXf8v7M8z7eZf6pt9awUO5tz8/3zrWTTafxsJiIMS7ZAGL3ghDb5IBfYBiI+H+/44/emAaXn/VOd9unwaABw8CHfcMD3dQNkx+F739cCzeBYbdQYzgUhCCO7qDXb6YA8S0E/PswpIS7yAyR/cQNIt7a6ISbceR3i3k0g4KwJhYVDuvvqgzkGPcC5moupKJI2YmBhREASxf//+eveJi4sTBUEQAwMDjSrzm2++EQVBEF966SW9+yxZskQUBEF8/vnnK1plvYYPHy4KgiAOHz7c7LJSrqeI+Biqn4ntRIx8RvX7321xp+JEvNNYRKsEUTVB5r8/rRJETG+oP+2dxobztkoQISvSTpMVimi1S5VXX3qHH5jX2Lw2rFfk5oce9wr8xMWZls/cvLNm2SavOXVOSRHFINc/RTkKtbbLUSgqXI9Kpomi/rwv1d8gZqOxqMAurTQFdonZaCyKcXF603PR0Ky86g0paCfG4RkxBe10Xiyd6VJpZR4kqbxV6slhoReLrush+RjOmqU3/SA6Sx5266u/SKZntOsvBiFRa1sQEsXsnsNUH1zZ2aIYFKSdKShItd3OWfLzm6i6sGoLy759qq+UunfvDrlcenYVe3D79m0AQMOGDfXuo05T72vJMv/55x/JstavX48Y9SpfBqSnpxu1nzF8s4EeqY2xPzkGyCzzzXPLRPTsGoaQ04Drmhjculb+2+quK77G6dqtdKa5rolGSM+7evO2/78VOHlL/zfddVb/DpzvpTP9P8d74xx09HW2cV7szLTOt/Pm5LVm2YbyZuhONkZ1HFgt2Vrh5YQgXNX5bfVorMF5tNL7Tbdv2l2TuwRJtTgsyBuHBsiz2jf7hvICgC9Sy20r+wDrTJdKK/MgSeXVyZpPjoAA1XRcJQ/GgkEuBwIDgZAQ1Wj1pCTT0kXRqLy+JWWuh1wOdO4M94MH9T9GXbvCHZ/qTQ9Cot7nbJFM/6yZ7aDEuNQZSIL2+3ASeiJ8XykSDM3FzOnJiKqcWtYs/JVXXsH48eORl6dzLhi7U1BQAACSa6Kopx5W72vJMvPz8yXLys7ORkpKilE/hsqqkLS0f9cl0A4qZBd6AT9HQ7n5HG5dVQAPx79iHdTNaaU37dbVvti19rLedKdbzSWr9feebL1pjXHDLvOe+DVTb5onLkjnXXPMKnmtWbahvM4n/tCb9h9Id0Xsid+tkrcdlAhCIuQo0touRxEUSEAI4vWmv4QVZuX9Ja8fAqF9k6UKHPoDiYmIQZjO9AWYpjctGuFaN/8p8EUcQpACXyTgaTTCbb1p7rghmbdBmXm+fJGKEPyqfYP/0M1/uXQL5NXJmJv/h79Ek8sBheLBDbq+dKk0a+bdskUVQJQVGKhaCAVQdYUyNd3UvJs3a+qs9RjpOCdd6TE9FiHwoddiIH5HdM/F8ArWP0a0Ka5iNxQoeahXewnqIBF9kfZjsmrqsbIBGKA9PZlCAfj5qWZY8PNT/Z+To/eYRGRbVh/DIoqitQ9hMY6OjgCAoqIivfsUFhZq7WvJMp2cnCTL8vDwgJ+R07Wkp6dbLGhRwhf7S8u3GohiHewT++J3mavevGm6WhvKSBb199u/gcZ60wDg8T4ewIGqlbdbyyt607yQhktooT+vLBlAR4vntWbZhvI+LUtAEO7r/Jb1OfyEA+ih9xvYQUhEEIosnjcUv2AaFupucUA4cHCC3j79CzANhXAwOa9kawVgemuFka0GJrU4mPPNv5Hf7Fs8b3S06pv2sqsmPnyDLpVui7zu7qqWAX2tAuamm5rX0PlKpLsDSAgPhzJx8oPnrKKZKs3dXe8YJnldR+A+9LqRI0p/8kREqM6lrIdbXwC2wBDZE2v2N/P29hZ9fHzEmzdvWvMwFmONMSxff/11lR/DYqj7c2Sk9bpe965vWt96c/rlWzVvSooYhATd4wHwg940BXaJYlycVfJas2xj8lprjINdjo8wMq/On5QUVR98uVx7u1wuigqFdJooWi9vdrbqt9aFVDwYKyCVbqu8aikpqsckJUX3m59Uuq3y2isrXI/sUzmiwvWo9kPoelTct/mm5EvlbFyKea8zG49/4RgWovJgzcKrWsBy6NAhURAE8fHHHxcLCwt17hMZGSkKgiCOGTPGqDJjY2NFQRBEhfqDX4eZM2eKgiCIs2bNMqXaOll00H2K4ff3oB4FolxWrH0/IysWFT0LJNNEUTqvvg+s7FM5oijq/0DLPpVjv3l7DBUV0B5srkCCmN1zmGSaNfPasl7qm2GtG4uHbqR1plVC3kq/+TeUlzf/ls1LVUJK3FkxblaymBJ3VrPN0OdKdo+hOgfl327XVfoDLS7O8OvQyhiwEJXHgKWMvLw80c/PTxQEQTxy5IjOfcaOHSsKgiB+8803RpV57tw5URAEURAE8erVqzr36devnygIghgTE2Nq1cux9Buere6j1HR9YJUllW53ef89Ya0b5Yculs40a+a1g3rZ1U24vebVPLl48081m6GXSlCPAlGO8gHNS52OGQ5YpNIr4bnPgIWoPKuudO/j4wOZTIY//vgDrq6u1jqMRb322mvYvXu3RVe6f+aZZ3DmzBnJle7r1KmDpKQku13pPienfDdkheJB12o1qS6/hroD17juwta6WOZeaHusF/MSkQ66XipKpWocvT55AQq4HNUzvmnqVNVAfH3i4lRjpKyIK90TlceA5SEnTpzQrHI/e/ZshIWFQSaT4fr163jttdeQkpKCp59+Gt9++61WPoVCNf3u9OnTMXDgQK207du34/XXX4eDgwMWLlyo2ffcuXN49dVXcenSJYwZMwazZs2y2HlY6w2P91FERGTP4uOlY47f1uRg4Eo938Bdvy4d7aSkqD78rPhhyICFqDyudP8Qf39/zJw5E/Pnz8eHH36IpUuXolGjRkhLS0NhYSFat26NOXPmlMuXlZUFALh37165tAEDBmDMmDGIiopCREQEWrRoAWdnZ5w9exYlJSV48skn8dZbb1n93CzB15eBChER2S8v6ckp0aKTO/CCnlnP3N2lZ5hr0kQV3Oze/SAtKEg1G1rZ7gZEZFFWXYelqho7dixWrlyJ3r174/79+0hLS8Ojjz6K1157Db/88otJ3bZmzZqFBQsWICAgADdv3sT58+fRpk0bvP3224iKijJ6mmQiIiLSz9dXekkbTdcx+CIeIVDioW/hpNalCQvTvyAlEVkNW1j06N69O7p37270/qdPnza4z6BBgzBo0CBzqkVEREQGSC0Pk5Ojijv0NpLoW3dGqdTOpKZekFKpZBcEIithwEJERETVitRalwqF/kaSsutGlusDnZYmfdC0NAYsRFbCgIWIiIiqpYdjDrMaSQwNjjGUTkQm4xgWIiIiqhGMaSTRy9jBMURkcQxYiIiIqEYwu5FEakA+EVkNu4QRERFRjaBuJNE3a7HBRhKpwTFEZDVWDVjmzZsHAKhXr541D0NERERkFKkZxIzGRcmIKpVVA5bhw4dbs3giIiKiCmEjCVHVwy5hREREVOOwkYSo6uCgeyIiIiIislsMWIiIiIiIyG6xSxgRERHRQzjGhch+MGD516lTp7Br1y4cOnQIaWlpuH37NpydndG2bVsEBwcjLCwMderUqXC5kZGRWLx4seQ+H3/8MZ577jlTq05EREQWkpMDhIUBu3c/2BYUpJpdzN3ddvUiqskYsAC4cOEChg4dqvm/WbNm8PHxwbVr13D06FEcPXoUsbGx+OGHH9CwYUOTjtG4cWO0bNlSZ5qHh4dJZRIREZFlhYWp1mkpKylJNRVyQoJt6kRU0xkdsOTl5aF+/frWrIvNiKKIxo0b48UXX0RISAiaN2+uSdu7dy+mT5+OkydP4qOPPsKCBQtMOkbv3r0xf/58C9WYiIiILE2p1G5ZUSspUa3bolSyexiRLRg16D4lJQXdunXDRx99ZO362MQjjzyChIQEREREaAUrABAYGIj3338fALBjxw7cvHnTFlUkIiIiK0tLMy+diKzDqIBl7dq1qF+/Pt5++23J/f744w/8/fffEEXRIpWrLI6Ojqhbt67e9N69ewMASkpKcOHChcqqFhEREVUiLy/z0onIOozqEnbw4EEMGTLEYJcwmUyGESNGIDIyEk8//bRFKmgP8vPzNX87OTmZVMapU6fw1ltvITs7G/Xq1YO3tzeCg4PRtm1bS1WTiIiIzODrqxpgn5Sk6gamJpcDgYHsDkZkK0YFLNnZ2fD29ja4X7du3dCuXTskJCRUq4Bly5YtAABXV1d4mfj1SmpqKlJTUzX/JyYm4rvvvsPo0aMxY8YMyOVyg2WsX78eMTExRh0vPT3dpHoSERHVZDExqgH2iYkPtgUGAtHRtqsTUU1nVMDi7Oys1cogpVevXkioRtNoXL58GUuWLAEAvPzyy0YFFmU1adIEr7/+Onr16gVPT0+4uLggIyMD69atw/r16xEVFYXatWtj+vTpBsvKzs5GSkqKSedBREREhrm7q2YD4zosRPbDqIDF09MTJ0+eNKpAT09PXLt2zaxK2Yv79+9j0qRJyMvLg7+/P1566aUKlxEeHl5um7e3N2bPng1PT098+eWXiIqKwvPPPw9PT0/Jsjw8PODn52fUcdPT040OMomIiEibry8DFSJ7YVTA0qdPHyxbtgxTpkzBY489Jrnv3bt3UVhYaJHKGWPu3LlYvXp1hfMFBARgzZo1etMLCwsxefJkKJVKNG/eHIsXLzZp4Ugp48aNw+rVq3H9+nUkJiZi9OjRkvuPHDkSI0eONKrs0NBQtsYQERERUZVn1CxhL774IpydnTFhwgRcuXJFct9jx47h0UcftUjljOHs7AxXV9cK/7i4uOgts7i4GG+88Qb27duHJk2aICoqCk2bNrV43eVyOTp06AAAyMzMtHj5RERERERVnVEtLK6urvjqq68wceJEDB06FFOmTMGzzz4LZ2dnrf22bt2KHTt2YMyYMVaprC5vvPEG3njjDYuVV1JSgrfffhu7du2Cm5sbVq1aZbBVyRzqVpvi4mKrHYOIiIiIqKoyeqX7Hj164IcffsA777yDTz/9FF999RU6duyIli1bori4GKdPn0ZKSgo8PDzw6quvWrPOVlNaWop3330Xv/32Gxo2bIiVK1eiTZs2Vj3m2bNnAagWryQiIiIiIm1GBywA0LlzZ2zevBk//vgjfvnlFyQnJyM5OVmT3r17d3zyySdwc3OzeEUrw0cffYS4uDi4uLhg+fLl8PHxserx9uzZowlYevToYdVjERERERFVRRUKWACgXr16GD9+PMaPH4/r16/jypUrKCkpQcuWLdG4cWNr1LFSzJs3DzExMXB2dsayZcvg7+9vdN7nnnsO165dw+jRozF27FjN9rNnz2LNmjV4/vnntYKf0tJSbN26FR999BEAICgoqELHIyIiIiKqKYwKWL755hu0a9cOvr6+aNGihWZ7kyZN0KRJE6tVrrL89ddfWLVqFQBVQPbFF1/o3fe1115DYGCg1rZr164hKysLeXl5WtuLi4sRHR2N6OhouLq64tFHH4VcLseFCxdw+/ZtAKpWq88//9yyJ0REREREVE0YFbB8//33kMlkAFQ39D4+PpoApl27dmjbtm2FF1S0J2WnYc7OzkZ2drbefW/cuGF0uc2bN8e0adNw7NgxpKenIzMzE4WFhWjYsCF69+6NIUOGYMiQIVX62hERERERWZPRXcIcHBzQu3dv3L9/H6mpqThy5AgAQCaToU6dOvDy8tIEMO3atUOnTp2sVmlL69q1K06fPm1y/sTERJ3bGzRogIiICJPLJSIiIiKq6YwKWBYvXowvvvgCu3fvxnPPPYevvvoKBQUFUCqVSE1N1fz88ssvEEURMpkMqamp1q47ERERERFVc0YFLE8//TT69OmDtWvXYunSpYiPj8ekSZMwatQo9OnTR7PfnTt3NEEMERERERGRuYxa6R4AateujbFjx2LHjh145pln8Pnnn2Pw4MFISEjQ7OPi4oKAgIBKXTiSiIiIiIiqL6MDFrWGDRvi/fffx6+//orWrVtj0qRJGD16NE6dOmWN+hERERERUQ1W4YBFrXXr1vjuu++watUq/PPPPwgNDUVsbKwl60ZERERkd5RKID5e9ZuIrK/CC0devHgRaWlpOHv2LM6ePYu0tDScO3cOpaWlyMrKskYdiYiIiGwuJwcICwN2736wLSgIiIkB3N1tVy+i6s6ogOXdd9/F2bNnkZ6ejvz8fIiiCGdnZwiCAH9/f4SFhcHb21trNXciIiKi6iQsDEhK0t6WlASEhwNlhvQSkYUZFbDExsaibt26UCgUGDBgANq1a4fHHnvM2nUjIiIisgtKpXbLilpJCZCYqEr39a38ehHVBEZ3Cbt//z62bt2KPXv2aK107+Pjg7Zt26JOnTrWrCcRERGRzaSlGU5nwEJkHUYFLDt27NCsr6L+ffToUQCqle7lcjm8vLw0q9y3a9cOXbp0sWrFiYiIiCqLl5d56URkOqMClhYtWqBFixYYOHCgZlt2dna5IGbTpk2IjY3lSvdERERUrfj6qgbYJyWpuoGpyeVAYCBbV4isqcKzhKl5eHggMDAQgYGBmm1c6Z6IiIiqq5gY1QD7xMQH2wIDgeho29WJqCaQiaIompJx1apVGDt2rIWrQ5YSEBCA27dvw8nJCW3atLF1dYiIiKqN+/eBggLA0RGoW9eyZatnZG3YsCEOHTpk2cKJqiiTW1jmz5+PrKwsvPfee5asD1lIQUEBACA/Px8pKSk2rg0RERFVhPpznIjMCFhkMhnWrl2Lq1ev4ssvv4Sjo6Ml60VmcnNzQ25uLhwdHeHp6WmxctXf/LDlxjBeq4rh9TIer5XxeK2Mx2tlPGteq0uXLqGgoABubm4WLZeoKjO5S9iOHTvwzjvvoLCwEB06dMDSpUvRqFEjS9eP7ExoaChSUlLg5+eHjRs32ro6do3XqmJ4vYzHa2U8Xivj8VoZj9eKqHLVMjVj//79sXLlSjRs2BDHjx/HyJEjcfHiRUvWjYiIiIiIajiTAxYA6NSpE3766Sc0b94cmZmZCA8Px/Hjxy1VNyIiIiIiquHMClgAoHXr1oiJiUH79u2Rm5uLMWPGYOfOnZaoGxERERER1XBmByyAaoD3mjVrEBQUhPz8fEydOhVRUVGWKJqIiIiIiGowiwQsAODk5IRvv/0Wzz//PEpLSzF//ny8/vrr+Omnn3DixAkUFhZa6lBERERERFRDmDytsS61atVCaGgoEhMTce3aNezcuVPTPUwul6N169bw8/ODr68vfH190a5dO9SrV8+SVSAiIiIiomrEYgHL77//juXLl2tWZRVFEW5ubrh58yZEUURxcTHOnj2LtLQ0xMXFAVAFOFzUkIiIiIiI9DErYCkpKcHmzZuxYsUKnDlzBuolXTp27IiIiAgEBgbizp07UCqVUCqVSElJgVKpREZGBkpLS1FaWmqRkyAiIiIiourJ5IBl1apVWL16Na5cuaIJVLp06YKJEyeie/fumv1cXFwQEBCAgIAAzbb8/HykpqZCqVSaUXUiIiIiIqruTA5Y5s+fr/m7R48eiIiIQOfOnY3K6+TkhCeeeAJPPPGEqYcnIiIiIqIawKwuYUFBQZg4cSLat29vqfqQnQsLC0N2djY8PDxsXRW7x2tVMbxexuO1Mh6vlfF4rYzHa0VUuWSiuj9XBZ06dQo+Pj6Wrg8REREREZGGyQELERERERGRtVls4UgiIiIiIiJLY8BCRERERER2y6SAZfny5cjPz7doRU6ePIm9e/datEwiIiIiIqraTApYvvzySzz99NNYtWoV/vnnH7MqcOTIEUyYMAFhYWE4efKkWWUREREREVH1YtKg+2+++QZRUVEoKChAnTp10KdPHwQHB6Nz585o3LixZN6ioiKkpqYiMTERmzdvRlZWFkRRhL+/Pz755BPOPEZERERERBomzxJ27do1fP3119i8eTNKSkogk8kAAM2aNYO3tzfc3NzQsGFDODg44J9//sHt27dx8eJFnDp1CkVFRQAAURTRokULTJ06FcHBwZY7K0JQUBByc3Ph6OgIT09PW1eHiIiIjHDp0iUUFBTAzc0Nu3fvtnV1iOyC2dMaX7t2DTExMfjll19w9erVBwX/G8CUpT5U7dq1ERgYiPDwcPTq1UvnvmSeDh06WHycEREREVUOJycnHD9+3NbVILILFl2H5cyZMzh8+DBOnDiB69evIzc3FwUFBXB1dYWbmxu8vLzQuXNndOrUCS4uLpY6LOkQEBCA27dvw8nJCW3atLF1dYiIiMgI6enpyM/PR8OGDXHo0CFbV4fILtS2ZGGCIEAQBIwaNcqSxZIJPD09cfv2bbRp0wYbN260dXWIiIjICKGhoUhJSWF3bqIyuA4LERERERHZLQYsRERERERktyzaJQwA/vnnH1y/fh13794FANSrVw9NmjRBgwYNLH0oIiIiIiKq5iwSsCQnJyMuLg779u1DTk6Ozn3c3d3Rs2dPDB06FN26dbPEYYmIiIiIqJozK2DJy8vDO++8g7179wJ4MG2xLtnZ2di0aRM2bdqEwMBAfPHFF6hfv745hyciIiIiomrO5IClqKgIY8aMQWpqKkRRhKenJ3r16oW2bduiadOmqFu3LgDg/v37uHbtGs6ePYt9+/bh4sWL2Lt3L8aOHYvo6GjUrm3xXmlERERERFRNmBwtrF27FkqlEi4uLpg9e7bRK9Vv3boVH374IZRKJdauXYuxY8eaWgWiKunSpUsYPXo0EhMTbV0VIiIiIrtn8ixhW7ZsgUwmw5w5c4wOVgBg8ODBmDNnDkRRxObNm009PFGVcvPmTb0rFqu7VBIRERFReSYHLOfPn4eDgwMGDRpU4bwDBw6Eo6Mjzp8/b+rhiaqUy5cvY/r06fjwww9x+/ZtAEBaWhpefPFFrFy5UrONiIiIiLSZHLCUlJSgVi3TsstkMtSqVQulpaWmHp7IZqZNmwY/Pz8UFRWVS9u0aRO8vb2RkJCgtd3Pzw+bN2+Gt7c3pk6diuvXr2PGjBkYP348Vq1ahYYNG1ZW9YmIiIiqFJMDFk9PT+Tn5yM5ObnCef/44w/cv38fnp6eph6eyGYEQUBxcXG5FsLCwkIsWrQIXbp0Qd++fcvlk8lkmp+y/xMRERGRfiYHLP3794coipg+fTpOnDhhdL4TJ05g5syZkMlk6N+/v6mHJztw6tQp+Pj4wNvbGytXrjS4/44dO9CuXTt4e3tjxYoVlVBD6xAEAYCqS1dZ69atQ1ZWFt55551yeZRKJUJCQpCamooFCxagSZMmmDdvHr7//nu89NJL7BJGREREpIfJs4SNGzcOsbGxuHz5MsLDw9G1a1f07t1bclrj33//HQcPHkRpaSk8PT0xbtw4i50IVT4fHx/06dMHu3fvRlRUFF544QXUqVNH575//vkn3n77bZSWluKFF16o0o+9t7c3AO2A5c6dO1i6dCkGDBiADh06lMvTrFkzzJs3Dx06dMClS5cAAG3btsWaNWuwZ88edgkjIiIi0sPkgKVevXpYs2YNXnvtNZw9exYHDx7EwYMHJfOoF5YUBAFLly6Fs7OzqYcnOzFx4kTs3r0bV65cwZYtWzBs2LBy+2RkZCAiIgIFBQXo27cv3nvvvcqvqAV5enrC2dlZK2BZtmwZ7t69i7feektnnkaNGqFRo0Y60/r06WONahIRERFVCyZ3CQOA5s2bY9OmTZgzZw6efPJJyGQyiKKo80cmk6Fz58743//+h9jYWDRv3txS50A25O/vj549ewIAfvjhh3Lpubm5ePXVV3Hr1i34+/vjq6++MnmyBnshk8kgCALS09MBANevX0dUVBTCwsLQsmVLg/k9PT25BgsRERGRkcxeZl4ul2PEiBEYMWIE8vPzkZ6ejuvXr+Pu3bsAVC0xTZo0QZs2beDk5GR2hcn+REREYN++fThz5gz27t2LwMBAAKrugBMmTMDFixfRokULfP/995qugrb27bffYtGiRQgICMDSpUuxZs0aJCQkIDMzUzMhxPDhw/HKK69ALpeXyy8IAmJjY1FcXIzFixejVq1amDx5sg3OhIio5lJmK5GWmwYvNy/4evhWOJ2IqgazA5aynJyc4OfnBz8/P0sWS3auc+fOCAgIwKFDh7B8+XIEBgaipKQEb775Jk6cOAFXV1csW7YMbm5utq6qhlKpBKDqqjV06FBcunQJMpkMdevWRVFRETIyMvD111/j7Nmz+PLLL8vlFwQBRUVF2LNnD3755RdMmjTJrs6PiMjSpG7+zQkcTMmbcy8HYRvCsPv8bs1+Qa2CEDMiBu7O7gbTrV1nIrIsiwYsVZ0oivjrr7+QmJiIo0eP4ty5c7hz5w7q168PX19fDBs2DM8880yFp6KdOXMmYmNjJfdZtmwZevfubU71bSoiIgKHDh3CoUOHcPLkScTGxiIxMRGOjo5YunQpWrVqZesqalEHLNu3b0e9evXw/vvvIzQ0FPXq1cPFixfx3nvv4eDBg/j1118xcuRIdO7cWSu/eqawDz/8EI0aNcJLL71U6edARDWPuS0KptyES938AzA5cDAnb9iGMCRlJmnVPykzCeEbwpEwJkEyPXpEtNXqTETWIRPVI+Et5J9//tHZJaxBgwaWPIxV/PHHHxg7dqzm/8ceewwNGjRAVlYWbt26BUA1QDoyMhIODg5Gl6sOWJo1a4ZmzZrp3UfX7FKmCg0NRUpKCvz8/LBx40aLlSslPDwcx44dwyOPPIKrV69CJpNhwYIFGDhwoNFlbNy4Ee+++67JdVi9ejW6du0quc+tW7c0+zg7O2PNmjV4/PHHtfa5efMm+vbti7t372LcuHGYMWNGufRu3boBAObMmYOwsDCT60xENYstWhTMuQlXRCmQlJmEErFEky6XyRHYMhAiRL1pCWMSrJK3c7POOHhZ/yQ/cSPjMHT9UL3pAc0DcPTyUavU2RJs8flNZO8s0sKSnJyMuLg47Nu3Dzk5OTr3cXd3R8+ePTF06FDNjZ69EUURnp6eGDNmDIKDg9G4cWNN2qZNm/DBBx9gz549WLhwoc61Ngx59tlnMWXKFEtW2a5ERERgwoQJuHr1KgBgxowZFQpWAFW3Qnd307+l0jetclnq1hUAmDp1arlgBVB1FXviiSewb98+zTTED6efPn3a5HoSkf2zp25M5rQoGEpX34TrSoscHKlVH7USsQSJ53VPHqJOiz8db5W8UsEKABzMkk4/lHXIKnVWZivZPYzISswKWPLy8vDOO+9g7969AB5MW6xLdnY2Nm3ahE2bNiEwMBBffPEF6tevb87hLc7f3x/btm3TedM7bNgwXL16Fd988w1+/vlnvPXWW1V+titL69OnD9zc3JCbm4v+/fub1E1q8ODBGDx4sBVq90BKSgoAoGHDhnjuuef07tekSROr1oOIzFeVukCZGlQM+XGIzpt0Y2+yzbkJT8wwfUZDQ4GDtfJ2bS7dym6t46blpjFgIbISkwOWoqIijBkzBqmpqZqWiV69ekkuHLlv3z5cvHgRe/fuxdixYxEdHY3ate1nGI2Li4tkeu/evfHNN9/g1q1byM3NNasloDrKy8vDzZs3AcBuW9EAIDU1FYAqwHJ0dNS7n/pcyra0EZHlVXZrBSAddJjaGmGtoMPcFgVzbsLNYU7gYCivVLeuEO8QBLUKMqk7mTl19nLzMjkvEUkzOVpYu3YtlEolXFxcMHv2bAQHBxuVb+vWrfjwww+hVCqxdu1arTEj9i4/P1/ztylTNB88eBBnz57FrVu30KBBA/j5+SEkJKTarEmjVCo1rWz2PFOcuoVFV1ewsk6cOAEA8PXlN2ZEQPXpImWLLlDmBh1SDN1km3MTrmit0Hvzb2hMh1TgYG7e6BHRCN8QrvWYqLcDQMyIGL3p6ueGpevM1hUi6zE5YNmyZQtkMhnmzJmDQYMGGZ1v8ODBkMlkeOONN7B58+YqFbBs2bIFAODj42OwNUaXw4cPa/2/c+dOfPvtt5g6dSpeffVVi9TRltRjQ+RyOXx8fEwqY+vWrZg7d67JdYiMjESnTp30pt+9exeZmZkAoHfleUAVXN64cQMymUyzrgxRdcAuUvbZBcpaLQqWuAmXuvkHYHLgYE5ed2d3JIxJ0PuclUo3VCdz6kxE1mFywHL+/Hk4ODhUKFhRGzhwIGbOnInz58+bevhK9/fff2P9+vUAgPHjx1cob8uWLTFz5kx069YNzZs3h4ODA06fPo0VK1Zg27Zt+PLLL+Hs7IxRo0ZJlrN+/XrExMQYdUz1KuyVSd1y8Z///MfkRULz8/P1TtxgjKKiIsl0dRdGAMjNzdW737JlywAAAwYMQNOmTU2uD5Ep7G1cRnXrImUt1gw6zGlRMCZdKs1QcGBq4GBuXgDw9fCVbNnQlW5OsGOozkRkHSZPa/zEE08AAP766y+TDvzEE09AJpPhzz//NCl/ZcrJycGIESNw+fJl9OvXD4sXL7ZY2bNnz8a6devQoEED7NmzB/Xq1dO7b2RkZIWPXZnTIg4ePBjp6ekYOnQoPv/880o5ZkWtXr1a04LTs2dP/PDDD+X2iY6OxocffghHR0fExsaiTZs2lV1NqgbsbVyGqVO1Rg6OhN8S07p4GppeVsqsXrPw6e+fVvpxUyamYPLWyVaZxldX0KFopdC0GOTcy5FMB2yzDgtVLk5rTFSeyS0snp6eSEtLQ3JycoUHWP/xxx+4f/++ZvE9e5aXl4dXX30Vly9fhp+fH+bPn2/R8t98801s2LAB//zzD5KTk9G3b1+9+3p4eBg9NiQ9PV1rzI213b9/HxkZGQDse8yHuttagwYNsG/fPixYsACvvPIKXFxccP36daxcuRKrVq0CAHzyyScMVmoAjsuoeV2kbNUFytxv9gHTWhSMTTeUl4jIVkwOWPr374+zZ89i+vTpWLx4Mfz9/Y3Kd+LECcycORMymQz9+/c39fCV4u7du3jllVegVCrRtm1b/PDDDyaNXZFSv359tG3bFkqlUjO2Qp+RI0di5MiRRpWr/oamsqSmpqK0tBSAfQ+4VwcskydPxs8//4ylS5fiu+++Q7169XDnzh0AqjE4s2bNwrBhw2xYU6oIjsuwXtBhDnvuImWrLlCA+UEHEVFNY3LAMm7cOMTGxuLy5csIDw9H165d0bt3b8lpjX///XccPHgQpaWl8PT0xLhx4yx2IpZ2//59TJgwAceOHUOrVq2wcuVKyUHa5lCv+1JcXGyV8iuDeqpgmUyGdu3a2bg2uhUWFmrG9nTs2BHDhg3DokWLkJCQgJycHDRt2hTdunXDuHHjTJ40gPTjuIyqOS7DmrNEmRN0VMY4BHNaIxh0EBFZjsljWAAgKysLr732Gs6ePQuZTGZwf/WhBEHA0qVL7XY634KCAkyYMAF//PEHmjdvjh9//BHNmjWzyrGKi4vRrVs35OXl4YsvvkBISIhFymUf2PJOnDiBESNGQC6X488//zR5YoCajOMyaua4DKmxFUD51orKHpdBVJ3w85uoPLNWbWzevDk2bdqEjRs3Ii4uDn/++aemW9DDatWqhSeffBLDhg3D8OHDIZfLzTm01RQVFWHKlCn4448/0LRpU0RFRVktWAFUA7zz8vJQu3Ztu15ssTpQtwK1bt26RgcrHJfBcRlq7CJFRERVgdnLzMvlcowYMQIjRoxAfn4+0tPTcf36ddy9excAUK9ePTRp0gRt2rSx+5vEkpISvPXWW9i7dy88PDwQFRWFxx57zKi8CoUCADB9+nQMHDhQs33//v04cOAARowYgVatWmm2FxYWIjo6Gp999hkA1fiUJk2aWO5kqBz1mJ7q3t3LlO5THJdhvJo4LkONXaSIiMgWzA5YynJycoKfn59dD7qW8ttvv2H79u0AAAcHB8yaNUvvvh988IHWbFhZWVkAgHv37mntd//+fSxfvhzLly+Hu7u7Zk2PjIwMzb4DBgzAjBkzLHouVJ56wL09z2KmZo1WEFsEHRyXoVJdxmUQERHZgkUDlqqusLBQ83dWVpYmCNElLy/PqDL9/PwwceJEHDt2DJmZmcjIyEBRURHc3NzQs2dPDB8+XNM6Q9ZTXFyMM2fOAIDdTApQmV2vDHWfslXQYai1Qoo5QUd1nrqWQQcREVU3Zg26N9W9e/cwZ84cyGQyfPqpaQNQSRoH7dmeKV2z1EFHRRel69yss2RgETkoElN+m6I33ZqDwaW6SBlaaM+ag8HVLL0OC5FVKZVAWhrg5QXoai02J5157QI/v4nKs0kLS0FBAWJjYxmwUJVnya5Z1ux6ZQjHZXBcRo1krzfKutJzcoCwMGB3mfeAoCAgJgZwdzcvHWDesnmlHgdj0ojI4mzSwnLz5k10794dMplMM3MTWRa/obEMS7eSmDOdrjmtIIamtTXU0qEr6KjMqWvZklENVJebf8A2ecPCgKQkoOTB6xNyORAYCCQkAAqF6emiyLxl81oi2DEDP7+JymPAUk3xDc94prSSWKtrlhRzu14ZCiq4XkY1YW+tBtXt5t8WN9mdOwMHJVpR4+KAoRJr9BhKl1LT8qakAJMnm/4YWgA/v4nKM7lL2OLFi00+aH5+vsl5iSrKnFaSsowZwG5u1yxrdr2y9WDwaomtBobzqoODspKSgPDwBzd/utISEqyTd8gQ3Tf/JSVAYiIQH699Lg+n62LtvFLBCmB+OvM+kJho+mOoVLJ7GJGVmBWwGLO6PVFlqMyxJOas/2FoZitrTomrVi2DDrYaSN/cW+vm31DeyMjqd/Nvj3m7Gphtz1A681pGWhoDFiIrMXvQfePGjeHg4FChPKIo4sqVK+YemmqQ6tJKYmg63cpoBbGqmhI4sNXAuLz60o1hrzf/tsobEAAcPaq7K1JIiOr5qa+rkqF0qW5ONS2vOcsMeHmZnpeIpIkmCgoKEn18fMQtW7ZUOO+NGzdEb29v0cfHx9TDkwHDhw8XBUEQhw8fbuuqmCX7brYYtCpIxMfQ/AStChKz72aLoiiKQauCRPlsuVa6fLZc7Pp/XbW2PfwTeTBSMl3qJ+V6it7jKlYpxOy72aJilUIrTb29rJTrKWLcqTgx5XqKLS6tfikpohgXp/ptbFp2tigGBYmi6lZA9RMUpNoulWZu3qAgUZTLtdPlclFUKKTTzMmbkqK9vSI/cXG2yTtrlm3yRkba57UKCLDOc8OaebOzVb/Lpqm3q19HpqYzr3Zecx5DC6gun99ElgRTM06ePFn08fERv/jiiwrnzc3NZcBiZVXxDU/XDbxUYJByPcXkoMNQwBKwLEDvcUVRNCoosVlAIhVwSKUzcDDux5ybcFsFDrYKlFJSqt/Nv63ymvv6NiadeVXMeQwtoCp+fhNZm8mzhC1duhQLFy7EU089hRUrVlQoL2cJsz57nGWkot265gTNQc+VPfWWZ86MW4am+TU0ja+hc7I6a6zTYOrsRpGRgJ9pUzWbNZtPZCQwxbTHH7NmAaauAWXOca0585FUlyFbTxEbHq7dPUyhAKJV47L0pqmfs9bIq55+1t5mVDM2nSqHjdZhscfPbyJbM3kMi9+/NygpKSkVziuXy/Hoo49y0H4VZMq0tqYOfo/YEmFWXa05lkTNrPEilh6zYc6ga3MGR9tqnII5zBlroFDYZ7/86OjyN+jq7YDqOSKVbq287u6q55++57RUmjXzAqr/pW42pdJtlZcqjzmPIRFZlMktLPn5+Thx4gQAoEuXLgw+7Iylv6ExFHTYYiFFu28lscZAcWut02BOq4GtWhzMXS+BrQaV22pAREZhCwtReTZZOLIqSE5OxsqVK3H8+HHcu3cPjz76KAYOHIjx48fD2dnZpDK3b9+OtWvX4tSpUygqKkLLli0REhKC0aNHo06dOhatv6Xf8KRWQZdaJd3chRTbN2kPZbbS5MUQASt32zKla5Ytul4Z6gJlTtBREwMHNXYZIiILY8BCVB4DFh3WrFmDuXPnQhRFPPLII3Bzc0NaWhoKCwvRpk0brFu3Dq6urhUq87PPPtOM9WnRogXq1q2LtLQ0lJSUoEuXLlixYkWFp4eWYsk3PGW2UrIVxNAK7FIMBSz7XtqHD3d/WLVaSaRW0TYn6LBmS4a5QUdNDRyqGXttnGFey+SlqoEBC5EONhvub6dOnjwp+vj4iN7e3uL69evF0tJSURRF8erVq5qZOyZPnlyhMnfs2CEKgiA+/vjj4q5duzTb09LSRIVCIQqCIM6bN8+i52HJWUbiTsVJzqg1K2GW1aYIVrPqjFu6ZooxdVasrl2lZ00yZ4YpQ3nNmapVfc7mzoxjq5mAbKQqTXwklW7NmaeZ1/Z57eF5R8bjLGFE5TFgeUhERIQoCII4ffr0cmkZGRmij4+PKAiCmJqaanSZISEhoiAI4sKFC8ulHThwQBPM3Lhxw6y6l2XJNzxD0wcbCmgsMUWweSdgwjS+1ppO15yAxdAUsZaYMlXqehlKsyFbzHpqbzel5uS11ezCzFs5eW35vLP2a7Q6YsBCVB4DljLu3LkjPv7446IgCOKRI0d07jN27FhREATxm2++MarMjIwMURAEURAE8erVqzr36devnygIghgTE2Nq1cux9BueoVYQmy+kWFVaScxdl6Iy1mmwkuoUONjjTampeQ093W21hAvzWi6vLZfDsXarkZ2+3ZmFAQtRebB1BezJ4cOHNa0dhYWFOveJjIwUBUEQx44da1SZsbGxoiAIYt++ffXuM3PmTFEQBPG9994zqd66WPoNz1DQYfWFFKtSK4mhrlnW7nplRfbW3cgWN2FVcaF7c/Laaq1L5rVcXnO+Y7HXdUOrc7DDgIWoPJPXYamOMjIyAACPPvqo3lm7WrRoobWvIefPn9fKZ06Z69evR4x66lsD0tPTjdrPWIbWJTFm3RKDa5aYMuOWvrVFhgzRPc2vJdYOMbQOh6H1MMxZW0LNjDUATBm0a86alOYsDyOK1lk6Jj7e9Ly2WnbGVnnNWbKGee0/ryHmPHcSE633Gg0OVq2TWpax7yvR0eatsQtwcgOiSmfriMmeLFu2TBQEQRwxYoTeffbs2SMKgiB27NjRqDI//vhjURAEcdq0aXr3+fHHH0VBEMQhQ4ZIlrVo0SJN9zJjf+zqG5qa0kpi6HytzJTLbCjdHrsbmfOtsTnfZtvq22pr5jVnvoaq1gWuJua1VaugrV6j1ny+GztmxxxsYSEqD7augD1ZvHixKAiC+Pzzz+vdRz1Ivl27dkaV+e6774qCIIjvvPOO3n02bNggCoIgPv3005Jl/fTTT+Lw4cON+vH397fNG151GUtSBbtmmdN9SirdmkFHVQwcbDkewJrda0ydr4F57T+vrZ53tgqUbBnsWAIDFqLyYOsK2BN7b2GpCKu94bGVpFJU9mW215sDqR9bDyS2t5tSS0wSV5WmYmbeiuW11fOuqk0UYc77maU+JhiwEJUHW1fAnsTExIiCIIj9+/fXu09cXJwoCIIYGBhoVJlff/21KAiC+NJLL+ndZ8mSJQZbdirK4m94bCWxOHtqjLLX7hf2GjhIPYbGpNlrXqr+bDEFuDVeo/YY7MTFmf64lMWAhag82LoC9uTQoUNGzxI2ZswYo8pUzxKmkGgvVs8SNmvWLFOqrZPF3/DYSlJhVakxytp9vqtr4EBExrH0a9Qegx22sBBZDwOWMvLy8kQ/Pz+LrsNy7ty5qr8Oi6E7ZbaS2EUriTmXWape5gYdUtfK0LU0Ni8R1Uz2FuxYAgMWovIYsDxkwoQJFl/pfsiQIQZXuvfz87Pble4Nfv3OVhKtoKSqNkZZO+ggIrIn1gh2LIEBC1F5DFgecvz4cdHb21v09vYW169fL5aWloqiKIrXrl3TvIlMnDixXL6goCAxKChI/O2338qlbdu2TdPVLCEhQbM9PT1dVCgUoiAI4ty5cy16HpXawsJWErtoJbHUZWbQQUQkzZrvkwxYiMqTiaIo2notGHuzatUqzJ8/H6IoolmzZmjUqBHS0tJQWFiI1q1bY926dXBzc9PK4+3tDQCYN28eQkNDy5X56aefIioqCoBqoUhnZ2ecPXsWJSUlePLJJ7Fy5Uo4Ojpa7BxCQ0ORkpICPz8/bNy40fwCFQr9CyUmJKhW2np4sUSFQrVCl52utGXMYoe6TjcyEvDzM+2YkZHAlCn60wMCVIuhVaPLTEREFWDxz2+iaoAr3eswduxYeHt7Y8WKFThx4gRu3LiBRx99FAMHDsT48eNRr169Cpc5a9YsPPHEE1i3bh1SU1Nx/fp1tGnTBiEhIRg7dizq1KljhTOxoJgY81ZvB8xand0c+qqkbyXkIUN0r+5siZXOFQpVUKQvGIqOrrKXmYiIiMgqGLDo0b17d3Tv3t3o/U+fPm1wn0GDBmHQoEHmVMt2jLlTBuwqKJFqQbl+XXu7WkmJ7mClIqRaSXx9pWM/O7/MRERERJWOAQtVjJ3dKRvTrauspCRVsDB1qunHZCsJERERUeWpZesKEBlDqQTi41W/y5Lq1rV7t3ZAATzo1mVIQIAqAClLLlcFK+pWksBA7fSHW0lSUoC4ONXvhIQHY0zUfH2BkBAGJkRERERS2MJCdqOyu3WxlYSIiIjI/jFgIZuzRbcuLy+OJSEiIiKqChiwUKWx9GxdhgIWQ4PfAbaSEBEREdk7jmEhq8vJUY398PMDhg5V/VYoVNuVSv1jTYzt1qVvrMmWLfrHmZTFsSRERERE9osBC1mUrsHxUt260tJMP5a6W5e5g9+JiIiIyH6xSxhViL7uU/rGocyZo39gPLt1EREREZEhbGEho0h16wL0t6JERBgum926iIiIiEgfBixkFKluXVLjUE6elC6X3bqIiIiISAq7hP3r1KlT2LVrFw4dOoS0tDTcvn0bzs7OaNu2LYKDgxEWFoY6depUuNzIyEgsXrxYcp+PP/4Yzz33nKlVtzp1QPIwdbcuQwsxtm+vKoPduoiIiIioohiwALhw4QKGDh2q+b9Zs2bw8fHBtWvXcPToURw9ehSxsbH44Ycf0LBhQ5OO0bhxY7Rs2VJnmoeHh0llVhZzBsYDwNKlwIcf6l+EUY1BCRERERE9jAELAFEU0bhxY7z44osICQlB8+bNNWl79+7F9OnTcfLkSXz00UdYsGCBScfo3bs35s+fb6EaVy4vL+l0hUJ61fgePYxbhJGIiIiI6GEcwwLgkUceQUJCAiIiIrSCFQAIDAzE+++/DwDYsWMHbt68aYsq2pSvr/TAeF9f6XEoZcvhwHgiIiIiqggGLAAcHR1Rt25dvem9e/cGAJSUlODChQuVVS27Yigg4eB4IiIiIrIGdgkzQn5+vuZvJycnk8o4deoU3nrrLWRnZ6NevXrw9vZGcHAw2rZta6lqWpU6IDHUrYvjUIiIiIjIkhiwGGHLli0AAFdXV3gZGtChR2pqKlJTUzX/JyYm4rvvvsPo0aMxY8YMyB/ub2WnGJAQERERUWViwGLA5cuXsWTJEgDAyy+/XOHAokmTJnj99dfRq1cveHp6wsXFBRkZGVi3bh3Wr1+PqKgo1K5dG9OnTzdY1vr16xETE2PUcdPT0ytUTyIiIiIie8SARcL9+/cxadIk5OXlwd/fHy/9f3v3HhTVef9x/LPlkoSscjErCtiAViReUKsDbZOaiDYxTdpapo2m6RibRBIz2kalaUlr0miMTpuxOrHJOG0EZCattjXaMaO2lWJrGy9JvUTAC2CUBUSqggjKcjm/P/wtDQFSLrt7zrLv14wz7rk85/t8Zw/wPed5zvne93rdxpw5czotGzNmjF5++WXFxcXptddeU25urr7zne8oLi7uU9uqqalRYWFhr2MAAAAA/JXfFyyrVq3S5s2be71fSkqK8vLyul3vcrm0aNEiFRUVKTY2Vhs2bOjTiyM/zRNPPKHNmzfr4sWLys/P17x58z51e4fDoXHjxvWo7dLS0g5zbwAAAAB/5PcFS1hYmCIiInq9n91u73ZdS0uLlixZov3792vo0KHKzc1VdHR0P6LsWlBQkCZOnKi//OUvOnfu3P/cfu7cuZo7d26P2k5PT+duDAAAAPye3xcsS5Ys0ZIlSzzWXmtrqzIzM/XXv/5VUVFRysnJ0YgRIzzW/ie579q0tLR47RgAAACAv+I9LB/T1tamrKws7dq1S+Hh4crOztaoUaO8eswzZ85IuvnySgAAAAAdUbB8zEsvvaQdO3bIbrfrN7/5jZKSkrx6vIKCgvaC5e677/bqsQAAAAB/RMHy/1avXq2tW7cqLCxMv/71r5WcnNzjfR999FGlpaUpJyenw/IzZ87oxRdf1MmTJzssb2tr086dO7Vs2TJJ0vTp03t1PAAAACBQ+P0cFk84cuRIe7Fx++236xe/+EW32z7zzDO69957Oyyrrq5WRUWF6uvrOyxvaWnRli1btGXLFkVERCgmJkZBQUE6f/686urqJElTp07Vz3/+c892CAAAABggKFh08xHGbjU1Naqpqel220uXLvW43djYWD333HM6evSoSktLde7cOblcLoWHh2vatGl6+OGH9fDDD/vNW+4BAAAAX6NgkZSamqpTp071ef/8/Pwulw8ePFgLFy7sc7sAAABAoGMOCwAAAADLomABAAAAYFkULAAAAAAsi4IFAAAAgGVRsAAAAACwLAoWAAAAAJZFwQIAAADAsihYAAAAAFgWBQsAAAAAy6JgAQAAAGBZFCwAAAAALIuCBQAAAIBlUbAAAAAAsKxgswOAdzidTklSaWmp0tPTTY4GAAD0RGlpqaT//h4HQMEyYDU1NUmSbty4ocLCQpOjAQAAveH+PQ6AgmXAioqK0uXLl3XLLbcoLi7OY+2Wlpbqxo0buvXWWzVq1CiPtTsQkaveIV89R656jlz1HLnqOW/myul0qqmpSVFRUR5tF/BnNsMwDLODgP9IT09XYWGhxo0bp23btpkdjqWRq94hXz1HrnqOXPUcueo5cgX4FpPuAQAAAFgWBQsAAAAAy6JgAQAAAGBZFCwAAAAALIuCBQAAAIBlUbAAAAAAsCwKFgAAAACWRcECAAAAwLIoWAAAAABYFgULAAAAAMsKNjsA+JdHHnlENTU1cjgcZodieeSqd8hXz5GrniNXPUeueo5cAb5lMwzDMDsIAAAAAOgKQ8IAAAAAWBYFCwAAAADLomABAAAAYFkULAAAAAAsi6eEBbgDBw4oOztbx44dU2Njo2JiYjRr1ixlZGQoLCysx+0cPHhQ8+bN69G2ixcv1qJFi/oasmk8lSu3yspKbdq0Sfv371dVVZXa2trkcDiUmpqq+fPna8yYMV7ohW94OldXrlxRdna29u7dK6fTqeDgYH3uc59Tenq6vv3tb+szn/G/ay81NTX65z//qRMnTujDDz9UcXGxmpqalJKSory8vH617en8m80bufJm/s3k6X4ZhqEjR44oPz9fH3zwgcrKynTt2jUNGjRIY8eO1ezZs/W1r31NNpvNC73xPm98D3bt2qV//etfKiws1MWLF1VbW6uQkBDFx8fr3nvv1eOPP67IyEgP9wQY2HhKWADLy8vTqlWrZBiGhg0bpqioKJWUlMjlcmnUqFF6++23FRER0aO2ioqKtHLlym7XX7t2TadPn5Ykbdq0SXfffbcnuuAznsyVJB05ckRPPvmkGhoaFBISori4OIWEhOj8+fO6ceOGgoOD9dprr+nBBx/0Xqe8xNO5Kisr0xNPPKGqqiqFhIRo9OjRampqUllZmQzD0PTp07VhwwYFB/vX9ZecnBytXr260/L+/sHs6fxbgTdy5a38m83T/Xrvvfc0f/789s8jRozQ4MGDVVFRodraWknSfffdp9dff12hoaF9Dds03vgefOMb39DJkycVGhoqh8OhyMhIXb58WZWVlZKkIUOGaNOmTUpKSupX7EAg8a/f8PCYEydO6NVXX5UkrVixQo888ohsNpuqq6u1cOFCFRYWavny5Xr99dd71N7YsWP129/+ttv1GzZs0OnTpzV8+HB98Ytf9EgffMXTuTIMQz/60Y/U0NCgyZMna+3atYqJiZEk1dfX62c/+5l27typn/70p7rnnns0aNAgr/XN0zydq9bWVn3/+99XVVWVpkyZovXr17e/9+DUqVN65pln9Le//U2/+tWv9IMf/MBr/fIGu92uL33pS5owYYImTJigoqIivfHGG/1q09P5twpv5MobbVqBp/tlGIbi4uL0+OOP66GHHtKQIUPa123fvl3Lly9XQUGB1q9frx/+8Iee6IJPeeN78NhjjykhIUGTJk1SSEhI+/JTp04pMzNTp0+f1rJly/Tuu+/2N3wgcBgISAsXLjQSExON559/vtO6s2fPGklJSUZiYqJRXFzc72O1tbUZM2bMMBITE421a9f2uz1f83SuTp8+bSQmJna7T1NTkzFp0iQjMTHRyM/P73f8vuTpXO3du9dITEw0xo8fb5SXl3dan5+fbyQmJhoTJ0406urq+h2/mfLy8ozExETju9/9bp/b8OV5bSZP5MoXbVpBf/tVX19vuFyubte/+eabRmJiopGSkmK0trb2NUzL8Pb34NixY+0//0tKSrxyDGAg8r+B3+i3hoYG/eMf/5B08229nxQfH68vfOELkqTdu3f3+3iHDx9WeXm5JCk9Pb3f7fmSN3J148aN9v+PGDGi0/rQ0FBFR0dLklpaWnods1m8kasPPvhAkjR+/HjFxcV1Wj99+nSFhYXp+vXr2rt3b19DHxB8fV4jMNjt9g53CT5p2rRpkqTa2lpdvnzZV2H5rZEjR7b///r16yZGAvgXCpYAVFxcLJfLpdDQUCUnJ3e5zZQpUyRJx44d6/fx3nnnnfY277zzzn6350veyFVCQoJuvfVWSTfnsnzSxYsX5XQ6FRQUpLFjx/Yxct/zRq7q6uokqb2A68rQoUMldZ3LQOLr8xqQOl6Acf9cQ/fcF2HCwsKUkJBgcjSA/6BgCUBnz56VJMXExHR75eyzn/1sh237qrGxsf1q7je/+c1+tWUGb+TKbrfr2WeflSRlZWVp9+7dunLliq5du6YDBw4oIyNDzc3NysjIUGxsrAd64RveyJV7/k51dXW321y8eFHSzcn5gcyX5zXg5p6HkZSUJLvdbnI01tTW1qbq6mpt27ZNWVlZkqTMzEzdfvvtJkcG+A8m3Qcg91Xr8PDwbrdxr3Nv21e7d+9WY2OjbrvtNr984pW3cvX000/L4XDorbfe6jRZPD4+Xr/85S/11a9+tQ8Rm8cbuZowYYKkm5PJKyoqOhVw+/btU2NjY6/aHKh8eV4D0s3z8ne/+50kKSMjw+RorKerJ5AlJydrzZo17UPpAPQMd1gCUFNTkyR96rhk9+Mp3dv2lXs42P333++XV9+8lavm5maVl5errq5OwcHBio+P1+jRoxUaGqpz587pD3/4gy5cuNC/4H3MG7maOXOmhg0bJpfLpaVLl6qqqqp93fHjx/XSSy+1f/740JRA5MvzGvjPf/6jxYsXq6WlRV/5ylf00EMPmR2S5URHR+vzn/+8Jk6cKIfDIZvNpuLiYu3YsUNXr141OzzAr3CHJQDdcsstkm7+0dwdl8vVYdu+KC8v1+HDhyX553AwyXu5WrRokQoKCjRt2jS98sor7XM06urq9Morr+hPf/qT5syZo3fffddvCj1v5Co0NFTr1q3TggULdPToUc2YMUN33nmnmpqaVFFRoYiICN1///3685//HPDDK3x1XgP19fVasGCBKisrNW7cOK1Zs8bskCzpwQcf7DCy4OTJk1q5cqV27typ0tJS/fGPf1RQUJCJEQL+gzssAagnw0J6Mrzkf9m+fbsMw1BsbGz704n8jTdylZ+fr4KCAkVGRmrt2rUdJpSHh4fr1Vdf1ciRI3XhwgW9/fbb/Yjet7z1vZo8ebLeeecdzZkzR8OGDVN5ebmampqUnp6u7du3KyoqSpJ0xx139CN6/+er8xqBraGhQU899ZSKioo0evRovfXWW35zUcVsSUlJ2rhxoyIjI1VcXMx7WIBe4A5LAIqPj5ckVVZWqrm5ucshJOfPn++wbW8ZhqHt27dLkmbPni2bzdandszmjVy9//77km6OZe7qpZAhISFKTU1VWVmZTpw40bfATeDN79WIESO0YsWKLteVlJRI+u98l0Dli/Mage369et6+umndfToUcXHxys7O1uRkZFmh+VX7Ha7UlJStGfPHhUWFurrX/+62SEBfoE7LAHorrvuUkhIiFwul44fP97lNu5HL06aNKlPxzh06JCcTqdsNpvfDgeTvJOrhoaGHh/fn+Ya+OJ79UmXL1/W0aNHJUkzZszwSJv+yoz8I3A0NTVp4cKFOnz4sGJjY5WTkyOHw2F2WH7J/X6t1tZWkyMB/AcFSwCy2+265557JElbt27ttP6jjz7SgQMHJEmzZs3q0zHck+2nTp3a5csR/YU3cuV+9v7x48dVX1/faX1zc7MOHjzYYVt/4Ivv1SetW7dOLS0tmjp1qsaPH++RNv2VGflHYGhubtbixYv13nvvKTo6Wrm5uRo+fLjZYfml2tpaHTp0SNLNiwwAeoaCJUA9++yzstls2rFjh7Zs2SLDMCTdfKfF0qVL1dbWppkzZyopKanDfmlpaUpLS/vUN2U3NDRoz549kvzvzfZd8XSuZs2apdDQUF25ckVLly7t8I6Ruro6vfDCCyorK5PNZvO74QLe+F7t27ev/c6A29WrV7Vq1Spt2bJFYWFh3Q4XG4geffRRpaWlKScnp9O6vuZ/oPq0XKGj7nLV2tqqZcuWad++fXI4HMrNzfXri1Ce0l2+Dh06pDfeeENOp7PTPoWFhXryySdVX1+v6OhoLhwAvcAclgCVnJysH//4x1qzZo1efPFFvfnmm4qMjFRJSYlcLpcSEhK0cuXKTvtVVFRIUvu7L7qyZ88eNTY2KiwsTA888IDX+uArns7VsGHDtHLlSv3kJz/R3//+d6WlpSkuLk4hISE6d+6cXC6XbDabMjMz/epN95J3vlf79+/X5s2bZbfb29/DUlZWpubmZkVERGjDhg0aNWqUdzvmBVVVVZo9e3b7Z/cTvP79738rNTW1fflTTz2lBQsWtH+urq5WRUVFl3fn+pp/q/NGrvraptV5Ole7du1qvwAVGhqqF154odtjL1++3O9+Znk6X1evXtX69eu1fv16ORwODR06VEFBQaqqqlJNTY2km4873rhxY8A/2RDoDQqWADZ//nyNGTNGmzZt0vHjx3Xp0iXFxMRo1qxZysjI6PMPU/dwsAceeGDA/ED2dK5mz56tpKQk5ebm6v3331dlZaUMw5DD4dDkyZP12GOPacqUKV7qjXd5OlczZ87UpUuX9OGHH+r8+fOy2WxKSEhQWlqa5s+f77eTfltbW1VbW9tpeUtLS4flvX2/jLfOazN5I1feyr/ZPN0v9x/w0s0LC+6LC13pqjC0Ok/na/LkycrKytLBgwdVUlKijz76SC6XS4MHD1ZqaqrS0tL0rW99iyerAb1kM9xjBgAAAADAYpjDAgAAAMCyKFgAAAAAWBYFCwAAAADLomABAAAAYFkULAAAAAAsi4IFAAAAgGVRsAAAAACwLAoWABiAnE6n0tLSzA4DAIB+o2ABgAHiypUrOnbsWJfr9u3b5+NoAADwjGCzAwAAeEZlZaWef/55paamas6cOZKkkpISvfzyywoKCtKkSZMUHh5ucpQAAPSOzTAMw+wgAACe0dzcrK1btyo7O1sXLlzQmDFj9Nxzz+nLX/6y2aEBANAnDAkDgAHEZrO1//v4ZwAA/BV3WADARFlZWdq2bVuf9k1OTtbvf//79s9FRUXKzMzUlClTNHfuXC1evFgbN27UihUrFBwcrHXr1jEkDADgd5jDAgAmcjqduuOOOzotb2xsVGNjoyR1uV6SUlJSOnwePny4Vq9erYkTJ8rpdEqSRo8erby8PBUUFFCsAAD8EndYAMCCli9frq1bt2r48OEqKCjo9f5Op1Pz5s1Tfn6+54MDAMCHmMMCABZUWFgoSRo7dmyf9o+Li6NYAQAMCBQsAGAxLS0tOnPmjKS+FywAAAwUFCwAYDElJSVyuVySKFgAAKBgAQCLcQ8Hk6Rx48aZGAkAAOajYAEAiykuLpYkDRkyRNHR0SZHAwCAuShYAMBi3HdY7rrrLpMjAQDAfBQsAGAhbW1tOnnypCSGgwEAIFGwAIClnD17tv2FkUy4BwCAggUALMU9f0XiDgsAABIFCwBYinv+yqBBgxQXF2dyNAAAmI+CBQAspKioSNLNCfc2m83kaAAAMB8FCwBYCBPuAQDoiIIFACzC6XSqtrZWEo80BgDAjYIFACzCPRxM4g4LAABuFCwAYBHuguW2227TyJEjTY4GAABrsBmGYZgdBAAAAAB0hTssAAAAACyLggUAAACAZVGwAAAAALAsChYAAAAAlkXBAgAAAMCyKFgAAAAAWBYFCwAAAADLomABAAAAYFkULAAAAAAsi4IFAAAAgGVRsAAAAACwLAoWAAAAAJZFwQIAAADAsihYAAAAAFgWBQsAAAAAy/o/9YdFfs76hhAAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -684,7 +662,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "jupyter": { "source_hidden": true @@ -693,9 +671,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -734,7 +712,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "jupyter": { "source_hidden": true @@ -743,9 +721,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -789,9 +767,9 @@ ], "metadata": { "kernelspec": { - "display_name": "venv_feos05", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "venv_feos05" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -803,7 +781,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.9.12" } }, "nbformat": 4, diff --git a/feos-core/CHANGELOG.md b/feos-core/CHANGELOG.md index 55d11ddd1..d763c6d1e 100644 --- a/feos-core/CHANGELOG.md +++ b/feos-core/CHANGELOG.md @@ -23,6 +23,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 - Renamed `State::molar_volume` to `State::partial_molar_volume` and `State::ln_phi_pure` to `State::ln_phi_pure_liquid`. [#107](https://github.com/feos-org/feos/pull/107) - Added a const generic parameter to `PhaseDiagram` that accounts for the number of phases analogously to `PhaseEquilibrium`. [#113](https://github.com/feos-org/feos/pull/113) +### Fixed +- Automatically generate all required data types to calculate higher order derivatives for equations of state implemented in Python. [#114](https://github.com/feos-org/feos/pull/114) + ### Packaging - Updated `pyo3` and `numpy` dependencies to 0.18. [#119](https://github.com/feos-org/feos/pull/119) - Updated `quantity` dependency to 0.6. [#119](https://github.com/feos-org/feos/pull/119) diff --git a/feos-core/src/python/mod.rs b/feos-core/src/python/mod.rs index 70e3a494f..0df76142f 100644 --- a/feos-core/src/python/mod.rs +++ b/feos-core/src/python/mod.rs @@ -8,7 +8,6 @@ pub mod joback; pub mod parameter; mod phase_equilibria; mod state; -pub mod statehd; pub mod user_defined; impl From for PyErr { diff --git a/feos-core/src/python/statehd.rs b/feos-core/src/python/statehd.rs deleted file mode 100644 index c1f70f99e..000000000 --- a/feos-core/src/python/statehd.rs +++ /dev/null @@ -1,189 +0,0 @@ -use crate::StateHD; -use ndarray::Array1; -use num_dual::python::{ - PyDual2_64, PyDual3Dual64, PyDual3_64, PyDual64, PyHyperDual64, PyHyperDualDual64, -}; -use num_dual::{Dual, Dual2_64, Dual3, Dual3_64, Dual64, DualVec64, HyperDual, HyperDual64}; -use pyo3::prelude::*; -use std::convert::From; - -#[pyclass(name = "StateF")] -#[derive(Clone)] -pub struct PyStateF(StateHD); - -impl From> for PyStateF { - fn from(s: StateHD) -> Self { - Self(s) - } -} - -#[pyclass(name = "StateHD")] -#[derive(Clone)] -pub struct PyStateHD(StateHD); - -impl From> for PyStateHD { - fn from(s: StateHD) -> Self { - Self(s) - } -} - -#[pyclass(name = "StateHDD")] -#[derive(Clone)] -pub struct PyStateHDD(StateHD>); - -impl From>> for PyStateHDD { - fn from(s: StateHD>) -> Self { - Self(s) - } -} - -#[pyclass(name = "StateHDDV2")] -#[derive(Clone)] -pub struct PyStateHDDV2(StateHD, f64>>); - -impl From, f64>>> for PyStateHDDV2 { - fn from(s: StateHD, f64>>) -> Self { - Self(s) - } -} - -#[pyclass(name = "StateHDDV3")] -#[derive(Clone)] -pub struct PyStateHDDV3(StateHD, f64>>); - -impl From, f64>>> for PyStateHDDV3 { - fn from(s: StateHD, f64>>) -> Self { - Self(s) - } -} - -#[pyclass(name = "StateD")] -#[derive(Clone)] -pub struct PyStateD(StateHD); - -impl From> for PyStateD { - fn from(s: StateHD) -> Self { - Self(s) - } -} - -#[pyclass(name = "StateDDV3")] -#[derive(Clone)] -pub struct PyStateDDV3(StateHD, f64>>); - -impl From, f64>>> for PyStateDDV3 { - fn from(s: StateHD, f64>>) -> Self { - Self(s) - } -} - -#[pyclass(name = "StateD2")] -#[derive(Clone)] -pub struct PyStateD2(StateHD); - -impl From> for PyStateD2 { - fn from(s: StateHD) -> Self { - Self(s) - } -} - -#[pyclass(name = "StateD3")] -#[derive(Clone)] -pub struct PyStateD3(StateHD); - -impl From> for PyStateD3 { - fn from(s: StateHD) -> Self { - Self(s) - } -} - -#[pyclass(name = "StateD3D")] -#[derive(Clone)] -pub struct PyStateD3D(StateHD>); - -impl From>> for PyStateD3D { - fn from(s: StateHD>) -> Self { - Self(s) - } -} - -#[pyclass(name = "StateD3DV2")] -#[derive(Clone)] -pub struct PyStateD3DV2(StateHD, f64>>); - -impl From, f64>>> for PyStateD3DV2 { - fn from(s: StateHD, f64>>) -> Self { - Self(s) - } -} - -#[pyclass(name = "StateD3DV3")] -#[derive(Clone)] -pub struct PyStateD3DV3(StateHD, f64>>); - -impl From, f64>>> for PyStateD3DV3 { - fn from(s: StateHD, f64>>) -> Self { - Self(s) - } -} - -macro_rules! impl_state_hd { - ($pystate:ty, $pyhd:ty, $state:ty, $hd:ty) => { - #[pymethods] - impl $pystate { - #[new] - pub fn new(temperature: $pyhd, volume: $pyhd, moles: Vec<$pyhd>) -> Self { - let m = Array1::from(moles).mapv(<$hd>::from); - Self(<$state>::new(temperature.into(), volume.into(), m)) - } - - #[getter] - pub fn get_temperature(&self) -> $pyhd { - <$pyhd>::from(self.0.temperature) - } - - #[getter] - pub fn get_volume(&self) -> $pyhd { - <$pyhd>::from(self.0.volume) - } - - #[getter] - pub fn get_moles(&self) -> Vec<$pyhd> { - self.0.moles.mapv(<$pyhd>::from).into_raw_vec() - } - - #[getter] - pub fn get_partial_density(&self) -> Vec<$pyhd> { - self.0.partial_density.mapv(<$pyhd>::from).into_raw_vec() - } - - #[getter] - pub fn get_molefracs(&self) -> Vec<$pyhd> { - self.0.molefracs.mapv(<$pyhd>::from).into_raw_vec() - } - - #[getter] - pub fn get_density(&self) -> $pyhd { - <$pyhd>::from(self.0.partial_density.sum()) - } - } - }; -} - -impl_state_hd!(PyStateF, f64, StateHD, f64); -impl_state_hd!(PyStateHD, PyHyperDual64, StateHD, HyperDual64); -impl_state_hd!( - PyStateHDD, - PyHyperDualDual64, - StateHD>, - HyperDual -); -impl_state_hd!(PyStateD, PyDual64, StateHD, Dual64); -impl_state_hd!(PyStateD2, PyDual2_64, StateHD, Dual2_64); -impl_state_hd!(PyStateD3, PyDual3_64, StateHD, Dual3_64); -impl_state_hd!( - PyStateD3D, - PyDual3Dual64, - StateHD>, - Dual3 -); diff --git a/feos-core/src/python/user_defined.rs b/feos-core/src/python/user_defined.rs index 94a035c5d..52c34e10c 100644 --- a/feos-core/src/python/user_defined.rs +++ b/feos-core/src/python/user_defined.rs @@ -1,17 +1,17 @@ -use crate::python::statehd::*; -use crate::*; -use ndarray::prelude::*; -use num_dual::python::{ - PyDual2_64, PyDual3Dual64, PyDual3_64, PyDual64, PyHyperDual64, PyHyperDualDual64, -}; -use num_dual::{Dual, Dual2_64, Dual3, Dual3_64, Dual64, DualVec64, HyperDual, HyperDual64}; +use crate::{EquationOfState, HelmholtzEnergy, HelmholtzEnergyDual, MolarWeight, StateHD}; +use ndarray::Array1; +use num_dual::*; use numpy::convert::IntoPyArray; +use numpy::{PyReadonlyArrayDyn, PyArray}; +use pyo3::exceptions::PyTypeError; use pyo3::prelude::*; use quantity::python::PySIArray1; +use quantity::si::{SIArray1}; use std::fmt; struct PyHelmholtzEnergy(Py); +/// Struct containing pointer to Python Class that implements Helmholtz energy. pub struct PyEoSObj { obj: Py, contributions: Vec>, @@ -50,16 +50,16 @@ impl PyEoSObj { impl MolarWeight for PyEoSObj { fn molar_weight(&self) -> SIArray1 { - let gil = Python::acquire_gil(); - let py = gil.python(); - let py_result = self.obj.as_ref(py).call_method0("molar_weight").unwrap(); - if py_result.get_type().name().unwrap() != "SIArray1" { - panic!( - "Expected an 'SIArray1' for the 'molar_weight' method return type, got {}", - py_result.get_type().name().unwrap() - ); - } - py_result.extract::().unwrap().into() + Python::with_gil(|py| { + let py_result = self.obj.as_ref(py).call_method0("molar_weight").unwrap(); + if py_result.get_type().name().unwrap() != "SIArray1" { + panic!( + "Expected an 'SIArray1' for the 'molar_weight' method return type, got {}", + py_result.get_type().name().unwrap() + ); + } + py_result.extract::().unwrap().into() + }) } } @@ -89,20 +89,14 @@ impl EquationOfState for PyEoSObj { } fn compute_max_density(&self, moles: &Array1) -> f64 { - let gil = Python::acquire_gil(); - let py = gil.python(); - let py_result = self - .obj - .as_ref(py) - .call_method1("max_density", (moles.to_owned().into_pyarray(py),)) - .unwrap(); - // if py_result.get_type().name().unwrap() != "numpy.float64" { - // panic!( - // "Expected an 'numpy.float64' for the 'compute_max_density' method return type, got {}", - // py_result.get_type().name().unwrap() - // ); - // } - py_result.extract().unwrap() + Python::with_gil(|py| { + let py_result = self + .obj + .as_ref(py) + .call_method1("max_density", (moles.to_owned().into_pyarray(py),)) + .unwrap(); + py_result.extract().unwrap() + }) } fn residual(&self) -> &[Box] { @@ -110,116 +104,151 @@ impl EquationOfState for PyEoSObj { } } -macro_rules! impl_helmholtz_energy { - ($pystate:ty, $pyhd:ty, $hd:ty) => { - impl HelmholtzEnergyDual<$hd> for PyHelmholtzEnergy { - fn helmholtz_energy(&self, state: &StateHD<$hd>) -> $hd { - let gil = Python::acquire_gil(); - let py = gil.python(); - let py_result = self - .0 - .as_ref(py) - .call_method1("helmholtz_energy", (<$pystate>::from(state.clone()),)) - .unwrap(); - // if py_result.get_type().name() != stringify!($hd) { - // panic!( - // "Expected an {} for the 'helmholtz_energy' method signature, got {}", - // stringify!($hd), - // py_result.get_type().name() - // ); - // } - <$hd>::from(py_result.extract::<$pyhd>().unwrap()) - } - - // fn identifier(&self) -> String { - // let gil = Python::acquire_gil(); - // let py = gil.python(); - // let py_result = self.obj.as_ref(py).call_method0("identifier").unwrap(); - // if py_result.get_type().name() != "str" { - // panic!( - // "Expected an 'str' for the 'identifier' method signature, got {}", - // py_result.get_type().name() - // ); - // } - // py_result.extract().unwrap() - // } - } - }; -} - impl fmt::Display for PyHelmholtzEnergy { fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result { write!(f, "Custom") } } -#[pyclass(name = "DualDualVec64_2")] -#[derive(Clone)] -pub struct PyDualDualVec64_3(Dual, f64>); +macro_rules! state { + ($py_state_id:ident, $py_hd_id:ident, $hd_ty:ty) => { + #[pyclass] + #[derive(Clone)] + struct $py_state_id(StateHD<$hd_ty>); -impl From for Dual, f64> { - fn from(value: PyDualDualVec64_3) -> Self { - value.0 - } -} + impl From> for $py_state_id { + fn from(s: StateHD<$hd_ty>) -> Self { + Self(s) + } + } -#[pyclass(name = "HyperDualDualVec64_2")] -#[derive(Clone)] -pub struct PyHyperDualDualVec64_2(HyperDual, f64>); + #[pymethods] + impl $py_state_id { + #[new] + pub fn new(temperature: $py_hd_id, volume: $py_hd_id, moles: Vec<$py_hd_id>) -> Self { + let m = Array1::from(moles).mapv(<$hd_ty>::from); + Self(StateHD::<$hd_ty>::new(temperature.into(), volume.into(), m)) + } -impl From for HyperDual, f64> { - fn from(value: PyHyperDualDualVec64_2) -> Self { - value.0 - } -} + #[getter] + pub fn get_temperature(&self) -> $py_hd_id { + <$py_hd_id>::from(self.0.temperature) + } -#[pyclass(name = "HyperDualDualVec64_3")] -#[derive(Clone)] -pub struct PyHyperDualDualVec64_3(HyperDual, f64>); + #[getter] + pub fn get_volume(&self) -> $py_hd_id { + <$py_hd_id>::from(self.0.volume) + } -impl From for HyperDual, f64> { - fn from(value: PyHyperDualDualVec64_3) -> Self { - value.0 - } -} + #[getter] + pub fn get_moles(&self) -> Vec<$py_hd_id> { + self.0.moles.mapv(<$py_hd_id>::from).into_raw_vec() + } -#[pyclass(name = "Dual3DualVec64_2")] -#[derive(Clone)] -pub struct PyDual3DualVec64_2(Dual3, f64>); + #[getter] + pub fn get_partial_density(&self) -> Vec<$py_hd_id> { + self.0 + .partial_density + .mapv(<$py_hd_id>::from) + .into_raw_vec() + } -impl From for Dual3, f64> { - fn from(value: PyDual3DualVec64_2) -> Self { - value.0 - } + #[getter] + pub fn get_molefracs(&self) -> Vec<$py_hd_id> { + self.0.molefracs.mapv(<$py_hd_id>::from).into_raw_vec() + } + + #[getter] + pub fn get_density(&self) -> $py_hd_id { + <$py_hd_id>::from(self.0.partial_density.sum()) + } + } + }; } -#[pyclass(name = "Dual3DualVec64_3")] -#[derive(Clone)] -pub struct PyDual3DualVec64_3(Dual3, f64>); +macro_rules! dual_number { + ($py_hd_id:ident, $hd_ty:ty, $py_field_ty:ty) => { + #[pyclass] + #[derive(Clone)] + struct $py_hd_id($hd_ty); + impl_dual_num!($py_hd_id, $hd_ty, $py_field_ty); + }; +} -impl From for Dual3, f64> { - fn from(value: PyDual3DualVec64_3) -> Self { - value.0 - } +macro_rules! helmholtz_energy { + ($py_state_id:ident, $py_hd_id:ident, $hd_ty:ty) => { + impl HelmholtzEnergyDual<$hd_ty> for PyHelmholtzEnergy { + fn helmholtz_energy(&self, state: &StateHD<$hd_ty>) -> $hd_ty { + Python::with_gil(|py| { + let py_result = self + .0 + .as_ref(py) + .call_method1("helmholtz_energy", (<$py_state_id>::from(state.clone()),)) + .unwrap(); + <$hd_ty>::from(py_result.extract::<$py_hd_id>().unwrap()) + }) + } + } + }; +} + +macro_rules! impl_dual_state_helmholtz_energy { + ($py_state_id:ident, $py_hd_id:ident, $hd_ty:ty, $py_field_ty:ty) => { + dual_number!($py_hd_id, $hd_ty, $py_field_ty); + state!($py_state_id, $py_hd_id, $hd_ty); + helmholtz_energy!($py_state_id, $py_hd_id, $hd_ty); + }; } -impl_helmholtz_energy!(PyStateD, PyDual64, Dual64); -impl_helmholtz_energy!(PyStateDDV3, PyDualDualVec64_3, Dual, f64>); -impl_helmholtz_energy!(PyStateHD, PyHyperDual64, HyperDual64); -impl_helmholtz_energy!(PyStateHDD, PyHyperDualDual64, HyperDual); -impl_helmholtz_energy!( - PyStateHDDV2, - PyHyperDualDualVec64_2, - HyperDual, f64> +// No definition of dual number necessary for f64 +state!(PyStateF, f64, f64); +helmholtz_energy!(PyStateF, f64, f64); + +impl_dual_state_helmholtz_energy!(PyStateD, PyDual64, Dual64, f64); +dual_number!(PyDualVec3, DualVec64<3>, f64); +impl_dual_state_helmholtz_energy!( + PyStateDualDualVec3, + PyDualDualVec3, + Dual, f64>, + PyDualVec3 +); +impl_dual_state_helmholtz_energy!( + PyStateHD, + PyHyperDual64, + HyperDual64, + f64 +); +impl_dual_state_helmholtz_energy!(PyStateD2, PyDual2_64, Dual2_64, f64); +impl_dual_state_helmholtz_energy!(PyStateD3, PyDual3_64, Dual3_64, f64); +impl_dual_state_helmholtz_energy!(PyStateHDD, PyHyperDualDual64, HyperDual, PyDual64); +dual_number!(PyDualVec2, DualVec64<2>, f64); +impl_dual_state_helmholtz_energy!( + PyStateHDDVec2, + PyHyperDualVec2, + HyperDual, f64>, + PyDualVec2 +); +impl_dual_state_helmholtz_energy!( + PyStateHDDVec3, + PyHyperDualVec3, + HyperDual, f64>, + PyDualVec3 +); +impl_dual_state_helmholtz_energy!( + PyStateD3D, + PyDual3Dual64, + Dual3, + PyDual64 +); +impl_dual_state_helmholtz_energy!( + PyStateD3DVec2, + PyDual3DualVec2, + Dual3, f64>, + PyDualVec2 ); -impl_helmholtz_energy!( - PyStateHDDV3, - PyHyperDualDualVec64_3, - HyperDual, f64> +impl_dual_state_helmholtz_energy!( + PyStateD3DVec3, + PyDual3DualVec3, + Dual3, f64>, + PyDualVec3 ); -impl_helmholtz_energy!(PyStateD2, PyDual2_64, Dual2_64); -impl_helmholtz_energy!(PyStateD3, PyDual3_64, Dual3_64); -impl_helmholtz_energy!(PyStateD3D, PyDual3Dual64, Dual3); -impl_helmholtz_energy!(PyStateD3DV2, PyDual3DualVec64_2, Dual3, f64>); -impl_helmholtz_energy!(PyStateD3DV3, PyDual3DualVec64_3, Dual3, f64>); -impl_helmholtz_energy!(PyStateF, f64, f64);