{ "cells": [ { "cell_type": "markdown", "id": "10a06db5", "metadata": {}, "source": [ "# Pre-processing Module – Usage Example\n", "\n", "This notebook provides an example of how to apply the functions included in the `pre_processing` module to an artificial dataset. \n", "You can generate this dataset by running the `generate_data.py` script located in the `/data` directory. \n", "A detailed description of the artificial dataset can be found in the [test_data](test_data.rst) page.\n", "\n", "The following code blocks make direct use of the functions from the `pre_processing` module, with the exception of `despiking_VM97()`. \n", "In that case, the function has been unpacked to reveal the effect of each iteration on the time series, allowing for a clearer understanding of its internal mechanism." ] }, { "cell_type": "code", "execution_count": 10, "id": "f77d3ef3", "metadata": {}, "outputs": [], "source": [ "# import libraries\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import core as core\n", "import pre_processing as pre_processing" ] }, { "cell_type": "code", "execution_count": 2, "id": "35abd5cd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2012-09-28 02:00:00.0001.3339831.950923-1.31531721.345880
2012-09-28 02:00:00.0503.9133183.1130770.96378820.241874
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2012-09-28 02:00:00.2002.0399412.993014-0.84956320.799291
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2012-09-28 02:59:59.8002.3066942.1395210.16679121.853908
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71800 rows × 4 columns

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" ], "text/plain": [ " u v w T_s\n", "Time \n", "2012-09-28 02:00:00.000 1.333983 1.950923 -1.315317 21.345880\n", "2012-09-28 02:00:00.050 3.913318 3.113077 0.963788 20.241874\n", "2012-09-28 02:00:00.100 2.968685 2.469642 -1.189558 19.199482\n", "2012-09-28 02:00:00.150 1.802636 2.895592 0.841644 19.297309\n", "2012-09-28 02:00:00.200 2.039941 2.993014 -0.849563 20.799291\n", "... ... ... ... ...\n", "2012-09-28 02:59:59.800 2.306694 2.139521 0.166791 21.853908\n", "2012-09-28 02:59:59.850 1.747777 2.585360 0.969503 20.976037\n", "2012-09-28 02:59:59.900 2.334571 0.978542 0.615828 20.735504\n", "2012-09-28 02:59:59.950 2.406629 2.581448 -0.812357 19.292241\n", "2012-09-28 03:00:00.000 1.229078 2.900965 -1.132447 20.432471\n", "\n", "[71800 rows x 4 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# data import\n", "# before running this code, make sure to execute the script `generate_data.py` located in the `/data` folder.\n", "# a description of the artificial dataset is at \"\"\n", "# it will generate the file test_data.csv\n", "rawdata = core.import_data(\"../../../data/test_data.csv\")\n", "rawdata" ] }, { "cell_type": "code", "execution_count": 3, "id": "dbd35a33", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 4))\n", "plt.plot(rawdata.index, rawdata[\"u\"], label='rawdata', color='k', alpha=0.8, lw=0.5)\n", "plt.grid(True)\n", "plt.legend()\n", "plt.ylabel(\"u (m/s)\")\n", "plt.xlabel(\"Time (UTC)\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "id": "c7ecd587", "metadata": {}, "outputs": [], "source": [ "# fill missing timestamps\n", "data_complete = pre_processing.fill_missing_timestamps(rawdata, freq=20)\n", "time = data_complete.index" ] }, { "cell_type": "code", "execution_count": 5, "id": "5b660447", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Points in the rawdata: 71800\n", "Points after filling timestamps procedure: 72001\n" ] } ], "source": [ "print(f\"Points in the rawdata: {len(rawdata)}\")\n", "print(f\"Points after filling timestamps procedure: {len(data_complete)}\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "3b5148fb", "metadata": {}, "outputs": [], "source": [ "# remove values beyond threshold\n", "threshold = 50\n", "u_clean, count_beyond = pre_processing.remove_beyond_threshold(data_complete[\"u\"].to_numpy(), \n", " threshold)" ] }, { "cell_type": "code", "execution_count": 7, "id": "37c75208", "metadata": {}, "outputs": [ { "data": { "image/png": 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Y/CxgVqtZsyZq1qyJWbNmYcyYMZg9ezZ+++03nDlzxuww+i3nValSBfnz50fHjh2Vu1eAcbsGQPptG8jjk8lx1V+vDeMqhMCOHTuwYcMGAEDTpk1RvHhxvPnmm2jevDmaN2+O9u3bqxqc8/DwAGB5oxOZYTdJlfj/zSumRZIkhIeHq1oiISIiIsppXF1dlYYqatSogejoaHz33XdYunSpyf4DAgLQqFEjrFu3DnXq1MH69etVr4vZtGkThg8fjlmzZiE4OBje3t6YMWMGjh8/brYMTk5ORudX+s1Hp6SkICAgAPv37zcaVm4qPDw8HN27d8euXbvw66+/YuLEidiwYQPat29vdrp58uRRfU9JScGkSZOU94zq00889KsVyifqprrpN8OdXgNmPXr0QMOGDXH//n1ERUXB3d0dLVq0UI1n165deOONN1Tjke/cWXJ+aoqvry+ePHmSbn+SJKUZo8y4cuUKfvjhB/z444/QarXo378/+vXrl6Fx1KlTBwBw7do1FCxYEP7+/kbr2pMnT6DT6YzuYBnKaFxPnDiBpKQkvPPOOwBSGwQ5deoU9u/fj8jISEyYMAHh4eGIjo5W1lO5umqhQoUyNJ8ZYTdJFREREZGjEkKk+7xHjx498MUXX6Bbt264fv06unbtqvx26NAh1K1bV6nqBkC5m2ROoUKFEBsbq3yPi4vDzZs3le9BQUG4d+8eXFxc0nxvUtmyZVG2bFkMHz4c3bp1w6pVq9JMqgwFBQXhypUrSpKZVSpUqIDDhw/jww8/VLodOXIEFSpUUL7XrVsXgYGB2LhxI3799Vd06tRJaQK8YsWKcHNzw+3bt9GwYUOT06hYsSK2bdum6nbs2LF0y1atWjVcvHgx3f4MY3T16tVM3W15+PAhNmzYgB9++AExMTFo2rQpvvnmG7Rr1y5Td8xOnz4NIDXZB1Lvzk2dOhWxsbFKt8jISLi5uaF69eoZHn9afvnlF7Rq1Ur1PikXFxc0adIETZo0wcSJE5EvXz7s3btXSdTPnz+PokWLwtfXN0vLoo9JFRERUS6X2avtlDljx45FixYtEBgYiGfPnmHDhg3Yv38/du/eneZwHTp0wCeffIJPPvkEjRo1Ut09KV26NNauXYs9e/agZMmS+OGHHxAdHW3UsJe+d999F6tXr0br1q2RP39+jB8/XnWi2qRJEwQHB6Ndu3b49ttvUa5cOdy9excRERFo164dKlWqhFGjRqFjx44oWbIk/vnnH0RHRyuNPFhqwoQJeO+99xAYGIhOnTrByckJZ8+exblz5/DVV19laFz6Ro0ahc6dOyuNa+zYsQNbtmzBb7/9pvQjSRK6d++OJUuW4K+//lIasQBS74B89tlnGD58OFJSUvDOO+8gLi4OR44cgZeXF3r16oWPP/4Ys2bNwogRIzBw4EDExMRg9erV6ZatWbNmWLNmTbr9vfvuu1iwYAHq1KmDlJQUfPHFF5lqgr527dpwd3dHr169sG3bNiXxscTRo0dx7NgxNGrUCHnz5kV0dLTy7ie5mfbQ0FBUrFgRPXv2xIwZM/D48WN89tln6N+/f5Y34b99+3bV84M7d+7EjRs30KBBA+TPnx8RERFISUlBuXLllH4OHTqE0NDQLC2HIbtp/Y+IiIjIEfz333/o2bMnypUrh8aNG+P48ePYvXt3ui//9fHxQevWrfHnn3+iR48eqt8+/vhjdOjQAV26dEHt2rXx6NEj1V0rU8aMGYMGDRrgvffeQ8uWLdGuXTvV81CSJCEiIgINGjRA3759UbZsWXTt2hW3bt2Cn58fnJ2d8ejRI3z44YcoW7YsOnfujBYtWqhOeC3RrFkz7Ny5E1FRUahZsybq1KmD2bNnW92gQLt27fDdd99hxowZqFSpEpYuXYpVq1YZPZ/fo0cPXLx4EW+88Qbq1aun+m3KlCmYMGECpk2bhgoVKqBZs2bYsWOHkqwWK1YMmzdvxo4dO1C1alUsWbIEX3/9dbpl++CDD3Dx4kVcuXIlzf5mzZqFwMBANGjQAN27d8dnn32melbIUrt27cKFCxfw+eefZyihAlKrOm7cuBEhISGoWLEiJkyYgP79+2P9+vVKP87Ozti1axfc3d1Rr149dO7cGe3atcPMmTMzXNa0XL9+HdeuXUOzZs2Ubvny5cOWLVvw7rvvokKFCliyZAnWr1+vvPPt5cuX2Lp1K/r375+lZTEkCV6eUomLi0PevHmh1Wpt/nI8nU6HiIgItGzZ0uFfPplbMKaOKTfFtUaNGkoTt44sN8U0NDQUXbp0yfAzFbb28uVL3Lx5EyVLlrS4+lJOaqiCsoY9x/Tzzz+HVqtVPUcnSRJu3ryZZnVLQ71790aJEiUcpk2BtGIqN6oRERFh8fgWLlyIX375BZGRkWb7SWt/YmluYF9rHxERERGRAxg3bhyKFy+O5ORkWxfFbhQtWjTDry/QaDSYP39+NpXof/hMFRERERHRa5Y3b16MHTvW1sWwK5l555phs/rZhUkVERFRLpeVL8IlosyTW67LiHbt2mV4GMp6TKqIiIiIiHKAzDwX1a5duywvB2Ucn6kiIiIiIiKyApMqIiKiXM6eGwJOSUmxdRGIyM5lxX6E1f+IiIjI7ri6usLJyQl3795FoUKF4Orqmu6zYSkpKUhKSsLLly/trvltMo0xdTyvM6ZCCCQlJeHBgwdwcnKCq6trpsfFpIqIiIjsjpOTE0qWLInY2FjcvXvXomGEEHjx4gU8PDzYOIeDYEwdjy1i6unpiWLFilmVxDGpIiIiIrvk6uqKYsWK4dWrVxa960en0+HgwYNo0KCBw7/UObdgTB3P646ps7MzXFxcrE7gmFQRERGR3ZIkCRqNxqKTL2dnZ7x69Qru7u48AXcQjKnjsdeYsvIpERERERGRFZhUERERERERWYFJFRERERERkRWYVBEREREREVmBSRUREREREZEVmFQRERERERFZgUkVERERERGRFZhUERERERERWYFJFRERERERkRWYVBEREREREVnBrpKqgwcPonXr1ihSpAgkScK2bdtUv/fu3RuSJKk+derUsU1hiYiIiIgoV7CrpCo+Ph5Vq1bFggULzPbTvHlzxMbGKp+IiIjXWEIiIiIiIsptXGxdgIxo0aIFWrRokWY/bm5u8Pf3f00lIiIisn9CCFsXgYjIrtlVUmWJ/fv3o3DhwsiXLx8aNmyIqVOnonDhwmb7T0xMRGJiovI9Li4OAKDT6aDT6bK9vGmRp2/rclDWYUwdU26KqxAiV8xnboopACQnJ+eKec1tcc0NGFPHk9Niamk5JGGnl6ckScLWrVvRrl07pdvGjRvh5eWF4sWL4+bNmxg/fjxevXqFmJgYuLm5mRxPeHg4Jk2aZNR93bp18PT0zK7iExHZpZEjR2LWrFm2LgZlofDwcNSrVw9Nmza1dVGIiHKchIQEdO/eHVqtFj4+Pmb7c6ikylBsbCyKFy+ODRs2oEOHDib7MXWnKjAwEA8fPkxzwb0OOp0OUVFRaNq0KTQajU3LQlmDMXVMuSmuderUwbFjx2xdjGyXm2LaqlUrvP/+++jbt6+ti5LtclNccwvG1PHktJjGxcXB19c33aTK4ar/6QsICEDx4sVx9epVs/24ubmZvIul0WhyRCCBnFUWyhqMqWPKDXGVJMnh51FfbogpADg7O+eK+ZTllrjmJoyp48kpMbW0DHbV+l9GPXr0CHfu3EFAQICti0JERJRjSZJk6yIQEdk1u7pT9fz5c1y7dk35fvPmTZw5cwYFChRAgQIFEB4ejvfffx8BAQG4desWxo4dC19fX7Rv396GpSYiIiIiIkdmV0nVyZMn0ahRI+X7iBEjAAC9evXC4sWLce7cOaxduxZPnz5FQEAAGjVqhI0bN8Lb29tWRSYiIiIiIgdnV0lVSEhImu/S2LNnz2ssDRERERERkYM/U0VERETps9OGgImIcgwmVURERLkYG6kgIrIekyoiIiIiIiIrMKkiIiIiIiKyApMqIiIiIiIiKzCpIiIiIiIisgKTKiIiIiIiIiswqSIiIiIiIrICkyoiIiIiIiIrMKkiIiIiIiKyApMqIiIiIiIiKzCpIiIiIiIisgKTKiIiIiIiIiswqSIiIiIiIrICkyoiIiIiIiIrMKkiIiIiIiKyApMqIiIiIiIiKzCpIiIiyuWEELYuAhGRXWNSRURElItJkmTrIhAR2T0mVURERERERFZgUkVERJSLseofEZH1mFQRERHlcqwCSERkHSZVREREREREVmBSRUREREREZAW7SqoOHjyI1q1bo0iRIpAkCdu2bVP9LoRAeHg4ihQpAg8PD4SEhODChQu2KSwREREREeUKdpVUxcfHo2rVqliwYIHJ36dPn47Zs2djwYIFiI6Ohr+/P5o2bYpnz5695pISEREREVFu4WLrAmREixYt0KJFC5O/CSEwd+5cjBs3Dh06dAAArFmzBn5+fli3bh0GDhz4OotKRERkN9gCIBGRdewqqUrLzZs3ce/ePYSGhird3Nzc0LBhQxw5csRsUpWYmIjExETle1xcHABAp9NBp9Nlb6HTIU/f1uWgrMOYOqbcFFchRK6Yz9wUUwBITk7OFfOa2+KaGzCmjienxdTScjhMUnXv3j0AgJ+fn6q7n58f/v77b7PDTZs2DZMmTTLqHhkZCU9Pz6wtZCZFRUXZugiUxRhTx5Qb4qrVahEREWHrYrw2uSGmDx48wLlz5xhXsmuMqePJKTFNSEiwqD+HSapkhu/aEEKk+f6NMWPGYMSIEcr3uLg4BAYGIjQ0FD4+PtlWTkvodDpERUWhadOm0Gg0Ni0LZQ3G1DHlprhOnjwZLVu2tHUxsl1uiumiRYvw1ltvMa5klxhTx5PTYirXYkuPwyRV/v7+AFLvWAUEBCjd79+/b3T3Sp+bmxvc3NyMums0mhwRSCBnlYWyBmPqmHJDXCVJcvh51JdbYurs7Ozw86kvN8Q1t2FMHU9OiamlZbCr1v/SUrJkSfj7+6tuFSYlJeHAgQOoW7euDUtGRERERESOzK7uVD1//hzXrl1Tvt+8eRNnzpxBgQIFUKxYMQwbNgxff/01ypQpgzJlyuDrr7+Gp6cnunfvbsNSExERERGRI7OrpOrkyZNo1KiR8l1+FqpXr15YvXo1Pv/8c7x48QKDBg3CkydPULt2bURGRsLb29tWRSYiIsrR2Jw6EZH17CqpCgkJSXPnL0kSwsPDER4e/voKRUREREREuZrDPFNFREREGZdWC7lERGQZJlVERERERERWYFJFRERERERkBSZVREREREREVmBSRUREREREZAUmVURERERERFZgUkVERERERGQFJlVERERERERWYFJFRESUywkhbF0EIiK7xqSKiIgoF+PLf4mIrMekioiIKBfjXSoiIusxqSIiIsrleLeKiMg6TKqIiIiIiIiswKSKiIiIiIjICkyqiIiIiIiIrMCkioiIiIiIyApMqoiIiHI5tgBIRGQdJlVERES5GFv+I1uIjY1Fw4YNbV0MoizDpIqIiIiIXqv4+HjEx8fbuhhEWYZJFRERObyEhARbF4GIiBwYkyoiyjHOnj2Lv//+29bFIAfQq1cv1fcGDRogKSnJRqUhIkN8jo8cDZMqO8GrrJQbTJs2DRs3brR1MTJt586dePbsma2LQQAuXLhg6yIQEVEuwqTKTjRo0MDWRSAbuHjxIsLCwmxdjBzl1atX2L17d5aM69GjR1l6tfSrr77CtWvXsmx8RI5Ip9PZughEdm39+vW2LkKWqVGjhq2LkGWYVBHlUGvWrMHq1atx7NgxWxfltZEkKd0k5/Hjx/jyyy+zZHrNmjXDpUuXsmRcuZ1Op0Pfvn2zdRr379+3avjc2spdUlJSmrUdzG1zDx8+zJbyBAcHZ8t4M2LZsmV49OjRa5lWu3btXst0HJW1270jmjVrlq2LQCY4VFIVHh4OSZJUH39/f1sXK8dZvXq1rYuQZa5evYrExERbFyPTXrx4Yfa333//HTExMa+xNPYnK6rFJicnZ0FJ/iezJ+4PHz7M8Ens3LlzX9uJYXp0Oh3Onj2boWEyOr8tW7bMUP+O7K+//sKkSZMs6nfVqlUYNGhQmv2YWm+bN2+e7rj/7//+DykpKRaVIydZuXLla3t+859//nkt07E3ltYSMNzuZ8+ejYsXL2ZHkYis4lBJFQBUqlQJsbGxyufcuXO2LlK2uXz5cqaGW7BgQRaXxHa6deuWoTs5H3zwAe7fv4/ffvsNL1++zMaSWaZ+/fpp/p6VVdMeP36MCxcu4Keffkq36sCBAwfw6tWrNPupUaOGyaSmbt26aSaL+uWxVlZUiz169KjV40jPkiVL0u1n6tSp+PrrrzM03h9//DHHnLBlZl1N76T933//RWxsbGaL9Nrdvn37tU3r1q1b2LFjh0X9JiQkpNt0dWb3Nd98842yL928eXOGh+/SpYvdPTP8yy+/pNvPP//8g+nTp2c64VywYAF++OGHTA2bli1btljc74cffpjl09eX2Qta69evz/T5T1rsuSEbnU7H53lzAIdLqlxcXODv7698ChUqZOsiZSn9uzIffPBBlo779u3bdndw0zdhwoR0d4qXL1/G06dPMXr06Nd6AvS6/fzzz7h7966qW2hoKHr16oXo6GicPHkyzeFHjhyJBw8emPytRo0aysHQVOKVlJSUbkL26NEjhIaGAgD69Omj+i29k7usbjFq2bJlWTo+U5YvX57t0zCcVlxc3Gs7SUhMTMySJNnQN998g++++y7Lxpfd1f86dOiAOXPm4N9//0X37t0BAIsWLcK+ffusGu/58+cxfPjwTA8vhEhz3q1dLvI2OW3atDT7W7lypdE6ef369Uxd4IqIiEh3P5OemTNnZmq4KVOmpNvP7t27sWnTJjx//jxT0zh37pySODx9+hQRERGZGo+hjFy4yc67QSkpKThw4ECmhs3o+vro0SNs2rQp3f7q1q2bqfJkxoMHD7Br1y5Vt6ioqEyvLz///LPV54RPnz61anhywKTq6tWrKFKkCEqWLImuXbvixo0bafafmJiIuLg41QdIzfpzwkcuixACN2/eRN26dZXfhBCZGqe54bp06YKtW7daNA6tVosjR47g/v37mSpDQkICkpKSsGnTpkwNHxsbq8zLixcvoNPpsGvXLjx79syieTdcBgcOHEDLli1x8eJFs9OLjo7O0pjK5YiPj0d0dLSyLKpXrw6dToeUlBSkpKSoypqUlISrV6+mO41vvvkGJ0+eNJp3+ZOcnKx0T0xMTHMdefLkCfbs2aP6LSkpyex6JITAq1ev0izfrVu3lOHPnj2rGjY5ORnx8fGYPHmyEltL4yh/7t69i++++075vn//ftSpUwcJCQnQ6XQ4deqUUoaMbEf//PMPkpKSzMY1rWVibpy//vorwsLCIIRASkqK6re9e/fiwoULaa7PhuVZvHgxdDodevbsibVr12bJOmtuXho1agSdTocff/wRH3zwgfJbnz59EBkZmaFxmfqkpKSo1qWMxMqwXyEEpkyZkqF5TetYMGnSJAQHBxtN48cff8T9+/dx5coV6HQ67NmzB7/++mumlvV///2HR48e4e+//8bBgwdVvyUnJ1u1POTPvXv3jPYJGVne+v3I///999/4559/jPpduHAhnjx5YjTM5s2b8d9//2Vo2YwfPx6PHj2yqN/jx48r+1U5rkIIJUYZ/ViyXF69egUhBBYtWpSpY7V+TM6ePYvx48dDpzO9vzb8tG/f3mT3hISEDK8zlmzHGf3cunULWq0W33//fYbXMZ1OZ3JdTWtbPXfuHL799luj7i9evFAtT1NlkY8Zpj6DBg3K9DI4ceIEJkyYoFovR48ebfIc5KOPPjK7TBo0aICmTZsiISEBz58/T3e669evN/tb48aNszzWOp1ONY+WxNeSmNriYwmXjCQsOV3t2rWxdu1alC1bFv/99x+++uor1K1bFxcuXEDBggVNDjNt2jST9dIjIyPh6emZ3UW2SFRUFLRaLSIjI6HVapUrVvr/Z4Q83OPHj1GgQAEAqXcXHjx4gIkTJ8LLy8toGCEEnjx5ovR/+vRp/Pjjjyhfvjz69++f5vSWLFmCjz/+WBnP6tWrcffuXbRu3Rpr1qyBm5ubReW+du0aSpcuDSD1TsqMGTOg1WoRFhaGcePGKcvoypUr8PLyQpkyZZCcnAxnZ2fVvH/55ZfQarU4cOAArl27huvXryMiIgK3bt1CmzZtMG7cOABQ5hUA9u/fj99++w1fffUVgNQNPTY2FsWKFbOo7Hfv3sXatWsxevRoAKkxlctTtWpVNGrUCGfPnoWbm5sSn7t37+Lhw4d4+fKlEufHjx9j6tSpaNWqFfz8/FCpUiWjaT18+BBarRbR0dEQQmDkyJGYNWsWtFotACjJREREBO7cuYMlS5Zg6tSpqnFotVpERUVhw4YNCA0NxdKlS5UHY7VaLX799VdleRtuJ3J3d3d3VXedTof79+/jjTfeUA6qERERqvU4NjYWLi4u2LZtG9auXYsTJ06gSpUqqF27tjKep0+fmhwWSL074+3tjevXr2Px4sUoUaIEgNT1BUi9uq3RaPDNN98gOTlZWSbjx4+36OH5kSNHYvTo0WbvgMfFxeGPP/4wuktoaltNSUmBk5MT9u3bh/3796NUqVIAgJo1a2LSpElITk7Gt99+iypVquC9995TDXvhwgUIIaDVarF//378888/cHJyUk3r9u3bOH36NK5fvw4PDw9UrVoVFy5cQPHixeHl5aWsFxmlPy937txBREQETp8+jf/++w+vXr1CREQEDh06hEOHDqU7/vT2YX///TdcXV1N7vN0Oh0mTJhg9u6IVqtFhQoVVOvtH3/8gYiICEybNg1169ZFgwYN0rzqPXLkSHz66afKeqRPrpqlX355fZK3t4iICPz333+4cOECgoODlRhZauHChciXLx8qVqxotKz+/PPPdJdfYmIioqKiEB8fj9OnT2PFihUICAgwmkcg9c6I4bjk8ScnJ0OSJJPl12q12LNnD9zd3ZX+lyxZgjx58qBnz55G/crHs6lTpyIgIABarRbffvstHj9+jPLly1u8bORxeXt7q7qfPHnSqDWxI0eOQKvV4pdffoFGowEA5QLq2rVrkT9/ftVxQt/hw4dRtWpV1XS0Wi2++OILNGzY0Gz5zp07B61Wi5MnT6ritG3bNrRp00a1LOUT6hkzZijdb9++jSdPniAiIgKXLl1SxmFuu125cqXSUIypWAL/OzYY/mbuTqZWq8WOHTvSrM6t06UmkB4eHmb70Xf58mV8//33+Oqrr5TtRS7P5cuXUapUKSVG+uUw3JZPnTpldIyRj6uGLl68qMx3dHQ04uLi0KBBA8ydOxf169dHnTp1lPEaLpuRI0ciJCQErVu3NhpvZGSkqv9ff/0VJUuWtGg9PnXqlDL/rVq1wocffgitVotDhw4ZVXnev38/IiIiIITA999/jwEDBqjOE4DUdzw+fPgw3XPC8ePHmz23NTX/W7ZsQYcOHUz2r9OlXpS5du0aGjVqpOo+evRoTJ8+Hc7OzibH+9dff6FgwYLK9vHRRx/hvffeg6urq6o/czF93SyuxSUc2PPnz4Wfn5+YNWuW2X5evnwptFqt8rlz544AIB4+fCiSkpJs+nny5ImoWbOmiI+PF0FBQSIiIkIEBQUpv+v/L5d3yJAh4uzZs2mONygoSCQkJBiNS/6YGubevXuq33bt2qX0n5iYmO705P9fvnypDPfNN98YTa99+/bi8ePHYsGCBWLq1Kmqccv9jhw5UgQFBanGde3aNREUFCQePnwoevToISZNmqT8blgW+XP+/HmjbkFBQSIsLEwMHz5cNdyqVatEw4YNle+HDx8WQUFB4uTJk6r+4uPjRWxsrNEy+OOPP0RQUJCIj48Xq1evFh07dlRNe/bs2aJNmzbi2bNnSpk/+OADUb9+fdU83Lp1SwQFBYkOHTqIGTNmGE1n8+bNyji3bdumTGPs2LFK95o1a4rBgweLly9fKuUyFbMrV66IoKAgceTIEaN1RV5/TG0nQUFB4unTp0bd5WWWlJQkTp06JYKCgkRISIgICgoSQ4YMEUlJSaJbt25i8uTJyvrWuXNno/LduXNH6WYqvufOnVPKvH//frFmzRpl3p89eyZ69OghGjdubBR3S7bJoKAgcfXqVaPu8fHxYtu2baJatWpizZo1olWrVuL69eti3bp14uHDh8r4Hzx4IP744w8ljklJSWLlypWifv36YujQoWLo0KHK8gsKChLvvfeemDNnjtH0hg8fLgYPHqyUfcWKFUbbSZMmTcSSJUtU8xcUFCR2795tctkZrsuWbM/y/8uWLRM1atQQQUFBSuxMLdPY2Fhlm9bvZ/r06SIhIcGo/8GDB4sRI0aIpKQkZf93+PBhkZSUpCwj/f4fPXpktK3rf+/du7fqtx49eii/z5s3TzWuK1euiFKlSolq1aqJpKQk0bZtW5P7TPn79evXjdapw4cPiyZNmij7K1PLMz4+XjRp0sTkb/369RNjx45V9rf37t1Tftu9e7eyH5swYYLZWOl/Fi9ebLafRYsWmfxN3k//8MMPIikpSZw/f141L0FBQeLx48dKPH755RcxYMAA8fnnn4ukpNR9/vPnz02W5/jx48r/Bw4cMJq+/rZmalvXXx5//vmnso9JTExUrQsbNmwQQUFB4vnz56ptVb8sJ0+eNHksM7Uuy90GDhyo6l63bl1x8eJFkZSUJBYvXiyCgoLEF198YbTeyMtDf7uQ90/6/X3xxRciKSlJ7Nu3TwQFBSnbmNzP5s2bxebNm5X+IyIiVMvK8JxBXkcN57FWrVriypUrJud96dKlZvcFDRo0EPPmzVNtR6Y+c+fOVZUzKChIXLx40eQ2eunSpXRjEBQUJH766Sfle//+/cXcuXNFfHy8yenv379fGX78+PGiV69eYvTo0Wb3nenFv1GjRib7b968uVi4cKGq28uXL8Xy5cuFVqtVdV+5cqXR9hAUFCSOHTtmsgzyuAyPffJwy5YtE40bN04zDubmMb35//vvv832v2rVKqPhjh49KoKCgsSaNWvSHO+WLVvMHofj4+PFzz//bDamr/vz8OFDAUBotdo08w6Hq/6nL0+ePHjrrbdw9epVs/24ubnBx8dH9QEAjUZj848QAo8fP8arV68gSRLGjx8PSZKU3/X/b9asGe7du4c//vgD9+7dw9GjR6HRaJCSkoLExETVeCVJwsCBA43GJX+Sk5OxcuVKuLi4GA0n/+/s7Kz0n5KSAo1Gg+DgYGzatAkuLi5wcXHB2LFj8ddff6mG05/W9evXjX67ffs25s+fj1WrVmHLli24cuWKariUlBTs379fuWoqj2vVqlWQJAkuLi5wcnKCs7Oz8rs8/M6dO1XzKc+fJEmq+XFycsL169exbNkyZVgXFxeT8/HZZ5+puv3222/o0KEDhBBKt5cvX+LXX39Vho+Pj8eNGzdUy0Ius06nU/p78uQJAJicrjx/ly9fxsKFC03OY0xMjNL/nj17VPE6duwYNmzYgEePHhmN/8mTJ5AkCdu2bYMkScr6pz99eXm8evUKzs7OiI2NhUajweLFiyFJElxdXY3WZ3mYn3/+GY8fP4YkSXj27BkkScKlS5eU9crZ2VmZztOnT43KJ48nISEBkiThhx9+MFo2cjxPnjypWiYajUZ5rs6wpdB58+ZBCIGEhASz26RhWebNm4fvv/8eV69exbp165Tx3Lt3Dx9//DFmzZqFGzduKMNt374dQ4YMMVqmCQkJSElJUcoix93JyQk//vgjnj59qpqu/votSRLOnDmDPn36KFecDeMkSRJevHihLB/DeZH3CYbzq9OlVkHTarUIDg5WjV9/HC4uLspvrVq1Ui3v2bNnIzo6GhqNBu+99x7u37+vWvc1Gg02btyIxMREXLhwAUePHoVWq8XixYtV64O8/xs6dKhq+nfu3MGuXbvw6tUrhIaG4tWrV3j58qVq/HFxccry1J/25cuXMXHiRMydOxdr1qyBRqPB6tWrIYRAt27dVNvfP//8Y3KfKS+nzp07G61TQ4cOVbYn/eU6Z84cbNiwQRnPkydPTK5v8n7h2LFjyrLdtGmTqgzfffcddu3aBY1Gg6SkJAwfPtzkfl1//k3tj1NSUhAXF2f0m7z9PH/+HBqNBr169cLdu3eN1oHGjRtDkiRMnjxZtZ79/vvvaN68ucnyuLq6Kv87Ozvjr7/+wvz585Vxd+3a1ey2Z/h9+/btWLZsGSRJQt26dREaGmq0z5D3S3Jc9T8DBw7E9evXAcDouCNPa86cOap96cmTJ/HixQul38TERPTs2VPZRiVJwsWLF5Xh9+7dqyq3fJzYvn270v3KlStISkpSLUO5/Ibb3+HDh3Ho0CGlnOPHj1f+v3v3Lu7fvw9JkjB37lx89dVXyjpquA4kJyfj1atXJtcNU+uM/ImPj4dOp8PLly/N9qPRaBAdHa0sU3nZ9ezZU7Vs9WN6/PhxZbrBwcEm+9M/T4uJicHSpUtx+vRpo23p/v37quO3k5MTnJyclH2C/nmO/jQePHhgctry/kS//2fPnuHcuXNISkqCk5OTankcPnwYixcvxp9//qkax8KFC43WQUmSlPM1SZKwZs0aVdnl7UX+/dChQ6rtR38eg4ODMWfOHOURCVPz6OzsjIsXL5rdpuRuHTp0MBlXSZIQERFh9hgt76sMfz98+LDR8clw/u/evYvRo0enuV697o8lHDqpSkxMxKVLl4yqO9gL8f8f/k2v1SbZzp07AQBjxozBiBEjAKRWHxk+fDhiYmIwefJkpd+0HkB9+PAhvv/+e9SsWVPplvT/Hy5+8uQJhg8frnpA+J133lFafZozZw7GjRuHVatWYd++fUYtk8nzBKTe/gZSb0fr028RKDo6WvXbxo0blf9btWql/C+/DFZ+59Dt27eNGjQwrOK2fv165X1H8k4aAG7cuIF///0Xq1atMlv2CRMmwJRXr14hKSkJdevWxeeffw4g9Tm/X3/9Venn8OHDRsPdu3dPNY2EhASlmz65CWr5AHvp0iXVMtEvY3rVAB4/fmxU9XXbtm1K87Xyg71yrJOTk5WqkVu3bgWQGoOrV6+iQ4cO+P3337F27VqlfACUagyRkZFK2WbPno0vvvjCbLkePnyorAP6zYW/fPlStS3ID+4vWrRIWd8Nl4EQIt3nKmW7d+/Gjz/+aNRwhkyuUqS/rty8eVNpmtmw+Xu5HPrVfOSWwOT1bufOnVi4cCEAKM87AP97Oar83bDpcTn+socPH+Ly5cv45ptvVNPXL6ucJJhqjUy/Cp1+a4h9+/ZFjx49lFb6zD3ILc+DKXv27MHVq1exaNEiAKnv7EnSa6zgyJEjAFKrNH700UcYMWIE/v77b2Vd2rt3r9lxA6kPaH/11VcYOnQogNT1S399WL58OZo1awYgtXqLYRP0kZGRyjZUo0YNLF261Gg+N2zYYHb6NWrUwMSJE9MsozwdOQYXL17Ed999h9u3bysxMqxeEhcXh1OnTilVdWU//vgjACj7F3k/CgDPnj2zqDXUGjVqGFWr+eWXX9ChQwfcu3dPVX3OVNWvqKgo7NmzR2mcRC6TTAiBM2fO4NKlS3j+/DlevHhhsgqR/vophMDZs2exbt06o3HJGjRogNu3bxs1MpSSkoJt27bhwoUL6c26UtXLlM8++wxXr15F7969AahfSlqjRg1s2rQJ4eHhqmHeffddo/GMGjVKKbd+VWB5/7lhwwY8fvxYWc/057F37974448/lO5nzpzBwYMHVeMXQuDOnTvQarU4d+6cyec93n//fWXb2bhxo1GjCIbMtRyn36Jjq1at8PTpUxw6dAj//vuv2XHFxsZm6P1/v//+u/K/JEkYNmxYuo0mzJ49G8D/ll1SUhJ++eUX5fgl/v8jC23btlWGSeu5GP2WFrdu3Wp03JD3YXJjEPJL3rt3747Q0FClSt6TJ09UVeHkfd3w4cPxyy+/pNsapNxS7LNnz7BkyZI0z9XkfQAAZf8K/K8BlosXL2Lt2rXo16+f8ny2vt27d6Nfv344d+6cyZfWG653Mv3tQl5Opl5PYDi9+/fvY926dWm26Cq/k8xeX5XjUEnVZ599hgMHDuDmzZs4fvw4OnbsiLi4OPTq1cvWRbOKqZVL/6Avb6Smmo+XH8QcOHAgtm/fbnTgTklJMTrJ0N+ZCCGwePFi5ZmOpk2b4tChQ0YnEfonfZcvX1YSAv2DplweQ/oJBwBVS1mLFi1C06ZNle/z5s1T/jfV2lhYWBgAICYmJt2d14MHD5R51T/xNbXBv3z5Es+fP8f27duxfft2ZX6fPXuGhIQEvHz5Ejt37lS1rLR3714cPHgQAwYMUI3rxIkTAKBq+SgqKkqVqF65ckU1TGxsLGrUqKHUmb9+/TqEEHj58qVyoEhOTsb58+fTnGd9P/30k/K/vOOWnxnTJ8cwMTERe/bsAQBMnz5d+V0+odJPlCRJwsOHD5V66GPHjkVkZKTZsujH8uDBgyZPjrp06YKGDRsq66L+O5EOHjyY7sk3YLq1QtmTJ0+QmJiI27dvo3379umOa9u2bcoJrKnnMuUDyvfffw8g9UAkr5Py3fPw8HAlfmfOnFGGNWxq3PDgZNhNXn9v3bpldpj//vtP+V9OWKKjo1GjRg2lieiFCxfi008/VU4Ur127ZnLa+ut5WkmrfPCdP38+Vq5cqXTXPzEdMmQIAChJkal5NHWBQP5NPlmUn0/YunUrTp8+rfSn35z9rVu30n0G1JT0WomzpOXDr7/+Wom7vJ3Kd4qB1IRBPzGX13PD/aO5Vjktob9PXL9+vepC09OnT6HT6ZTpGj6XpL8eLFu2DDNnzlRa8DRMcmJiYnD//n1MnDhROX6Zam1V//hgmEzJ2rZtq2wPCQkJ6NChg5Kgde3aFTVq1Ei3RTt53TA1L/r0txFL9iey+Ph41fIy1dqj/gn9vHnzlO+tW7dWWnwzPF4CwPbt242aQd+8eTPat2+PP//8E0+fPlU1Ly4fX9Jz9+5dVaJrLumS17dHjx7hv//+w7lz5zB8+HBVsgKkPiMjvyJk/fr16NmzJ+7fv4+YmBjcuHEjzVZbly5dqvwvJ1Om+h8yZIjyLByQen6gv+3JydnBgwdRs2ZN5dxB3rc0aNDAaLwpKSn466+/VK2MTp06Fdu3b1f1161bN6xcuVJZ1l27dlXmW5+chJ49e1Z17gKkthqZXjPyf/31l2oe9Y9ZptYPffLvP//8s/Jdfu6pVq1aqn7j4+OVi8Nz585VnQ/Ex8cjIiJCdZxP6/gNpCbx33//vSoR07+o+fDhQ1y8eFFJhh2VQyVV//zzD7p164Zy5cqhQ4cOcHV1xbFjx1C8eHFbFy1T5Gav5TtQ+vSv9Jo7Sbh69Spu3bql2hANDy6nT59WruLK9K861qxZEytWrEi3rPqJmf7BU04+5GRKbmY4LYaJ35MnTzL0Lio5QXjnnXfS7O/48ePK/2ntrNatW6ecmM2dO1d1xw9I3VF36NDB6AomANUVc0B9lVR+QFx29+5d5SRFjqm8LEw9JLthwwZVkhkeHp7p5sY//PBDrFmzxuRv8rLR39HrMzzpA1JPIP78808AqXcmAPUJvyk//vijcnXTcB2oVatWmldGAfVVO/kuo+E0DQ9yhuTld+fOHdVJkv7VWnldNEx8zclIomtI/yr3kCFD0Lx5c8ycORN79+5VXciQY6SfaOp0OtXVS5kQQonNJ598ovpNXm76sTb1gO6WLVuUk0JT670+U+tNegdomXwXy/CEOyoqSmkKXy6fXHUrPda+SiElJcWoPJa89Fgup/561b9/f9V6O3/+fCxfvhwpKSlpPhjdsWNHo26HDh1STiqfPn1qchkvX75cOek5e/ascsdZnq+0LjpERESoEgO5ejJgfv9548aNNJvE109i9JOBGjVqKNu73GCPKfIJ9bZt20z+Lq8T8nYgb9/y1XBT5HkxVVPAHMPjqv54ZIYN4cg1LWJjY43eGyjvtyIjI41O7gGo7kgD6ouV+i95NpeAT5kyBW3atMHt27eV9VFuCKFPnz54/Pix6mLur7/+qpwnGDbtL1cx7N69u1IOeTl37NgRAwcOVM5XzCUUN27cUJJY+SKk4bETSN0f6N8ZXLlypclaD+bWF50utZVgSZKUO3MLFixQrYeyjCTVpvTt21e1jcjSS4wAYPDgwcoyHDhwoMXTTEhIMErAV6xYYRSXFy9eqPYPf/75p/LOu4SEBMydOxcTJkxQndeNHTtW1dy7qdcgLF26FCNGjFDmUQiBzp07A0i9UGjJflIIgbt372b7O9Kyi0O1/pdWFQ17JG/o8vNCMvnKN6A+QBvuGOSqJvoMT85NHbj1q5NYytwLBeWrEvXr10ejRo2MWkWzlHwHKjOSkpLMvq9Hvspk7vf169errqyYSyzSOki/DkIIkwcGS97NIZs/f77J7nIVTMMW6NISEhKiVKOTq4CmdzCZO3eu8r/hix0z8gJN/Z2x/t0fIPMvd9SvHjd9+nQEBgYqVwPNka+46h98Mpv0xsbGKgmGvJ/Tr65hqqqNuWrDMTExmX4/jD45mc6Od9kYVtMxXB927typVJF63ZKSkoyutmY2rgBU83H+/HmcP39euSNsjqkLFDt37lTWiSZNmpgd1tTJqiyt7Sw2NtaoCrUsvfKaY1jjQb9VO8M7IZkxffp0VfVyuYaHuf24/m8ZebdcmzZtjLrp332xlHynMqMXYvQTKX3mjkvmXl48ePBgnDt3Dk+ePFEu8AHGVfT1/fbbb0bd5JNx/fOLLVu2oGjRombHo39xAbB8v2K4jwdMX+jTJ19UkuknimlVD80Mw2U3ZMgQkxe79F26dElZ/vKFDv0LJabu6gOpxxr9u7aGtZfku1UhISFmE9z+/fujTJkyAIz3wyEhIfi///s/AGm/uFm+A2Z4DJJrSMhM1fDQarVGrYbaE4dKqhyN/kmmPnM7a1N1WtNjzQsl02IqyUrrBZhxcXFKIyFZzZoX+mWmyWlb0H/+TZ/+7fvMyuzFCsNn0iy5QifLzMtAs2I8hifHSf//HVCGzB3U0qN/QcQUU8/bAUjzGbSMMncBJKMMn5fMSuldRLFVQgUYX7zKDjdv3szwMPrPpWQXU7UmrJHZixyWkiRJuVOub8mSJcibN6/JYQYPHgwg7cQru3z66acA/neH9nWT7xZasy5duHDB7J3ojF58zOyLcPWr/2aUtS+UTs+JEycytd7rXyixdv+XVkJ05coVJakyRS57WheS5H2kubvtho+c6Mvs8skpJGHNJTYHFBcXh7x580Kr1WbbSb6lqlevDq1Wi7x582bohNQede/eHSNGjDCqx+9oxP9/t1BuiKmht99+2+RVxZzE399fVe2nZcuWFr0LLqfFddSoUZgxY4ZV49iwYYPy3EBulNNiShlXuHBhoxN5xtV+FCpUyKJnCBnTrFWgQAGzz4nWq1fvtVzUkmMqtwxsa5bmBkyqDDCpsh1TL210NNz5OybG1fEwpo6JcXU8jKnjsdekyqEaqiAiIiIiInrdmFQRERERERFZweqkyl5f0EVERERERJQVMpxU7dmzB71790apUqWg0Wjg6ekJb29vNGzYEFOnTs10k9lERERERET2yOKkatu2bShXrhx69eoFJycnjBo1Clu2bMGePXuwYsUKNGzYEL/99hvefPNNfPzxx1a99Z2IiIiIiMheWPyeqq+//hozZ85Eq1at4ORknIvJb03+999/8d1332Ht2rUYOXJk1pWUiIiIiIgoB7I4qZJfCpeeN954I0teOEpERERERGQPsqT1v+TkZJw5cwZPnjzJitERERERERHZjUwlVcOGDcOKFSsApCZUDRs2RFBQEAIDA7F///6sLB8REREREVGOlqmk6v/+7/9QtWpVAMCOHTtw8+ZNXL58GcOGDcO4ceOytIBEREREREQ5WaaSqocPH8Lf3x8AEBERgU6dOqFs2bLo168fzp07l6UFJCIiIiIiyskylVT5+fnh4sWLSE5Oxu7du9GkSRMAQEJCApydnbO0gERERERERDmZxa3/6evTpw86d+6MgIAASJKEpk2bAgCOHz+O8uXLZ2kBiYiIiIiIcrJMJVXh4eGoXLky7ty5g06dOsHNzQ0A4OzsjNGjR2dpAYmIiIiIiHKyDCVV3bt3R7t27dC8eXN07NjR6PdevXplWcGIiIiIiIjsQYaeqSpXrhy+/fZbFC5cGKGhoVi4cCHu3LmTXWUjIiIiIiLK8TKUVE2cOBExMTG4du0a2rVrh+3bt6NMmTIICgpCeHg4Tp8+nV3lJCIiIiIiypEy1fpf0aJFMWjQIOzZswcPHjzA6NGjcfXqVTRu3BjFixdHWFgYLly4kNVlJSIiIiIiynEylVTp8/b2RufOnfHTTz/hwYMHWLlyJZydnXH06NGsKB8REREREVGOlqnW/8xxdnZG48aN0bhx46wcLRERERERUY6VqaTq0aNHmDBhAvbt24f79+8jJSVF9fvjx4+zpHBEREREREQ5XaaSqg8++ADXr19Hv3794OfnB0mSsrpcVlm0aBFmzJiB2NhYVKpUCXPnzkX9+vVtXSwiIiIiInJAmUqqDh8+jMOHD6Nq1apZXR6rbdy4EcOGDcOiRYtQr149LF26FC1atMDFixdRrFgxWxePiIiISFGxYkVcvHjR1sUgIitlqqGK8uXL48WLF1ldliwxe/Zs9OvXDx999BEqVKiAuXPnIjAwEIsXL7Z10Ygok1q2bGmT6ZYvX94m081KAwYMeC3TGTRo0GuZTk5kD8eXiRMn2roIdsHJyfxp0cqVK7NsOjVq1FD+79ChQ5aN1x7VqlULPj4+yvdy5crZsDSOQaPR2LoIuVKmkqpFixZh3LhxOHDgAB49eoS4uDjVx1aSkpIQExOD0NBQVffQ0FAcOXLE5DCJiYkmy6/T6Wz++fjjjwEAQggIIdC2bVuUKFFC+Z4TPmXLljXZ3cnJKcPj0ul06N69u03mo3nz5tky3nfeeceom35M5c+nn35q0fiaNWuW7cuiatWqmR72iy++yJYyubi42GS9yMjyNhXXrPgULFjQquFLly6t/N+gQYMsK5dGo1F9T05OxvTp0832/9NPPxl1a9eundn+9+7dm+EyVahQIcvmr1q1aiZj+tZbb0EIAX9/f7Ro0QJCCLi6umZL7M19QkJCMjyM/j4uKirqtZY3p33S2lY7deqk/L948WLVb5lZv/Lnz2+yu/468+rVqwyNc+nSpTZfhln5ad++Pfbs2aN8lyQpS2OaGz/79+9P83d7WIdyyrm4/LFEpqr/5cuXD1qtFu+++66qu7wxJCcnZ2a0Vnv48CGSk5Ph5+en6u7n54d79+6ZHGbatGmYNGmSUffIyEh4enpmSzktVbhwYQBQEj0vLy/07NkTI0eORKVKlbLlXWCurq6oWbMm/vjjD5O/BwUF4d9//8V///0HAHjnnXdw4sQJFCxYEL169cLs2bMBAOPGjcPUqVONhvf29sazZ89MjjsiIgKXLl2CVqs1+buHh4fqDmnZsmXx119/mZ2XQoUK4cGDB2Z/13f79m2z05WVK1cOV65cMeru5+enLA9DAQEB0Gq1aNGiBX799Velu/7Fh0mTJuHcuXPpTh8Anj17pvTXqlUr7Nq1S/W7r68vHj58iH79+mHr1q1KozEuLi549epVmuOuXLkyzp8/DyGEybLUrl0bx48fT3Mcp0+ftmg+9PXv3x/ff/+98r1mzZqIiYlRNYBTunRpk+PVaDTQ6XSoUqUKzp49a3L8bm5uSExMTLMM3bp1Q+nSpfH48WMsXLhQ6f7nn3+mOT/Vq1dHTEyM8l0/rl5eXnj+/DlmzZqFkSNHpjn9tJQsWRLXr19Xvjs5OamWzfjx4zFlyhSzwx89elSZh7p162L79u0ZLoOnpycSEhJU3WrWrIno6Gjl+9mzZ5E3b16Ty2v69Om4fPmy0W+BgYFml+++ffvSXPZvvvkmbty4oVoeVapUyfDrPOQ4ffXVV/jyyy8BAN9++y2ePXuG/fv3G10o/Pfff6HValG0aFFcvXoVWq0Wt27dQuXKlfHHH3+YjLdc1qySlJRkctkMHDgQS5cuNTlMRESEMszBgweh1WrT3HcBqfv7U6dOpVmWYsWK4fbt2xkove3kzZtXiae5C8AXLlxQltPdu3dVy1l/GZrSvHlz7N69W9Xtww8/xPz58zFhwgRMnjxZ6S6vRwBw/fp1aLVavPXWWzh37ly68/HPP/9YtJ/t1q0b1q9fn25/6Rk9ejQWLFiA58+fG/1Wp04dHDt2zKrxnz59GgkJCdBqtZg6dSp0Op3ZcdaqVQsnTpxAly5dsHHjRtVvllzUL1q0KP75559MlTO97eV1qlevnuo8zfAYuHv3bmi1WrPb8J07d6DValGkSBHcvXvX6HfD40xW+/LLL/H48WMsWrTI5O+FCxdGXFwcoqKisq0MGWF4/DMnU0lVjx494OrqinXr1uXIhioMyyMne6aMGTMGI0aMUL7HxcUhMDAQoaGhqtvRtiBnxj4+PpAkCfXq1UO1atUwefJktGnTJt0dg7+/v1EyuXbtWnz44YeqboULF8b9+/fh7++P5s2b4+OPP0adOnVMjrNUqVIoVqwY9u3bh2rVqqF///5YsWIFli1bBn9/f6xYsQJAamMmCxYsMBpe/6DRrl07bNu2DQDQokULtGzZEjdu3DB7EDc8gS1WrBjefPNNsydRGzZsMKpW8eWXX+Krr74yWS45Sf3oo4+wfPlyFCpUCPny5cPVq1fh5+eHbdu2ITw8XHXQDAoKQrdu3TBq1CgsW7bMqKpVx44dsWnTJowcORJHjhxR1kX9dbJz585wcXFRdh7Hjh3DxYsX0bdvX9V0Tp06hapVqyo70n79+uHw4cNKPwEBAfDw8IBOp0ODBg1QoEABLFu2DEBqspyUlGRyOclKlSoFPz8/1KlTB3/++afqt7fffhudO3fG5cuX0bZtW/zyyy+YOHGi0QWJGjVqYM+ePWlOp2TJkrh58yYiIiLQsmVLDBkyBJs2bVJ+X7t2LXQ6napxmffffx979+7F6dOnVePKkycP4uPjsWHDBgQHB6t+kw8KDRo0wMGDB5Xu8kFZ38iRI5EnTx4AwI8//qiark6nUy1nfWXKlMG1a9cghEBcXJyyrY4ePRrNmjXDoUOHEBoaivLly6N79+5Gw5s7oOmbNGmSaps9dOiQatl0794d8+bNA5CavHz++ecAUqukubm54f79+9iyZQt27NgBHx8fTJs2DY0bN8bvv/8OAJg6dSrGjRtntNxkefLkweLFi+Hk5IQPPvhANe9xcXHKPqZKlSpo37492rZtixcvXqherdG6dWsAUE4qJ0+ejAkTJqBr165K2Q0vkrRs2VLp3/CiBADMmjULvXv3VrYnAAgJCcGGDRsAAL1798bq1avTXLZA6gW00NBQvP/++8iXLx/GjRuHNm3aQKvVYt26dXj48KHq+DFgwABMmzYN48aNw/bt23H16lW0bNkSzZs3h1arRf78+ZVy582bFykpKWjevDl++ukno2n7+PggLi4Obdu2xYULF3Dt2jWjfj799FPMnz9f1a1NmzbKfmDEiBEICQlBmzZtMGzYMGX+W7dujR07dgBI3S7l5env76/8v3//ftW+vlq1aqptrGLFiqqE3pQ33ngjwxdSLNWzZ0/88MMPqm6lSpVKt0z6ChYsiEePHgFIfea6c+fOyrbq4+ODmjVrYu/evUr/5cqVw7lz5zBjxgzUr19flQjpr5OmvP3228rx6NixY6hTpw4GDRqEtWvXolu3bvjuu++UfqtXr45bt27Bx8cHbdu2xaZNm1C2bFmTCWrt2rXh4eGByZMnQ5IkaDQao3K88cYbmD17Nrp06aJ0GzduHCIiIlT9eXp6Yu/evWaP8QDQqFEj7Nu3T/neq1cvnDx5Eu7u7jh06JCq39mzZ6NFixYAgPr16xv9rq9Tp074+eefjbrXq1cPtWrVwuTJk5Vj9pw5cwCkXij08/PDhQsXMHToUHTt2hWnTp1C2bJllWOx4f7XlAULFiAsLAxt2rTBw4cPsWfPHnTv3h3r1q0zW96AgADExsYq38eNG4fx48eb7Fe+KAmkXiy6c+cOgoOD8eDBA2W7Titp7ty5s+o4aEg+d+vVqxfWrFmD5cuXq2JYu3Zt/P3338oxQF5X9bcX+dgLpF6UnTJlCn788Ue0b9/eaHrFihVDwYIFjY65+kxdPO/Xrx9WrFiBChUq4NKlS0p3w/OjNm3awNvbW9kvbtmyRXW+tnr1arRs2RJNmzbNEVUZLa2Fl6nqf+fPn8eqVavQpUsXhISEoGHDhqqPrfj6+sLZ2dkokbh//77R3SuZm5ubsnOVP0DqFfCc8AFSrxJJkgRnZ2doNBpIkoT69esr3SRJgr+/v+qvJElo2rSp8v9XX32F6OhoVKpUSekmf6ZOnarsiFxcXKDRaLB+/Xp06dIFc+bMQf/+/ZV+nZ2d4enpCUmS4OTkpJRHo9EoCbb8XZIk7NixQzWtYsWKKf/nzZtX+V8el7xTfP/991XDNWzYEHXq1FF1c3JyUvo39SlevDhat26NFStWoG3btpAkCbVr18bvv/+u9FO9enVIkoTChQsr5ZHnr0GDBmjevDnc3d0REREBjUaDIUOGqKaxcOFCvPvuu5AkCb6+vkbleeONN/Dbb7+hRIkSSjcgNfHPnz+/sqycnJzg4uKifK9atSokSULlypUhSRJmzZoFSZLQrFkzrFmzBpIkITAwUDWtsWPHomPHjpAkCS4uLsq6IS8rc8tJ/sixd3Z2Rt68eVXz2rZtWzRr1gzHjx/HhAkTlOWzbds21Ti8vLxMjrtChQqQJAl+fn5Yt26d8r8kSXB1dUWTJk1U644cA/nj6uqKRYsWGY03ICBA+V2/+5o1a5T1es6cOarfFi9ebDQeV1dXZZszXF+/++47o/5r166NvHnzKstVvoMn/96pUyf4+PigVatW0Gg0KFeunMnlUrp06XTjYrjNenp64osvvjDa1iRJQt26dXH8+HFIkoSaNWuiatWqynpVpEgRZTnp7ycaNWqkGr+83tSrVw+SJOHgwYOoVKmSEkNJkuDu7g5nZ2fkyZMHhQsXVobTaDRwc3NDvnz5IEkSoqKilDLql7NVq1aQJAlubm6q+ZIkCTExMar5atKkCdq0aWO0XN566y3l/6JFi6rWM0mS8OmnnyrTMfzI25P+dDQaDdzd3ZX/8+bNi8GDB6uGW7ZsmbKNVaxYEU5OTnjzzTeV+S5cuLAyvpYtW8LZ2Rn79+9Hv379jMrQqlUrlCpVCpIkoUOHDti4caPJsurvM/XjLP/fo0cPvPHGG3jvvfeUaUdHRyM8PFw5BixduhQajQYdO3ZEgQIFVPOsP17D/USzZs3QokULs+tm3rx50a1bN5Prj+FnypQpRt2OHj2a5rov7yP1P3KMateurequvw+RyxAZGYnIyEh8/vnnmDt3Lnx9fSFJkmpbDQ4OhiRJ+PXXX1W/5c+f32j5aDQabNmyRfkuH5v1p5snTx6MGDECGo0Gx48fN7msS5curVpO8jY6atQotGzZUjXO9957D+Hh4RgzZgzy5MkDT09Po3LJsStdujQiIyMRFhamWlb6n7Zt20Kj0eDkyZOYMmWKUczHjx+PGTNm4MiRI6r5dnZ2VsY3dOhQ5bfChQvj5MmTkCQJhQoVMhvLIkWKqPZb77zzDiRJwoYNG1CzZk1oNBpERkYa7Su6dOmCNWvWYMmSJejSpQtcXV1Rp04dFChQQDV+OW6G+0u5rEWKFIEkSciTJ49yLiGvD+Y+CxYsQNGiRZXzEW9vb7P91qxZUxWLmjVrwsnJCcWLF1e6y9tydHS00fAffvghVq5ciSpVqpgcvzxf/fr1U85HDNdN/W1G/q6/nsn76oCAALP7gLlz50KSUvfNaZ03xMTEoH379hg3bhzKly+Pvn37QpL+t2/PkyeP0m/58uVV+2t5uvrTNly2Li4uOepc3NLELlNJVY0aNXDnzp3MDJqtXF1dUb16daPbhVFRUahbt66NSmWdKVOmoF27dgCgunpctmxZAKnVot566y289957OHnyJGbMmIHKlSsDACpUqKD0X6pUKbMP4Mori/7dk7Jly+Lzzz9HgwYNVCtT/fr1kT9/fqNxyFeKDbm5uSl3S8qWLWv2dvInn3wCIPXKKJB6B1H/ClJISAgAqKZt7g6kvGwAIDw8HG+//TYmTJiAoUOHomDBgsiXLx8iIyMBAPPmzcOWLVtQtmxZNGvWDGXKlEFAQAAAYOzYsejdu7fqFrv+9Pbs2QNXV1cAqXfdChQooFTZlLm7u5tcXgCUMsjzYio+/fv3BwBlB1O0aFF4eXmpusnq1q2rXKWUpNSkx1S59cl3Z/TVqlULAwcOVA0jx1d/mvo7PgDKVSW5Cqh89RKAcqdl8+bNRtMzVzbDfuRlrV+Ohg0bmly+cjJqKf2qvlWqVFH+d3d3N9m/qSrDlggPD1d9nzNnjupuSlpXTdu3b4/OnTsDSL2qafiaCH9/f3h4eCjLRp5/U9tm06ZNlTta+supT58+kCQJbdq0UarCGWrXrp3SgEfFihWVVlVNLW9nZ2ez8yOvn61atQKQekdBpn/F9ttvv0WtWrUAAE2aNEGHDh0wfPhw5XchhLLey9uGKfJ+EfjfvnHHjh1m912mVK9eXflfnla+fPlM9uvr64uSJUuqusl37+STKyEE5s2bh9KlSwMwXoY7d+7Eu+++q6w3cjVZeX3Vv/upv07K+xIfHx80adJENU55GoZ3MAAYXXx0c3ND27ZtERQUpHTTPx7s3bsXzZo1UzVSIk+vQIECSreZM2cqV9UlSVLuDOlv0wAwd+5cAFCmZ2qdGjZsGAICApR49ujRQ/lt/fr1OHr0qHInWl6nunTpgvr165s8/shXx+V9tzxMqVKlAPxvHZarBRcvXlwZtl69eqpxvfHGGwBM7y/1mdsufH19UaZMGeV7gQIFEB4ejsKFC8PX19fkMC4uLihQoIBy7CxYsKBRwz7ynWIgtSoqkLps5QQOgFINq127dspJNfC/Y68+w5aUJUnC4cOHUa9ePdSsWVN1F00+HssXWD/66CMAqXe/gNQ73vJ6oL8PkNdh+Thfs2ZNpUyyokWLAlAfS5csWaL8v2PHDqOaOXKiKo/bFFdXV+zcuRMlSpTAL7/8go4dOxr1M336dNV3/XFVrlxZtX+uVasWypUrh5EjR2LAgAEmj/UBAQGoWrWqcv6hT3955smTx2g7lS9mGurTpw/KlSunPB/69ttvY9myZRg8eLDJ+QZS9xlLly5Fr169VO0TyO0S6N9NkqTUC0I//fQTBg8ejOPHj6N48eJwd3dHw4YNsX//fgCpx1RXV1c0atRIGVZ/eXl6eiJ//vwm72Lam0wlVZ9++imGDh2K1atXIyYmBmfPnlV9bGnEiBFYvnw5Vq5ciUuXLmH48OG4ffu20uiDvZGv3n766afKTl62b98+LFiwAAsXLkS/fv0ApJ7kTJkyBd9//z2aNWsGAPjjjz9UiYb+SSPwvwPX5MmTlZ2NKYGBgco4AXXyYmrndPLkSRQsWBBBQUHKjsJUf2vXrlV+L168ODp06ABJklTjNywrkHrSrn/CkZ6ePXsqO2X5gO/u7o5ixYohODgYX3zxBdavX4/Q0FCzz5TJ0w8KClIdAL788kt4e3sbVVXRJ5/EyAdvJycnnDx5EkDqgdHUM3z6J4IywxMRc8qWLYuvv/4aQOqzbPrkk9QxY8YAgOoOc/ny5dGlSxfl6tH8+fPxzjvvmJyGfjzkqinygU6ffBDx8PAwufP38/ND3rx5Vd30Ty4MjR07Vvnf8EArs2Q5vfPOO6pWuIDUFr7kZFOO8c6dO1XPJshXIy2NBZC63cnLHUjdjwJQVTMuXry4EjNAnSSMGzdOSYQAqKrXlS1bFjt37jQ5Xf1tzsXFBQ0aNMBbb72lnGi5uLgo8+Ht7Y2mTZuiefPmyhVoQ71791b+Dw8PVxI9/e0BALZv3w5vb2+j6iHyti4n33J1mvz58yutfsknfoa6d++OsWPHqk6kZfrPd+lX76xWrZrqgseRI0eUk5KAgAB4eXkpJy0ZScTT89577ykXlOQYyxdJ5LunQOrFEDl5l5+R7NChA/Llywd/f39lXHXr1sXbb7+tjN8wYZNt3bpV+f+zzz5TnZDVrFlTSXr0LwDJVeDbt2+v2rbkYeT5MMXZ2RmVKlVSvufLl091En/8+HGEhISgQIECaNCgATZu3Gi2an2+fPlw9OhRs62/7d69W5XgAanLqmPHjqhcuTLKlClj0RXltF4H07lzZ5w4ccKojKZaAs2XL59RFfO01qEPP/ww3Sqp+sPLd2DN6du3LwYNGoSpU6eq9huFChVSqlUdOXJEFVPD44yc5NSqVcvk9q6frMv7kgYNGhi1hOju7o6QkBAsXrwYLVu2xLp16+Dp6am6uAekJlO9evUye8FKJq9DaV30kC++6MdKf/7kZbdjxw4lEXRxcVElbPr012N52wNSz30mTpyoisW7776rWs/l9W7RokUIDw9Hjx49VAnrTz/9hLx58xo9IjB9+nQUKVJE+a6fPG/cuBFr165Ns/XbEydOYOnSpSbP3QYPHoyePXsqF2MGDBiAoKAg5YJn7dq1TV6Iql69Olq0aKFKJuVjRFrHPPliQXJyMlxcXJRxy8f2GTNmqBJgmXwnUH+flpGLXTlJpp6pkq8K6j/zIV91kyTbNVQBpJbt0aNHmDx5MmJjY1G5cmVERESori7ZI/mqDgClnrzhibIsMDAQgYGBynfDk8533nkHDx8+xN27d9GvXz+ULVsW33//vXI1wxx5euXKlUP37t2VA3GdOnWUHYGzs7PJ+O/YsUN5Fq9s2bJ4+fKlchVPvsIGpD5jon8AmDlzJqKiolC8eHE8fPhQNc42bdoo/4eHh2P69OmYOXNmlpwYmTtRl8dt7iQjrR1O4cKFcezYMeVZIn2tW7fGu+++a3RV2dRV8CJFiuDw4cNmW6OpWbOmcsIkJ+IBAQFKox0lSpTAokWLUKNGDWV+Zs2ahdmzZyM+Pl41r0IIo2eVgNRt39PTU4m1fj36jCz/r776CpIkYdiwYfj4449x69Yt5bfVq1fj2bNnaN68uWqYqVOnolmzZvDy8sKVK1dUO98lS5YozyjVr19f2YGHhoaqduYdOnTA2LFj8dlnn5mMdd68eVV3Afz9/ZWDbMWKFZWLHW+88YbRM32//fabyXk1PAmR70AXLVoU33//PWbMmAE3NzeEhoYiNDQUy5cvV054TAkNDVVOMA3vcOmf6OkvHycnJyWZkePk5OSEVatWKScBaT0zAqQmekFBQco2X7FiRQwdOlS1PQJQThT0L8QAUCWGgPHdT3Nmz55tMtH+8ccflaqwQGojDPpXgg0PzvI2Kt8tcXZ2zpYm+/WnK0kStm/friSU5u5gFC5cGGPHjjXa1wFQnj2T7/aaO+nQ3/cb7o8M9y9A6vLy9PQ0Wi/M+emnnzBr1iyTjdY4OzvjzTffRMeOHdGsWTO0atVKdVdGnoa+0qVLq54l02g0RnfQR4wYgdmzZxuVbcuWLQgMDMTo0aONxnvgwAGjbvny5cOaNWuMmpfXvyIvV8eW9erVCyEhIUYXfYDUE/ixY8diy5YtAMzHRE6GhwwZAiD1jpybmxsKFCig3N2SmaohYE758uWNGgwDUrdpOTFN78JP9+7d03y+So5F9erV4e7ujtjYWDg5OaFKlSqYOXOm2eHki6KG8+Dh4YFPP/3UZKNP+tK60y4zN2/58+fHkydPlO/ydufp6akkcx06dEDr1q0RHBysPCsaGBiICxcuGK1nHh4eaN26tdHF1pCQEOzYsQP79u2Ds7MzKleurLpwllb55WeOGjVqpEo8hw0bhiZNmuDmzZtGF9JNkWP99OlTAKkXW/RrKaVFv1GmtOhf5ChevHi6+8u+ffsqF+8bNmyoes5P/w42kLrt6SeVH3/8sepuo73JVFIlP+iWUw0aNMih35li6vawOXK1En09evRA+/bt0bRpU3z88ceQJCndhAr4306uZcuWqo1Kv0GK/v37m21owsPDA15eXsoJ4PLly42ubhsKCQlRqh/oN1Jhrnz16tVDYmJiujtsQJ3MWSqtd5hYQ6PRmK1GBKQuO7kRECD1qqC5hif035lTqlQpvPfee6qHn//v//5P+V//4DFs2DDVeOSkyhR5+5J3kB4eHspvfn5+6NOnj+rZRv3p6C9DOWGSpNRnavRj4ubmZpTw5MuXT5nWu+++i7/++ktVxvz58yt3npycnJTyff3114iMjFR23oZX4w2tWLHCZNVI/Su58vKRWyAMDw9HkSJF0oyjPrkqkpOTE6pVq2aUGKWVUAGpJxT6ByN9+vNnrsqtfhzMjccUFxcXVfWRgIAA9OzZ0+LhzenVq5cqqTdkeMVbVqxYMdXVaVNXqk0xdbfE3F2OzZs34/333zf5m6lp9O7d26iKjryM5SSmQYMGqhM/WYcOHbBq1Sqz5ZYvEPr4+GRJC7WWjiMqKgpNmzbFm2++ie+++85ki5ozZ85UTqbHjRunSvDMWblyJZ4/f646pvTr1w8NGjRA0aJFMW/ePHTv3l2VkMnbvGE1NH2mtl/5BFQe/q233gIA5S7P4cOHje6gmDqXmDdvnpIgmWK431y+fLnqu3zRS75zqZ9UylW8TbW0Zyit6rWm9O3bV3U3Bki9SGJYe0WmfzIsX0TXv9hkqmqgPjc3N7NlLFSokOpOjzm1a9dOtx8gtXEsOfGNiopSXTQ0Rd5H6t8ZSm99lfcZ8joix1m+4GxYoyOtY+iaNWtQq1Yto2r0csJqKiamGpSQ5cuXD0eOHIGrq6vJGjOmGujSN2jQIOW5ZX0nTpxQHStatGiBTp06pTkueb0GUi/YmiIvQ/07rADQtWvX3JdU2ftdn9xEbglKn3yymlZVNX3yiYYlVz/69OljVIdZNmfOnCxpxeXw4cOqVmX0jRs3Dvv27TP5vIChtWvXZnjaBQoUsGjcFStWVNUftpYkSWarrNStW9fse9iAtFu/1GeYMKZ1QEiLp6cnBg8ebLaVJGdnZ6PW99Kin8js3LlTlWgZzld682nYnHjDhg1NNjVfqFChdMtluHy8vb2NnnNKS0aWrXyXIrt4e3sjICDA7B1amanqQRllbr5NJXamqopYOj4AqgetS5curVS5NKdOnTpG622rVq2MjnnyCb65aYeFhZmdhpzEmLrDoF/u9E6YFyxYkOWtYklSagMCs2fPhoeHh+oiR/78+ZXW1lxcXEzebdNf/80lwYY8PT3h6emJGjVqKBfZNBqNMm39O2Ly9v3+++9n6qKYzNXVFQ0bNjS6c5ZelTSZ4TPaBw8exB9//IFq1apZXVMiJCQE33//Pbp165Zmf5GRkRZfwAFSq5mFhIRk6MLgqFGjLO7XlI0bN+LVq1cma3YUKFAgzRdSS1JqYzDmEj5D1apVM7qDYmksduzYgdatW2PgwIHw8fExewfnrbfeUhqZsISnp2eGE9+06LfSCsDoOJrWXUnDGh+G+vbta7J5c/31RX42KiukN56s3re9LhYnVUePHjVZDciU+Ph43Lp1y+iKCOUslt4iBlKv0JiqYmHI2dnZ7E7EsLpikSJFMnRglE9g3N3dTd5Zk3d0GbmTlxmGjVGYsmLFikztFNK6+mlIPgGeN29euifzkpTa6t1nn32mdDP3cGtGyQ+jmhMeHm40ncze8TM86TFMbDKaBFpypdSchQsXGlVlyC7Z0dCOYUzWr19v8Unl62LJ8k0r5sOHD0dycjIGDhwId3f3dK9EOzk5oW3btqpucpLVtWtXpZulCUNmdenSRWnAw5zseI+is7MzChUqZPaigrnGErKCuavT8vGkVKlSyvrZp08fq6bVoUMHo2qpGaV/gcHT0xNNmzYFkJq8pHUHzZTAwEBMmzZN+S5Xc01r/5zRfU9aSXx2KVCggMm7sVlJ/xnPrCBXCTQnI9UzzV1YlMejX6skM7K65szWrVuNqqPqM6zCnh3kBucCAgKM7mLZA4uTqg8//BAlSpRA//790bJlS5MPt128eBE//vgjVq1ahenTpzOpchBeXl4WJRIZZViNMKuUL18+3WoJ2S2zV6fM3eUzxc3NTTmwp/VukCZNmuDZs2eoUaOGqmXM/fv3m33+B7D8TlVaLa4BqQ/Z63S6TL10NiPSOyBkNVNVazPidT2Ia676n4uLCyZMmKB8Ty+OOVVay1GurrNq1Sqrr7DqX5CQeXh4mKxmZi13d/fXnuBGRkaabak0JzB80as13NzcsiUpBWD0TI0l3NzclKRMFhAQYNTNHmV2P2fpBb+wsDCTzxfXqFHD4m1Tf1peXl4W7wvTS2r0q8WbmmbNmjUtmk52k9/jaEl13ayQVm7g6uqKpUuXQqfTpVtzIieyOKm6ePEili5digkTJqBHjx4oW7YsihQpAnd3dzx58gSXL19GfHw8OnTogKioKJOtlpF9ateuXZqtAr5Oae1o9X9L6wHa7LZ79+4su4IkhEgzYbKE/l0swxPLtJanp6dnhqqXpEWj0WTouZ2MkA/ar+uAkFVeV1Kl0WhMVtWSm05/nTZt2mSydcjsvgCXHYkPkPrSaFs2zJSVrLnrWrx4cZMvt06LvW2vr9svv/ySpa1R2oq7u7vFVfj0DRo0yORze5Yydedz8uTJabYqm1H16tUz2+qqPcmuCwzmrFmz5rVO73WyOKnSaDQICwtDWFgYTp06hUOHDuHWrVt48eIFqlatiuHDh6NRo0avrToMvT4ZbTo6t8uqKjJy3e20rnZZKygoCN9++63J31q3bm3VldLXkTSULFnS4qt9v//+ezaXxjKTJ0/GhAkTXltS1ahRI+zZs+e1TCs95ppKt+Yga8umd+3xSmp28Pf3V1qDtZR+0+9kLLsaRXrdPD09M1VtLKsu6OkzV4Mls8mri4uLqul1okw1VBEUFGT0rgii7GZpgwuO4nXMa/78+VXvO9Ln5OT02q9gZVTTpk0tTvxMNYlsCy1btnytSZWTk1OOmXciopzG3d3d7GsOiDLCMS6FUK5hafU/yhksaao/t7LXlxvmNFyORGSNvHnz4tixY7YuBjkAJlVkN0qWLJnmSwop53GUKizZgckAERGR4+D9TrIbjRs3NltVDQBv35PdKFeuXI6vWmkvmJwSEVFOwLNQcgi//fab0nwyUU73008/2boIRERElIWYVJFDyI6WgogoZ6tfv36Oe2ExERHlTplKqiZPnpzm7/ovlCQiIsoOc+bMsXURiIiIAGQyqTJ8v4ROp8PNmzfh4uKCUqVKMakiIiIiIqJcI1NJ1enTp426xcXFoXfv3mjfvr3VhSIiIiIiIrIXWdbesY+PDyZPnozx48dn1SiJiIiIiIhyvCx9iczTp0+h1WqzcpREREREREQ5Wqaq/82bN0/1XQiB2NhY/PDDD2jevHmWFIyIiIiIiMgeZCqpMmxxycnJCYUKFUKvXr0wZsyYLCkYERERERGRPchUUnXz5s2sLgcREREREZFdytJnqoiIiIiIiHIbJlVElC2EELYuAhEREdFrwaSKiLKNJEm2LgIRERFRtmNSRUREREREZAUmVURERERERFZwqKSqRIkSkCRJ9Rk9erSti0VERERERA4sU02q52STJ09G//79le9eXl42LA0RERERETk6h0uqvL294e/vb+tiEBERERFRLuFwSdW3336LKVOmIDAwEJ06dcKoUaPg6upqtv/ExEQkJiYq3+Pi4gAAOp0OOp0u28ubFnn6ti4HZZ3cFNPk5GSkpKTkinnNTXHNLRhTx8S4Oh7G1PHktJhaWg5JONDLZObMmYOgoCDkz58fJ06cwJgxY9C2bVssX77c7DDh4eGYNGmSUfd169bB09MzO4tL5NB+/PFHPHv2DJ988omti0JERESUKQkJCejevTu0Wi18fHzM9pfjkypzSY++6Oho1KhRw6j75s2b0bFjRzx8+BAFCxY0OaypO1WBgYF4+PBhmgvuddDpdIiKikLTpk2h0WhsWhbKGrkppuPHj8fjx4+xcOFCWxcl2+WmuOYWjKljYlwdD2PqeHJaTOPi4uDr65tuUpXjq/+FhYWha9euafZTokQJk93r1KkDALh27ZrZpMrNzQ1ubm5G3TUaTY4IJJCzykJZIzfE1NnZGU5OTg4/n/pyQ1xzG8bUMTGujocxdTw5JaaWliHHJ1W+vr7w9fXN1LCnT58GAAQEBGRlkYiIiIiIiBQ5Pqmy1NGjR3Hs2DE0atQIefPmRXR0NIYPH442bdqgWLFiti4eERERERE5KIdJqtzc3LBx40ZMmjQJiYmJKF68OPr374/PP//c1kUjIiIiIiIH5jBJVVBQEI4dO2brYhARERERUS7jZOsCEBERERER2TMmVUSULXL42xqIiIiIsgyTKiLKNpIk2boIRERERNmOSRUREREREZEVmFQRERERERFZgUkVERERERGRFZhUERERERERWYFJFRERERERkRWYVBEREREREVmBSRUREREREZEVmFQRERERERFZgUkVERERERGRFZhUERERERERWYFJFRERERERkRWYVBEREREREVmBSRUREREREZEVmFQRERERERFZgUkVERERERGRFZhUEVG2kSTJ1kUgIiIiynZMqoiIiIiIiKzApIqIiIiIiMgKTKqIiIiIiIiswKSKiIiIiIjICkyqiIiIiIiIrGA3SdXUqVNRt25deHp6Il++fCb7uX37Nlq3bo08efLA19cXQ4YMQVJS0ustKBEphBC2LgIRERFRtnOxdQEslZSUhE6dOiE4OBgrVqww+j05ORmtWrVCoUKFcPjwYTx69Ai9evWCEALz58+3QYmJiIiIiCg3sJukatKkSQCA1atXm/w9MjISFy9exJ07d1CkSBEAwKxZs9C7d29MnToVPj4+r6uoRERERESUi9hNUpWeo0ePonLlykpCBQDNmjVDYmIiYmJi0KhRI5PDJSYmIjExUfkeFxcHANDpdNDpdNlb6HTI07d1OSjr5KaYJicnIyUlJVfMa26Ka27BmDomxtXxMKaOJ6fF1NJyOExSde/ePfj5+am65c+fH66urrh3757Z4aZNm6bcBdMXGRkJT0/PLC9nZkRFRdm6CJTFckNMr1+/jvj4eERERNi6KK9NbohrbsOYOibG1fEwpo4np8Q0ISHBov5smlSFh4ebTGj0RUdHo0aNGhaNT5Iko25CCJPdZWPGjMGIESOU73FxcQgMDERoaKjNqwzqdDpERUWhadOm0Gg0Ni0LZY3cFNMjR47g6dOnaNmypa2Lku1yU1xzC8bUMTGujocxdTw5LaZyLbb02DSpCgsLQ9euXdPsp0SJEhaNy9/fH8ePH1d1e/LkCXQ6ndEdLH1ubm5wc3Mz6q7RaHJEIIGcVRbKGrkhps7OznBycnL4+dSXG+Ka2zCmjolxdTyMqePJKTG1tAw2Tap8fX3h6+ubJeMKDg7G1KlTERsbi4CAAACpVfjc3NxQvXr1LJkGERERERGRIbt5pur27dt4/Pgxbt++jeTkZJw5cwYAULp0aXh5eSE0NBQVK1ZEz549MWPGDDx+/BifffYZ+vfvb/NqfERERERE5LjsJqmaMGEC1qxZo3yvVq0aAGDfvn0ICQmBs7Mzdu3ahUGDBqFevXrw8PBA9+7dMXPmTFsVmYiIiIiIcgG7SapWr15t9h1VsmLFimHnzp2vp0BElK60GokhIiIichROti4AERERERGRPWNSRUREREREZAUmVURERERERFZgUkVERERERGQFJlVERERERERWYFJFRERERERkBSZVREREREREVmBSRUREREREZAUmVURERERERFZgUkVERERERGQFJlVERERERERWYFJFRERERERkBSZVREREREREVmBSRUREREREZAUmVUSULYQQti4CERER0WvBpIqIiIiIiMgKTKqIiIiIiIiswKSKiIiIiIjICkyqiIiIiIiIrMCkioiIiIiIyApMqoiIiIiIiKzApIqIiIiIiMgKTKqIiIiIiIiswKSKiIiIiIjICnaTVE2dOhV169aFp6cn8uXLZ7IfSZKMPkuWLHm9BSUiIiIiolzFxdYFsFRSUhI6deqE4OBgrFixwmx/q1atQvPmzZXvefPmfR3FIyIiIiKiXMpukqpJkyYBAFavXp1mf/ny5YO/v/9rKBEREREREZEdJVWWCgsLw0cffYSSJUuiX79+GDBgAJyczNdyTExMRGJiovI9Li4OAKDT6aDT6bK9vGmRp2/rclDWyU0xTU5ORkpKSq6Y19wU19yCMXVMjKvjYUwdT06LqaXlcKikasqUKWjcuDE8PDzw+++/Y+TIkXj48CG+/PJLs8NMmzZNuQumLzIyEp6entlZXItFRUXZugiUxXJDTG/cuIH4+HhERETYuiivTW6Ia27DmDomxtXxMKaOJ6fENCEhwaL+JCGEyOaymBUeHm4yodEXHR2NGjVqKN9Xr16NYcOG4enTp+mOf9asWZg8eTK0Wq3ZfkzdqQoMDMTDhw/h4+OT/kxkI51Oh6ioKDRt2hQajcamZaGskZtiOm7cOMTFxWH+/Pm2Lkq2y01xzS0YU8fEuDoextTx5LSYxsXFwdfXF1qtNs3cwKZ3qsLCwtC1a9c0+ylRokSmx1+nTh3ExcXhv//+g5+fn8l+3Nzc4ObmZtRdo9HkiEACOasslDVyQ0ydnJzg5OTk8POpLzfENbdhTB0T4+p4GFPHk1NiamkZbJpU+fr6wtfXN9vGf/r0abi7u5ttgp2IspckSbYuAhEREVG2s5tnqm7fvo3Hjx/j9u3bSE5OxpkzZwAApUuXhpeXF3bs2IF79+4hODgYHh4e2LdvH8aNG4cBAwaYvBNFRERERESUFewmqZowYQLWrFmjfK9WrRoAYN++fQgJCYFGo8GiRYswYsQIpKSk4M0338TkyZMxePBgWxWZiIiIiIhyAbtJqlavXp3mO6qaN2+ueukvERERERHR62D+BU5ERERERESULiZVREREREREVmBSRUREREREZAUmVURERERERFZgUkVERERERGQFJlVERERERERWYFJFRERERERkBSZVREREREREVmBSRUREREREZAUmVURERERERFZgUkVERERERGQFJlVElC2EELYuAhEREdFrwaSKiLKNJEm2LgIRERFRtmNSRUREREREZAUmVURERERERFZgUkVERERERGQFJlVERERERERWYFJFRERERERkBSZVREREREREVmBSRUREREREZAUmVURERERERFZgUkVERERERGQFJlVERERERERWYFJFRERERERkBbtIqm7duoV+/fqhZMmS8PDwQKlSpTBx4kQkJSWp+rt9+zZat26NPHnywNfXF0OGDDHqh4iIiIiIKCu52LoAlrh8+TJSUlKwdOlSlC5dGufPn0f//v0RHx+PmTNnAgCSk5PRqlUrFCpUCIcPH8ajR4/Qq1cvCCEwf/58G88BERERERE5KrtIqpo3b47mzZsr3998801cuXIFixcvVpKqyMhIXLx4EXfu3EGRIkUAALNmzULv3r0xdepU+Pj42KTsRERERETk2OwiqTJFq9WiQIECyvejR4+icuXKSkIFAM2aNUNiYiJiYmLQqFEjk+NJTExEYmKi8j0uLg4AoNPpoNPpsqn0lpGnb+tyUNbJTTH19fWFp6dnrpjX3BTX3IIxdUyMq+NhTB1PTouppeWQhBAim8uS5a5fv46goCDMmjULH330EQBgwIABuHXrFiIjI1X9urm5YfXq1ejWrZvJcYWHh2PSpElG3detWwdPT8+sLzxRLiGEgBACTk528egmERERkZGEhAR0794dWq02zZpvNr1TZS6h0RcdHY0aNWoo3+/evYvmzZujU6dOSkIlkyTJaHghhMnusjFjxmDEiBHK97i4OAQGBiI0NNTmVQZ1Oh2ioqLQtGlTaDQam5aFsgZj6pgYV8fDmDomxtXxMKaOJ6fFVK7Flh6bJlVhYWHo2rVrmv2UKFFC+f/u3bto1KgRgoODsWzZMlV//v7+OH78uKrbkydPoNPp4OfnZ3b8bm5ucHNzM+qu0WhyRCCBnFUWyhqMqWNiXB0PY+qYGFfHw5g6npwSU0vLYNOkytfXF76+vhb1+++//6JRo0aoXr06Vq1aZVSlKDg4GFOnTkVsbCwCAgIApDZe4ebmhurVq2d52YmIiIiIiAA7aaji7t27CAkJQbFixTBz5kw8ePBA+c3f3x8AEBoaiooVK6Jnz56YMWMGHj9+jM8++wz9+/e3eTU+IiIiIiJyXHaRVEVGRuLatWu4du0aihYtqvpNbmfD2dkZu3btwqBBg1CvXj14eHige/fuSpPrRERERERE2cEukqrevXujd+/e6fZXrFgx7Ny5M/sLRERERERE9P+xrWMiIiIiIiIrMKkiIiIiIiKyApMqIiIiIiIiKzCpIiIiIiIisgKTKiIiIiIiIiswqSIiIiIiIrKCXTSp/jrJ772Ki4uzcUkAnU6HhIQExMXFQaPR2Lo4lAUYU8fEuDoextQxMa6OhzF1PDktpnJOIOcI5jCpMvDs2TMAQGBgoI1LQkREREREOcGzZ8+QN29es79LIr20K5dJSUnB3bt34e3tDUmSbFqWuLg4BAYG4s6dO/Dx8bFpWShrMKaOiXF1PIypY2JcHQ9j6nhyWkyFEHj27BmKFCkCJyfzT07xTpUBJycnFC1a1NbFUPHx8ckRKxVlHcbUMTGujocxdUyMq+NhTB1PToppWneoZGyogoiIiIiIyApMqoiIiIiIiKzApCoHc3Nzw8SJE+Hm5mbrolAWYUwdE+PqeBhTx8S4Oh7G1PHYa0zZUAUREREREZEVeKeKiIiIiIjICkyqiIiIiIiIrMCkioiIiIiIyApMqoiIiIiIiKzApMpC06ZNQ82aNeHt7Y3ChQujXbt2uHLliqqf58+fIywsDEWLFoWHhwcqVKiAxYsXpzvuzZs3o2LFinBzc0PFihWxdevWDE/blNu3b6N169bIkycPfH19MWTIECQlJan6OXfuHBo2bAgPDw+88cYbmDx5MnJL2yX2GNOhQ4eievXqcHNzw9tvv22yn9wcU8D+4vrnn3+iW7duCAwMVMry3XffGfWXm+NqbzF99OgRmjdvjiJFisDNzQ2BgYEICwtDXFycqj/G1H5iqu/Ro0coWrQoJEnC06dPVb/l5pgC9hlXSZKMPkuWLFH1k5vjasuYLl68GFWqVFFeAhwcHIxff/013fHa7PxXkEWaNWsmVq1aJc6fPy/OnDkjWrVqJYoVKyaeP3+u9PPRRx+JUqVKiX379ombN2+KpUuXCmdnZ7Ft2zaz4z1y5IhwdnYWX3/9tbh06ZL4+uuvhYuLizh27FiGpm3o1atXonLlyqJRo0bi1KlTIioqShQpUkSEhYUp/Wi1WuHn5ye6du0qzp07JzZv3iy8vb3FzJkzrVxa9sHeYiqEEJ9++qlYsGCB6Nmzp6hatarR77k9pkLYX1xXrFghPv30U7F//35x/fp18cMPPwgPDw8xf/58pZ/cHld7i+njx4/FokWLRHR0tLh165b47bffRLly5US3bt2UfhhT+4qpvrZt24oWLVoIAOLJkydK99weUyHsM64AxKpVq0RsbKzySUhIUH7P7XG1ZUy3b98udu3aJa5cuSKuXLkixo4dKzQajTh//rzZ8dry/JdJVSbdv39fABAHDhxQulWqVElMnjxZ1V9QUJD48ssvzY6nc+fOonnz5qpuzZo1E127ds3QtA1FREQIJycn8e+//yrd1q9fL9zc3IRWqxVCCLFo0SKRN29e8fLlS6WfadOmiSJFioiUlBSz43ZUOT2m+iZOnGgyqWJMjdlTXGWDBg0SjRo1Ur4zrmr2GNPvvvtOFC1aVPnOmKrZS0wXLVokGjZsKH7//XejpIoxNWYPcQUgtm7davZ3xlXNljEVQoj8+fOL5cuXm/3dlue/rP6XSVqtFgBQoEABpds777yD7du3499//4UQAvv27cNff/2FZs2amR3P0aNHERoaqurWrFkzHDlyJEPTDg8PR4kSJVTjrVy5MooUKaIab2JiImJiYpR+GjZsqHq5WrNmzXD37l3cunUrjbl3TDk9ppZgTI3ZY1y1Wq1qGMZVzd5ievfuXWzZsgUNGzZUTZsx/R97iOnFixcxefJkrF27Fk5OxqdPjKkxe4grAISFhcHX1xc1a9bEkiVLkJKSopo24/o/toppcnIyNmzYgPj4eAQHByvdc9L5L5OqTBBCYMSIEXjnnXdQuXJlpfu8efNQsWJFFC1aFK6urmjevDkWLVqEd955x+y47t27Bz8/P1U3Pz8/3Lt3L0PT9vX1RalSpdIcb/78+eHq6qqM29y05d9yE3uIqSUYUzV7jOvRo0exadMmDBw4MN1py7/lJvYU027dusHT0xNvvPEGfHx8sHz58nSnLf+Wm9hDTBMTE9GtWzfMmDEDxYoVy9C05d9yG3uIKwBMmTIFP//8M3777Td07doVI0eOxNdff53utOXfchNbxPTcuXPw8vKCm5sbPv74Y2zduhUVK1ZUfs9J578umR4yFwsLC8PZs2dx+PBhVfd58+bh2LFj2L59O4oXL46DBw9i0KBBCAgIQJMmTcyOT5Ik1XchhFG39KYdFhaGsLCwNMdratympm1uWEdmLzG1BGP6P/YW1wsXLqBt27aYMGECmjZtmu60TXV3dPYU0zlz5mDixIm4cuUKxo4dixEjRmDRokVpTttUd0dnDzEdM2YMKlSogA8++CDNeWFM/8ce4goAX375pfK/3ADU5MmTVd0Z11S2iGm5cuVw5swZPH36FJs3b0avXr1w4MABJbHKUee/ma44mEuFhYWJokWLihs3bqi6JyQkCI1GI3bu3Knq3q9fP9GsWTOz4wsMDBSzZ89WdZs9e7YoVqyYxdM2Zfz48aJKlSqqbo8fPxYAxN69e4UQQvTs2VO0adNG1c+pU6cEAIum4SjsJab6zD1TxZj+j73F9cKFC6Jw4cJi7NixRr8xrqnsLab6Dh06JACIu3fvCiEYU5m9xLRq1arCyclJODs7C2dnZ+Hk5CQACGdnZzFhwgQhBGOqz17iasrhw4cFAHHv3j0hBOMqs2VM9TVu3FgMGDDA7O+2PP9l9T8LCSEQFhaGLVu2YO/evShZsqTqd51OB51OZ1TP2tnZWVU311BwcDCioqJU3SIjI1G3bl2Lp21uvOfPn0dsbKxqvG5ubqhevbrSz8GDB1XNTEZGRqJIkSIZfpbHHtlbTC2R22MK2GdcL1y4gEaNGqFXr16YOnWqyWnn5rjaY0xNzQOQWo1MnjZjaj8x3bx5M/7880+cOXMGZ86cUapyHjp0CIMHD1amnZtjCthfXE05ffo03N3dkS9fPmXauTmutoypufLI+1Fz47XZ+W+m07Fc5pNPPhF58+YV+/fvN9vsZsOGDUWlSpXEvn37xI0bN8SqVauEu7u7WLRokdnx/vHHH8LZ2Vl888034tKlS+Kbb74xalLSkmnPnz9fvPvuu8p3uUnJxo0bi1OnTonffvtNFC1aVNWk5NOnT4Wfn5/o1q2bOHfunNiyZYvw8fHJNc2E2ltMhRDi6tWr4vTp02LgwIGibNmy4vTp0+L06dMiMTFRCMGYCmF/cT1//rwoVKiQ6NGjh2qY+/fvK/3k9rjaW0x37dolVq5cKc6dOydu3rwpdu3aJSpVqiTq1aun9MOY2ldMDe3bt8+o9b/cHlMh7C+u27dvF8uWLRPnzp0T165dE99//73w8fERQ4YMUfrJ7XG1ZUzHjBkjDh48KG7evCnOnj0rxo4dK5ycnERkZKTST046/2VSZSEAJj+rVq1S+omNjRW9e/cWRYoUEe7u7qJcuXJi1qxZ6TbP+PPPP4ty5coJjUYjypcvLzZv3pzhaU+cOFEUL15cNdzff/8tWrVqJTw8PESBAgVEWFiYqvlIIYQ4e/asqF+/vnBzcxP+/v4iPDw81zQRao8xbdiwocnhbt68qfSTm2MqhP3FdeLEiSaHMYx9bo6rvcV07969Ijg4WOTNm1e4u7uLMmXKiC+++EJ1Ai4EY2pPMTVkKqkSInfHVAj7i+uvv/4q3n77beHl5SU8PT1F5cqVxdy5c4VOp1ONOzfH1ZYx7du3ryhevLhwdXUVhQoVEo0bN1YlVELkrPNfSYhc8kpoIiIiIiKibMBnqoiIiIiIiKzApIqIiIiIiMgKTKqIiIiIiIiswKSKiIiIiIjICkyqiIiIiIiIrMCkioiIiIiIyApMqoiIiIiIiKzApIqIiIiIiMgKTKqIiCjHCw8Px9tvv22z6Y8fPx4DBgywybQTExNRrFgxxMTE2GT6RESUPiZVRERkU5Ikpfnp3bs3PvvsM/z+++82Kd9///2H7777DmPHjlW6hYSEYNiwYUb9btu2DZIkKf2kNV8lSpQAANy7dw+ffvop3nzzTbi5uSEwMBCtW7dW5tfNzQ2fffYZvvjii2yfVyIiyhwXWxeAiIhyt9jYWOX/jRs3YsKECbhy5YrSzcPDA15eXvDy8rJF8bBixQoEBwcrSZCltmzZgqSkJADAnTt3UKtWLfz222+oVKkSAMDZ2Rm3bt1CvXr1kC9fPkyfPh1VqlSBTqfDnj17MHjwYFy+fBkA0KNHD4waNQqXLl1ChQoVsnT+iIjIerxTRURENuXv76988ubNC0mSjLoZVv/r3bs32rVrh6+//hp+fn7Ily8fJk2ahFevXmHUqFEoUKAAihYtipUrV6qm9e+//6JLly7Inz8/ChYsiLZt2+LWrVtplm/Dhg1o06ZNhuerQIECyjwUKlQIAFCwYEFVt0GDBkGSJJw4cQIdO3ZE2bJlUalSJYwYMQLHjh1TxlWwYEHUrVsX69evz3A5iIgo+zGpIiIiu7R3717cvXsXBw8exOzZsxEeHo733nsP+fPnx/Hjx/Hxxx/j448/xp07dwAACQkJaNSoEby8vHDw4EEcPnwYXl5eaN68uXJHydCTJ09w/vx51KhRI8vL//jxY+zevRuDBw9Gnjx5jH7Ply+f6nutWrVw6NChLC8HERFZj0kVERHZpQIFCmDevHkoV64c+vbti3LlyiEhIQFjx45FmTJlMGbMGLi6uuKPP/4AkHrHycnJCcuXL8dbb72FChUqYNWqVbh9+zb2799vchp///03hBAoUqRIlpf/2rVrEEKgfPnyFvX/xhtvpHtXjYiIbIPPVBERkV2qVKkSnJz+d23Qz88PlStXVr47OzujYMGCuH//PgAgJiYG165dg7e3t2o8L1++xPXr101O48WLFwAAd3f3rC4+hBAAoDRskR4PDw8kJCRkeTmIiMh6TKqIiMguaTQa1XdJkkx2S0lJAQCkpKSgevXq+Omnn4zGJT/zZMjX1xdAajVA/X58fHyg1WqN+n/69Cl8fHwsKn+ZMmUgSRIuXbqEdu3apdv/48ePzZaTiIhsi9X/iIgoVwgKCsLVq1dRuHBhlC5dWvXJmzevyWFKlSoFHx8fXLx4UdW9fPnyOHnypFH/0dHRKFeunEXlKVCgAJo1a4aFCxciPj7e6PenT5+qvp8/fx7VqlWzaNxERPR6MakiIqJcoUePHvD19UXbtm1x6NAh3Lx5EwcOHMDQoUPxzz//mBzGyckJTZo0weHDh1XdBw0ahOvXr2Pw4MH4888/8ddff2HhwoVYsWIFRo0aZXGZFi1ahOTkZNSqVQubN2/G1atXcenSJcybNw/BwcGqfg8dOoTQ0NCMzzgREWU7JlVERJQreHp64uDBgyhWrBg6dOiAChUqoG/fvnjx4kWaVfYGDBiADRs2KNUIAaBEiRI4dOgQrl+/jtDQUNSsWROrV6/G6tWr0alTJ4vLVLJkSZw6dQqNGjXCyJEjUblyZTRt2hS///47Fi9erPR39OhRaLVadOzYMXMzT0RE2UoS8pOyREREZEQIgTp16mDYsGHo1q2bTcrQqVMnVKtWDWPHjrXJ9ImIKG28U0VERJQGSZKwbNkyvHr1yibTT0xMRNWqVTF8+HCbTJ+IiNLHO1VERERERERW4J0qIiIiIiIiKzCpIiIiIiIisgKTKiIiIiIiIiswqSIiIiIiIrICkyoiIiIiIiIrMKkiIiIiIiKyApMqIiIiIiIiKzCpIiIiIiIisgKTKiIiIiIiIiv8P0JtxB5HNlB0AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 4))\n", "plt.plot(time, u_clean, label=f'{count_beyond} values removed (|u| > {threshold} m/s)', color='k', alpha=0.8, lw=0.5)\n", "plt.grid(True)\n", "plt.legend()\n", "plt.ylabel(\"u (m/s)\")\n", "plt.xlabel(\"Time (UTC)\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "7e3a7179", "metadata": {}, "outputs": [], "source": [ "# defining despiking parameters\n", "window_length = core.min_to_points(minutes = 5, sampling_freq = 20)\n", "c = 3.5\n", "max_consecutive_spikes = 3\n", "max_iterations = 10" ] }, { "cell_type": "code", "execution_count": 16, "id": "ab2da930", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# despiking VM97\n", "\n", "# --- Despiking process ---\n", "array_to_despike = u_clean\n", "iteration = 0 # Counter for the number of iterations in the despiking process\n", "c_increment = 0.1 # Increment value for adjusting the bounds in each iteration\n", "current_c = c # Initial multiplier for the standard deviation (controls the bounds)\n", "array_despiked = array_to_despike.copy() # Copy of the original array to be despiked\n", "count_spike = 1 # Initial value greater than 0 to start the despiking cycle\n", "\n", "# The loop continues until no more spikes are detected or the maximum number of iterations is reached\n", "while count_spike != 0 and iteration <= max_iterations:\n", " # Calculate the running mean and standard deviation for the current array\n", " running_mean, running_std = core.running_stats(array_despiked, window_length)\n", "\n", " # Define the upper and lower bounds based on the running statistics and current multiplier (current_c)\n", " upper_bound = running_mean + current_c * running_std\n", " lower_bound = running_mean - current_c * running_std\n", "\n", "\n", " # ------------------------------------------ #\n", " # Save the array before the action og identify_interp_spikes()\n", " array_before = array_despiked.copy()\n", " # ------------------------------------------ #\n", "\n", "\n", " # Create a mask to detect values beyond the defined bounds\n", " beyond_bounds_mask = (array_despiked > upper_bound) | (array_despiked < lower_bound)\n", "\n", " # Identify and interpolate values that are beyond the bounds and respect max_length criterion (spikes)\n", " array_despiked, count_spike = pre_processing.identify_interp_spikes(array_despiked, beyond_bounds_mask, max_consecutive_spikes)\n", " \n", " # ------------------------------------------ #\n", " # Create a mask to detect modified values\n", " nan_mask = np.isnan(array_before) & np.isnan(array_despiked)\n", " diff_mask = np.not_equal(array_before, array_despiked)\n", " modified_mask = diff_mask & ~nan_mask\n", "\n", " # Create a mask to detect long sequences not modified\n", " too_long_mask = beyond_bounds_mask & (~modified_mask)\n", "\n", " # Plot\n", " plt.figure(figsize=(10, 4))\n", " plt.plot(time, array_before, label='Array entering despiking iteration', color='k', alpha=0.8, lw=0.5)\n", " plt.scatter(time[modified_mask], array_before[modified_mask], \n", " label=f'Valid spikes: {count_spike}', color='limegreen', s=8, zorder=2)\n", " plt.scatter(time[modified_mask], array_despiked[modified_mask], \n", " label=f'Replaced values: {np.sum(modified_mask)}', color=\"yellow\", s=8, zorder=2)\n", " plt.scatter(time[too_long_mask], array_before[too_long_mask], \n", " label=f'Values exceeding bounds, but not spikes: {np.sum(too_long_mask)}', color=\"firebrick\", s=8)\n", " plt.plot(time, upper_bound, \n", " label='Upper Bound', color='red', linestyle='--', lw=0.8)\n", " plt.plot(time, lower_bound, \n", " label='Lower Bound', color='blue', linestyle='--', lw=0.8)\n", " plt.title(f'Despiking VM97 - Iteration: {iteration}, c={current_c}')\n", " plt.xlabel('Time (UTC)')\n", " plt.ylabel('u (m/s)')\n", " plt.ylim(-21,21)\n", " plt.legend(fontsize='small', loc='lower right')\n", " plt.grid(True)\n", " plt.show()\n", " # ------------------------------------------ #\n", "\n", " # Increase the multiplier for the next iteration to make the bounds wider\n", " current_c += c_increment\n", " iteration += 1 # Increment the iteration counter" ] }, { "cell_type": "code", "execution_count": 17, "id": "18eb4c95", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Changed values in the Despiking VM97 procedure: 51\n" ] } ], "source": [ "nan_mask_final = np.isnan(array_to_despike) & np.isnan(array_despiked)\n", "diff_mask_final = np.not_equal(array_to_despike, array_despiked)\n", "modified_mask_final = diff_mask_final & ~nan_mask_final\n", "print(f\"Changed values in the Despiking VM97 procedure: {np.sum(modified_mask_final)}\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "48cdb5b5", "metadata": {}, "outputs": [], "source": [ "# despiking robust\n", "array_despiked = u_clean.copy()\n", "\n", "# Calculate the running median and robust standard deviation for the array\n", "running_median, running_std_robust = core.running_stats_robust(array_despiked, window_length)\n", "\n", "# Compute the delta (threshold for spike detection) as the maximum between c times the robust standard deviation and 0.5\n", "delta = np.maximum(c * running_std_robust, 0.5)\n", "\n", "# Define the upper and lower bounds based on the running median and the computed delta\n", "upper_bound = running_median + delta\n", "lower_bound = running_median - delta\n", "\n", "# Create a mask to detect values that lie outside the defined bounds (spikes)\n", "beyond_bounds_mask = (array_despiked > upper_bound) | (array_despiked < lower_bound)\n", "\n", "# Count the number of spikes (values that are beyond the bounds)\n", "count_spike = np.sum(beyond_bounds_mask)\n", "\n", "# Replace the values that are outside the bounds with the corresponding values from the running median\n", "array_despiked[beyond_bounds_mask] = running_median[beyond_bounds_mask]\n", "\n", "u_despiked_robust = array_despiked.copy()\n", "count_spike_robust = count_spike" ] }, { "cell_type": "code", "execution_count": 14, "id": "c61d4fcf", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot\n", "nan_mask_robust = np.isnan(u_clean) & np.isnan(u_despiked_robust)\n", "diff_mask_robust = np.not_equal(u_clean, u_despiked_robust)\n", "modified_mask_robust = diff_mask_robust & ~nan_mask_robust\n", "\n", "plt.figure(figsize=(10, 4))\n", "plt.plot(time, u_clean, label='Array entering despiking procedure', color='k', alpha=0.8, lw=0.5)\n", "plt.scatter(time[modified_mask_robust], u_clean[modified_mask_robust], \n", " label=f'Valid spikes: {count_spike_robust}', color='limegreen', s=8, zorder=2)\n", "plt.scatter(time[modified_mask_robust], u_despiked_robust[modified_mask_robust], \n", " label=f'Replaced values: {np.sum(modified_mask_robust)}', color=\"yellow\", s=8, zorder=2)\n", "plt.plot(time, upper_bound, \n", " label='Upper Bound', color='red', linestyle='--', lw=0.8)\n", "plt.plot(time, lower_bound, \n", " label='Lower Bound', color='blue', linestyle='--', lw=0.8)\n", "plt.title(f'Despiking robust , c={c}')\n", "plt.xlabel('Time (UTC)')\n", "plt.ylabel('u (m/s)')\n", "plt.ylim(-21,21)\n", "plt.legend(fontsize='small', loc='lower right')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "8764fe12", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Changed values in the 'robust' procedure: 197\n" ] } ], "source": [ "print(f\"Changed values in the 'robust' procedure: {np.sum(modified_mask_robust)}\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "898317d4", "metadata": {}, "outputs": [], "source": [ "u_continuous, count_interp = pre_processing.interp_nan(u_despiked_robust)" ] }, { "cell_type": "code", "execution_count": 21, "id": "2f9bcef8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interp_changes = np.not_equal(u_despiked_robust, u_continuous)\n", "plt.figure(figsize=(10, 4))\n", "plt.plot(time, u_continuous, label='Final array --> preprocessed', color='k', alpha=0.8, lw=0.5)\n", "plt.scatter(time[interp_changes], u_continuous[interp_changes], \n", " label=f'Interpolated values: {count_interp}', color='limegreen', s=8, zorder=2)\n", "plt.title(f'Linear interpolation')\n", "plt.xlabel('Time (UTC)')\n", "plt.ylabel('u (m/s)')\n", "# plt.ylim(-21,21)\n", "plt.legend(fontsize='small', loc='lower right')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "id": "d236c299", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Interpolated values: 305\n" ] } ], "source": [ "print(f\"Interpolated values: {count_interp}\")" ] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.17" } }, "nbformat": 4, "nbformat_minor": 5 }