{ "cells": [ { "cell_type": "markdown", "id": "eb673194", "metadata": {}, "source": [ "# Powerprice and Wind Modeling" ] }, { "cell_type": "code", "execution_count": 1, "id": "0bb2a80c", "metadata": { "ExecuteTime": { "end_time": "2023-05-19T12:38:21.698099Z", "start_time": "2023-05-19T12:38:21.642775Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\doeltz\\development\\RiVaPy\\docs\\source\\notebooks\\models\\../../../..\\rivapy\\__init__.py:11: UserWarning: The pyvacon module is not available. You may not use all functionality without this module. Consider installing pyvacon.\n", " warnings.warn('The pyvacon module is not available. You may not use all functionality without this module. Consider installing pyvacon.')\n" ] } ], "source": [ "import datetime as dt\n", "import sys\n", "sys.path.insert(0,'../../../..')\n", "from typing import List\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from rivapy.tools.datetime_grid import DateTimeGrid\n", "\n", "from rivapy.models import OrnsteinUhlenbeck\n", "from rivapy.models.residual_demand_model import WindPowerForecastModel, WindPowerForecastModelParameter, MultiRegionWindForecastModel, LinearDemandForwardModel\n", "\n", "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "27f45474", "metadata": {}, "source": [ "## Simulation of Powerprices and Wind" ] }, { "cell_type": "code", "execution_count": 28, "id": "b2d0061f", "metadata": { "ExecuteTime": { "end_time": "2023-05-19T12:51:46.375583Z", "start_time": "2023-05-19T12:51:43.310571Z" } }, "outputs": [], "source": [ "params = WindPowerForecastModelParameter(n_call_strikes=40, min_strike=-7.0, max_strike=7.0)\n", "# setup \n", "wind_region_model = {}\n", "vols = [0.5]\n", "mean_reversion_speed = [0.5]\n", "capacities = [10_000.0]\n", "rnd_weights = [ [1.0]\n", " ]\n", "np.random.seed(42)\n", "regions = []\n", "for i in range(len(vols)):\n", " model = WindPowerForecastModel(region='Region_' + str(i), \n", " speed_of_mean_reversion=mean_reversion_speed[i],\n", " volatility=vols[i], params=params)\n", " regions.append(MultiRegionWindForecastModel.Region( \n", " model,\n", " capacity=capacities[i],\n", " rnd_weights=rnd_weights[i]\n", " ) )\n", "wind = MultiRegionWindForecastModel('Wind_Germany', regions)" ] }, { "cell_type": "code", "execution_count": 52, "id": "8a9a5c8f", "metadata": { "ExecuteTime": { "end_time": "2023-05-19T12:54:09.911155Z", "start_time": "2023-05-19T12:54:06.708848Z" } }, "outputs": [], "source": [ "model = LinearDemandForwardModel(wind_power_forecast=wind, \n", " x_mean_reversion_speed= 0.1, \n", " x_volatility=10.5,\n", " power_name= 'Power_Germany')" ] }, { "cell_type": "code", "execution_count": 53, "id": "8d63de31", "metadata": { "ExecuteTime": { "end_time": "2023-05-19T12:55:31.150821Z", "start_time": "2023-05-19T12:55:27.637641Z" } }, "outputs": [], "source": [ "timegrid = np.linspace(0.0,1.0, 365)\n", "np.random.seed(42)\n", "rnd = np.random.normal(size=model.rnd_shape(10_000, timegrid.shape[0]))\n", "results = model.simulate(timegrid, rnd, expiries=[1.0], \n", " power_fwd_prices=[100.0],\n", " initial_forecasts={'Region_0': [0.8]})" ] }, { "cell_type": "code", "execution_count": 54, "id": "245ecd71", "metadata": { "ExecuteTime": { "end_time": "2023-05-19T12:56:35.713915Z", "start_time": "2023-05-19T12:56:24.487046Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Keys of simulated values: {'Wind_Germany_FWD0', 'Power_Germany_FWD0', 'Region_0_FWD0'}\n", "final mean power price: 99.78492806280833\n" ] } ], "source": [ "print('Keys of simulated values: ', results.keys())\n", "simulated_wind = results.get('Wind_Germany_FWD0')\n", "simulated_power = results.get('Power_Germany_FWD0')\n", "print('final mean power price: ',simulated_power[-1,:].mean() )" ] }, { "cell_type": "code", "execution_count": 55, "id": "d3edfc48", "metadata": { "ExecuteTime": { "end_time": "2023-05-19T12:55:42.462732Z", "start_time": "2023-05-19T12:55:42.339476Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+0AAAHWCAYAAAACZWhUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC2J0lEQVR4nOzdeVhUZfsH8O8MAg4gAwjCoGyihgtiISmKuKYirpBL+SaZueVSmqaYlVoKmqVpLlm+agulJlo/9wV3URFFcVcCMQUVFQhEROb8/uCdkwODMDgLy/dzXXPVnHPmee4zMnPOPc8mEQRBABERERERERFVOlJjB0BEREREREREmjFpJyIiIiIiIqqkmLQTERERERERVVJM2omIiIiIiIgqKSbtRERERERERJUUk3YiIiIiIiKiSopJOxEREREREVElxaSdiIiIiIiIqJJi0k5ERERERERUSTFpJ6qAL7/8Eg0bNoSJiQlatWpl7HD05u2334a7u7uxw6iQAwcOQCKR4MCBA0YpMy4uDu3atYOlpSUkEgkSEhJ0FgcRVU2zZs2CRCJR2+bu7o63335b73WnpKRAIpFg7dq14ra3334bVlZWeq9bRSKRYNasWQarryL43a3up59+gpeXF0xNTWFjY2PscPRG02dTX/Rxf0LVH5N2Ii3t3r0bH330Edq3b481a9Zg3rx5xg6JKpmCggIMHDgQDx48wKJFi/DTTz/Bzc3N2GHpVVRUFBYvXmzsMIhqhO3bt1fa5Lcyx1aWmvjd/TyXL1/G22+/DU9PT3z//fdYtWqVsUMiA5g3bx62bNlSrmNv376NWbNm6fzHrUuXLqFnz56wsrKCnZ0d3nrrLdy7d0/rcpKSklC7dm1IJBKcOnWqxP49e/YgICAAFhYWsLW1xeuvv46UlBQdnIHu1TJ2AERVTUxMDKRSKVavXg0zMzNjh0OlCAwMRF5enlH+jZKSknDjxg18//33ePfddw1evzFERUXh/Pnz+OCDD4wdClGVcuXKFUil2rWhbN++HcuWLdMqOXZzc0NeXh5MTU21jFA7z4stLy8PtWpV3lvPmvjd/TwHDhyAUqnEN998g0aNGhk7nGrDmPcn5TFv3jy8/vrr6N+/f5nH3r59G7Nnz4a7u7vOep7+/fffCAwMhFwux7x585CTk4OFCxciMTERJ0+e1Op9mzRpEmrVqoX8/PwS+7Zu3Yp+/frhlVdeQWRkJLKzs/HNN98gICAAZ86cgYODg07OR1cq7zcnkZEolUo8efIEtWvX1rj/7t27kMlkOvuyFQQBjx8/hkwm00l52nj8+DHMzMy0vmGsCqRSaan/hvp29+5dANBpV8Lc3FxYWlrqrDwiqhzMzc31Wv7Tp0+hVCphZmZmtO9EFWPXXxZ9fHdXZmXdf+jj/Xj06BEsLCx0Vl55Pfs5MJZn77kq+2fBmObNm4fc3FzEx8fD1dUVAPDqq6/itddew9q1azFq1KhylbNr1y7s2rULH330Eb744osS+6dNm4aGDRvi6NGj4t9Fnz59xCT+q6++0t1J6UD1u1Mno1KNCbp8+TIGDRoEa2tr1K1bF++//z4eP36sduzTp0/x+eefw9PTE+bm5nB3d8eMGTPUfg2bPHky6tatC0EQxG0TJkyARCLBkiVLxG137tyBRCLBihUrxG35+fn47LPP0KhRI5ibm8PFxQUfffRRiV/bJBIJxo8fj19++QXNmzeHubk5du7cqfH8JBIJ1qxZg9zcXEgkErXxgeU5H6Bo/GLv3r2xa9cutG7dGjKZDN999x1CQkLwyiuvqB3bp08fSCQS/Pnnn+K2EydOQCKRYMeOHQCABw8eYMqUKfD29oaVlRWsra0RFBSEs2fPqpWlGkP122+/YebMmahfvz4sLCyQnZ0NANiyZQtatGiB2rVro0WLFti8ebPG96C43r17o2HDhhr3+fv7o3Xr1uJzVTckGxsbWFlZ4aWXXsKMGTOeW35F3xdNY8Y6deqEFi1a4OLFi+jcuTMsLCxQv359LFiwoES9f//9N/r37w9LS0vUq1cPkyZN0vhLbXFvv/02OnbsCAAYOHAgJBIJOnXqJO6PiYlBhw4dYGlpCRsbG/Tr1w+XLl1SK0P1Obp48SLefPNN2NraIiAgQNz/888/w9fXFzKZDHZ2dhgyZAhu3rxZIpYTJ06gV69esLW1haWlJVq2bIlvvvlG3H/u3Dm8/fbbaNiwIWrXrg0nJye88847uH//vlo5//zzDz744AO4u7vD3Nwc9erVw2uvvYbTp0+L7+u2bdtw48YN8XNRVedCINKVI0eOwM/PD7Vr14anpye+++47jccVH9NeUFCA2bNno3Hjxqhduzbq1q2LgIAA7NmzB0DRd8yyZcsAQPy8qcbiqsatL1y4EIsXLxavRxcvXtQ4pl3lr7/+Qo8ePWBpaQlnZ2fMmTNH7bpb2hjc4mU+LzbVtuIt8GfOnEFQUBCsra1hZWWFrl274vjx42rHrF27FhKJBEePHsXkyZPh4OAAS0tLDBgwoNxdZsv67i3ru7s4VUyHDh3C6NGjUbduXVhbW2PYsGF4+PBhieOXL18u3mM4Oztj3LhxyMzMFPcvWbIEJiYmatu++uorSCQSTJ48WdxWWFiIOnXqYNq0aeI2pVKJxYsXo3nz5qhduzYcHR0xevToEnGUdv+hibu7Oz777DMAgIODQ4l/u7LOB/j3mhsfH4/AwEBYWFhgxowZFb63e/LkCT799FP4+vpCLpfD0tISHTp0wP79+9Xqfd7nACj/Z1OTZ8+pXbt2kMlk8PDwwMqVK9WOe949V2mfp7Ku2UDRkIXXX38ddnZ2qF27Nlq3bq12L/Q8CxcuRLt27VC3bl3IZDL4+vri999/VztGIpEgNzcX69atEz+/pc25ceDAAfj5+QEAhg8fXuK+uKI2bdqE3r17iwk7AHTr1g1NmjTBhg0bylVGQUEB3n//fbz//vvw9PQssf/Bgwe4ePEiBgwYoPZDjo+PD5o2bYrffvvthc5BH9jSTnoxaNAguLu7IyIiAsePH8eSJUvw8OFD/Pjjj+Ix7777LtatW4fXX38dH374IU6cOIGIiAhcunRJTBg7dOiARYsW4cKFC2jRogUA4PDhw5BKpTh8+DAmTpwobgOKuhwBRRewvn374siRIxg1ahSaNm2KxMRELFq0CFevXi0xVicmJgYbNmzA+PHjYW9vX2rC8dNPP2HVqlU4efIkfvjhBwBAu3btyn0+KleuXMEbb7yB0aNHY+TIkXjppZcgCAL++OMPZGdnw9raGoIg4OjRo+K59u3bV+3827dvD6DoZmvLli0YOHAgPDw8cOfOHXz33Xfo2LEjLl68CGdnZ7W6P//8c5iZmWHKlCnIz8+HmZkZdu/ejdDQUDRr1gwRERG4f/8+hg8fjgYNGpT5bz148GAMGzYMcXFx4pc3ANy4cQPHjx/Hl19+CQC4cOECevfujZYtW2LOnDkwNzfH9evXcfTo0eeW36FDhwq9L6V5+PAhevbsiZCQEAwaNAi///47pk2bBm9vbwQFBQEo6sLZtWtXpKamYuLEiXB2dsZPP/2EmJiYMt+P0aNHo379+pg3bx4mTpwIPz8/ODo6AgD27t2LoKAgNGzYELNmzUJeXh6WLl2K9u3b4/Tp0yX+7gYOHIjGjRtj3rx54s3N3Llz8cknn2DQoEF49913ce/ePSxduhSBgYE4c+aM2CKyZ88e9O7dGwqFAu+//z6cnJxw6dIlbN26Fe+//754zF9//YXhw4fDyckJFy5cwKpVq3DhwgUcP35cvNkeM2YMfv/9d4wfPx7NmjXD/fv3ceTIEVy6dAmvvPIKPv74Y2RlZeHvv//GokWLAMCgk1sRVTaJiYno3r07HBwcMGvWLDx9+hSfffaZ+F3wPLNmzUJERATeffddvPrqq8jOzsapU6dw+vRpvPbaaxg9ejRu376NPXv24KefftJYxpo1a/D48WOMGjUK5ubmsLOzg1Kp1HhsYWEhevbsibZt22LBggXYuXMnPvvsMzx9+hRz5szR6rzLE9uzLly4gA4dOsDa2hofffQRTE1N8d1336FTp044ePAg2rRpo3b8hAkTYGtri88++wwpKSlYvHgxxo8fj/Xr1z+3nvJ89z7vu/t5xo8fDxsbG8yaNQtXrlzBihUrcOPGDTExA4r+TWfPno1u3bph7Nix4nFxcXE4evQoTE1N0aFDByiVShw5cgS9e/cGoH6/o3LmzBnk5OSI9zuq933t2rUYPnw4Jk6ciOTkZHz77bc4c+aMWL6KpvsPTRYvXowff/wRmzdvxooVK2BlZYWWLVuW+3xU7t+/j6CgIAwZMgT/+c9/4OjoCKVSWaF7u+zsbPzwww944403MHLkSPzzzz9YvXo1evTogZMnT5bonq3pc/Ain02Vhw8folevXhg0aBDeeOMNbNiwAWPHjoWZmRneeecdtWM13XNpUp5r9oULF9C+fXvUr18f06dPh6WlJTZs2ID+/ftj06ZNGDBgwHPj/uabb9C3b18MHToUT548wW+//YaBAwdi69atCA4OBlB0n6v67lG1aGtKegGgadOmmDNnDj799FOMGjUKHTp0APDvffGjR4/w6NGjMt9PExMT2NraAgBu3bqFu3fvqjX4qLz66qvYvn17meUBRX+/Dx8+xMyZMxEdHV1iv6oRRlMvEwsLC1y4cAHp6elwcnIqV30GIRDp0GeffSYAEPr27au2/b333hMACGfPnhUEQRASEhIEAMK7776rdtyUKVMEAEJMTIwgCIJw9+5dAYCwfPlyQRAEITMzU5BKpcLAgQMFR0dH8XUTJ04U7OzsBKVSKQiCIPz000+CVCoVDh8+rFb+ypUrBQDC0aNHxW0ABKlUKly4cKFc5xgWFiZYWlqqbSvv+QiCILi5uQkAhJ07d6odGxcXJwAQtm/fLgiCIJw7d04AIAwcOFBo06aNeFzfvn2Fl19+WXz++PFjobCwUK2s5ORkwdzcXJgzZ464bf/+/QIAoWHDhsKjR4/Ujm/VqpWgUCiEzMxMcdvu3bsFAIKbm9tz34+srCzB3Nxc+PDDD9W2L1iwQJBIJMKNGzcEQRCERYsWCQCEe/fuPbe84ir6vqjOd//+/eK2jh07CgCEH3/8UdyWn58vODk5CaGhoeK2xYsXCwCEDRs2iNtyc3OFRo0alShTE1XdGzduVNveqlUroV69esL9+/fFbWfPnhWkUqkwbNgwcZvqc/TGG2+ovT4lJUUwMTER5s6dq7Y9MTFRqFWrlrj96dOngoeHh+Dm5iY8fPhQ7VjVZ0QQhBJ/B4IgCL/++qsAQDh06JC4TS6XC+PGjXvuOQcHB5f5t0JUU/Tv31+oXbu2+P0nCIJw8eJFwcTERCh+6+Xm5iaEhYWJz318fITg4ODnlj9u3LgS5QhC0Xc/AMHa2lq4e/euxn1r1qwRt4WFhQkAhAkTJojblEqlEBwcLJiZmYnf15q+T0srs7TYBKHoevvZZ5+Jz/v37y+YmZkJSUlJ4rbbt28LderUEQIDA8Vta9asEQAI3bp1U/sOmzRpkmBiYqJ27dKkvN+9pX13a6KKydfXV3jy5Im4fcGCBQIA4Y8//hAEoeg+xszMTOjevbvatfrbb78VAAj//e9/BUEQhMLCQsHa2lr46KOPBEEo+neoW7euMHDgQMHExET4559/BEEQhK+//lqQSqXid/vhw4cFAMIvv/yiFt/OnTtLbC/t/qM0qmvRs9ft8p6PIPx7zV25cqVauRW9t3v69KmQn5+vVtbDhw8FR0dH4Z133hG3Pe9zoM1nUxPVOX311Vfitvz8fPFvTPW38Lx7ruKfp/Jes7t27Sp4e3sLjx8/Vtvfrl07oXHjxmXGXjyOJ0+eCC1atBC6dOmitt3S0lLtO+l5VPdoz34HqKj+fsp6PHvvoCrv2fs0lalTpwoA1M5fk7S0NKFOnTrCd999JwjCv5/VuLg48ZjCwkLBxsZG6Nq1q9prMzIyBEtLSwGAcOrUqXK9B4bC7vGkF+PGjVN7PmHCBAAQfyFT/ffZLl8A8OGHHwIAtm3bBqCoS5aXlxcOHToEADh69ChMTEwwdepU3LlzB9euXQNQ9GtsQECA+Kv2xo0b0bRpU3h5eSEjI0N8dOnSBQBKdKXq2LEjmjVrVuHzLe/5qHh4eKBHjx5q215++WVYWVmJ53r48GE0aNAAw4YNw+nTp/Ho0SMIgoAjR46Iv2YCReMhVWPSCwsLcf/+fbHruar78rPCwsLUfllMS0tDQkICwsLCIJfLxe2vvfZaud4TVXf8DRs2qHV1W79+Pdq2bSt2b1K1AP/xxx+ltvhoUtH3pTRWVlb4z3/+Iz43MzPDq6++ir/++kvctn37digUCrz++uviNgsLi3KPo9JE9T6//fbbsLOzE7e3bNkSr732msZfj8eMGaP2PDo6GkqlEoMGDVL7u3ZyckLjxo3Fv+szZ84gOTkZH3zwQYmxiM92VX327+Dx48fIyMhA27ZtAUDtb8fGxgYnTpzA7du3K3z+RDVFYWEhdu3ahf79+6t172zatGmJ731NbGxscOHCBfH6VhGhoaFaTaI0fvx48f9VQ8aePHmCvXv3VjiGshQWFmL37t3o37+/2hArhUKBN998E0eOHBGHb6mMGjVK7TusQ4cOKCwsxI0bN0qtpyLfvdoYNWqUWsvy2LFjUatWLbHcvXv34smTJ/jggw/U5o8ZOXIkrK2txfsDqVSKdu3aide6S5cu4f79+5g+fToEQUBsbCyAomtgixYtxO/2jRs3Qi6X47XXXlO7Lvj6+sLKyqrE/Y6m+w9tlPd8VMzNzTF8+HC1bRW9tzMxMRFbqpVKJR48eICnT5+idevWGu93in8OXvSzqVKrVi2MHj1afG5mZobRo0fj7t27iI+PVzu2+D2XJuW5Zj948AAxMTEYNGgQ/vnnH/Hf+f79++jRoweuXbuGW7duPbeeZ+N4+PAhsrKy0KFDB43vnS4MGzYMe/bsKfPxyy+/iK/Jy8sDoHmuD9U8AKpjSqMaq/68ySSlUilGjx6Nffv2ITw8HNeuXUN8fDwGDRqEJ0+elKseQ2PSTnrRuHFjteeenp6QSqXiMgo3btyAVCotMRupk5MTbGxs1C7AHTp0ELtIHT58GK1bt0br1q1hZ2eHw4cPIzs7G2fPnlVL2K5du4YLFy7AwcFB7dGkSRMA/06uouLh4fFC56vN+ZRWn4mJCfz9/dXOtUOHDggICEBhYSGOHz+Oixcv4sGDB2rnqupm1rhxY5ibm8Pe3h4ODg44d+4csrKyStRTvG5VbMX/zQCU2m2uuMGDB+PmzZviTUVSUhLi4+MxePBgtWPat2+Pd999F46OjhgyZAg2bNhQZgJf0felNA0aNCixFqutra3a2L8bN26gUaNGJY4r7/uhiep91lRG06ZNkZGRgdzcXLXtxf+trl27BkEQ0Lhx4xJ/25cuXRL/rpOSkgBA7HZYmgcPHuD999+Ho6MjZDIZHBwcxDqf/dtZsGABzp8/DxcXF7z66quYNWuW2o8cRPSve/fuIS8vr8LfqXPmzEFmZiaaNGkCb29vTJ06FefOndMqBm2uaVKptMS8JKprpT6XPrp37x4ePXpU6neiUqksMVfHs4kWALFLraYx5CoV+e7VRvF/ZysrKygUCrX7HU31m5mZoWHDhiXud+Lj45GXl4fDhw9DoVDglVdegY+Pj3gNLP4D9bVr15CVlYV69eqVuC7k5OTo5X6nvOcDAPXr19fYJbwi93YAsG7dOrRs2VKc78HBwQHbtm0r1/3Oi342VZydnUtMDFvaZ6Y873d5rtnXr1+HIAj45JNPSvw7q+YeKP5vXdzWrVvRtm1b1K5dG3Z2dnBwcMCKFSs0vne60LBhQ3Tr1q3Mx7PDGlU/LGiaQ0g1N9bzfgQ5fvw4fvrpJyxatKjMSZbnzJmDESNGYMGCBWjSpAlat26NWrVqYcSIEQAq3zA/jmkngyie/JS1/VkBAQH4/vvv8ddff4kJm0QiQUBAAA4fPgxnZ2colcoSiay3tze+/vprjWW6uLioPdfVzO3lOZ/n1RcQEIC5c+fi8ePHOHz4MD7++GPY2NigRYsWOHz4sDjm6tlznTdvHj755BO88847+Pzzz2FnZwepVIoPPvhAY0Ksj1nq+/TpAwsLC2zYsAHt2rXDhg0bIJVKMXDgQLV6Dx06hP3792Pbtm3YuXMn1q9fjy5dumD37t0wMTEptfyKvC+lKa2eZ3sJVBbF/62USqU42Z6m89D2AjNo0CAcO3YMU6dORatWrWBlZQWlUomePXuq/e0MGjQIHTp0wObNm7F79258+eWXmD9/PqKjo8V5AIhINwIDA5GUlIQ//vgDu3fvxg8//IBFixZh5cqV5V6GTNff86Vd2woLC3VaT1mq0vd3RQQEBKCgoACxsbHi/Q7wb4J7+fJl3Lt3r8T9Tr169dRaK59VvMeFoVeqed79jrb3dj///DPefvtt9O/fH1OnTkW9evVgYmKCiIgIMfEtT92GpKsYVNfkKVOmlNor4HnL8qnmAAoMDMTy5cuhUChgamqKNWvWICoqSicxFpeTk4OcnJwyjzMxMRH/ThUKBYCiHjLFpaWlwc7O7rkrbnz00Ufo0KEDPDw8xB9QMjIyxNenpqaKP/6ZmZnhhx9+wNy5c3H16lU4OjqiSZMmePPNNzU2xBkbk3bSi2vXrqn9unj9+nUolUpxoi03NzcolUpcu3YNTZs2FY+7c+cOMjMz4ebmJm5TfWHv2bMHcXFxmD59OoCiG5sVK1aIv3j6+vqKr/H09MTZs2fRtWvXcifSL0Kb83meDh064MmTJ/j1119x69Yt8dwDAwPF5LRJkyZqE6b8/vvv6Ny5M1avXq1WVmZmJuzt7csVOwCNXTGvXLlSrrgtLS3Ru3dvbNy4EV9//TXWr1+PDh06lJgETyqVomvXrujatSu+/vprzJs3Dx9//DH279+Pbt26lVp+Rd6XF+Hm5obz589DEAS1v5/yvh+llVlaGZcvX4a9vX2ZS7p5enpCEAR4eHiIv+qXdhwAnD9/vtT39eHDh9i3bx9mz56NTz/9VNxeWpdchUKB9957D++99x7u3r2LV155BXPnzhWTdkN8zoiqAgcHB8hkshf6TrWzs8Pw4cMxfPhwcdKxWbNmiUm7Lj9vSqUSf/31l9p3ytWrVwFAvGarWrSLzw6uqVt6eWNzcHCAhYVFqd+JUqm0xA/sFaGL797nuXbtGjp37iw+z8nJQVpaGnr16lWi/md7NDx58gTJyclq39GvvvoqzMzMcPjwYRw+fBhTp04FUHSt+/7777Fv3z7xuYqnpyf27t2L9u3bGyRJ1eZ8nqci93a///47GjZsiOjoaLW/M1VLc1l08dkEitYmL74Ma/HPjDbKc81Wvdempqblfo+ftWnTJtSuXRu7du1SS3rXrFlT4lhtvl+ed+zChQsxe/bsMstwc3MTE+z69evDwcEBp06dKnGcpskGi0tNTcWNGzc09nDo27cv5HJ5ie8xR0dH8f6xsLAQBw4cQJs2bSpdSzu7x5NeqJZ8UVm6dCkAiDf4qovZ4sWL1Y5TtYyrZrEEiroW1a9fH4sWLUJBQYHYjaZDhw5ISkrC77//jrZt26JWrX9/gxo0aBBu3bqF77//vkRseXl5L9QVThNtzud52rRpA1NTU8yfPx92dnZo3rw5gKJzPX78OA4ePFiiNdnExKREK8PGjRvLHNukolAo0KpVK6xbt06ti9SePXvE5VHKY/Dgwbh9+zZ++OEHnD17Vq1rPFDUFbs41ZdvWUupVeR9eRG9evXC7du31ZZCefToEVatWlXhMp99n5+9YJw/fx67d+8W/4aeJyQkBCYmJpg9e3aJf3NBEMSl2l555RV4eHhg8eLFJS5OqtepWqyKl1P8b7iwsLBE17l69erB2dlZ7d/N0tJSb13siKoSExMT9OjRA1u2bEFqaqq4/dKlS9i1a1eZry++5KKVlRUaNWpU4vMGlEyiK+rbb78V/18QBHz77bcwNTVF165dARTdVJuYmIhjkFWWL19eoqzyxmZiYoLu3bvjjz/+UOtSfOfOHURFRSEgIADW1tYVPKN/6eK793lWrVqFgoIC8fmKFSvw9OlT8X6nW7duMDMzw5IlS9S+b1evXo2srCy1+4PatWvDz88Pv/76K1JTU9Va2vPy8rBkyRJ4enqKrZFA0f1OYWEhPv/88xKxPX36VGd/IyranM/zVOTeTtN168SJE+LQvLK86GdT5enTp2rLxD158gTfffcdHBwc1H5kKK/yXLPr1auHTp064bvvvtPYCl3W0ocmJiaQSCRqvWNSUlJKrKYEFH2Gy/t387zPe0XGtANFcxFs3bpVbXjMvn37cPXqVbUenAUFBbh8+bLa+7Fq1Sps3rxZ7aGaV2vhwoWl9khRWbhwIdLS0sQ5qSoTtrSTXiQnJ6Nv377o2bMnYmNj8fPPP+PNN9+Ej48PgKJ1EMPCwrBq1SpkZmaiY8eOOHnyJNatW4f+/fur/WoNFH2J//bbb/D29hZ/8X/llVdgaWmJq1ev4s0331Q7/q233sKGDRswZswY7N+/H+3bt0dhYSEuX76MDRs2iGuU6oq251MaCwsL+Pr64vjx4+Ja5EDRL8+5ubnIzc0tkZz27t0bc+bMwfDhw9GuXTskJibil19+KXXtdE0iIiIQHByMgIAAvPPOO3jw4AGWLl2K5s2bl6trE1CU6NapUwdTpkyBiYkJQkND1fbPmTMHhw4dQnBwMNzc3HD37l0sX74cDRo0UFuDXFfvy4sYOXIkvv32WwwbNgzx8fFQKBT46aefYGFh8ULlfvnllwgKCoK/vz9GjBghLjskl8tLrF2siaenJ7744guEh4cjJSUF/fv3R506dZCcnIzNmzdj1KhRmDJlCqRSKVasWIE+ffqgVatWGD58OBQKBS5fvowLFy5g165dsLa2RmBgIBYsWICCggLUr18fu3fvRnJyslqd//zzDxo0aIDXX38dPj4+sLKywt69exEXF4evvvpKPM7X1xfr16/H5MmT4efnBysrK/Tp0+eF3i+iqmr27NnYuXMnOnTogPfeew9Pnz4Vv1PLGp/erFkzdOrUCb6+vrCzs8OpU6fEJRdVVInBxIkT0aNHD5iYmGDIkCEVirV27drYuXMnwsLC0KZNG+zYsQPbtm3DjBkzxC6rcrkcAwcOxNKlSyGRSODp6YmtW7dqHEOrTWxffPEF9uzZg4CAALz33nuoVasWvvvuO+Tn52PBggUVOh9NXvS793mePHmCrl27YtCgQbhy5QqWL1+OgIAAcTlSBwcHhIeHY/bs2ejZsyf69u0rHufn56c2MSpQdL8TGRkJuVwOb29vAEUJ20svvYQrV66UWDO7Y8eOGD16NCIiIpCQkIDu3bvD1NQU165dw8aNG/HNN9+oTar6orQ9n+fR9t6ud+/eiI6OxoABAxAcHIzk5GSsXLkSzZo1K/e9yot8NlWcnZ0xf/58pKSkoEmTJli/fj0SEhKwatUqtUkJy6s812ygqEEsICAA3t7eGDlyJBo2bIg7d+4gNjYWf//9N86ePVtqHcHBwfj666/Rs2dPvPnmm7h79y6WLVuGRo0alThvX19f7N27F19//TWcnZ3h4eFRYvlFFU9PT9jY2GDlypWoU6cOLC0t0aZNG3h4eKBhw4Za3YuqzJgxAxs3bkTnzp3x/vvvIycnB19++SW8vb3VJjW8desWmjZtirCwMHFt+O7du5coT/WDQseOHdXu/X/++Wds2rQJgYGB4r3Nhg0b8O6775a4h60UDDtZPVV3quUdLl68KLz++utCnTp1BFtbW2H8+PFCXl6e2rEFBQXC7NmzBQ8PD8HU1FRwcXERwsPDNS7lsGzZMgGAMHbsWLXt3bp1EwAI+/btK/GaJ0+eCPPnzxeaN28umJubC7a2toKvr68we/ZsISsrSzwOQJnLWT1L05Jv2pyPm5vbc5fzUS1pMX/+fLXtquXGnl0aRxCKlnz78MMPBYVCIchkMqF9+/ZCbGys0LFjR6Fjx47icWUtZbNp0yahadOmgrm5udCsWTMhOjpaCAsL02oZr6FDh4rL8hS3b98+oV+/foKzs7NgZmYmODs7C2+88YZw9erVcpWt7ftS2pJvzZs3L1G2pvO8ceOG0LdvX8HCwkKwt7cX3n//fXEJnYou+SYIgrB3716hffv2gkwmE6ytrYU+ffoIFy9eVDtG0zI7z9q0aZMQEBAgWFpaCpaWloKXl5cwbtw44cqVK2rHHTlyRHjttdeEOnXqCJaWlkLLli2FpUuXivv//vtvYcCAAYKNjY0gl8uFgQMHCrdv31Zblik/P1+YOnWq4OPjI5bj4+MjLtWjkpOTI7z55puCjY1NuZYKJKruDh48KPj6+gpmZmZCw4YNhZUrV4qf7WcVX/Ltiy++EF599VXBxsZGkMlkgpeXlzB37ly1ZcWePn0qTJgwQXBwcBAkEolYpmqpqy+//LJEPKUt+WZpaSkkJSUJ3bt3FywsLARHR0fhs88+K7GU6L1794TQ0FDBwsJCsLW1FUaPHi2cP3++RJmlxSYIJZd8EwRBOH36tNCjRw/ByspKsLCwEDp37iwcO3ZM7RhNSzYJQulL0WlSnu/eiiz5dvDgQWHUqFGCra2tYGVlJQwdOlRtaTmVb7/9VvDy8hJMTU0FR0dHYezYsSWW9xIEQdi2bZsAQAgKClLb/u677woAhNWrV2uMZ9WqVYKvr68gk8mEOnXqCN7e3sJHH30k3L59WzymrPuP4p53LSrP+ZR2zVXR9t5OqVQK8+bNE9zc3ARzc3Ph5ZdfFrZu3VriGv68z4EglP+zqYnqnE6dOiX4+/sLtWvXFtzc3IRvv/1W7bjn/S2V9ndb1jVbEAQhKSlJGDZsmODk5CSYmpoK9evXF3r37i38/vvvZca+evVqoXHjxoK5ubng5eUlrFmzRuN5X758WQgMDBRkMpkAoMzl3/744w+hWbNmQq1atUpd/k1b58+fF7+TbGxshKFDhwrp6elqx6j+ncuKr7TvjxMnTgiBgYGCra2tULt2bcHHx0dYuXKl2jJ7lYlEEKrJ7B1UKcyaNQuzZ8/GvXv3yjWemoiIiKiqWbt2LYYPH464uDid9tyjyq1Tp07IyMjA+fPnjR0K1TAc005ERERERERUSTFpJyIiIiIiIqqkmLQTERERERERVVIc005ERERERERUSbGlnYiIiIiIiKiSYtJOREREREREVEnVMnYAlYFSqcTt27dRp04dSCQSY4dDREQEQRDwzz//wNnZGVIpf2N/UbzWExFRZVPua70xF4mvLG7evCkA4IMPPvjgg49K97h586axL5MvZPny5YK3t7dQp04doU6dOkLbtm2F7du3i/s7duxY4pxHjx6tVsaNGzeEXr16CTKZTHBwcBCmTJkiFBQUaBUHr/V88MEHH3xU1kdZ13q2tAOoU6cOAODmzZuwtrY2cjRERERAdnY2XFxcxGtUVdWgQQNERkaicePGEAQB69atQ79+/XDmzBk0b94cADBy5EjMmTNHfI2FhYX4/4WFhQgODoaTkxOOHTuGtLQ0DBs2DKamppg3b1654+C1noiIKpvyXuuZtANiNzlra2teyImIqFKp6l25+/Tpo/Z87ty5WLFiBY4fPy4m7RYWFnByctL4+t27d+PixYvYu3cvHB0d0apVK3z++eeYNm0aZs2aBTMzs3LFwWs9ERFVVmVd6zlIjoiIiAyisLAQv/32G3Jzc+Hv7y9u/+WXX2Bvb48WLVogPDwcjx49EvfFxsbC29sbjo6O4rYePXogOzsbFy5cKLWu/Px8ZGdnqz2IiIiqIra0ExERkV4lJibC398fjx8/hpWVFTZv3oxmzZoBAN588024ubnB2dkZ586dw7Rp03DlyhVER0cDANLT09USdgDi8/T09FLrjIiIwOzZs/V0RkRERIbDpJ2IiIj06qWXXkJCQgKysrLw+++/IywsDAcPHkSzZs0watQo8Thvb28oFAp07doVSUlJ8PT0rHCd4eHhmDx5svhcNW6QiIioqmH3eCIiItIrMzMzNGrUCL6+voiIiICPjw+++eYbjce2adMGAHD9+nUAgJOTE+7cuaN2jOp5aePgAcDc3Fwcv85x7EREVJUxaSciIiKDUiqVyM/P17gvISEBAKBQKAAA/v7+SExMxN27d8Vj9uzZA2tra7GLPRERUXXG7vFERESkN+Hh4QgKCoKrqyv++ecfREVF4cCBA9i1axeSkpIQFRWFXr16oW7dujh37hwmTZqEwMBAtGzZEgDQvXt3NGvWDG+99RYWLFiA9PR0zJw5E+PGjYO5ubmRz46IiEj/mLQTERGR3ty9exfDhg1DWloa5HI5WrZsiV27duG1117DzZs3sXfvXixevBi5ublwcXFBaGgoZs6cKb7exMQEW7duxdixY+Hv7w9LS0uEhYWpretORERUnUkEQRCMHYSxZWdnQy6XIysri2PeiIioUuC1Sbf4fhIRUWVT3msTx7QTERERERERVVJM2omIiIiIiIgqKSbtRERERERERJUUk3YdS8vKw7GkDKRl5Rk7FCIiIiIiIqriOHu8Dq2PS0V4dCKUAiCVABEh3hjs52rssIiIiIiIiKiKYku7jqRl5YkJOwAoBWBG9HmxxZ0t8ERERERERKQttrTrSHJGrpiwqxQKAlIyHuHQ1XtsgSciIiIiIiKtMWnXEQ97S0glUEvcTSQSWJhJNbbABzZxgEIuM06wRERERKQT7tO3qT1PiQw2UiREVF2xe7yOKOQyRIR4w0QiAVCUsM8LaYHcJ4WltsATERERERERPQ9b2nVosJ8rAps4ICXjEdztLaCQy5CWlaexBd7d3sJ4gRIREREREVGVwJZ2HVPIZfD3rCt2fS+tBZ5d44mIiIiIiKgsbGk3AE0t8ERERERERERlYdJuIAq5jMk6ERERERERaYXd44mIiIiIiIgqKSbtRERERERERJUUk3YiIiIiIiKiSopJOxEREREREVElxaSdiIiIiIiIqJJi0k5ERERERERUSRk1aT906BD69OkDZ2dnSCQSbNmyRW1/Tk4Oxo8fjwYNGkAmk6FZs2ZYuXKl2jGPHz/GuHHjULduXVhZWSE0NBR37twx4FkYR1pWHo4lZSAtK8/YoRAREREREZGeGDVpz83NhY+PD5YtW6Zx/+TJk7Fz5078/PPPuHTpEj744AOMHz8ef/75p3jMpEmT8H//93/YuHEjDh48iNu3byMkJMRQp2AU6+NS0T4yBm9+fwLtI2OwPi7V2CERERERERGRHtQyZuVBQUEICgoqdf+xY8cQFhaGTp06AQBGjRqF7777DidPnkTfvn2RlZWF1atXIyoqCl26dAEArFmzBk2bNsXx48fRtm1bQ5yGQaVl5SE8OhFKoei5UgBmRJ9HYBMHKOQy4wZHREREREREOlWpx7S3a9cOf/75J27dugVBELB//35cvXoV3bt3BwDEx8ejoKAA3bp1E1/j5eUFV1dXxMbGllpufn4+srOz1R6V2bNd4ZMzcsWEXaVQEJCS8cg4wREREREREZHeGLWlvSxLly7FqFGj0KBBA9SqVQtSqRTff/89AgMDAQDp6ekwMzODjY2N2uscHR2Rnp5earkRERGYPXu2PkPXmfVxqWLLulQCTAvyglQCtcTdRCKBu72F8YIkIiIiIiIivajULe1Lly7F8ePH8eeffyI+Ph5fffUVxo0bh717975QueHh4cjKyhIfN2/e1FHEuqWpK/yCHVcwracXTCQSAEUJ+7yQFuwaT0REREREVA1V2pb2vLw8zJgxA5s3b0ZwcDAAoGXLlkhISMDChQvRrVs3ODk54cmTJ8jMzFRrbb9z5w6cnJxKLdvc3Bzm5ub6PoUXVlpX+JYNbHBkemekZDyCu70FE3YiIiIiIqJqqtK2tBcUFKCgoABSqXqIJiYmUCqVAABfX1+Ymppi37594v4rV64gNTUV/v7+Bo1XHzzsLSGVqG9TdYVXyGXw96zLhJ2IiIiIiKgaM2pLe05ODq5fvy4+T05ORkJCAuzs7ODq6oqOHTti6tSpkMlkcHNzw8GDB/Hjjz/i66+/BgDI5XKMGDECkydPhp2dHaytrTFhwgT4+/tXi5njFXIZIkK8MSP6PAoFgV3hiYiIiIiIahijJu2nTp1C586dxeeTJ08GAISFhWHt2rX47bffEB4ejqFDh+LBgwdwc3PD3LlzMWbMGPE1ixYtglQqRWhoKPLz89GjRw8sX77c4OeiL4P9XBHYxAHxKQ8BCeDrZmvskIiIiIiIiMhAJIIgCGUfVr1lZ2dDLpcjKysL1tbWxg6nhOIzyEeEeGOwn6u4X7UUnIe9JVvhiYiqicp+bapq+H6SvrhP36b2PCUy2EiREFFVU95rU6WdiI6KaJpBfkb0eQQ2cYBCLiszoSciIiIiIqKqi0l7JVfaDPIpGY8A4LkJPRERERFVHWy1JyJNmLRXcqoZ5J9N3E0kEliYSbH13O1SE3om7URERESGx8SbiHSt0i75RkVUM8ibSIrWfjORSND/ZWcMWH4Mc7ddLnG8akk4IiIiIiIiqvrY0l4FqGaQT8l4BAszKQYsP1aihR0Al4QjIiIiIiKqZpi0VxEKuQwKuQzHkjI0JuyfBDdFr5YKJuxERERERETVCLvHVzGqMe7PkgJwlNcucWxaVh6OJWUgLSvPMMERERERERGRTjFpr2KKj3GXABAAjI86g/aRMVgflwqgaG339pExePP7E2rbiYiIiIiIqOpg0l4FDfZzxZHpnfHtGy9DIilK2oF/l3w7e/OhxqXg2OJORERERERUtTBpr6IUchnsrMw0LvkWl/LwuWu7ExERERERUdXApL0K0zS+3UQigZ+7rcbtXAqOiIiIiIioamHSXoVpWsN9XkgL+LjYatzOmeWJiIiIiIiqFi75VsU9u4a7u72FmJiXtp2IiIiIiIiqDra0VwMKuQz+nnVLJOalbQe4HBwRERnGihUr0LJlS1hbW8Pa2hr+/v7YsWOHuP/x48cYN24c6tatCysrK4SGhuLOnTtqZaSmpiI4OBgWFhaoV68epk6diqdPnxr6VIiIiIyCLe3VSFpWHpIzcuFhb/nclvXvDiYhcsdlCACkEiAixBuBTRzK9VoiIiJtNGjQAJGRkWjcuDEEQcC6devQr18/nDlzBs2bN8ekSZOwbds2bNy4EXK5HOPHj0dISAiOHj0KACgsLERwcDCcnJxw7NgxpKWlYdiwYTA1NcW8efOMfHZE2nGfvk3teUpksJEiIaKqhEl7NbE+LlVc5k2ViA/2cxX3qxL6Y9cz8O3+JHG7UgCmb0qERIJSX0tERFRRffr0UXs+d+5crFixAsePH0eDBg2wevVqREVFoUuXLgCANWvWoGnTpjh+/Djatm2L3bt34+LFi9i7dy8cHR3RqlUrfP7555g2bRpmzZoFMzMzY5wWERGRwTBprwbSsvI0rsse2MQBCrlMLaHXRAAglPJaIiIiXSksLMTGjRuRm5sLf39/xMfHo6CgAN26dROP8fLygqurK2JjY9G2bVvExsbC29sbjo6O4jE9evTA2LFjceHCBbz88ssa68rPz0d+fr74PDs7W38nRlRBxVveiYg04Zj2aiA5I7fUddmLJ/TlwTXdiYhIlxITE2FlZQVzc3OMGTMGmzdvRrNmzZCeng4zMzPY2NioHe/o6Ij09HQAQHp6ulrCrtqv2leaiIgIyOVy8eHi4qLbkyIiIjIQtrRXA6r12p9NzFXrsmtK6MsiBWBhxt9ziIhIN1566SUkJCQgKysLv//+O8LCwnDw4EG91hkeHo7JkyeLz7Ozs5m4k06wdZyIDI2ZWTVQ2nrtCrlMTOg1kUqA8F5emB/672sBQAlgwPJjWB+XKm7jbPNERFRRZmZmaNSoEXx9fREREQEfHx988803cHJywpMnT5CZmal2/J07d+Dk5AQAcHJyKjGbvOq56hhNzM3NxRnrVQ8iIqKqiC3t1URp67KrEvoZ0edRKAgwkUjwUc+X0LKBDdztLQAUda9fNewVvPtjvMax7Yeu3nvuJHdERETaUCqVyM/Ph6+vL0xNTbFv3z6EhoYCAK5cuYLU1FT4+/sDAPz9/TF37lzcvXsX9erVAwDs2bMH1tbWaNasmdHOgYiIyFCYtFcjCrlM4+RxpSX0z05QJ5H8OxmdSqEg4PSNh8+d5I6IiOh5wsPDERQUBFdXV/zzzz+IiorCgQMHsGvXLsjlcowYMQKTJ0+GnZ0drK2tMWHCBPj7+6Nt27YAgO7du6NZs2Z46623sGDBAqSnp2PmzJkYN24czM3NjXx2RERE+sekvYYontAXn6CueMIOFHWzVwpCqZPcMWknIqKy3L17F8OGDUNaWhrkcjlatmyJXbt24bXXXgMALFq0CFKpFKGhocjPz0ePHj2wfPly8fUmJibYunUrxo4dC39/f1haWiIsLAxz5swx1ikREREZFJP2GmrNkWSNE9RJUTSmXTUuvrW7XamT3BEREZVl9erVz91fu3ZtLFu2DMuWLSv1GDc3N2zfvl3XoREREVUJTNproLSsPHx/OLnEdgmAzePa4dETpVo3+uJj4lWT3BEREREREZF+MWmvgZIzclHaKnD1rGuXSMhLGxP/rLSsPCRn5MLD3pIJPRERERERkY4waa+BPOwtIQFKJO4CoHGselkJ+bMT2kklwLQgL3jXlzOBJyIiIiIiekFM2msghVyG6UFeiNhxWW27prHqxRPy4su9FZ/QTikAEduLyuXycERERERERC9GauwAyDhGd/REeC8vSCVFzzWNVdeUkM+IPo+0rDzxmOSMXI0T2pV2PBEREREREZUfW9prsNGBnujr41zqWHVNCXmhICA+5SF6+xQd62FvWWJ2+eLHn77xEMEt2U2eiIiIiIhIW0zaa7ji67c/q7SEfOJvZ5D75CkCmzggOSMX04K8sGDHFRRqWuwdwPioM8jJf8pu8kRERFTluE/fZuwQiKiGY9JOpVLIZYgI8Ub4pkQon9muFIDp0YmAUDR5nVQCTOvphfu5+Vh1qORScgKKuskHNnHgxHRERERERERaYNJOzzXYzxWW5rUwPuqM2vZnG9WVAjB/52WU0tAOoKibvKaZ6YmIiIiIiKh0nIiOyuRiW3airRRKLiFX3Lm/M8X/T8vKw7GkDE5SR0RERERE9Bxsaacy5T4pLPMYqaSo9f15ifuCnVfQt5UzDl29p3EZubLWgyciIiIiIqppmLRTmTRNSCcBIPnfNtVycUDR2PVCQYAEJRN41czzmpaRy3xUgPk7L5e6HjwRERERqSs+SV5KZLCRIiEifWLSTmVSTUinSshVSXpgEwfEpzwEJICvmy0Uchky8woQuUPz+HYTiQTQMBt9oSAUveZ/z1WJPCeuIyIiIiKimo5JO5XLYD9XBDZxUFvTfX1cqlo392lBXphfSsIuATAvpAV83WxLtNprWlaOE9cREREREREZeSK6Q4cOoU+fPnB2doZEIsGWLVtKHHPp0iX07dsXcrkclpaW8PPzQ2pqqrj/8ePHGDduHOrWrQsrKyuEhobizp07BjyLmkMhl8Hfsy4UchnSsvJKdHOfv+NyieRbRSKB2HIeEeJd1OqOotb3aUFekErUjzeRSGBhJuVkdUREREREVKMZtaU9NzcXPj4+eOeddxASElJif1JSEgICAjBixAjMnj0b1tbWuHDhAmrXri0eM2nSJGzbtg0bN26EXC7H+PHjERISgqNHjxryVGqc5IzcEgm6UoDGseyqfaqW88AmDvjmjVaAAPi6F3Wrt5GZqnW/7/+yMwYsP8Yx7kREREREVKMZNWkPCgpCUFBQqfs//vhj9OrVCwsWLBC3eXp6iv+flZWF1atXIyoqCl26dAEArFmzBk2bNsXx48fRtm1b/QVfw2manM5EIsFHPV9CxI7LGl9jYSYt2aW+pxe8G8gR2MQBR6Z3RkrGI1iYScWEHeAYdyIiIqqZtJ1o7tnjOSkdUfVRaddpVyqV2LZtG5o0aYIePXqgXr16aNOmjVoX+vj4eBQUFKBbt27iNi8vL7i6uiI2NrbUsvPz85Gdna32IO1o6uY+L6QFbCxMS33N+ri/S3Spj9hxGW9+fwLtI2Nw6Oo9+HvWRe6TwlLHuBMREREREdUklXYiurt37yInJweRkZH44osvMH/+fOzcuRMhISHYv38/OnbsiPT0dJiZmcHGxkbttY6OjkhPTy+17IiICMyePVvPZ1D9FZ+cDgDaRcSUenzUydRS9z3bml5aK76qDiIiIqKqonhrORGRtipt0q5UKgEA/fr1w6RJkwAArVq1wrFjx7By5Up07NixwmWHh4dj8uTJ4vPs7Gy4uLi8WMA1lEIuE7us/9/ZWxrHs5eXqjXd37OuxiXm2DWeiIiIajL+AEBUM1XapN3e3h61atVCs2bN1LY3bdoUR44cAQA4OTnhyZMnyMzMVGttv3PnDpycnEot29zcHObm5nqJuyaTSCRlHvNmGxf8dvKmxlnmJZKice+A5iXmiIiIiIiIappKO6bdzMwMfn5+uHLlitr2q1evws3NDQDg6+sLU1NT7Nu3T9x/5coVpKamwt/f36DxEuDrZovnpe0SCTChS2N8M6SVxv2CAAxYfgzr44q60T+7xBwREREREVFNZNSW9pycHFy/fl18npycjISEBNjZ2cHV1RVTp07F4MGDERgYiM6dO2Pnzp34v//7Pxw4cAAAIJfLMWLECEyePBl2dnawtrbGhAkT4O/vz5njjUAhlyEy1FucbE6VwAv4d9k2hVwGV7vSx6YXnyk+LSsPyRm58LC3ZPJOREREREQ1jlGT9lOnTqFz587ic9U487CwMKxduxYDBgzAypUrERERgYkTJ+Kll17Cpk2bEBAQIL5m0aJFkEqlCA0NRX5+Pnr06IHly5cb/FyoiKbJ6Yp3cc99UvjcMgoFAdvOpaFQKSByx2UIKPoBIDKUa7UTEREREVHNIhEE4UXmDqsWsrOzIZfLkZWVBWtra2OHU+2lZeWhXWQMKvKX9+2bL8PXzZat7kRU7fHapFt8P+l5nre+eVWd/I3rtBNVfuW9NlXaMe1UfSnkMkwP8qrQa8dHnUG7iBhx3DsREREREVF1xqSdDC4tKw/O8tro38pZHPculQC9vRXler0AYPqmRKRl5ektRiIiIiIiosqg0i75RtXT+rhUTN+UqLae+6hADwxv7wEA2H4+TeNycMUJAOJTHqK3D7vJExERke5U1e7wRFR9saWdDCYtK69Ewg4APxxOBlDUbT4ixBsm/1vvvaxV36/eyWZrOxERERERVWtsaSeDSc7ILZGwA0XLvKVkPIJCLisx+/yfCbfFGeSLWxKThG/3JyEihLPKExERERFR9cSknQzGw94SEqBEAi6VQFweDihqcVfNDj+6oyf6tnLGgh2XsTnhdokylQIQvikRT54qYWNhitbudpxZnoiIiIiIqg12jyeDUchliAz1Vuv2LpEAESHeUMhlSMvKw7GkDJy9+RDHkjLEru8KuQzN6pe+BIISwCd/XMCEXxM4szwREREREVUrbGkng1J1f49PeQiJBHjlf2uur49LRXh0otokdNL/JfReTnVw+2H5xq4LKGp5D2ziAKCoS76HvSVb34mIiIiIqEpi0k4Gp5DL1GZ9T8vKK5GwA0Vd36dtStS6fCWANUeT8cPhZCiFf5N/jnsnIiIiIqKqht3jyeiSM3LLtcxbeUkAfH8oWSxTKQAzos9zpnkiIiIiIqpymLST0XnYW0Ja1vpuWujbSlFisrtCQUBKxiPdVUJERERERGQATNrJ6FTrsxf/Y6xoHn817R+N25+doZ6IiIiIiKgqYNJOlcf/snSJBBjVoSGOhXdBUAsnrYu5dCdH4/a72Y9fJDoiIiIiIiKDY9JORld8IjpBAFYfSQYAuNjqbtb37w8lq9X57LJyRERERERElRFnjyej0zQRXaEg4PSNh1h1OFnziypga2IaPs7Kw6Gr98QfCTizPBERERERVWZM2snoVBPRPZu4m0gkUAo6nFL+f1Yd/AvrYlNKzCwf2MSBa7kTERFRteE+fZva85TIYCNFQkQvit3jyehUE9GZSIoGtZtIJJgX0gKt3e0qPBldadYcSym1VZ+IiIiIiKiyYUs7VQqD/VwR2MQBKRmP4G5vIbZ6R4Z6Y/qmRHEJNwlQYjk3XRgfdQY5+U/ZTZ6IiIiIiCoVJu1UaSjkshJd1FXJfHzKQ0gkgFIQMOHXBJ3XLYDd5ImIiIiIqPLRqnt8Xl4e/vvf/+Kdd95BUFAQgoODMWHCBOzbt09f8RFBIZeht48zgls6o7W7HaS67jP/P4WCgPiUom7ynF2eiEg3IiIi4Ofnhzp16qBevXro378/rly5onZMp06dIJFI1B5jxoxROyY1NRXBwcGwsLBAvXr1MHXqVDx9+tSQp0JERGQU5W5pv379Orp164a8vDyYm5vj77//Rq9evRAXF4cVK1YgJCQEUVFRqFWLjfekP6rx7zOiz6NQDxPVTfztDPZfuYvNZ25xdnkiIh04ePAgxo0bBz8/Pzx9+hQzZsxA9+7dcfHiRVhaWorHjRw5EnPmzBGfW1hYiP9fWFiI4OBgODk54dixY0hLS8OwYcNgamqKefPmGfR8iIiIDE0iCOXLfHr16gVXV1esWLECEokE8+fPx8GDB7F9+3Zcu3YN3bt3R1hYGGbNmqXnkHUvOzsbcrkcWVlZsLa2NnY4VA5pWXlIyXgECzMpbj7Iw4TfzkAPOTyAoonxjkzvzG7zRGRQ1fXadO/ePdSrVw8HDx5EYGAggKKW9latWmHx4sUaX7Njxw707t0bt2/fhqOjIwBg5cqVmDZtGu7duwczM7My662u7yeVT1kzqRffXx1x9niiyqe816Zyd48/ePAgPvzwQ0j+N8P3pEmTsHfvXty/fx+NGzfG4sWLsW7duhePnKgcFHIZ/D3rop51bVy5k623hB0o6jafkvFIfxUQEdUgWVlZAAA7Ozu17b/88gvs7e3RokULhIeH49Gjf793Y2Nj4e3tLSbsANCjRw9kZ2fjwoULGuvJz89Hdna22oOIiKgqKndfdhsbG/zzzz/i80ePHuHp06fir9stW7ZEWlqa7iMkKsX6uFS1meX1RSoB3O0tyj6QiIieS6lU4oMPPkD79u3RokULcfubb74JNzc3ODs749y5c5g2bRquXLmC6OhoAEB6erpawg5AfJ6enq6xroiICMyePVtPZ0JERGQ45U7aX3vtNUyePBkrV66Eubk5wsPD0apVK9SpUwdA0QQx9erV01ugRM9Ky8ozSMIOAH19nNk1nohIB8aNG4fz58/jyJEjattHjRol/r+3tzcUCgW6du2KpKQkeHp6Vqiu8PBwTJ48WXyenZ0NFxeXigVOVU5N6O5ORDVHubvHL1iwAPn5+WjWrBkaNWqE48ePY/Xq1eL+e/fuYerUqXoJkqi45IxcgyTsALAl4TY+3JBgoNqIiKqn8ePHY+vWrdi/fz8aNGjw3GPbtGkDoGgSXABwcnLCnTt31I5RPXdyctJYhrm5OaytrdUeREREVVG5W9rr1auH2NhYXLt2Dfn5+fDy8lKbKf7111/XS4BEmnjYW0IClEjcpRJAqYdsftPpWxjm7wYfF1txW1pWHpIzcuFhb8mWeCKiUgiCgAkTJmDz5s04cOAAPDw8ynxNQkICAEChUAAA/P39MXfuXNy9e1fs1bdnzx5YW1ujWbNmeoudiIioMtB6fbbGjRurPU9OToaLiwuXeiODUshliAz1VusiL/nf8mwA9NJ1/lTKQzFpXx+XivDoRC4LR0RUhnHjxiEqKgp//PEH6tSpI45Bl8vlkMlkSEpKQlRUFHr16oW6devi3LlzmDRpEgIDA9GyZUsAQPfu3dGsWTO89dZbWLBgAdLT0zFz5kyMGzcO5ubmxjw9oiqjrBn0iajyeuFM+6WXXsLZs2fRtGlTXcRDVG6D/VwR2MQB8SkPIZEAr7jZii3egU0csOZICr4//JfOkvdHBU/xU2wKsvIKsHD3VXG7UgBmRJ9HYBMHtrgTERWzYsUKAEXLuj1rzZo1ePvtt2FmZoa9e/di8eLFyM3NhYuLC0JDQzFz5kzxWBMTE2zduhVjx46Fv78/LC0tERYWprauOxERUXVV7qQ9JCRE4/bCwkJMnDhRnJBONdMrkSEo5DL09vk3UX62y/qM4KYYHuCOdceSsfJg8gvX9dXua6XuUy0Lx6SdiEidUMaanC4uLjh48GCZ5bi5uWH79u26CouIiKjKKHfSvmXLFgQGBmoci2ZlZQW5XK7TwIi0VVqX9elBzXD0+n0k3tLfGr0SAI+eFOitfCIiIiIiqpnKPXt8VFQUkpKSEBgYiDVr1ogPqVSKuXPnis+JjCEtK09M2IF/u6ynZeUBAFYNa63X+gUAI9bFY+zP8Xqth4iIiIiIapZyJ+1DhgzB4cOHsXr1aoSGhuLhw4f6jItIK8kZuSVmjVd1WVftN4Qd59OxcNdlg9RFRERERETVX7mTdgBwd3fHoUOH0KJFC/j4+GDXrl2QSCT6io2o3DzsLSEt9qdoIpHA3d4CAGBpZmKwWJbtTxJb+ImIiIiIiF6EVkk7AEilUsyePRtRUVEYO3YsCgsL9REXkVYUchkiQrxh8r8fkUwkEswLaSFODJf7xHB/pwKANUdffOI7IiIiIiKiCi/5FhAQgHPnziEpKQmNGjXSZUxEFaJaAi4l4xHc7S3UZnJXtcQX70KvLz8cSsbw9h6cTZ6IiIiIiF6I1i3tz7KysoKPjw/MzMx0FQ/RC1HIZfD3rFsiWS7eEq9vSkAcT6+SlpWHY0kZ7DpPRERERETlVuGW9uJmzJiB9PR0/Pe//9VVkUQ6pWqJj095iAm/nUEZSwe/ENV4etW68Yl/Z2H+zssllqMjIiIiw3Ofvs3YIRARldsLtbQ/69atW0hJSdHqNYcOHUKfPn3g7OwMiUSCLVu2lHrsmDFjIJFIsHjxYrXtDx48wNChQ2FtbQ0bGxuMGDECOTk52p8A1QgKuQy9fZwRqedW9wGtnDFzcyL8I2Lw5vcnELHjconl6M7efMiWdyIiIiIiei6dtbSvW7dO69fk5ubCx8cH77zzDkJCQko9bvPmzTh+/DicnZ1L7Bs6dCjS0tKwZ88eFBQUYPjw4Rg1ahSioqK0jodqjmfHvz96UoAR63S7vvrvZ249d3+hIKD/8mMQ2PJORERERETPobOkvSKCgoIQFBT03GNu3bqFCRMmYNeuXQgODlbbd+nSJezcuRNxcXFo3bo1AGDp0qXo1asXFi5cqDHJJ1JRyGVQyGU4lpRhlPqFYi3vgU0cOHEdERERERGp0Sppz8jIwH//+1/ExsYiPT0dAODk5IR27drh7bffhoODg06DUyqVeOuttzB16lQ0b968xP7Y2FjY2NiICTsAdOvWDVKpFCdOnMCAAQM0lpufn4/8/HzxeXZ2tk7jpqrF0DPLS1C0LNyzCgUBKRmPmLQTEREREZGaco9pj4uLQ5MmTbBkyRLI5XIEBgYiMDAQcrkcS5YsgZeXF06dOqXT4ObPn49atWph4sSJGvenp6ejXr16attq1aoFOzs78UcFTSIiIiCXy8WHi4uLTuOmqsXQM8tr+m1ANXEdERERkSG4T9+m9iCiyqvcLe0TJkzAwIEDsXLlSkiKJTeCIGDMmDGYMGECYmNjdRJYfHw8vvnmG5w+fbpEfS8qPDwckydPFp9nZ2czca/hnh3jbmEmxbbENPxwKBlKA9RtIpFgXkgLtrITEREREVEJ5U7az549i7Vr12pMoCUSCSZNmoSXX35ZZ4EdPnwYd+/ehavrv5NzFRYW4sMPP8TixYuRkpICJycn3L17V+11T58+xYMHD+Dk5FRq2ebm5jA3N9dZrFQ9qMa4A4CPiy2Gt/coWh7u1zMaW8d15aOglzgJHRERERERaVTu7vFOTk44efJkqftPnjwJR0dHnQQFAG+99RbOnTuHhIQE8eHs7IypU6di165dAAB/f39kZmYiPv7fmb9jYmKgVCrRpk0bncVCNZO4PFyot17rWbDjirjsW1pWHo4lZWDfpXR8fzgJZ28+1GvdRERERERUuZW7pX3KlCkYNWoU4uPj0bVrVzFBv3PnDvbt24fvv/8eCxcu1KrynJwcXL9+XXyenJyMhIQE2NnZwdXVFXXr1lU73tTUFE5OTnjppZcAAE2bNkXPnj0xcuRIrFy5EgUFBRg/fjyGDBnCmeNJZwKb6HaCxeJUk9AdunoP4dGJJSbEC32lPr4a1EqvMRARERERUeVU7qR93LhxsLe3x6JFi7B8+XIUFhYCAExMTODr64u1a9di0KBBWlV+6tQpdO7cWXyuGmceFhaGtWvXlquMX375BePHj0fXrl0hlUoRGhqKJUuWaBUH0fMkZ+TqtXypBHj0pEBjwg4Am07fwjB/N/i42Oo1DiIiIiKV4pPTpUQGl3IkEembRBAErYfrFhQUICOjaG1re3t7mJqa6jwwQ8rOzoZcLkdWVhasra2NHQ5VMmlZeWgfGaPXJeE0LQP3rIldGmFy95f0FwARVTq8NukW38+ahbOh6x6TdiLdK++1qdxj2p9lamoKhUIBhUJR5RN2orIYYkm4sn4PSH2g39Z+IiIiIiKqnCqUtEdGRiIzM7PE/xNVV4P9XHFkemf8OrIturyk3zHummxJSBMnqytONXldafuJiIiIiKjqqlDSPm/ePDx48KDE/xNVZwq5DO72Fjhw9Z5R6t936U6JbevjUtE+MgZvfn8C7SNjsD4u1QiRERERERGRvlQoaX92GHwFhsQTVVnJGbl6Hdv+PH/dU+8in5aVpzZ5nVIAZkSfZ4s7EREREVE1UqGknaim8rC3hLTY0HapBJjSvYne676Snq2WkGv6AUG1fBwREREREVUP5V7yjYj+nZRuRvR5FAoCTCQSzAtpgcAmDvhq99UyJ5R7EUeTHqBdRAze7eCBdwI8xB8Qnk3cTSQSuNtb6DEKIiKiyoezxRNRdcaknUhLg/1cEdjEASkZj+BubwGFXGawLukCgO8PJ+OHw8mIDPXW+AOCQi4zSCxERERERKR/TNqJKkAhl6klx8kZuXptZS9OQNH49SPTO+PI9M5qPyAQEREREVH18cJj2iV6XLuaqKrQNNZdAkCfH49CQcDei3eQnJHLhJ2IiIiIqJp64aSds8cT/TvW3eR/WbqJRILIUG/M6ddcr/V+8scFLvdGRERERFSNVah7/MWLF1G/fn3x/52dnXUaFFFVVNpY90+3XNB713mlAIRvSoSXUx3kPimEh70lW96JiIiIiKqBCiXtLi4uGv+fqKYrPtZdIZchMtQb0zYl6r1uJYB+y44BKFqGLiLEG4P9XPVeLxERERER6Y/W3eNNTExw9+7dEtvv378PExMTnQRFVJ0M9nPFH+PaGbROpVA0UZ2hZrUnIiIiIiL90DppL20Me35+PszMzF44IKLqyMfFFuG9vAxaZ6EgICXjkUHrJCIiIiIi3Sp39/glS5YAKJot/ocffoCVlZW4r7CwEIcOHYKXl2GTEqKqZHSgJyAAkTsuG2R5OCkACzMpjiVlcIw7EREREVEVVe6kfdGiRQCKWtpXrlyp1hXezMwM7u7uWLlype4jJKpGRnf0BABE7Lis97ocrM3FMe4SAJGhHONORERERFTVlDtpT05OBgB07twZ0dHRsLW11VtQRNVVWlYe5u/Uf8IOAHey88X/FwBM35SIwCYObHEnIiIiIqpCtB7Tvn//fibsRBWUnJELpSH6xmsgAIhPeWicyomIiIiIqEK0TtqJqOI87C0hlRiv/hsPco1XORERERERaY1JO5EBKeQyRIR4G+2Dt3DXVXx3KMlItRMRERERkbaYtBMZ2GA/VxwN74JRHRqKre6GanwXAERsv4zvDjJxJyIiIiKqCso9EZ1KamoqXFxcIJGopxmCIODmzZtwdeXs1ERlUchlmBHcFMMD3JGS8QgWZlL0X3bMIEvBAUXLzjnb1EZrdztOTEdEREREVIlp3dLu4eGBe/fuldj+4MEDeHh46CQooppCIZfB37MufFxsERnqbdAW9wm/JqB9ZAzWx6UaqFYiIiIiItKW1km7IAglWtkBICcnB7Vr19ZJUEQ10WA/VxwL74I3X3UxWJ1KAZgRfR5pWXkGq5OIiIiIiMqv3N3jJ0+eDACQSCT45JNPYGFhIe4rLCzEiRMn0KpVK50HSFSTKOQyTOjaGL/F3TTY0nCFgoCUjEfsJk9EehEREYHo6GhcvnwZMpkM7dq1w/z58/HSSy+Jxzx+/BgffvghfvvtN+Tn56NHjx5Yvnw5HB0dxWNSU1MxduxY7N+/H1ZWVggLC0NERARq1dJ6pB8REVGVUu4r3ZkzZwAUtbQnJibCzMxM3GdmZgYfHx9MmTJF9xES1TDGWMt91eEk+HvWNWylRFQjHDx4EOPGjYOfnx+ePn2KGTNmoHv37rh48SIsLS0BAJMmTcK2bduwceNGyOVyjB8/HiEhITh69CiAosaB4OBgODk54dixY0hLS8OwYcNgamqKefPmGfP0iIiI9E4iCIJW6cHw4cPxzTffwNraWl8xGVx2djbkcjmysrKq1XlR1ZSWlYf2kTEGT9y7N6uH2f1asMWdqJKorteme/fuoV69ejh48CACAwORlZUFBwcHREVF4fXXXwcAXL58GU2bNkVsbCzatm2LHTt2oHfv3rh9+7bY+r5y5UpMmzYN9+7dU2tIKE11fT+rM/fp28T/T4kMLvexpB9l/RsQkfbKe23Sekz7mjVreLEj0iPVWu4mGuaO0KfdF+/CP4IT0xGRfmVlZQEA7OzsAADx8fEoKChAt27dxGO8vLzg6uqK2NhYAEBsbCy8vb3Vusv36NED2dnZuHDhgsZ68vPzkZ2drfYgIiKqiio0EOzUqVPYsGEDUlNT8eTJE7V90dHROgmMqCYb7OeKwCYOSMl4hHN/Z2LBziso1K5TTIVN25QIL6c68HGxNUh9RFRzKJVKfPDBB2jfvj1atGgBAEhPT4eZmRlsbGzUjnV0dER6erp4zLMJu2q/ap8mERERmD17to7PgIiIyPC0bmn/7bff0K5dO1y6dAmbN29GQUEBLly4gJiYGMjlcn3ESFQjqZaDG93RE9Hv+cOQDe/9lh0TW9zTsvJwLCmDM8wT0QsbN24czp8/j99++03vdYWHhyMrK0t83Lx5U+91ElVn7tO3iQ8iMiytW9rnzZuHRYsWYdy4cahTpw6++eYbeHh4YPTo0VAoFPqIkajGy31SCAM1tIumbUrExdvZ+On4DSgFQCoBIkK8MdjP1bCBEFG1MH78eGzduhWHDh1CgwYNxO1OTk548uQJMjMz1Vrb79y5AycnJ/GYkydPqpV3584dcZ8m5ubmMDc31/FZEBERGZ7WLe1JSUkIDi6aiMLMzAy5ubmQSCSYNGkSVq1apfMAiQjwsLeE1LBD3AEA62JviBPicU13IqoIQRAwfvx4bN68GTExMfDw8FDb7+vrC1NTU+zbt0/cduXKFaSmpsLf3x8A4O/vj8TERNy9e1c8Zs+ePbC2tkazZs0McyJERERGonVLu62tLf755x8AQP369XH+/Hl4e3sjMzMTjx490nmARPTv5HQzos8bbGy7JlzTnYi0NW7cOERFReGPP/5AnTp1xDHocrkcMpkMcrkcI0aMwOTJk2FnZwdra2tMmDAB/v7+aNu2LQCge/fuaNasGd566y0sWLAA6enpmDlzJsaNG8fW9BqKXbSJqCbROmkPDAzEnj174O3tjYEDB+L9999HTEwM9uzZg65du+ojRiKC+uR07vYWAID5Oy5jS8Jtg8UgAcS6iYjKY8WKFQCATp06qW1fs2YN3n77bQDAokWLIJVKERoaivz8fPTo0QPLly8XjzUxMcHWrVsxduxY+Pv7w9LSEmFhYZgzZ46hToOIiMhotF6n/cGDB3j8+DGcnZ2hVCqxYMECHDt2DI0bN8bMmTNha1v1Zpzm2q1UlS3cdRnf7k8yWH0TuniiW1NHzi5PpGe8NukW38+qh63plRfXbCfSjfJem7RuaVetqwoAUqkU06dPr1iERKQT7RrZGzRpXxqThKUxSQh9pT6+GtTKYPUSEREREdVEWk9ER0SVi7Emqdt0+ha+jbnGiemIiIiIiPSISTtRFaeQyzCtp5dR6l64+yraRcSIa7oTEREREZFuGTVpP3ToEPr06QNnZ2dIJBJs2bJF3FdQUIBp06bB29sblpaWcHZ2xrBhw3D7tvqkWw8ePMDQoUNhbW0NGxsbjBgxAjk5OQY+EyLj8m4gN1rdAoDwTYlscSciIiIi0gOjJu25ubnw8fHBsmXLSux79OgRTp8+jU8++QSnT59GdHQ0rly5gr59+6odN3ToUFy4cAF79uzB1q1bcejQIYwaNcpQp0BUKRiri7yKEkBKBpd8JCIiIiLSNa0notOloKAgBAUFadwnl8uxZ88etW3ffvstXn31VaSmpsLV1RWXLl3Czp07ERcXh9atWwMAli5dil69emHhwoVwdnbW+zkQVQaVYR33+BsP4G5vwTXciYiIiIh0qFxJe0hISLkLjI6OrnAwZcnKyoJEIoGNjQ0AIDY2FjY2NmLCDgDdunWDVCrFiRMnMGDAAI3l5OfnIz8/X3yenZ2tt5iJDEW1jvvpGw8xPuoMDJ26L9x9FV/tuYrpQV4YHehp4NqJiIiIiKqnciXtcvm/42UFQcDmzZshl8vFZDk+Ph6ZmZlaJffaevz4MaZNm4Y33nhDXMMuPT0d9erVUzuuVq1asLOzQ3p6eqllRUREYPbs2XqLlchYFHIZglvKkJP/1Cit7oIARGy/jNsP8jCmsyeSM3JhaWaC3CeF8LC3ZCs8EREREZGWypW0r1mzRvz/adOmYdCgQVi5ciVMTEwAAIWFhXjvvfeeuyD8iygoKMCgQYMgCAJWrFjxwuWFh4dj8uTJ4vPs7Gy4uLi8cLlElYWq1T0l4xHO3crEgh1XDJrArzt+A+uO31DbJpUAESHeGOznarA4iIiIiIiqOq3HtP/3v//FkSNHxIQdAExMTDB58mS0a9cOX375pU4DVCXsN27cQExMjNoPA05OTrh7967a8U+fPsWDBw/g5ORUapnm5uYwNzfXaZxElY1CLoNCLoO/Z1309XHGtnNp+GLbJaPFoxSAGdHnEdjEgS3uRERERETlpPXs8U+fPsXly5dLbL98+TKUSqVOglJRJezXrl3D3r17UbduXbX9/v7+yMzMRHx8vLgtJiYGSqUSbdq00WksRFVZUbd5hVFnmAeAQkHgLPNERERERFrQuqV9+PDhGDFiBJKSkvDqq68CAE6cOIHIyEgMHz5cq7JycnJw/fp18XlycjISEhJgZ2cHhUKB119/HadPn8bWrVtRWFgojlO3s7ODmZkZmjZtip49e2LkyJFYuXIlCgoKMH78eAwZMoQzxxMVo5phPnxTInT781r5mUgkcLe3MFLtRERERERVj9ZJ+8KFC+Hk5ISvvvoKaWlpAACFQoGpU6fiww8/1KqsU6dOoXPnzuJz1TjzsLAwzJo1C3/++ScAoFWrVmqv279/Pzp16gQA+OWXXzB+/Hh07doVUqkUoaGhWLJkibanRVQjqMa6f7H1ErYlphm8/jGdGrJrPBERERGRFrRK2p8+fYqoqCiEhYXho48+EpdKq+gEdJ06dYLwnMmxnrdPxc7ODlFRURWqn6gmUshlmNm7KbYnphl8Wbhl+5PgamfByeiIiIiIiMpJqzHttWrVwpgxY/D48WMARcm6vmaMJyL9UchliAz1Nkrd4ZsSkZaVJz5Py8rDsaQMtW1ERERERFRE64noXn31VZw5c0YfsRCRAQ32c0VseBcMaGXY+R+UAH49kYq0rDysj0tF+8gYvPn9CbSPjMH6uFSDxkJEREREVNlpPab9vffew4cffoi///4bvr6+sLS0VNvfsmVLnQVHRPqlkMuwaMjL8HK2xvwdl6EUAIkE0PeS7ktirmNJzHVIALGLPpeEIyIiIiIqSeukfciQIQCAiRMnitskEgkEQYBEIkFhYaHuoiMigxgd6Im+Ps5IyXgECzMpBiw/BqUBBrwXr0K1JByTdiIiIiKiIlon7cnJyfqIg4iMTCGXicmysZaG45JwRERERETqtE7a3dzc9BEHEVUig/1cYWleC+OjDDt/RftGdQ1aHxEREb049+nb1J6nRAYbKRKi6knrpF3l4sWLSE1NxZMnT9S29+3b94WDIiLj83WzhVQCg3STVzl0LQPtImIwPcgLozt6Gq5iIiIiIqJKSuuk/a+//sKAAQOQmJgojmUHisa1A+CYdqJqQiGXYVqQFyK2XzZovQKAiB2XAUnRWHsiIiIioppM6yXf3n//fXh4eODu3buwsLDAhQsXcOjQIbRu3RoHDhzQQ4hEZCze9eVGqzty+2VsPXeb67cTERERUY2mdUt7bGwsYmJiYG9vD6lUCqlUioCAAERERGDixIlcw52oGvGwtzR4F3kVAcD4qDOQAIgM9cZgP1fDB0FEREREZGRat7QXFhaiTp06AAB7e3vcvn0bQNEEdVeuXNFtdERkVAq5DBEh3jD53/AXqQQIbGxv0BgEANM3JbLFnYiIiIhqJK1b2lu0aIGzZ8/Cw8MDbdq0wYIFC2BmZoZVq1ahYcOG+oiRiIxosJ8rAps4ICXjEdztLaCQy5CWlYfo03/jy11XDRKDAODXE6l4o40r13AnIiKq5DibPJFuad3SPnPmTCiVRas3z5kzB8nJyejQoQO2b9+OJUuW6DxAIjI+hVwGf8+6YsKskMswrnNjzA/1NlgMS2Kuo31kDNbHpRqsTiIiIiIiY9O6pb1Hjx7i/zdq1AiXL1/GgwcPYGtrK84gT0Q1g6oVfv6Oy9iScFvv9SkFIHxTIizNa8HXzZat7kRERERU7WmdtMfExKBdu3aoXbu2uM3Ozk6nQRFR1aFaGs4QSTsAKFE0QZ1UAkSEcII6IiIiQyve/Z2I9Evr7vF9+/aFjY0NOnTogE8++QR79+5FXh4niCKqyZIzcg1ep1IAZkSf5wR1RERERFStaZ20P3z4EPv27UNQUBBOnjyJAQMGwMbGBu3bt8fMmTP1ESMRVXKqpeEMrVAQkJLxyPAVExEREREZiNZJu6mpKdq3b48ZM2Zg165dOH78ON544w2cPHkSERER+oiRiCo5hVyGaT29jFL3rgtpOJaUwRZ3IiIiIqqWtB7TfvXqVRw4cAAHDhzAwYMHkZ+fjw4dOmDhwoXo1KmTHkIkoqrAu4HcKPWuPXYDa4/d4Bh3IiIiIqqWtE7avby84ODggPfffx/Tp0+Ht7c3Z40nInjYW0IiAQTBOPWrxrgHNnHgrPJEREREVG1onbRPnDgRhw4dwpw5c7B161Z06tQJnTp1QkBAACwsLPQRIxFVAQq5DNODvBCx/bLRYlCNcWfSTkREVHkUn20+JTLYSJEQVU1aj2lfvHgxTp8+jfT0dISHh+PJkyf4+OOPYW9vj/bt2+sjRiKqIkYHeiI8yAvG7HuzPu4Gx7cTERERUbWhddKuUlhYiIKCAuTn5+Px48fIz8/HlStXdBkbEVVBozt64lh4F4wK9Kj4F8wL2JKQhnYRMVgfl2qE2omIiIiIdEvr7vETJkzAwYMHcfHiRdja2iIwMBAjR45Ep06d4O3trY8YiaiKUchlmNGrGYa390BKxiO421tg4a4r2HT6lkHqFwCEb0rk+HYiIiIiqvK0TtrT09MxatQodOrUCS1atNBHTERUTSjkMjFp/mpQKwzzd8OHG87i+r1cvdetBDBz83l8MaAFE3ciIiIiqrK0StoLCgpQp04dBAcHw8PDQ18xEVE15eNii5/ebYPIHZfwR0Ka3uvbd/ku9kXEIDzIC94N5PCwt2QCT0RUSRWfrIyIiIpolbSbmppi06ZN+OSTT/QVDxFVY+vjUhEenQilgZeFi9hRNKM913InIiIioqpG63mi+vfvjy1btughFCKqztKy8oySsD9LKQDh0YmcXZ6IiIiIqgytx7Q3btwYc+bMwdGjR+Hr6wtLS0u1/RMnTtRZcERUfSRn5Bo1YVdRCsCao8mY0auZsUMhIiIiIiqT1kn76tWrYWNjg/j4eMTHx6vtk0gkTNqJSCMPe0tIJVBL3CUAJMW2GcIPh5IxvL0Hx7cTERERUaWndff45OTkUh9//fWXPmIkompAIZchIsQbJhIJAMBEIkFkqDeOTu+CX0e2Rf9WzgaLRQkgPuWhweojqukOHTqEPn36wNnZGRKJpMQwu7fffhsSiUTt0bNnT7VjHjx4gKFDh8La2ho2NjYYMWIEcnJyDHgWRERExqF1S/uzBKGoeUzyv5twIqLnGeznisAmDuLa7aqWboVcBnd7C2xJuG2wWCb8dgZHkzLQvpE9fN1s2epOpEe5ubnw8fHBO++8g5CQEI3H9OzZE2vWrBGfm5ubq+0fOnQo0tLSsGfPHhQUFGD48OEYNWoUoqKi9Bo7ERGRsVUoaf/xxx/x5Zdf4tq1awCAJk2aYOrUqXjrrbd0GhwRVT/Prt1efHt4Ly9EbL9skDgEAfj15E38evImJADe7eCBdwLYZZ5IH4KCghAUFPTcY8zNzeHk5KRx36VLl7Bz507ExcWhdevWAIClS5eiV69eWLhwIZydDddTh4iIyNC07h7/9ddfY+zYsejVqxc2bNiADRs2oGfPnhgzZgwWLVqkjxiJqIYYHeiJcZ09DV6vAOD7w8loFxGD9XGpBq+fiIADBw6gXr16eOmllzB27Fjcv39f3BcbGwsbGxsxYQeAbt26QSqV4sSJExrLy8/PR3Z2ttqDiIioKtK6pX3p0qVYsWIFhg0bJm7r27cvmjdvjlmzZmHSpEk6DZCIapapPbxgXdtUXFvdkAQAM6LPI7CJA1vciQyoZ8+eCAkJgYeHB5KSkjBjxgwEBQUhNjYWJiYmSE9PR7169dReU6tWLdjZ2SE9PV1jmREREZg9e7YhwiciItIrrVva09LS0K5duxLb27Vrh7S0NJ0ERUQ12+iOnogN74K2DW0NXnehICAl45HB6yWqyYYMGYK+ffvC29sb/fv3x9atWxEXF4cDBw5UuMzw8HBkZWWJj5s3b+ouYCIiIgPSOmlv1KgRNmzYUGL7+vXr0bhxY50ERUSkkMsQHtTUKHUfvX7PKPUSUZGGDRvC3t4e169fBwA4OTnh7t27asc8ffoUDx48KHUcvLm5OaytrdUeREREVZHWSfvs2bPx6aefomfPnvj888/x+eefo2fPnpg9ezbmzJmjVVllLQEjCAI+/fRTKBQKyGQydOvWTZz8ToVLwBBVXz4utghsbG/wepcfSEJaVp7B6yWiIn///Tfu378PhUIBAPD390dmZibi4+PFY2JiYqBUKtGmTRtjhUlERGQQWiftoaGhOHHiBOzt7bFlyxZs2bIF9vb2OHnyJAYMGKBVWaolYJYtW6Zx/4IFC7BkyRKsXLkSJ06cgKWlJXr06IHHjx+LxwwdOhQXLlzAnj17sHXrVhw6dAijRo3S9rSIqJKa/3pLGHpRSaUAdpEn0qGcnBwkJCQgISEBAJCcnIyEhASkpqYiJycHU6dOxfHjx5GSkoJ9+/ahX79+aNSoEXr06AEAaNq0KXr27ImRI0fi5MmTOHr0KMaPH48hQ4Zw5ngiIqr2JIJqsfXnmDx5Mj7//HNYWlri0KFDaNeuHWrVeqEl3ksGIpFg8+bN6N+/P4CiVnZnZ2d8+OGHmDJlCgAgKysLjo6OWLt2LYYMGYJLly6hWbNmakvA7Ny5E7169cLff/9d7gt5dnY25HI5srKy2H2OqBJaH5eKGdHnUSgIMJFI0L25I3ac1zz5lK60drXB7++112sdRM9Tna5NBw4cQOfOnUtsDwsLw4oVK9C/f3+cOXMGmZmZcHZ2Rvfu3fH555/D0dFRPPbBgwcYP348/u///g9SqRShoaFYsmQJrKysyhVDdXo/qyv36duMHQIZSEpksLFDIKoUynttKlfmvXTpUkybNg2Wlpbo3Lkz0tLSSsziqmvJyclIT09Ht27dxG1yuRxt2rRBbGwshgwZUuYSMKW1/Ofn5yM/P198zmVgiCq3wX6uCGzigJSMR3C3t4BCLkNaVh4W77mK9af+1kudp1Iz8WNsMl5r5sSZ5IleUKdOnfC8NoJdu3aVWYadnR2ioqJ0GRYREVGVUK6k3d3dHUuWLEH37t0hCAJiY2Nha6t5VufAwECdBKZawuXZX9lVz1X7KrIEDMBlYIiqIoVcppY8K+QyfPBaE2w49TfK7C5UQZ/+cRGf/nER4UFeGN3R8OvHExERERGVK2n/8ssvMWbMGEREREAikZTagi2RSFBYWKjTAPUhPDwckydPFp9nZ2fDxcXFiBERUUUo5DL0bOGk967yETsuAxKgr48zkjNy4WFvydZ3IiIiHXl2aAS7zhOVVK6kvX///ujfvz9ycnJgbW2NK1eu6L17vGoJlzt37oizx6qet2rVSjxG2yVggKJlYMzNzXUfNBEZVFpWnt4TdpWI7Zcxf8dlKAVAKgEiQrwx2M/VIHUTERERUc2l1WxyVlZW2L9/Pzw8PHQ+EV1xHh4ecHJywr59+8QkPTs7GydOnMDYsWMBqC8B4+vrC4BLwBDVJKdSHhi0PqXw739nRJ9HYBMHtrgTERFpiZMOEmlH68y7Y8eOOqs8JycH169fF5+rloCxs7ODq6srPvjgA3zxxRdo3LgxPDw88Mknn8DZ2VmcYf7ZJWBWrlyJgoICLgFDVINIJIZeDO5fhYKAlIxHTNqJiIiISK/021xehlOnTqktAaMaZx4WFoa1a9fio48+Qm5uLkaNGoXMzEwEBARg586dqF27tviaX375BePHj0fXrl3VloAhourP180WEkBvE9E9j0QCuNtbGKFmIiIiIqpJjJq0l7UEjEQiwZw5czBnzpxSj+ESMEQ1l0IuQ2SoN8KjE6EUYNAE/jlfXUREREREOmPUpJ2I6EUVX8P9z4TbRbO9G0BARAym9/JC8/pyzihPRERERHqhVdJeUFAAmUyGhIQEtGjRQl8xERFp5dk13Ed39ETfVs5YGnMNv564qdeW90IAc7cX/UAgkQDTg7wwOpDruRMRERGR7ki1OdjU1BSurq5VYi12Iqq5FHIZ5g1oiWPhXfDtGy8bpE5BKFoW7ruDSQapj4iIiIhqBq2SdgD4+OOPMWPGDDx4YNilloiItKWQy9DbxxnzQ70NVuf8HZeRlpVnsPqIiIiIqHrTekz7t99+i+vXr8PZ2Rlubm6wtLRU23/69GmdBUdEpAuqce/Rp//GjnPpOJ+Wrbe6lAC2nUtDcEsFx7gTERER0QvTOmlXrZFORFSVKOQyjOvcGCGvNIB/RIxe6/pi2yXM3XYJIzt4YHiAB5N3IiIiIqowrZP2zz77TB9xEBEZRHJGrkHqEQCsOpyMVYeTMT/UG4P9XA1SLxERERFVL1qPaQeAzMxM/PDDDwgPDxfHtp8+fRq3bt3SaXBERLrmYW8JqcSwdU7blIizNx8atlIiIiIiqha0TtrPnTuHJk2aYP78+Vi4cCEyMzMBANHR0QgPD9d1fEREOqWQyxAR4g0TiWEz937LjmF9XKpB6yQiIiKiqk/rpH3y5Ml4++23ce3aNdSuXVvc3qtXLxw6dEinwRER6cNgP1ccmd4Zn/drbtB6Z0Sf58zyRERERKQVrZP2uLg4jB49usT2+vXrIz09XSdBERHpm0Iuw1v+7ghq4WSwOgsFAdvOpTFxJyIiIqJy0zppNzc3R3Z2yeWSrl69CgcHB50ERURkKCv+44vxnT1hqM7yX2y7hHYRMfjuYJKBaiQiIiKiqkzr2eP79u2LOXPmYMOGDQAAiUSC1NRUTJs2DaGhoToPkIhI36b08MLQtm44feMhxkWd0Xt9AoCIHZcBCTA60FPv9RERVUbu07cZOwQioipB65b2r776Cjk5OahXrx7y8vLQsWNHNGrUCHXq1MHcuXP1ESMRkd4p5DIEt3RGv1YKg9UZsf0yZ5UnIiIioufSuqVdLpdjz549OHLkCM6dO4ecnBy88sor6Natmz7iIyIyqNeaOeGPhDSD1ddv2TGM7+yJKT28DFYnEREREVUdWiftjx8/Ru3atREQEICAgAB9xEREZDS+braQoKgLu6F8uz8JSfdyseI/vgaslYiIqPIpPmwiJTLYSJEQVR5aJ+02NjZ49dVX0bFjR3Tu3Bn+/v6QyWT6iI2IyOAUchkiQ70RHp0IpQEz9x3n07Es5hpCfBtAIed3KhFVPxzDTkRUMVqPad+7dy969uyJEydOoG/fvrC1tUVAQAA+/vhj7NmzRx8xEhEZ1GA/Vxyd3gXL3nzZoPV+ufsq/CNisD4u1aD1EhEREVHlpXXSHhAQgBkzZmD37t3IzMzE/v370ahRIyxYsAA9e/bUR4xERAanmphufqi3weuetimRa7kTEREREYAKdI8HitZkP3DggPjIz89H79690alTJx2HR0RkXIP9XOHlVAf9lh0zaL2rDv6FUR0bsqs8ERERUQ2nddJev3595OXloVOnTujUqROmTZuGli1bQiKR6CM+IiKj83GxRXiQV9Ha6gay5lgK1sWmICLEG4P9XA1WLxERERFVLlp3j3dwcMCjR4+Qnp6O9PR03LlzB3l57MZJRNXb6I6eCO/lBUP+PKkUgBnR59lVnoiIiKgG0zppT0hIQHp6OqZPn478/HzMmDED9vb2aNeuHT7++GN9xEhEVCmMDvTEsfAu+PaNl/FOe3eD1FkoCEjJeGSQuoiIiIio8tE6aQeKln3r27cvZsyYgfDwcLz++uuIi4tDZGSkruMjIqpUFHIZevs44xU3W4PVef5WpsHqIiIiIqLKReukPTo6GhMnTkTLli3h6OiIsWPHIicnB1999RVOnz6tjxiJiCodXzdbg3WVn7v9MvovO8Ju8kREREQ1kNYT0Y0ZMwaBgYEYNWoUOnbsCG9vwy+HRERkbAq5DJGh3giPToRS0H99CTez4B8Rg/mhnJiOiIiIqCbROmm/e/euPuIgIqpyBvu5IrCJA+JTHmLib2cMkrxP25QIeyszdG3qpP/KiIiIiMjoKrROe2FhIbZs2YJLly4BAJo1a4Z+/frBxMREp8EREVV2RWPcZch98hQzos+jUNB/5j5iXTw6v+SAkYEN4WFvybXciYiIiKoxrZP269evo1evXrh16xZeeuklAEBERARcXFywbds2eHp66jxIIqLKTtXqnpLxCH8/zMW5v7PwuKAQG+Nv6aW+/VfuYf+Ve5BKwLXciYiIiKoxrZP2iRMnwtPTE8ePH4ednR0A4P79+/jPf/6DiRMnYtu2bToPkoioKlDIZf9r9a6Lga2LtpmaSBF18qbe6lSt5R7YxIEt7kRERETVkNazxx88eBALFiwQE3YAqFu3LiIjI3Hw4EGdBkdEVNVN6NoYEj1PM18oCDh946F+KyEiIiIio9A6aTc3N8c///xTYntOTg7MzMx0EhQRUXWhkMsQGeKt98R9XNQZrI9L1W8lRERERGRwWiftvXv3xqhRo3DixAkIggBBEHD8+HGMGTMGffv21UeMRERV2mA/Vxyb3gVjAj30Ws+0TYlcy52IiIiomtE6aV+yZAk8PT3h7++P2rVro3bt2mjfvj0aNWqEb775Rh8xEhFVeQq5DC0a2Oi9nll/XNB7HURERERkOFpPRGdjY4M//vgD165dw6VLlyCRSNC0aVM0atRIH/EREVUbggGWg9t18Q7e+zkey//jq/e6iIiIiEj/KrROOwA0btxYTNQl+h6sSURUDbR2t4MEgL5T9+3n07HvUjq6NnXSc01EREREpG9ad48HgNWrV6NFixZi9/gWLVrghx9+0HVsRETVikIuQ2Sot/jFKwXQwKa2XuoasS4e87Zd5Bh3qhQOHTqEPn36wNnZGRKJBFu2bFHbLwgCPv30UygUCshkMnTr1g3Xrl1TO+bBgwcYOnQorK2tYWNjgxEjRiAnJ8eAZ0FERGQcWiftn376Kd5//3306dMHGzduxMaNG9GnTx9MmjQJn376qT5iJCKqNgb7ueJoeBf8OrItjoZ3wcax7fRW16rDyWgXGYO5TN7JyHJzc+Hj44Nly5Zp3L9gwQIsWbIEK1euxIkTJ2BpaYkePXrg8ePH4jFDhw7FhQsXsGfPHmzduhWHDh3CqFGjDHUKRERERiMRtBxk6eDggCVLluCNN95Q2/7rr79iwoQJyMjI0FlwhYWFmDVrFn7++Wekp6fD2dkZb7/9NmbOnCl2yRcEAZ999hm+//57ZGZmon379lixYgUaN25c7nqys7Mhl8uRlZUFa2trncVPRFQe6+NSMW1Tol7rkACIDPXGYD9XvdZDulNdr00SiQSbN29G//79ARRdx52dnfHhhx9iypQpAICsrCw4Ojpi7dq1GDJkCC5duoRmzZohLi4OrVu3BgDs3LkTvXr1wt9//w1nZ+cy662u72dV4j59m7FDoCooJTLY2CEQ6U15r01at7QXFBSIF8xn+fr64unTp9oW91zz58/HihUr8O233+LSpUuYP38+FixYgKVLl4rHlOfXeSKiymywnyv+GNcO+pwdRAAwPZpLwlHlk5ycjPT0dHTr1k3cJpfL0aZNG8TGxgIAYmNjYWNjo3b/0a1bN0ilUpw4cUJjufn5+cjOzlZ7EBERVUVaJ+1vvfUWVqxYUWL7qlWrMHToUJ0EpXLs2DH069cPwcHBcHd3x+uvv47u3bvj5MmTAIp+nV+8eDFmzpyJfv36oWXLlvjxxx9x+/btEuPliIgqMx8XW0zv5aXXOgQB+PVkKhN3qlTS09MBAI6OjmrbHR0dxX3p6emoV6+e2v5atWrBzs5OPKa4iIgIyOVy8eHi4qKH6ImIiPSvQrPHr169Grt370bbtm0BACdOnEBqaiqGDRuGyZMni8d9/fXXLxRcu3btsGrVKly9ehVNmjTB2bNnceTIEbHcsn6dHzJkiMZy8/PzkZ+fLz7nr+9EVBmMDvQEBCBix2W91bFk33V8G3MdESHsKk/VW3h4uNo9SXZ2NhN3PWP3dyIi/dA6aT9//jxeeeUVAEBSUhIAwN7eHvb29jh//rx4nC6WgZs+fTqys7Ph5eUFExMTFBYWYu7cuWKLfnl+ndckIiICs2fPfuH4iIh0bXRHT/Rt5Yx9l+7gxF/38X/nSv8uqyilAIRHJyKwiQMUcpnOyyfShpNT0dKEd+7cgUKhELffuXMHrVq1Eo+5e/eu2uuePn2KBw8eiK8vztzcHObm5voJmoiIyIC0Ttr379+vjzg02rBhA3755RdERUWhefPmSEhIwAcffABnZ2eEhYVVuFz++k5ElZlCLsN/2rrjP23dYVYrAZtO39J5HUoBmL/jEhYPeUXnZRNpw8PDA05OTti3b5+YpGdnZ+PEiRMYO3YsAMDf3x+ZmZmIj4+Hr68vACAmJgZKpRJt2rQxVuhEREQGUaHu8YYydepUTJ8+Xezm7u3tjRs3biAiIgJhYWHl+nVeE/76TkRVxVeDWmGYvxu+2HYJcSkPdVr2loQ0pNw/ghX/8WWLO+lVTk4Orl+/Lj5PTk5GQkIC7Ozs4Orqig8++ABffPEFGjduDA8PD3zyySdwdnYWZ5hv2rQpevbsiZEjR2LlypUoKCjA+PHjMWTIkHLNHE9ERFSVaT0RnSE9evQIUql6iCYmJlAqlQDUf51XUf067+/vb9BYiYj0xcfFFjODm+ql7ISbWfCPiMH6uFS9lE8EAKdOncLLL7+Ml19+GQAwefJkvPzyy/j0008BAB999BEmTJiAUaNGwc/PDzk5Odi5cydq164tlvHLL7/Ay8sLXbt2Ra9evRAQEIBVq1YZ5XyIiIgMqVK3tPfp0wdz586Fq6srmjdvjjNnzuDrr7/GO++8A6Bo3HxZv84TEVUHPi62CH2lvl66ygNA+CaOcSf96dSpEwRBKHW/RCLBnDlzMGfOnFKPsbOzQ1RUlD7CIyIiqtQqddK+dOlSfPLJJ3jvvfdw9+5dODs7Y/To0eIv80DRr/O5ubkYNWoUMjMzERAQUOLXeSKi6kDVVf6PM7fx32MpOi1bCSAl4xGTdiIiIqJKRiI876fvGiI7OxtyuRxZWVmwtrY2djhERM91LCkDb35/Qufltmtoh6hRHFpUWfDapFt8P/WPS76RPqREBhs7BCK9Ke+1qVKPaSciopI87C2hg1U1Szj21wOM+vEU0rLydF84EREREVUIk3YioipGIZchMsQbesjbsfviHfhHxOC7Q0l6KJ2IiIiItFWpx7QTEZFmg/1cEdjEAfsu3cGWM7dw6kamTsuP2H4Ztx/kYXb/Fjotl4iIiIi0w6SdiKiKUshl+E9bd/ynrTu+O5SEiO2XdVr+uuM3cC83H8uH+uq0XCIiIn0pPrcCx8RTdcDu8URE1cDoQE/EhnfBF/2bo4Wz7ibZ2p6Yjn2X0nVWHhERERFph0k7EVE1oZDL0LWpIy7cztZpuSPWxWN9XKpOyyQiIiKi8mHSTkRUjSRn5EIf63hO25SIszcf6qFkIiIiInoejmknIqpGPOwtIQH0krj3W3YMYf5u6NHCCR72llDIZXqohYiI6F/Fx6gXxzHrVBOwpZ2IqBpRyGWIDNXPcnAAsC72Bt78/gTaRXJZOCIiIiJDYEs7EVE1o1oOLj7lISQSoIGtDOtP3UTUiZs6q0MQipaFgwCM7uips3KJiIiISB2TdiKiakghl6G3z7/d131cbDG4tQv6LTum03oidlxG24Z28HGx1Wm5RERERFSE3eOJiGoIHxdbzA/11nm5/ZYdw8Jdul0jnoiIiIiKMGknIqpBBvu5Ija8C6Z0b6LTcr/dn4SxP8frtEwiIiIiYtJORFTjKOQyvOKm++7sO86nc1k4IiIiIh3jmHYiohpIX0vDLdh5Bb+MbKvjUomosiprOS4iInpxbGknIqqBFHIZpgd56bzco0n38R67yRMRERHpDJN2IqIaanRHT4T38tL5mu7b2U2eiIiISGfYPZ6IqAYbHeiJvj7OOH3jIR7kPsGfCbcRd+PFE+4vtl3ExjHtdRAhERERUc3GlnYiohpOIZchuKUz3vJ3x5I3X9ZJy3tcSiY++O000rLykJaVh2NJGUjLytNByUREREQ1C1vaiYhIpJDLEBnqjfBNiVC+YFlbEtKwJSFNnPBOKgEiQrwx2M9VB5ESERFxMkSqGdjSTkREagb7uWLzuHaQ6Giwu2qGeqUAzIg+zxZ3IiIiIi0waSciohJ8XGwRGeINqY5nqSsUBKRkPNJtoURERETVGJN2IiLSaLCfK45O74LAxvY6K1MCwN3eQmflEREREVV3TNqJiKhUCrkMP45og9VhvjopTwAw6w92kSciIiIqLybtRERUpq5NnRDey0snZe26eBf+ETFYH5eqk/KIiIiIqjMm7UREVC6jAz0xrpOnzsqbtimRLe5EREREZWDSTkRE5Ta1p5fOWtwBYOYWdpUnIiIieh4m7UREpJXRgZ46G+O+7xK7yhMRERE9Ty1jB0BERFVP16ZOCH2lPjadvqWT8qZtSoSXUx34uNjqpDwi0g/36duMHQIRUY3DlnYiIqqQrwa1wh/j2uGT4KaY0qPJC5fXf9kxtrgTERERFcOknYiIKszHxRYjOjRE6CsNXrgsAUB4dCLO3nz44oERERERVRNM2omI6IUp5DKEB734BHVKAei37Bi+O5Skg6iIiIiIqj4m7UREpBOjO3qifytnnZQVsf0yvtx5WSdlEREREVVlnIiOiIh0ZlqQF7Yk3NZJWcsOJMHawhSjA3W3NjwREdVsz06mmBIZbMRIiMqPLe1ERKQzCrkM80O9xYuL5AXLi9h+meu4ExERUY3GlnYiItKpwX6uCGzigJSMR7Awk2LA8mNQChUvb+/FO3jL311n8RERERFVJUzaiYhI5xRyGRRyGQAgIsQb06MTIVQwcf8t7ia6NXMUyyMiIiqvZ7vDE1VV7B5PRER6NdjPFcemd8EX/ZtX6PUXbmejXWQM13AnIiKiGqnSJ+23bt3Cf/7zH9StWxcymQze3t44deqUuF8QBHz66adQKBSQyWTo1q0brl27ZsSIiYioOIVchv+0dcf8UO8KvV4QgOnRiRzfTkRERDVOpU7aHz58iPbt28PU1BQ7duzAxYsX8dVXX8HW1lY8ZsGCBViyZAlWrlyJEydOwNLSEj169MDjx4+NGDkREWky2M8VseFd0LieldavFQRg1aEkJu5ERERUo0gEoaKjDPVv+vTpOHr0KA4fPqxxvyAIcHZ2xocffogpU6YAALKysuDo6Ii1a9diyJAh5aonOzsbcrkcWVlZsLa21ln8RERUuo2nUjH198QKvTa8l1e1XwqO1ybd4vtZMRwPTNUZl3wjYyvvtalSt7T/+eefaN26NQYOHIh69erh5Zdfxvfffy/uT05ORnp6Orp16yZuk8vlaNOmDWJjY0stNz8/H9nZ2WoPIiIyrIGtXTGyg0eFXhux/TK+O5ik44jIWGbNmgWJRKL28PLyEvc/fvwY48aNQ926dWFlZYXQ0FDcuXPHiBETEREZTqVO2v/66y+sWLECjRs3xq5duzB27FhMnDgR69atAwCkp6cDABwdHdVe5+joKO7TJCIiAnK5XHy4uLjo7ySIiKhU7wR4VHgt94gdl3H25kOdxkPG07x5c6SlpYmPI0eOiPsmTZqE//u//8PGjRtx8OBB3L59GyEhIUaMloiIyHAq9ZJvSqUSrVu3xrx58wAAL7/8Ms6fP4+VK1ciLCyswuWGh4dj8uTJ4vPs7Gwm7kRERqCQyxAZ6o3wTYlQVuD1/ZYdqxFd5WuCWrVqwcnJqcT2rKwsrF69GlFRUejSpQsAYM2aNWjatCmOHz+Otm3bGjpUIqqmig8HYfd5qiwqdUu7QqFAs2bN1LY1bdoUqalFy/6oLu7Fu8jduXNH44VfxdzcHNbW1moPIiIyjsF+rjga3gWjOjSEtALN7uwqXz1cu3YNzs7OaNiwIYYOHSpe6+Pj41FQUKA2FM7Lywuurq4cCkdERDVCpU7a27dvjytXrqhtu3r1Ktzc3AAAHh4ecHJywr59+8T92dnZOHHiBPz9/Q0aKxERVZxCLsOM4KY4Or0Lfh3ZFuFBXmW/6BkROy7j/87e4szyVVSbNm2wdu1a7Ny5EytWrEBycjI6dOiAf/75B+np6TAzM4ONjY3aazgUjoiIaopK3T1+0qRJaNeuHebNm4dBgwbh5MmTWLVqFVatWgUAkEgk+OCDD/DFF1+gcePG8PDwwCeffAJnZ2f079/fuMETEZHWFHIZFHIZ/D3rom1DO/Rbdqzcr53wawKkEiAixBuD/Vz1GCXpWlBQkPj/LVu2RJs2beDm5oYNGzZAJpNVqEwOhSMiouqiUiftfn5+2Lx5M8LDwzFnzhx4eHhg8eLFGDp0qHjMRx99hNzcXIwaNQqZmZkICAjAzp07Ubt2bSNGTkREL8rHxRbzQ70xfVMiyrs2qVIAZkSfR2ATByjkFUv2yPhsbGzQpEkTXL9+Ha+99hqePHmCzMxMtdb28gyFMzc3N0C0RFRVcUlDqioqdfd4AOjduzcSExPx+PFjXLp0CSNHjlTbL5FIMGfOHKSnp+Px48fYu3cvmjRpYqRoiYhIlwb7ueJYeBd8+8bLaORgUa7XFAoClsVc58zyVVhOTg6SkpKgUCjg6+sLU1NTtaFwV65cQWpqKofCERFRjVCpW9qJiIgUchl6+8jgYicrd3f5n0+k4ucTqQh9pT6+GtRKvwHSC5syZQr69OkDNzc33L59G5999hlMTEzwxhtvQC6XY8SIEZg8eTLs7OxgbW2NCRMmwN/fnzPHExFRjcCknej/27vzsKqqvQ/g38N0AJknAWVQlERFUhHCCW5yhTTT9CZ6zcjX7FZ4L4pxHRosTaUsxUwzfcve3mtZJplp1wnFWVScUwERRQ1EURQ0mc7v/cOXfT0yT3KOfD/Pc57Hs/fa66zfOrjX/p09LCLSC3eKy+q8zdojV/BSkAf83GyboEXUWC5fvozRo0cjLy8Pjo6O6Nu3Lw4cOABHR0cAwMKFC2FgYIARI0agqKgIYWFhWLp0aTO3moiI6NFg0k5ERHqhnUMrGKju37deF4cv3GTSruNWr15d7XpTU1MsWbIES5YseUQtIiIi0h06f087ERERcP8y+XnDfWGoqttk7jfuFjdRi4iIiIiaHs+0ExGR3ojo5Y7+3o64cP0uVuzKwPbUazVusyzpPF58yoNPkyciojp5+OnyF+IGN1NLqKVj0k5ERHqlfC53gdQqaS8TwYXrd5m0ExFRg9Q0RRyTemoqTNqJiEgv1eUe97vFJdhw4neICPw97ZjAE1WB81YTEekeJu1ERKSXyu9xn5FwCmUiUAGoKn8f/z8pyr9VAOJG+CKil/ujaCYRERFRgzBpJyIivfXgPe7mJgYYtmRflYl7OQEwbe1JdHK2xJ3iMrRzaMUz70RERKSzmLQTEZFeK7/HHbh/Bn3a2pNK4l7V2XcBMHTJPgCAgQqYN5xn3omIiEg3MWknIqLHRvmZ95QLN6FSAXl3ivDuz6er3UYjwLSEk+jv7cgz7kRERKRzOE87ERE9VlyszfCsnysGd3PFnzs7ozazuosARy7ebPK2EREREdUVk3YiInpsuVibIW6Eb60S9xt3ipu8PURERER1xaSdiIgeaxG93LFv+tN4tV97GFSTvatUwIYTv+OX41eQfeuPR9dAIiIiomrwnnYiInrsuVibYcZgH4zr64mUCzfx9++Oaj2gTgXg7XW/ab3ntHDUEnBediIi3ccz7URE1GKU3+8eN8JXOete2dl3ATB97UmecSciIqJmxzPtRETU4jw4v/v1wnv4+3fHKpTRALhw/S6fKE9ERETNikk7ERG1SOXzu1d3Nv1ucckjbBERERFRRUzaiYioRXOxNsOzvs7YcDKnwroL1+82Q4uIiEjfPfy8iAtxg5upJfQ44D3tRETU4k3o377S5f6etsi+9Qf2ZVzn/e1ERETULHimnYiIWjw/N1uM6NEGa49cUZaN6NEGZ3MK8PzSfdDI/QfWzRvOJ8oTERHRo8WknYiICMAnI5/ES0EeOHzhJvw9beFkZYo+cduh+f+54TQCzEg4hf7ejnw4HRERET0yvDyeiIjo//m52WJ8v/bwc7NF5vU7SsJerkwEG09k81J5IiIiemSYtBMREVWinUOrSudw/2DjGfSJ247vD2U9+kYRERFRi6MSEam52OPt9u3bsLa2xq1bt2BlZdXczSEiIh3x/aEszEg4hbJKhkpDlQp7pv2pyS6V59jUuNif9z38RGsiah58mjwBtR+beKadiIioChG93LFn2p/w9mCfCuvKRDglHBERETU5PoiOiIioGi7WZhjczQVzfz2jdY+7oUoFTwfz5msYUS3x7DqR7uE87lQXPNNORERUAxdrM8wb7gtD1f2b3A1VKswd3pVPkSciIqImxzPtREREtRDRyx39vR1x4fpdeDqYM2EnIiKiR4JJOxERUS25WJsxWSciIqJHipfHExERNYLsW39gX8Z1zuFOREREjYpn2omIiBro+0NZmJ5wEhoBDFTAvOG+iOjl3tzNIiIiPcEH01F1eKadiIioAbJv/aEk7ACgEWBGwimecSciIqJGwaSdiIioATKv39GaCg7gHO5ERETUeJi0ExERNUA7h1YwUGkv4xzuRERE1Fh4TzsREVEDlM/hPiPhFMpEOIc7NbuH740lIv334P9r3u/e8jBpJyIiaiDO4U5ERERNhUk7ERFRI+Ac7kRERNQU9Cppj4uLw/Tp0xEdHY34+HgAwL179zBlyhSsXr0aRUVFCAsLw9KlS9G6devmbSwREREREVE9VHebS023wPDy+ceP3iTthw4dwhdffIFu3bppLZ88eTI2btyINWvWwNraGhMnTsTw4cOxd+/eZmopERER0aPDe9iJiB5vevH0+MLCQowZMwYrVqyAra2tsvzWrVv48ssvsWDBAjz99NPo2bMnVq5ciX379uHAgQPN2GIiIiIiIiKihtOLM+1RUVEYPHgwQkND8cEHHyjLU1JSUFJSgtDQUGVZp06d4O7ujv379+Opp56qtL6ioiIUFRUp72/fvt10jSciIiJqRDyzTkTUsuh80r569WocOXIEhw4dqrAuJycHJiYmsLGx0VreunVr5OTkVFnnvHnz8P777zd2U4mIiIiIiIgalU5fHn/p0iVER0dj1apVMDU1bbR6p0+fjlu3bimvS5cuNVrdRERERERERI1Fp8+0p6SkIDc3Fz169FCWlZWVYdeuXfjss8+wefNmFBcXIz8/X+ts+9WrV+Hs7FxlvWq1Gmq1uimbTkRERFQvD1/+zidBE1Fj4tPn9Y9OJ+0DBgzAyZMntZaNGzcOnTp1wtSpU+Hm5gZjY2MkJiZixIgRAIDU1FRkZWUhKCioOZpMRERERETUbBrzh7+6Jvh1+Wz+QFl7Op20W1paomvXrlrLWrVqBXt7e2X5+PHjERMTAzs7O1hZWeHvf/87goKCqnwIHREREVFze/BglQeqRERUHZ1O2mtj4cKFMDAwwIgRI1BUVISwsDAsXbq0uZtFREREjWzJkiWYP38+cnJy4Ofnh8WLFyMgIKC5m0VEpNPqOuMEZ6jQPXqXtCclJWm9NzU1xZIlS7BkyZLmaRARERE1ue+//x4xMTFYtmwZAgMDER8fj7CwMKSmpsLJyam5m0dERNRk9C5pJyIiopZnwYIFmDBhAsaNGwcAWLZsGTZu3IivvvoK06ZNa+bWNS2e9SIifdWQ+9Zr2vZR3hPf3PffM2kHICIAgNu3bzdzS4iIiO4rH5PKx6iWrLi4GCkpKZg+fbqyzMDAAKGhodi/f3+l2xQVFaGoqEh5f+vWLQCNN9Z3nblZ6/2p98OqXV8d98lrGqVNRESPWl33X9WVf3j/rCm6W6fPenj76vbDD++za/JwWxprLKntWM+kHUBBQQEAwM3NrZlbQkREpK2goADW1tbN3Yxmdf36dZSVlaF169Zay1u3bo2zZ89Wus28efPw/vvvV1jeVGO9dXyTVEtE1GI0dD9al+0f5WfVRk1jPZN2AK6urrh06RIsLS2hUqmauzl1dvv2bbi5ueHSpUuwsrJq7uY0O/aHNvaHNvaHNvaHNl3qDxFBQUEBXF1dm7Ud+mr69OmIiYlR3ms0Gty4cQP29vbVjvW69DfQWB7HmADGpU8ex5iAxzOuxzEmQHfjqu1Yz6Qd9y+xa9u2bXM3o8GsrKx06o+wubE/tLE/tLE/tLE/tOlKf7T0M+zlHBwcYGhoiKtXr2otv3r1KpydnSvdRq1WQ61Way2zsbGp9Wfqyt9AY3ocYwIYlz55HGMCHs+4HseYAN2MqzZjvcEjaAcRERFRvZmYmKBnz55ITExUlmk0GiQmJiIoKKgZW0ZERNT0eKadiIiIdF5MTAwiIyPh7++PgIAAxMfH486dO8rT5ImIiB5XTNofA2q1GjNnzqxwGWBLxf7Qxv7Qxv7Qxv7Qxv7QXREREbh27Rreffdd5OTk4Mknn8SmTZsqPJyuoR7Hv4HHMSaAcemTxzEm4PGM63GMCdD/uFTCuWSIiIiIiIiIdBLvaSciIiIiIiLSUUzaiYiIiIiIiHQUk3YiIiIiIiIiHcWknYiIiIiIiEhHMWnXQUuWLIGnpydMTU0RGBiIgwcPVls+Pz8fUVFRcHFxgVqthre3N3799Vdl/XvvvQeVSqX16tSpU1OH0Wjq0h8hISEVYlWpVBg8eLBSRkTw7rvvwsXFBWZmZggNDUV6evqjCKVRNHZ/vPzyyxXWh4eHP4pQGkVd/7/Ex8fjiSeegJmZGdzc3DB58mTcu3evQXXqksbuj5a0/ygpKcGsWbPg5eUFU1NT+Pn5YdOmTQ2qk/RDXFwcVCoVJk2apCy7d+8eoqKiYG9vDwsLC4wYMQJXr15tvkbW0pUrV/Diiy/C3t4eZmZm8PX1xeHDh5X1+jYGlpWV4Z133kG7du1gZmYGLy8vzJ49Gw8+R1kfYtq1axeGDBkCV1dXqFQqrFu3Tmt9bWK4ceMGxowZAysrK9jY2GD8+PEoLCx8hFFUVF1cJSUlmDp1Knx9fdGqVSu4urripZdewu+//65Vh67FVdN39aDXXnsNKpUK8fHxWst1LSagdnGdOXMGzz33HKytrdGqVSv06tULWVlZynpd2y/WFFNhYSEmTpyItm3bwszMDJ07d8ayZcu0yuhaTFUS0imrV68WExMT+eqrr+S3336TCRMmiI2NjVy9erXS8kVFReLv7y+DBg2SPXv2SGZmpiQlJcmxY8eUMjNnzpQuXbpIdna28rp27dqjCqlB6tofeXl5WnGeOnVKDA0NZeXKlUqZuLg4sba2lnXr1snx48flueeek3bt2skff/zxiKKqv6boj8jISAkPD9cqd+PGjUcUUcPUtT9WrVolarVaVq1aJZmZmbJ582ZxcXGRyZMn17tOXdIU/dGS9h///Oc/xdXVVTZu3CgZGRmydOlSMTU1lSNHjtS7TtJ9Bw8eFE9PT+nWrZtER0cry1977TVxc3OTxMREOXz4sDz11FPSu3fv5mtoLdy4cUM8PDzk5ZdfluTkZDl//rxs3rxZzp07p5TRtzFwzpw5Ym9vLxs2bJDMzExZs2aNWFhYyKJFi5Qy+hDTr7/+Km+99ZYkJCQIAPnpp5+01tcmhvDwcPHz85MDBw7I7t27pUOHDjJ69OhHHIm26uLKz8+X0NBQ+f777+Xs2bOyf/9+CQgIkJ49e2rVoWtx1fRdlUtISBA/Pz9xdXWVhQsXaq3TtZhEao7r3LlzYmdnJ7GxsXLkyBE5d+6c/Pzzz1rjm67tF2uKacKECeLl5SU7duyQzMxM+eKLL8TQ0FB+/vlnpYyuxVQVJu06JiAgQKKiopT3ZWVl4urqKvPmzau0/Oeffy7t27eX4uLiKuucOXOm+Pn5NXZTH4m69sfDFi5cKJaWllJYWCgiIhqNRpydnWX+/PlKmfz8fFGr1fLdd981buObQGP3h8j9pH3o0KGN3dRHoq79ERUVJU8//bTWspiYGOnTp0+969QlTdEfLWn/4eLiIp999pnWsuHDh8uYMWPqXSfptoKCAunYsaNs3bpVgoODlaQ9Pz9fjI2NZc2aNUrZM2fOCADZv39/M7W2ZlOnTpW+fftWuV4fx8DBgwfLf/3Xf2kte/D/pT7G9HByUZsYTp8+LQDk0KFDSpl///vfolKp5MqVK4+s7dWpLsEtd/DgQQEgFy9eFBHdj6uqmC5fvixt2rSRU6dOiYeHh1bSrusxiVQeV0REhLz44otVbqPr+8XKYurSpYvMmjVLa1mPHj3krbfeEhHdj+lBvDxehxQXFyMlJQWhoaHKMgMDA4SGhmL//v2VbrN+/XoEBQUhKioKrVu3RteuXTF37lyUlZVplUtPT4erqyvat2+PMWPGaF3qoqvq0x8P+/LLLzFq1Ci0atUKAJCZmYmcnBytOq2trREYGFjrOptLU/RHuaSkJDg5OeGJJ57A66+/jry8vEZte1OoT3/07t0bKSkpyuXM58+fx6+//opBgwbVu05d0RT9Ua6l7D+KiopgamqqtczMzAx79uypd52k26KiojB48GCt7xQAUlJSUFJSorW8U6dOcHd31+nvev369fD398cLL7wAJycndO/eHStWrFDW6+MY2Lt3byQmJiItLQ0AcPz4cezZswfPPPMMAP2M6WG1iWH//v2wsbGBv7+/UiY0NBQGBgZITk5+5G2ur1u3bkGlUsHGxgaAfsal0WgwduxYxMbGokuXLhXW62tMGzduhLe3N8LCwuDk5ITAwECty831cb/Yu3dvrF+/HleuXIGIYMeOHUhLS8PAgQMB6FdMTNp1yPXr11FWVobWrVtrLW/dujVycnIq3eb8+fP48ccfUVZWhl9//RXvvPMOPvnkE3zwwQdKmcDAQHz99dfYtGkTPv/8c2RmZqJfv34oKCho0ngaqj798aCDBw/i1KlTeOWVV5Rl5dvVt87m1BT9AQDh4eH45ptvkJiYiA8//BA7d+7EM888U+GHH11Tn/7461//ilmzZqFv374wNjaGl5cXQkJCMGPGjHrXqSuaoj+AlrX/CAsLw4IFC5Ceng6NRoOtW7ciISEB2dnZ9a6TdNfq1atx5MgRzJs3r8K6nJwcmJiYKIlFOV3/rs+fP4/PP/8cHTt2xObNm/H666/jH//4B/7nf/4HgH6OgdOmTcOoUaPQqVMnGBsbo3v37pg0aRLGjBkDQD9jelhtYsjJyYGTk5PWeiMjI9jZ2elNnPfu3cPUqVMxevRoWFlZAdDPuD788EMYGRnhH//4R6Xr9TGm3NxcFBYWIi4uDuHh4diyZQuef/55DB8+HDt37gSgn/vFxYsXo3Pnzmjbti1MTEwQHh6OJUuWoH///gD0Kyaj5m4ANYxGo4GTkxOWL18OQ0ND9OzZE1euXMH8+fMxc+ZMAFB+jQaAbt26ITAwEB4eHvjhhx8wfvz45mp6k/vyyy/h6+uLgICA5m6KTqiqP0aNGqX829fXF926dYOXlxeSkpIwYMCAR93MJpWUlIS5c+di6dKlCAwMxLlz5xAdHY3Zs2fjnXfeae7mPXK16Y+WtP9YtGgRJkyYgE6dOkGlUsHLywvjxo3DV1991dxNo0Z26dIlREdHY+vWrRWurtBnGo0G/v7+mDt3LgCge/fuOHXqFJYtW4bIyMhmbl39/PDDD1i1ahW+/fZbdOnSBceOHcOkSZPg6uqqtzG1RCUlJRg5ciREBJ9//nlzN6feUlJSsGjRIhw5cgQqlaq5m9NoNBoNAGDo0KGYPHkyAODJJ5/Evn37sGzZMgQHBzdn8+pt8eLFOHDgANavXw8PDw/s2rULUVFRcHV1rXCFla7jmXYd4uDgAENDwwpPLLx69SqcnZ0r3cbFxQXe3t4wNDRUlvn4+CAnJwfFxcWVbmNjYwNvb2+cO3eu8RrfBOrTH+Xu3LmD1atXV0gqyrerT53NrSn6ozLt27eHg4PDY/n38c4772Ds2LF45ZVX4Ovri+effx5z587FvHnzoNFoGtTHza0p+qMyj/P+w9HREevWrcOdO3dw8eJFnD17FhYWFmjfvn296yTdlJKSgtzcXPTo0QNGRkYwMjLCzp078emnn8LIyAitW7dGcXEx8vPztbbT9e/axcUFnTt31lrm4+Oj3NKij2NgbGyscrbd19cXY8eOxeTJk5UrJPQxpofVJgZnZ2fk5uZqrS8tLcWNGzd0Ps7yhP3ixYvYunWrcpYd0L+4du/ejdzcXLi7uyv7josXL2LKlCnw9PQEoH8xAffHNyMjoxr3H/q0X/zjjz8wY8YMLFiwAEOGDEG3bt0wceJERERE4OOPPwagXzExadchJiYm6NmzJxITE5VlGo0GiYmJCAoKqnSbPn364Ny5c1oH2GlpaXBxcYGJiUml2xQWFiIjIwMuLi6NG0Ajq09/lFuzZg2Kiorw4osvai1v164dnJ2dteq8ffs2kpOTa6yzuTVFf1Tm8uXLyMvLeyz/Pu7evQsDA+3dXvkPXiLSoD5ubk3RH5VpCfsPU1NTtGnTBqWlpVi7di2GDh3a4DpJtwwYMAAnT57EsWPHlJe/vz/GjBmj/NvY2Fjru05NTUVWVpZOf9d9+vRBamqq1rK0tDR4eHgA0M8xsKr9VPlxjz7G9LDaxBAUFIT8/HykpKQoZbZv3w6NRoPAwMBH3ubaKk/Y09PTsW3bNtjb22ut17e4xo4dixMnTmjtO1xdXREbG4vNmzcD0L+YgPvjW69evardf/Ts2VOv9oslJSUoKSmpdv+hVzE173Pw6GGrV68WtVotX3/9tZw+fVpeffVVsbGxkZycHBERGTt2rEybNk0pn5WVJZaWljJx4kRJTU2VDRs2iJOTk3zwwQdKmSlTpkhSUpJkZmbK3r17JTQ0VBwcHCQ3N/eRx1dXde2Pcn379pWIiIhK64yLixMbGxv5+eef5cSJEzJ06FCdmxqmKo3dHwUFBfLmm2/K/v37JTMzU7Zt2yY9evSQjh07yr1795o8noaqa3/MnDlTLC0t5bvvvpPz58/Lli1bxMvLS0aOHFnrOnVZU/RHS9p/HDhwQNauXSsZGRmya9cuefrpp6Vdu3Zy8+bNWtdJ+uvBp8eL3J8GyN3dXbZv3y6HDx+WoKAgCQoKar4G1sLBgwfFyMhI5syZI+np6bJq1SoxNzeXf/3rX0oZfRsDIyMjpU2bNsqUbwkJCeLg4CD//Oc/lTL6EFNBQYEcPXpUjh49KgBkwYIFcvToUeUp6rWJITw8XLp37y7JycmyZ88e6dixY7NPI1ZdXMXFxfLcc89J27Zt5dixY1pThxYVFSl16FpcNX1XD3v46fEiuheTSM1xJSQkiLGxsSxfvlzS09Nl8eLFYmhoKLt371bq0LX9Yk0xBQcHS5cuXWTHjh1y/vx5WblypZiamsrSpUuVOnQtpqowaddBixcvFnd3dzExMZGAgAA5cOCAsi44OFgiIyO1yu/bt08CAwNFrVZL+/btZc6cOVJaWqqsj4iIEBcXFzExMZE2bdpIRESE1pytuq6u/XH27FkBIFu2bKm0Po1GI++88460bt1a1Gq1DBgwQFJTU5syhEbVmP1x9+5dGThwoDg6OoqxsbF4eHjIhAkT9CoBqUt/lJSUyHvvvSdeXl5iamoqbm5u8sYbb2glZTXVqesauz9a0v4jKSlJfHx8RK1Wi729vYwdO7bS6Xn0+e+DqvZw0v7HH3/IG2+8Iba2tmJubi7PP/+8ZGdnN18Da+mXX36Rrl27ilqtlk6dOsny5cu11uvbGHj79m2Jjo4Wd3d3MTU1lfbt28tbb72llfTpQ0w7duwQABVe5fug2sSQl5cno0ePFgsLC7GyspJx48ZJQUFBM0TzH9XFlZmZWek6ALJjxw6lDl2Lq6bv6mGVJe26FpNI7eL68ssvpUOHDmJqaip+fn6ybt06rTp0bb9YU0zZ2dny8ssvi6urq5iamsoTTzwhn3zyiWg0GqUOXYupKiqRKq6BJCIiIiIiIqJmxXvaiYiIiIiIiHQUk3YiIiIiIiIiHcWknYiIiIiIiEhHMWknIiIiIiIi0lFM2omIiIiIiIh0FJN2IiIiIiIiIh3FpJ2IiIiIiIhIRzFpJyIiIiIiItJRTNqJ6unrr7+GjY1Ng+sJCQnBpEmTqi2zfPlyuLm5wcDAAPHx8Q3+TCIiItIf69atQ4cOHWBoaFjjMYOuevnllzFs2LDmbgaRXmLSTlRPERERSEtLa/LPuX37NiZOnIipU6fiypUrePXVV5v8M5tKYw3YFy5cgEqlwrFjx6otl5SUBJVKhfz8/AZ93o0bNzBmzBhYWVnBxsYG48ePR2FhYa22FRE888wzUKlUWLdunda6xMRE9O7dG5aWlnB2dsbUqVNRWlraoLYSEdHj529/+xv+8pe/4NKlS5g9e3ZzN6fZ1OZEBwB4eno2ykmOJUuWwNPTE6ampggMDMTBgwdrve3q1auhUqkqHPdcvXoVL7/8MlxdXWFubo7w8HCkp6c3uK30eGPSTlRPZmZmcHJyavLPycrKQklJCQYPHgwXFxeYm5vXq56SkpJGblnLMWbMGPz222/YunUrNmzYgF27dtX6x5P4+HioVKoKy48fP45BgwYhPDwcR48exffff4/169dj2rRpjd18IiLSA8XFxZUuLywsRG5uLsLCwuDq6gpLS8tGrb+xPS7HG99//z1iYmIwc+ZMHDlyBH5+fggLC0Nubm6N2164cAFvvvkm+vXrp7VcRDBs2DCcP38eP//8M44ePQoPDw+Ehobizp07TRUKPQ6EiERE5JdffhFra2spLS0VEZGjR48KAJk6dapSZvz48TJmzBgREVm5cqVYW1sr62bOnCl+fn7yzTffiIeHh1hZWUlERITcvn1bKVNYWChjx46VVq1aibOzs3z88ccSHBws0dHRlbZp5cqVAkDrlZmZKSIiS5culfbt24uxsbF4e3vLN998o7UtAFm6dKkMGTJEzM3NZebMmSIism7dOunevbuo1Wpp166dvPfee1JSUqJsd/PmTXn11VfFyclJ1Gq1dOnSRX755RcREbl+/bqMGjVKXF1dxczMTLp27Srffvut1ueuWbNGunbtKqampmJnZycDBgyQwsJCmTlzZoVYduzYUWnc//73v6VPnz5ibW0tdnZ2MnjwYDl37pxWbA++goODK9SRmZlZoVxkZGSln1ed06dPCwA5dOiQVvtUKpVcuXKl2m2PHj0qbdq0kezsbAEgP/30k7Ju+vTp4u/vr1V+/fr1YmpqqvU3Q0REDRccHCxRUVESFRUlVlZWYm9vL2+//bZoNBqlzI0bN2Ts2LFiY2MjZmZmEh4eLmlpaSIiotFoxMHBQdasWaOU9/PzE2dnZ+X97t27xcTERO7cuSMi98fT8ePHi4ODg1haWsqf/vQnOXbsmFK+/LhhxYoV4unpKSqVqkK7d+zYUeXY+eOPP0rnzp3FxMREPDw85OOPP9ba1sPDQ2bNmiVjx44VS0tLiYyMlBEjRkhUVJRSJjo6WgDImTNnRESkqKhIzM3NZevWrSJS83hcPtauXr1a+vfvL2q1WlauXCmlpaUyefJkZbvY2Fh56aWXZOjQoVV+RzUdY0RGRlZ5TPSg4ODgCuXqIyAgQKuvysrKxNXVVebNm1ftdqWlpdK7d2/57//+b4mMjNSKOTU1VQDIqVOntOp1dHSUFStW1Kud1DIwaSf6f/n5+WJgYKAkZ/Hx8eLg4CCBgYFKmQ4dOig71cqSdgsLCxk+fLicPHlSdu3aJc7OzjJjxgylzOuvvy7u7u6ybds2OXHihDz77LNiaWlZZdJ+9+5d2bZtmwCQgwcPSnZ2tpSWlkpCQoIYGxvLkiVLJDU1VT755BMxNDSU7du3K9sCECcnJ/nqq68kIyNDLl68KLt27RIrKyv5+uuvJSMjQ7Zs2SKenp7y3nvvicj9geOpp56SLl26yJYtWyQjI0N++eUX+fXXX0VE5PLlyzJ//nw5evSoZGRkyKeffiqGhoaSnJwsIiK///67GBkZyYIFCyQzM1NOnDghS5YskYKCAikoKJCRI0dKeHi4ZGdnS3Z2thQVFVUa948//ihr166V9PR0OXr0qAwZMkR8fX2lrKxMREQOHjwoAGTbtm2SnZ0teXl5FeooLS2VtWvXCgBJTU2V7Oxsyc/PFxGROXPmSKtWrap9Xbx4UUREvvzyS7GxsdGqu6SkRAwNDSUhIaHS9ouI3LlzR3x8fGTdunXK9/Fg0h4TEyN9+/bV2mbr1q3V/phBRET1ExwcLBYWFhIdHS1nz56Vf/3rX2Jubi7Lly9Xyjz33HPi4+Mju3btkmPHjklYWJh06NBBiouLRURk+PDhShJ348YNMTExEWtrayXh/eCDD6RPnz5KfaGhoTJkyBA5dOiQpKWlyZQpU8Te3l4Zs2bOnCmtWrWS8PBwOXLkiBw/frxCu4uKipREb+3atcrYefjwYTEwMJBZs2ZJamqqrFy5UszMzGTlypXKtuUnED7++GM5d+6cnDt3Tj799FPp0qWLUubJJ58UBwcH+fzzz0VEZM+ePWJsbKz88FDTeFyetHt6esratWvl/Pnz8vvvv8uHH34otra2snbtWjl9+rSMHz9eLC0tq03aazrGyM/Pl6CgIJkwYYJyHFF+ouVBeXl50rZtW5k1a5ZSTkTk4sWLNY79c+bMUfrd0NBQa9wWEXnppZfkueeeqzIGEZF3331Xhg0bJiJSIWk/ceKEAND64UNEpG3btvU6sUAtB5N2ogf06NFD5s+fLyIiw4YNkzlz5oiJiYkUFBTI5cuXBYDyq3tlSbu5ubnWWdLY2Fgl6S8oKBATExP54YcflPV5eXliZmZWZdIu8p8z/g/+mty7d2+ZMGGCVrkXXnhBBg0apLwHIJMmTdIqM2DAAJk7d67Wsv/93/8VFxcXERHZvHmzGBgYSGpqapXtedjgwYNlypQpIiKSkpIiAOTChQuVln148Kqta9euCQA5efKkiPznIOHo0aPVbld+huLmzZtay/Py8iQ9Pb3aV/nVB3PmzBFvb+8KdTs6OsrSpUur/OxXX31Vxo8fr7x/OGkv7+tvv/1WSktL5fLly9KvXz8BUOHqBSIiapjg4GDx8fHROrM+depU8fHxERGRtLQ0ASB79+5V1l+/fl3MzMyUcfvBhHfdunUSGBgoQ4cOVRLe0NBQ5Yf63bt3i5WVldy7d0+rHV5eXvLFF1+IyP3jBmNjY8nNza227Tdv3qzwg+5f//pX+fOf/6xVLjY2Vjp37qy89/DwUJLHcidOnBCVSiW5ubnKDw+zZ8+WiIgIEbn/w0Pv3r2rbEtV43F8fLxWORcXF/noo4+U9yUlJdK2bds6HwM8eIwhItVenfggDw8PWbhwodaykpKSGsf+8h9Urly5IgBk3759WnXExsZKQEBAlZ+7e/duadOmjVy7dk1EKh73FBcXi7u7u7zwwgty48YNKSoqkri4OAEgAwcOrDEuarl4TzvRA4KDg5GUlAQRwe7duzF8+HD4+Phgz5492LlzJ1xdXdGxY8cqt/f09NS618zFxUW59ykjIwPFxcUIDAxU1tvZ2eGJJ56oczvPnDmDPn36aC3r06cPzpw5o7XM399f6/3x48cxa9YsWFhYKK8JEyYgOzsbd+/exbFjx9C2bVt4e3tX+rllZWWYPXs2fH19YWdnBwsLC2zevBlZWVkAAD8/PwwYMAC+vr544YUXsGLFCty8ebPO8aWnp2P06NFo3749rKys4OnpCQDK5zSUnZ0dOnToUO3LyMio3vWvX78e27dvr/YhOAMHDsT8+fPx2muvQa1Ww9vbG4MGDQIAGBhw10xE1NieeuoprWeMBAUFIT09HWVlZThz5gyMjIy0xmh7e3s88cQTytgaHByM06dP49q1a9i5cydCQkIQEhKCpKQklJSUYN++fQgJCQFwf7wtLCyEvb291pibmZmJjIwM5TM8PDzg6OhY51iqOg4oj6fcw8cBXbt2hZ2dHXbu3Indu3eje/fuePbZZ7Fz504AUOIqV9vx+MHPuXXrFrKzs7X60sjIqEJbHlbTMUZDGRkZ1Tj229nZ1bv+goICjB07FitWrICDg0OlZYyNjZGQkIC0tDTY2dnB3NwcO3bswDPPPMOxn6pV/6NSosdQSEgIvvrqKxw/fhzGxsbo1KmTMiDfvHkTwcHB1W5vbGys9V6lUkGj0TRlk6vVqlUrrfeFhYV4//33MXz48AplTU1NYWZmVm198+fPx6JFixAfHw9fX1+0atUKkyZNUh5uY2hoiK1bt2Lfvn3YsmULFi9ejLfeegvJyclo165drds9ZMgQeHh4YMWKFXB1dYVGo0HXrl0b7SE6c+fOxdy5c6stc/r0abi7u8PZ2bnCQ2dKS0tx48YNODs7V7rt9u3bkZGRUWFKwBEjRqBfv35ISkoCAMTExGDy5MnIzs6Gra0tLly4gOnTp6N9+/b1jo2IiJpGeTK5c+dO7Ny5E3PmzIGzszM+/PBDHDp0CCUlJejduzeA++Oti4uLsr9/0INjw8PjdGN7uH6VSoX+/fsjKSkJarUaISEh6NatG4qKinDq1Cns27cPb775plK+tuNxY8RR0zFGQ2VlZaFz587VlpkxYwZmzJgBBwcHGBoa4urVq1rrr169WuXYn5GRgQsXLmDIkCHKsvJjQCMjI6SmpsLLyws9e/bEsWPHcOvWLRQXF8PR0RGBgYE1/qhBLRuTdqIH9OvXDwUFBVi4cKGSoIeEhCAuLg43b97ElClT6l23l5cXjI2NkZycDHd3dwDAzZs3kZaWVuOPAQ/z8fHB3r17ERkZqSzbu3dvjYNRjx49kJqaig4dOlS6vlu3brh8+TLS0tIqPdu+d+9eDB06FC+++CKA+4NRWlqa1ueqVCr06dMHffr0wbvvvgsPDw/89NNPiImJgYmJidYZgMrk5eUhNTUVK1asUJ66umfPHq0yJiYmAFBjXVWVe+211zBy5Mhqt3V1dQVw/0xMfn4+UlJS0LNnTwD3k3KNRqN1FuFB06ZNwyuvvKK1zNfXFwsXLtQazIH7/VX+Wd999x3c3NzQo0ePattGRER1l5ycrPX+wIED6NixIwwNDeHj44PS0lIkJycriXf5eFQ+xqlUKvTr1w8///wzfvvtN/Tt2xfm5uYoKirCF198AX9/fyV57dGjB3JycmBkZKScnW5M5ccBD9q7dy+8vb1haGhY7bbBwcFYsWIF1Go15syZAwMDA/Tv3x/z589HUVGRcga/NuNxZaytreHi4oLk5GT0798fwP0fu1NSUqod32pzjFGb44iqyrm6utY4VWz5mXYTExP07NkTiYmJypRtGo0GiYmJmDhxYqXbdurUCSdPntRa9vbbb6OgoACLFi2Cm5ub1jpra2sA969mOHz4cIueyo9qxqSd6AG2trbo1q0bVq1ahc8++wwA0L9/f4wcORIlJSV1Tq4fZGFhgfHjxyM2Nhb29vZwcnLCW2+9Va/LoWJjYzFy5Eh0794doaGh+OWXX5CQkIBt27ZVu927776LZ599Fu7u7vjLX/4CAwMDHD9+HKdOncIHH3yA4OBg9O/fHyNGjMCCBQvQoUMHnD17FiqVCuHh4ejYsSN+/PFH7Nu3D7a2tliwYAGuXr2qDKjJyclITEzEwIED4eTkhOTkZFy7dg0+Pj4A7t8+sHnzZqSmpsLe3h7W1tYVrk6wtbWFvb09li9fDhcXF2RlZVWYBs3JyQlmZmbYtGkT2rZtC1NTU2Xwe5CHhwdUKhU2bNiAQYMGwczMDBYWFrCzs6v1JXA+Pj4IDw/HhAkTsGzZMpSUlGDixIkYNWqUkmxfuXIFAwYMwDfffIOAgAA4OztX+ku8u7u71hUH8+fPR3h4OAwMDJCQkIC4uDj88MMPNR5wERFR3WVlZSEmJgZ/+9vfcOTIESxevBiffPIJAKBjx44YOnQoJkyYgC+++AKWlpaYNm0a2rRpg6FDhyp1hISEYMqUKfD394eFhQWA+8cJq1atQmxsrFIuNDQUQUFBGDZsGD766CN4e3vj999/x8aNG/H88883+KzqlClT0KtXL8yePRsRERHYv38/PvvsMyxdurTGbUNCQjB58mSYmJigb9++yrI333wTvXr1Un54qM14XJXo6GjExcWhY8eO6NSpExYsWID8/Pxqt6npGAO4fxyRnJyMCxcuKON5ZcdRnp6e2LVrF0aNGgW1Wg0HBwfl8vjaiomJQWRkJPz9/REQEID4+HjcuXMH48aNU8q89NJLaNOmDebNmwdTU1N07dpVq47yqyoeXL5mzRo4OjrC3d0dJ0+eRHR0NIYNG4aBAwfWum3UAjX3TfVEuubh6U9EKk7rIlL1lG8PWrhwoXh4eCjvCwoK5MUXXxRzc3Np3bq1fPTRRzU+VKWyB9GJ1G7Kt4efeioismnTJundu7eYmZmJlZWVBAQEaD09Ny8vT8aNGyf29vZiamoqXbt2lQ0bNijrhg4dKhYWFuLk5CRvv/221hQup0+flrCwMHF0dBS1Wi3e3t6yePFipe7c3Fz585//LBYWFtU+JX3r1q3i4+MjarVaunXrJklJSRXiWbFihbi5uYmBgUGlU76VmzVrljg7O4tKpar3k1nz8vJk9OjRYmFhIVZWVjJu3DgpKChQ1pc/iKe6p75X9n386U9/EmtrazE1NZXAwEDlKf1ERNS4goOD5Y033pDXXntNrKysxNbWVmbMmFHplG/W1tZiZmYmYWFhysNny1U2HezChQsFgGzatEmr7O3bt+Xvf/+7uLq6irGxsbi5ucmYMWMkKytLRCo/bqhMZQ+iE/nPlG/Gxsbi7u6uPEi3XGUPYxO5P1OMra2t1uw45XFNmzZNq2xN43FVD4YtKSmR6OhosbKyEhsbG4mJialxyreajjFE7k+Z9tRTT4mZmVmVU76JiOzfv1+6desmarW63lO+iYgsXrxY3N3dxcTERAICAuTAgQNa64ODg6s9tqjsAbyLFi2Stm3bKt/b22+/XeVsOkTlVCIizfBbARERERHRIxESEoInn3yy2geEEhHpKj6mkIiIiIiIiEhHMWknIiIiIiIi0lG8PJ6IiIiIiIhIR/FMOxEREREREZGOYtJOREREREREpKOYtBMRERERERHpKCbtRERERERERDqKSTsRERERERGRjmLSTkRERERERKSjmLQTERERERER6Sgm7UREREREREQ66v8ArBchLPwpHCoAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "timepoint = 180\n", "plt.figure(figsize=(12,5))\n", "plt.subplot(1,2,1)\n", "t = \"{:1.2f}\".format(timegrid[timepoint]) # current time as string for axis labels\n", "plt.plot(simulated_wind[timepoint,:], simulated_power[timepoint,:],'.')\n", "plt.xlabel('wind forecast at t='+t)\n", "plt.ylabel('power forward at t='+t)\n", "plt.title('power forward vs wind forecast')\n", "plt.subplot(1,2,2)\n", "plt.hist(simulated_power[timepoint,:], bins=100)\n", "plt.xlabel('power forward at t='+t)\n", "plt.title('distribution of power forward price at t='+t);" ] }, { "cell_type": "markdown", "id": "f047316a", "metadata": { "ExecuteTime": { "end_time": "2023-05-19T12:57:36.116130Z", "start_time": "2023-05-19T12:57:33.494468Z" } }, "source": [ "## Simulation with forecasts at discrete timepoints only" ] }, { "cell_type": "markdown", "id": "97e1520c", "metadata": {}, "source": [ "In real life, forecasts arrive at discrete times only. This effect can be handled by simply defining the list of timegridpoints where new forecasts come. This list can then be handed over to the get method of the results." ] }, { "cell_type": "code", "execution_count": 56, "id": "ba359bb6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Keys of simulated values: {'Wind_Germany_FWD0', 'Power_Germany_FWD0', 'Region_0_FWD0'}\n", "final mean power price: 99.78492806280833\n" ] } ], "source": [ "print('Keys of simulated values: ', results.keys())\n", "forecast_points = [i for i in range(0,timegrid.shape[0],10)] # list of time indices where forecasts arrive\n", "simulated_wind_disc = results.get('Wind_Germany_FWD0', forecast_timepoints=forecast_points) #forecast at \n", "simulated_power_disc = results.get('Power_Germany_FWD0',forecast_timepoints=forecast_points)\n", "print('final mean power price: ',simulated_power[-1,:].mean() )" ] }, { "cell_type": "code", "execution_count": 57, "id": "fc14e068", "metadata": { "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(5):\n", " plt.plot(timegrid, simulated_power_disc[:,i],'-r', alpha=0.8)\n", "plt.ylabel('power forward price')\n", "plt.twinx()\n", "for i in range(5):\n", " plt.plot(timegrid, simulated_wind_disc[:,i],'-b', alpha=0.8)\n", "plt.ylabel('Wind_Germany_FWD0')\n", "plt.xlabel('t')\n", "plt.title('simulated power forwards and wind forecasts');" ] } ], "metadata": { "celltoolbar": "Tags", "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.15" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }