diff --git a/Groundwater_modeling_challenge/GERMANY/GERMANY.ipynb b/Groundwater_modeling_challenge/GERMANY/GERMANY.ipynb new file mode 100644 index 0000000..8dd4e33 --- /dev/null +++ b/Groundwater_modeling_challenge/GERMANY/GERMANY.ipynb @@ -0,0 +1,2314 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "e3d6450e-e05d-4ed1-9809-8d38a85c5a75", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Applications/anaconda3/envs/mude/lib/python3.11/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pastas version: 1.9.0\n", + "Python version: 3.11.4\n", + "NumPy version: 1.24.3\n", + "Pandas version: 2.2.2\n", + "SciPy version: 1.10.1\n", + "Matplotlib version: 3.7.1\n", + "Numba version: 0.57.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DeprecationWarning: As of Pastas 1.5, no noisemodel is added to the pastas Model class by default anymore. To solve your model using a noisemodel, you have to explicitly add a noisemodel to your model before solving. For more information, and how to adapt your code, please see this issue on GitHub: https://github.com/pastas/pastas/issues/735" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd \n", + "import matplotlib.pyplot as plt\n", + "plt.rcParams[\"figure.autolayout\"] = True\n", + "from scipy import stats\n", + "import pastas as ps\n", + "\n", + "ps.show_versions()\n", + "\n", + "import logging, sys\n", + "logging.disable(sys.maxsize)" + ] + }, + { + "cell_type": "markdown", + "id": "eec050d4-66f4-4833-83fa-a4184fd17cc4", + "metadata": { + "tags": [] + }, + "source": [ + "Definition of the extremes of calibration and validation periods according to the Groundwater Challenge instructions. \n", + "- Calibration period: data used to fit the model. \n", + "- Validation period: data used to test the model's predictive performance." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "90bc90ca-d57d-4ba4-a9e4-f3e3d1069c4b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "tmin_cal = \"2002-05-01\"\n", + "tmax_cal = \"2016-12-31\"\n", + "tmin_val = \"2017-01-01\"\n", + "tmax_val = \"2021-12-31\"" + ] + }, + { + "cell_type": "markdown", + "id": "6a0749f6-61ab-43a5-b318-3b0eb4f9197a", + "metadata": {}, + "source": [ + "Importing the data. \n", + "- `head`: Time series data of observed groundwater head levels, loaded from a CSV file.\n", + "- `stresses`: Time series data of various stressors, loaded from a CSV file.\n", + "Data is indexed by dates for time series analysis. \n", + "This specific stresses dataset includes: \n", + "- Precipitation data stored in the `prec` variable in [mm/day].\n", + "- Evaporation data stored in the `evap` variable in [mm/day]. \n", + "Two different head datasets are provided, they are both imported, nonetheless, they are the exact same and cover the totality of the avaiable head observations. \n", + "Using the complete head observations dataset, two subsets are created, one covering the calibration period (`head_cal`) and one covering the validation period (`head_val`)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9cbcf01d-d6ca-48e2-9b2c-f7033d0b1e88", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "path_head = \"data/heads.csv\"\n", + "path_stresses = \"data/input_data.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3527d61e-adea-4bfd-978d-6ea84684b170", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "head = pd.read_csv(path_head, index_col=0, parse_dates=True).squeeze()\n", + "heads_full = head = pd.read_csv(\"data/heads_full.csv\", index_col=0, \n", + " parse_dates=True).squeeze()\n", + "\n", + "stresses = pd.read_csv(path_stresses, index_col=0, parse_dates=True).squeeze()\n", + "prec = stresses.iloc[:, 0].rename(\"prec\").dropna()\n", + "evap = stresses.iloc[:, 8].rename(\"evap\").dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0cb980e4-7407-4f42-b267-c9c96776bca5", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "head_cal = head[(head.index >= tmin_cal) & (head.index <= tmax_cal)]\n", + "head_val = heads_full[(heads_full.index >= tmin_val) & (heads_full.index <= tmax_val)]" + ] + }, + { + "cell_type": "markdown", + "id": "594f1db7-54a2-4685-b583-b80f9b29fd01", + "metadata": { + "tags": [] + }, + "source": [ + "This plot provides a summary of the observed groundwater head levels and stressors over time. \n", + "The visualization helps identify trends and patterns before model fitting, as well as getting a first idea of the order of magnitude of the head levels and stressors." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "679b1230-a093-41d8-a035-bdd309c1fb81", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "axes = ps.plots.series(\n", + " head=head,\n", + " stresses=[prec, evap],\n", + " tmin=tmin_cal,\n", + " tmax = tmax_val,\n", + " labels=[\"Head\\n[m]\", \"Prec\\n[mm/d]\", \"Evap\\n[mm/d]\"],\n", + " figsize = (12, 8))" + ] + }, + { + "cell_type": "markdown", + "id": "dd2c3f54-cb93-41da-8eb2-9ee3e919c69c", + "metadata": {}, + "source": [ + "Validation of imported datasets. This is done to make sure they meet the requirements to be used in PASTAS models." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e40d064f-9a86-41a1-9e85-5aee42d13e04", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.validate_oseries(head)\n", + "ps.validate_stress(prec)\n", + "ps.validate_stress(evap)" + ] + }, + { + "cell_type": "markdown", + "id": "09a2d3f7-e19f-4759-a72b-d3361a30a78a", + "metadata": {}, + "source": [ + "Model is built, a non linear model is chosen, out of all the possible combinations, a recharge FlexModel is chosen with an Exponential response function.\\\n", + "A noisemodel is added." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "667dff50-7866-48dc-a0b3-4883f93d1235", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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OnSK5fin2p/rgYRhGrY3vmFRfFJRxdnbG69evOW2XL1/G0KFD2d/IypUr4evri6FDh7KTBoUxZ84czJkzR2ufgwcPonnz5gDkvyGFO7sCHx8f7Ny5E4B8IuDZs2do1KgRu1wqleLff//FihUrkJ2dDZGI/xoaOXIk9u7di3///RdisZizbOLEiZgyZQp69+4NAPD19cX9+/cxd+5cDBw4UG1b2dnZGDZsGDZv3ozk5GTk5eWhZcuWAIAaNWrg/PnzCA4OBgD2JbR8+fJax4EgCMIU6N+/P8LCwpCSkgKBQIAzZ85g69atOHnyJAD5+0tERAQ2bNiADh06AADWrl2Lo0ePIjIyEhMnTsT79+8RGRmJjRs3ol27dgDkyqDyvTc9PR1LlizBiRMn2Hwi1apVw+nTp7F69Wr2nlpULly4gD/++ANt27YFIJ+MVyYyMhIVKlTAzZs3UadOHbbd09MTCxYsYL/XrFlTp/Xq1auHH3/8EQAQFhaGefPmwdnZGUOGDAEgjz+OiIjAtWvX4OvrW+gxlylTBhYWFrCxsUHFihWLPFbKx3Hp0iXk5eWhe/fucHd3BwCOUYGPlJQUVK5cWa396tWrKFOmDP766y/2efbFF1+wk+Ka+O677/DVV19p7VOlShXe9j179uDNmze8729VqlRBdnY2njx5wh4b8fFDSreeEIvFWLNmDUJDQyGVSiESibB69Wq1F2Zd+um6raKgSbGRyWSoVKkS+4BSRqE0T5w4EYcPH8aiRYtYa1+PHj1YJUyTgmUKCAQC2Fh8OJd9rVq1sGfPnlLdZvny5ZGamsp+T0tL483oDcizgCYkJGD16tWscnn69Gm1fhYWFpBKpRr36enpCQsLC5w+fRpff/01ALmiHx8fX+KEKw0aNMDmzZvZ73fv3sWbN284Lxa1atWCp6cn/vzzT/zwww86bbeoD9vAwEC1JG2JiYnsA7Vt27a4fv06Z/k333yDmjVrYvLkybwKN8MwGDlyJHbv3o2TJ0/yThhkZGRAKOQ6LYlEIo0TFbNmzUKHDh3QsGFDXL58GXl5eeyy3Nxcznn877//IBaL4ezsrGkICIIgTAZnZ2d06tQJUVFRYBgGnTp14ty/dPG6unPnDnJycjjJOcuVKwdvb2/2+82bN5GVlcUq5QpycnLQoEGDIsm8b98+2NnZIS8vD7m5uejatStbfeLOnTuYOnUqzp07hxcvXrD39QcPHnCecarWXV3XK4q3XHGPuSjrKR9HvXr10LZtW/j6+iIoKAjt27dHjx49tCYg5fN8A+RKd3BwMGcC+e7du4Uar8qVK8fJoVIUIiMj0aFDB95JAPIi+zT5cLSPD5CQkBAEBQUhOTkZnp6eGpVkXfrpuq2S0rBhQzx58gRmZmYaMz/GxMRg0KBB6NatGwB5Nmbl0gw+Pj7Iy8tDfHw8GjduDAC4ffs23rx5oxeZPwZevnyJnj174ttvv0XdunVhb2+P+Ph4LFiwAF27di3VfbVp0wYbNmxAcHAwypYti6lTp2q0sJYtWxZOTk5Ys2YNKlWqhAcPHvC6Y3l4eOD8+fNISUmBnZ2d2kPK1tYW33//PSZOnIhy5crBzc0NCxYsQEZGBkJCQkp0PEFBQQgLC8Pr169RtmxZXLx4EWZmZqhRowanX7t27bB7926dle6iPmzHjh2LgIAAzJkzB1999RUuXLiANWvWsGXI7O3tOS87gHxcnJycOO0rVqzA7t27cfz4cQwfPhx//PEH/v77b9jb2+PJkycAgDJlyrAP7eDgYMyePRtubm6oXbs2Ll++jCVLlqi5VALAjRs38Ndff+HKlSsA5NYQoVCIyMhIVKxYEbdu3YK/vz/bPyYmBu3bt9d5DAiCIIzNt99+ixEjRgAAfvvtN84yXbyutLkvK1Aosfv371ezdFpaWhZJ3tatWyMiIgLm5uaoXLkyxyiiq6eZra0t57uu6xXFW664x1yU9ZSPQyQS4ejRozh79iyOHDmCX3/9FeHh4Th//rxGjzU+zzdArnRPnjyZ03b58mW0aNECAHD//n0MHz4cEokEubm5OHLkCKpUqVJkjzcF9+/fx7Fjx7Br1y7edciL7NOElG49IxaLdVKQdemn67ZKwv/+9z80bdoUX3zxBebPnw9vb288fvwYBw4cwBdffAE/Pz94enpi165dCA4OhkAgwNSpUzlWNW9vb3z++ecYMmQI1qxZAzMzM4wZM4YT/0pwsbOzw2effYalS5eyM/Gurq4YMmSIzkqiroSFheHu3bvo3LkzypQpg1mzZmm0dAuFQmzduhWjRo1CnTp14O3tjV9++QWtWrXi9JswYQIGDhyIWrVqITMzk3d78+bNg0wmQ//+/fHu3Tv4+fnh8OHDhZbNKgxfX1/4+flh27ZtCA0NxaVLl1CjRg1YWFhw+rVr1w4rV66ERCLRy+/I398fu3fvRlhYGGbOnImqVati2bJl6Nu3b5G28+LFCzaUQ+H6pjre69evZ13Wfv31V0ydOhXDhg3Ds2fPULlyZYSGhmLatGmcdRiGwdChQ7F06VL2xcba2hobNmzA8OHDkZ2djRUrVrAvRVlZWdi9ezcOHz5c1KEgCIIwGp9//jmrXAYFccPJdPG68vT0hLm5Oc6dO8dmPX/9+jUSExNZV+hatWrB0tISDx48KLYruQJbW1tei6uunmaltV5h6HrMqp5vJRkrgUCAwMBABAYGYtq0aXB3d8fu3bsxbtw43v6qnm+AvOrH/fv31azqV65cwahRo5CTk4NOnTph5cqVaNGiBV69egUHBwcAxXcvX79+PSpUqMCWfFWFvMg+UYyUwI0wInwZNZUze6alpTEjR45kKleuzJibmzOurq5M3759mQcPHjAMwzD37t1jWrduzVhbWzOurq7MihUr1LaZmprKdOrUibG0tGTc3NyYjRs38mbNJojSYP/+/YyPjw8jlUqNLcpHw4oVK5h27doZWwyCIIhCUc0C/vbtW+bt27fsd+V3nNGjRzOVK1dmDh48yNy4cYMZOHAgU7ZsWebVq1ds/++++45xc3Njjh07xly/fp3p0qULY2dnx3nPCQ8PZ5ycnJgNGzYwycnJzKVLl5gVK1YwGzZsYBim+NnLFUilUsbJyYnp168fk5SUxBw/fpzx9/dnADC7d+9m+6nup7jrMQx/dRPl9Qo7ZoZhmCFDhjD+/v7MvXv3mOfPnzNSqVSn9VTlOXfuHDN79mwmLi6OuX//PrNt2zbGwsKCk01dlWvXrjFmZmacc3nq1ClGJBJxqo2kpKSwmdW3bt3KhISEaNxmUZFKpYybm5vWqisDBw5Uq7pCfPyQpfsThC9eWzlu2N7eHr/88gt++eUX3vU9PDxw4sQJTtvw4cM53ytWrIh9+/Zx2lTrIBNEadGxY0ckJSXh0aNHvDXCiaJjbm7OxhUSBEF8SCgslXzo4nW1cOFCvH//Hl26dIG9vT3Gjx+Pt2/fcrYza9YsVKhQAXPnzsXdu3fh6OiIhg0blpp3mq6eZqW1ni7ocsx8nm/FGSsHBwf8+++/WLZsGdLS0uDu7o7FixezCfD4UPV8A+Su5TVr1uR4W16+fBmOjo7w8PDA77//zgmrKinHjh3DgwcPeEO8APIi+5QRMIwOwSsEQRAEQRAEQRAmzIEDBzBhwgT8999/aklG+fj111+RmJiIX3/9FVKpFG/fvi128jRd+O233/D333/jyJEjetsHYZpQnW6CIAiCIAiCID54OnbsiNDQUDx69Ein/oMGDcKdO3dQp04d+Pn5ITk5Wa/ykRfZpwtZugmCIAiCIAiCIAhCT5ClmyAIgiAIgiAIgiD0BCndBEEQBEEQBEEQBKEnSOkmCIIgCIIgCIIgCD1BSjdBEARBEARBEARB6Amq011MZDIZHj9+DHt7ewgEAmOLQxAEQRAEUWQYhsG7d+9QuXJlnUosmRIPHjzAixcvjC0GQRiE7OxsWFpaGluMTw5nZ2e4ubmVeDukdBeTx48fw9XV1dhiEARBEARBlJiHDx9CLBYbWwydefDgAXx8fJCRkWFsUQjCIIhEIkilUmOL8clhY2ODhISEEivepHQXE3t7ewDyh5SDg4ORpTE8ubm5OHLkCNq3bw9zc3Nji/NBQGNWdGjMio6pjtmjR49Qq1YttfabN2+iSpUqRpCoAFMdM1OFxqvomPKYpaWlwdXVlX2v+VB48eIFMjIysHnzZvj4+BhbHILQKwcOHMDUqVPpejcwCQkJ6NevH168eEFKt7FQuJQ7ODh8skq3jY0NHBwcTO4FwlShMSs6NGZFx1THLC0tDQKBAAzDsG1CoRD29vZGv4ea6piZKjReRedDGLMPNVTOx8cHDRs2NLYYBKFXEhISAND1/iHzYQXvEARBEB8kSUlJHIUbkOfGSE5ONpJEBEEQBEEQhoGUboIgCELveHl5qSVpEolE8PT0NJJEBEEQBEEQhoGUboIgCELviMVirFmzhlW8hUIhVq9e/UElbiIIgiAIgigOpHQTBEEQBiEmJgYymQyA3LU8JibGyBIRBEEQBEHoH1K6CYIgCL0TFxeHqKgoTltUVBTi4uKMJBFBEARBEIRhIKWbIAiC0DuarNpnzpwxsCQEQRAEQRCGhZRugiAIQu80b96ctz0wMNDAkhAEQRAEYQg8PDywbNmyj2Y/JYGUboIgCELv+Pv7Y+DAgZy2gQMHwt/f30gSEQRBEARRGmzYsAGOjo5q7XFxcRg6dKjhBTJBzIwtAEEQBPFpsGHDBvTo0QMHDx5Ehw4d0LlzZ2OLRBAEQRCEnihfvryxRTAZyNJNEARBGITIyEh07doVK1euRNeuXREZGWlskQiCID4ZWrVqhVGjRmHSpEkoV64cKlasiBkzZrDLlyxZAl9fX9ja2sLV1RXDhg3D+/fv2eUKa+a+ffvg7e0NGxsb9OjRA+np6YiKioKHhwfKli2LkSNHQiqVsuvl5ORg0qRJqFKlCmxtbfHZZ5/h5MmTBjxyojCys7MxatQoVKhQAVZWVmjWrBmb6PTkyZMQCATYv38/6tWrBysrK3z22We4fv06u/ybb77B27dvIRAIIBAI2OtK1e1bIBBg9erV6Ny5M2xsbODj44PY2FgkJyejVatWsLW1RdOmTXHnzh12nTt37qBr165wcXGBnZ0d/P39cezYMYONTWlBSjdBEAShdyQSCYYOHcopGRYaGgqJRGJkyQiCID4doqKiYGtri/Pnz2PBggWYOXMmjh49CgAQCoX45Zdf8N9//yEqKgonTpzApEmTOOtnZGTgl19+wdatW3Ho0CGcPHkS3bt3x4EDB3DgwAFs2rQJa9aswY4dO9h1vvnmG5w5cwZbt27FtWvX0LNnT3z++edISkoy6LETmpk0aRJ27tyJqKgoXLp0CZ6enggKCsKrV6/YPhMnTsSiRYsQFxeHChUqoEuXLsjNzUVAQACWLVsGBwcHpKamIjU1FRMmTNC4r1mzZmHAgAG4cuUKatasia+//hqhoaEICwtDfHw8AGDEiBFs//fv36Njx444duwYLl++jKCgIAQHB+PBgwf6GxA9QEo3QRAEoXeSkpJYhVuBVCpFcnKykSQiCIL49Khbty6mT58OLy8vDBgwAH5+fjh+/DgAYMyYMWjdujWqVq2KNm3aYNasWdi2bRtn/dzcXERERKBBgwZo0aIFevTogdOnTyMyMhK1atVC586d0bp1a0RHRwOQWyn//PNPbN++Hc2bN0f16tUxYcIENGvWDOvXrzf48RPqpKenIyIiAgsXLkSHDh1Qq1YtrF27FtbW1hyPtOnTp6Ndu3bw9fVFVFQUnj59it27d8PCwgJlypSBQCBAxYoVUbFiRdjZ2Wnc3zfffIOvvvoKNWrUwOTJk5GSkoK+ffsiKCgIPj4+GD16NMcTol69eggNDYWvry+8vLzw888/o1q1ati7d68+h6XUoZhugiAIQu94eXlBKBRyFG+RSARPT08jSkUQBPFpUbduXc73SpUq4dmzZwCA6OhozJkzBzdv3kRaWhry8vKQlZWF9PR02NraAgBsbGxQvXp1dn0XFxd4eHhwlCwXFxd2m5cuXQLDMKhRowZnv9nZ2XByctLLMRJF486dO8jNzeVUEzE3N0fjxo2RkJDAJjxt2rQpu7xcuXLw9vZGQkJCkfenfA26uLgAAHx9fTltWVlZSEtLg4ODA9LT0/HTTz9h3759ePz4MfLy8pCZmfnBWbpJ6SYIgiD0zuHDh8EwDPtdEdclFouNKBVBEMSnhbm5Oee7QCCATCbD/fv30bFjR3z33XeYNWsWypUrh9OnTyMkJAS5ubla19e0TUAeSiQSiXDx4kWIRCJOP23WUMJwKJ7NAoFArV21TZXClvOhfL0o1udrU1xDEydOxOHDh7Fo0SJ4enrC2toaPXr0QE5OTpH3bUxI6SYIgiD0iiKeW1npZhgGr1+/NqJUBEEQhIL4+Hjk5eVh8eLFEArl0aeqruXFoUGDBpBKpXj27BmaN29e4u0RpY+npycsLCxw+vRpfP311wDkYQTx8fEYM2YM2+/cuXNwc3MDALx+/RqJiYmoWbMmAMDCwoKTPK80iYmJwaBBg9CtWzcA8hjvlJQUvexLn1BMN0EQBKFX+OK5AWDy5MmUSI0gCMIEqF69OvLy8vDrr7/i7t272LRpE1atWlXi7daoUQN9+/bFgAEDsGvXLty7dw9xcXGYP38+Dhw4UAqSEyXF1tYW33//PSZOnIhDhw7h5s2bGDJkCDIyMhASEsL2mzlzJo4fP47//vsPgwYNgrOzM7744gsA8izl79+/x/Hjx/HixQtkZGSUmnyenp7YtWsXrly5gqtXr+Lrr7/mfacwdUjpJgiCIPSKl5cXrwuaTCajRGoEQRAmQP369bFkyRLMnz8fderUwZYtWzB37txS2fb69esxYMAAjB8/Ht7e3ujSpQvOnz8PV1fXUtk+UXLmzZuHL7/8Ev3790fDhg2RnJyMw4cPo2zZspw+o0ePRqNGjZCamoq9e/fCwsICABAQEIDvvvsOvXr1Qvny5bFgwYJSk23p0qUoW7YsAgICEBwcjKCgIDRs2LDUtm8oBIyyvx+hM2lpaShTpgzevn0LBwcHY4tjcHJzc3HgwAF07NhRLZaH4IfGrOjQmBUdUx2zhQsXqpWeEYlESElJMXpct6mOmalC41V0THnMPtT3mUuXLqFRo0a4ePHiB/kCThBFYcuWLejXr59RrveTJ0+idevWeP36NRwdHQ26b2NTmvcZsnQTBEEQemfixIlYuHAhGysoEokokRpBEARBEJ8ElEiNIAiCMAgTJkxA7969kZycDE9PT1K4CYIgCIL4JCClmyAIgjAIEokESUlJ8PLyIoWbIAiCID4AWrVqBYpGLjnkXm5CSCQSREdHq2Xz1dROEATxoRAZGQl3d3e0adMGbm5uWLhwobFFIgiCIAiCMAikdJsIkZGRcHNzY19IIyMj2XbFi6q7uzvbThAE8aGgqNOtKPHBMAwmTZqERYsWGVkygiAIgiAI/UNKtwkgkUgwZMgQ1nWDYRgMGTIEcXFxnBdVmUyG0NBQsngTBPFBQXW6CYIgCIL4lCGl2wQ4e/asWqwEwzCYNWuW2ouqVCqlurYEQXxQUJ1ugiAIgiA+ZUjpNmH++ecf3nZbW1sDS0IQBFF8xGIx5s+fr9YuEong6elpBIkIgiAIgiAMB2UvNwFsbGyK1D89PV1PkhAEQeiHiRMnQiAQYPLkyZDJZFSnmyCIUuHAgQNISEgwthgEoVfOnDkDgK53Q3Pv3r1S2xYp3SbAhQsXdO5LliGCID5UqE43QRClRXZ2NkQiEaZOnWpsUQjCIAiFQrrejYBIJEJ2dnaJt2NUpTsiIgIRERFISUkBANSuXRvTpk1Dhw4dAIA3BhAAFixYgIkTJ7LfY2NjER4ejvPnz8Pc3Bz169fHwYMHYW1trXHfK1euxMKFC5GamoratWtj2bJlaN68eekdXBGoVKkSb3uTJk1w7tw59rtAICDLEEEQHzRisZjuYQRBlBhLS0tIpVJs3rwZPj4+xhaHIPTKgQMHMHXqVLreDUxCQgL69esHS0vLEm/LqEq3WCzGvHnzWMttVFQUunbtisuXL6N27dpITU3l9D948CBCQkLw5Zdfsm2xsbH4/PPPERYWhl9//RUWFha4evUqhELN4ep//fUXxowZg5UrVyIwMBCrV69Ghw4dcPPmTbi5uennYLXg5+fH265qARcIBAgKCjKESARBEHpBIpEgKSkJXl5epHwTBFFifHx80LBhQ2OLQRB6ReFSTtf7h4tRE6kFBwejY8eOqFGjBmrUqIHZs2fDzs6Ote5WrFiR8/f333+jdevWqFatGruNsWPHYtSoUZgyZQpq164NLy8v9OjRQ+uMxJIlSxASEoLBgwfDx8cHy5Ytg6urKyIiIvR+zHxoihdQzVxOmX4JgviQiYyMhLu7O9q0aQN3d3dERkYaWySCIAiCIAi9YzIx3VKpFNu3b0d6ejqaNm2qtvzp06fYv38/oqKi2LZnz57h/Pnz6Nu3LwICAnDnzh3UrFkTs2fPRrNmzXj3k5OTg4sXL2LKlCmc9vbt2+Ps2bMa5cvOzub486elpQEAcnNzkZubW6RjVeXYsWO87QKBgFNKTCgUwt3dvcT7Kw0UMpiCLB8KNGZFh8as6JjqmEkkEgwdOpSdTJTJZAgNDUWbNm2MbvE21TEzVWi8io4pj5kpykQQBPGxYXSl+/r162jatCmysrJgZ2eH3bt3o1atWmr9oqKiYG9vj+7du7Ntd+/eBQDMmDEDixYtQv369bFx40a0bdsW//33H7y8vNS28+LFC0ilUri4uHDaXVxc8OTJE41yzp07Fz/99JNa+5EjR4qcfVxVnrVr16q1CwQCDBgwABs3bmQVb4ZhsHjxYrRr167Y+yttjh49amwRPjhozIoOjVnRMbUxu379upr3jlQqxZYtW+Dr62skqbiY2piZOjReRccUxywjI8PYIhAEQXz0GF3p9vb2xpUrV/DmzRvs3LkTAwcOxKlTp9QU73Xr1qFv376wsrJi2xQvcKGhofjmm28AAA0aNMDx48exbt06zJ07V+N+VZO0MQyjMXEbAISFhWHcuHHs97S0NLi6uqJ9+/ZwcHDQ/YBV2L59O297s2bNMH36dGzatImjdK9atQrjx483CcvQ0aNH0a5dO5ibmxtVlg8FGrOiQ2NWdEx1zG7duqXWJhKJ0LdvX7qffWDQeBUdUx4zheceQRAEoT+MrnRbWFiwidT8/PwQFxeH5cuXY/Xq1WyfmJgY3L59G3/99RdnXUXWb1UF3cfHBw8ePODdn7OzM0QikZpV+9mzZ2rWb2UsLS1548TNzc1L9AB9+/Ytb/uZM2cQFxfHaxm6f/8+qlatWux9liYlPf5PERqzokNjVnRMacwkEgl++OEHtfZ58+aZzL0MMK0x+xCg8So6pjhmpiYPQRDEx4hRE6nxwTCMWi20yMhINGrUCPXq1eO0e3h4oHLlyrh9+zanPTExEe7u7rzbt7CwQKNGjdRcvI4ePYqAgIBSOIKi4eTkxNsuk8kgEAjUsrBTnW6CID40kpKS1CYQAc2VGwiCIAiCID4mjKp0//DDD4iJiUFKSgquX7+O8PBwnDx5En379mX7pKWlYfv27Rg8eLDa+gKBABMnTsQvv/yCHTt2IDk5GVOnTsWtW7cQEhLC9mvbti1WrFjBfh83bhx+//13rFu3DgkJCRg7diwePHiA7777Tr8HzIM2Rf/q1atqidSoTjdBEB8aXl5eahOIQqHQ5CYQ4+LisGTJEsTFxRlbFIIgiI+elJQUCAQCXLlyxdiiEITeMarS/fTpU/Tv3x/e3t5o27Ytzp8/j0OHDnEShW3duhUMw6BPnz682xgzZgzCwsIwduxY1KtXD8ePH8fRo0dRvXp1ts+dO3fw4sUL9nuvXr2wbNkyzJw5E/Xr18e///6LAwcOaLSOGwKBuRXKBH4Nc+cCGebOnctRugFQnW6CID44xGIx1qxZw8mbwTAMDh8+bESpuCxfvhyBgYEYP348GjdujEGDBhlbJIIgCOID4I8//oBIJDKK8e5jY+XKlahatSqsrKzQqFEjxMTEaOx7+vRpBAYGwsnJCdbW1qhZsyaWLl2q1m/ZsmXw9vaGtbU1XF1dMXbsWGRlZenzMHgxaky3LjVahw4diqFDh2rtM2XKFLUSYMqkpKSotQ0bNgzDhg0rdP/6JikpCQDg4NcVjs2+hmOzr3F/fmcAmut0k6WbIIgPjaCgIE4ZRIZhEBoaiqCgIKPf0+Li4hAdHc1pi4qKwvDhw+Hv728kqQiCIEybnJwcWFhYGFsMNQwt17p16zBp0iRERERgyZIlJapq9Cnz119/YcyYMVi5ciUCAwOxevVqdOjQATdv3oSbm5taf1tbW4wYMQJ169aFra0tTp8+jdDQUNja2rK645YtWzBlyhSsW7cOAQEBSExMZCfV+RR0fWJyMd2fGoqyZtae6i92qtnUKZ6bIIgPFb64bqlUiuTkZCNJVMCZM2eK1E4QBPEp0qpVK4wYMQLjxo2Ds7Mz2rVrh5s3b6Jjx46ws7ODi4sL+vfvz/EulclkmD9/Pjw9PWFpaQk3NzfMnj2bs927d++idevWsLGxQb169RAbG8sue/nyJfr06QOxWAwbGxv4+vrizz//LFQuANi7dy+8vLxgbW2N1q1bIyoqCgKBAG/evGHXPXv2LFq0aMFaQUeNGoX09HSdxyQlJQVnz57FlClTULNmTezYsaMoQ0oosWTJEoSEhGDw4MHw8fHBsmXL4OrqioiICN7+DRo0QJ8+fVC7dm14eHigX79+CAoK4ljHY2NjERgYiK+//hoeHh5o3749+vTpg/j4eEMdFgsp3SaAwNwSlpVrqrUzDAORSARArnBTPDdBEB8qfHHdpjKRGBgYWKR2giCIT5WoqCiYmZnhzJkzmDdvHlq2bIn69esjPj4ehw4dwtOnT/HVV1+x/cPCwjB//nxMnToVN2/exB9//KFWLSg8PBwTJkzAlStXUKNGDfTp0wd5eXkAgKysLDRq1Aj79u3Df//9h6FDh6J///44f/68RrlWr16NlJQU9OjRA1988QWuXLmC0NBQhIeHc9a5fv06goKC0L17d1y7dg1//fUXTp8+jREjRug8HuvWrUOnTp1QpkwZ9OvXTycvXkKdnJwcXLx4Ee3bt+e0t2/fHmfPntVpG5cvX8bZs2fRsmVLtq1Zs2a4ePEiLly4AEA+wXPgwAF06tSp9ITXEaOXDPvUSUpKgsi2rMbls2bNgqenJxiGMUp2dYIgiNJAEdcdGhoKqVRqUhOJ/v7+aN26NcfFfODAgeRaThAEoYKnpycWLFgAAJg2bRoaNmyIOXPmsMvXrVsHV1dXJCYmolKlSli+fDlWrFiBgQMHAgCqV6+OZs2acbY5YcIEVgn66aefULt2bSQnJ6NmzZqoUqUKJkyYwPYdOXIkDh06hO3bt+Ozzz7jlQuQh556e3tj4cKFAABvb2/8999/HCv7woUL8fXXX2PMmDEA5JPDv/zyC1q2bImIiAhYWVlpHQuZTIYNGzbg119/BQD07t0b48aNQ3JysklMKH9IvHjxAlKpVG1CxsXFRa3MsypisRjPnz9HXl4eZsyYwUm+3bt3bzx//hzNmjUDwzDIy8vD999/rzUsWV+QpdvIeHl5QSjSPPcRGxuL3r17o1evXnB3d6cZNIIgPlhCQkKQkpKC6OhopKSkcKpMGJtatWqxlnihUIjmzZsbWSKCIAjTQ7nU48WLFxEdHQ07Ozv2r2ZNuefmnTt3kJCQgOzsbLRt21brNuvWrct+rlSpEgDg2bNnAORhSLNnz0bdunXh5OQEOzs7HDlyBA8ePNAoFwDcvn1bbeK0cePGnO8XL17Ehg0bOPIHBQVBJpPh3r17hY7FkSNHkJ6ejg4dOgAAnJ2d0b59e6xbt67QdQl+VENrGYZRa1MlJiYG8fHxWLVqFZYtW8YJPzh58iRmz56NlStX4tKlS9i1axf27duHWbNm6UV+bZCl28iIxWL8NHMWVj3gX75v3z428ZBMJjOZxEMEQRDFQSwWm9z9SyKRYOXKlXSvJQiCKARbW1v2s0wmQ3BwMObPn6/Wr1KlSrh7965O2zQ3N2c/KxQsRQ6QxYsXY+nSpVi2bBl8fX1ha2uLMWPGICcnR6NcAL+yploRSHGvHzVqlJpMfIm7VFm3bh1evXrFSZwmk8lw+fJlzJo1iw0RJQrH2dkZIpFIzar97NkzNeu3KlWrVgUA+Pr64unTp5gxYwZb9Wrq1Kno378/a/329fVFeno6hg4divDwcLWwN31Clm4TQArNMzjWNQJQZVgULMW15X1NJPEQQRBEcZBIJIiOjoZEIjG2KCzJyclqL2N0ryUIgtBOw4YNcePGDXh4eMDT05PzZ2tryyYxO378eLH3ERMTg65du6Jfv36oV68eqlWrxlb+0UbNmjURFxfHaVNNnqWQX1V2T0/PQrOfv3z5En///Te2bt2KK1eucP7ev3+PgwcPFv1gP2EsLCzQqFEjHD16lNN+9OjRIoXXMgyD7Oxs9ntGRgZvPhmGYdSe+/qGlG4jI5FIMOtnbhbH8t1/hG0duStO+S/CYGbvhPLdfgBgOomHCIIgikpkZCTc3d3Rpk0bkwqX8fT0VLOICIVCutcSBEFoYfjw4Xj16hX69OmDCxcu4O7duzhy5Ai+/fZbSKVSWFlZYfLkyZg0aRI2btyIO3fu4Ny5c0W693t6euLo0aM4e/YsEhISEBoaWmiMLwCEhobi1q1bmDx5MhITE7Ft2zZs2LABQIE1ffLkyYiNjcXw4cNx5coVJCUlYe/evRg5cmSh29+0aROcnJzQs2dP1KlTh/2rW7cuOnfubDLPtw+JcePG4ffff8e6deuQkJCAsWPH4sGDB2z987CwMAwYMIDt/9tvv+Gff/5BUlISkpKSsH79eixatAj9+vVj+wQHByMiIgJbt27FvXv3cPToUUydOhVdunQxuCcCuZcbmaSkJDAqlm4bryaw8WqC9P8KZgaFFjYmlXiIIAiiKEgkEgwdOpR1GTQ1F24+t0NTQyKRICkpCV5eXiYxZgRBfNpUrlwZZ86cweTJkxEUFITs7Gy4u7vj888/Z62LU6dOhZmZGaZNm4bHjx+jUqVKrBKlC1OnTsW9e/cQFBQEGxsbDB06FF988QXevn2rdb2qVatix44dGD9+PJYvX46mTZsiPDwc33//PSwtLQHIY8lPnTqF8PBwNG/eHAzDoHr16ujVq1ehcq1btw7dunXjdU/+8ssv0atXLzx9+rRQ12iigF69euHly5eYOXMmUlNTUadOHRw4cADu7u4AgNTUVE4sv0wmQ1hYGO7duwczMzNUr14d8+bNQ2hoKNvnxx9/hEAgwI8//ohHjx6hfPnyCA4OVitbZwhI6TYyXl5eEJqZ8y8UFpweM3MzpKSk0IsWQRAfFJk5UrzJzNFap9vY9zVNbuTLly9nM98am8jISHbSQigUYs2aNSaViI4giI+fkydPqrV5eXlh165dGtcRCoUIDw9XK9cFAB4eHmoTno6Ojpy2cuXKYc+ePUWWCwC6dOmCLl26sN9nz54NsVjMyUru7++PI0eOaN0+H9euXdO4rHv37sjNzS3yNglg2LBhGDZsGO8yhaeCgpEjRxbqlWBmZobp06dj+vTppSVisSH3ciMjFosxceIk3mVCc0v2c55UhsOHDxtKLIIgiFKh7+/n0HTuCZg7uZpsnW5NMixdutQkYs81eQmYgmwEQRCmysqVKxEXF4e7d+9i06ZNWLhwIVu6jCAMDSndJkBQh4687QJzpfqAAgG9ZJUScXFxWLJkiVqCDWNjigmmCKKkXHrwBgBw+lEe5s+fzyrephQuIxaL0bVrV7V2U0mmps1LgCAIguAnKSkJXbt2Ra1atTBr1iyMHz8eM2bM0GndmJgYTikx1T+CKCrkXm4C5Mn4s+cJlCzdAoHQZFwxP2QGDRqEqKgo9vvAgQPV3FWMAbmOEh87l65ew87wyZDJZBAIBJg7d65JXePBwcH4559/OMqtqVjiNb3gqZbI4YPiwAmC+FRZunQpli5dWqx1/fz8cOXKldIViPikIUu3CSDVkLCHY+kGZdMtKXFxcRyFGwCioqKMbvEm11HiU+DkhWvsNc4wDMLCwkzqGnd2dsbs2bPZrLZCodBkLPHv37/nbU9PT9e6nqlmiycIgjB1rK2teUuJKf4IoqiQ0m0C5En5Ld3KMd2A/EXV1OK6X7zPxs6LEmTlSo0tSqHExMTwtp85c8bAknAh11HiU8CmRlPOd6lUitjYWCNJo87Ro0fxww8/sAl8DF2/UxvFsXRLJBIMGTKEM5k3ZMgQk5roIAiCIIhPBVK6TYDDR4/xtgtE3KzmDMOYnAW06fxTGL/9KpYdSzK2KIXSvHlz3vbAwEADS8LFy8vLZBNMEYQ+6d27t0lYXyUSCX777TeOom1K99viWLr/+ecfMAwDMycxrL3kEx4Mw2Dfvn16kZEgCIIgCM2Q0m1kJBIJ1kSu51/IU0rMVC2gq07dMbYIheLv76+WtXLgwIHw9/c3kkRyxGIx1qxZwyrepuTWShClierkkqmEUmi6p5rK/bY4lu7U1FQAQJXBq1Chezgsq9QCADx58qT0BSQIgiAIQiukdBuZpKQkQMRfp1sgVM9zZ0oWUA3530ya5s2bszGbAoFAo/WbIIjSZ1XUVrU2U1BsNd1TTeV+WxxLd+PGjWFWrgr73byCBwB5ciCCIAiCIAwLZS83Ml5eXhBaWPMuE6hYuk3NApqrFIbcuW4l4wmiI4oYR+WYzaFDhyIoKMioY6opkZqx5SKIkrL290gAFdnvSQ+fQCgUmlyGcLFYjOHDh2PlypXs/cGU7reKEJSijJutrS0qDVDP2kulboiPjQMHDiAhIcHYYhCEXlHkH6Lr3bDcu3ev1LZFSreREYvF6N6zF6Jfqi/ji+kOCgoykGSFo6x0l7WxMJ4gOiCRSLBmzRq15EgymQyxsbHo2bOnkSTTnkjNFF74iY8DQ5eOkkgkCP1+GNzG72Lbfvl1BebPn48pU6ZAKpWaVK3udu3awaX1ACTef4xgcS4CApqahFxAQQiKclnBwsbNy8sLQssM9rtAZEYVMIiPiuzsbIhEIkydOtXYohCEQRAKhXS9GwGRSITs7OwSb4eUbhOgdt0GiI5Wd6/kU7qXL1+OhQsXGko0reQo6Yk5efxlz0wB5RrYpkhxrFiEHKpBrBvGqAN/9uxZQCjiNorM4e7ujtjYWJw+fRrNmjUzek4FBVlSIDLuOQBzBJTPNbY4JWbs2LFA9UHsd4HI3KQyshNESbG0tIRUKsXmzZvh4+NjbHEIQq8cOHAAU6dOpevdwCQkJKBfv36wtLQsvHMhkNJtAmRqKrfFE+u9ePFifPXVVybxoqps6c7KM82SYaqu26oIBAI0bdqUd5mhUFixQkNDTc76Z8oYQ5HUFVOaDDBm+IJAwE0bIjAzx4kTJ7BmzRqTO2/Hok8Btm0BAKPHT8bwFylYu3at0WRLz87D1D3/oaNvJdR0yC3SOYyLi8OOHTvgPnkQ26ZQusmDhvjY8PHxQcOGDY0tBkHoFYVLOV3vHy6USM0E0KR0C0TqcyIMw6BJkyYmUWZHqqx0m2idbj7XbQUCgQDz5883iRfQkJAQpKSkIDo6GikpKSahhJgyfDWIhw4davQs2IB8MsDNzQ1t2rSBm5ub0X+rxqoDHxAQAKjcwwQiC1bhBkwne7lEIsH69RvY70ILS6OXDFt96g52XX6EwRvji3wOY2Ji1BvzE0iSBw1BEARBGB5Suk2ArBxNSjd/VnNTeVFVdlTM0HAMxkZT0iCBQACGYTBlyhSjK0UKxGIxWrVqZRKTAKbO2bNnNcbnGxO+ZH1Dhgwx6m+1OOWmSguhitJt5uhilAmAwkhOTua4wgvM5cktjSnbk7Qs9nNRz2GNGjV42xWVGwiCIAiCMCykdJsAuy4/AgB4W6Zx2lWzlytjCi+qyiqPqVq6NZXaUShFpjKBAcgVtujoaJOQhSgefJMBDMMYdTKgOOWmSoOkpCQwAm5Mt0Pjbmq1uk0hf4Gnpyeg5AovsLACYFzZRErjVNRzyKuMMwzrXk4QBEEQhGEhpduEuHrnIee7Jks3ILdYGPtFVVm30BiXbmQUScq0YQoTGJGRkXB3d2ddkidOnEjKtxaqVq3K2+7h4WFYQVR4+ZKnDIGWdkPg5eWlZuE0xP3Dy8sLIpWJw7yXEjSYsg1lmvQAAJPJXyAWi9F/wED2u9Dcyuglw8yEBeesqOeQr39h6xAEQRAEoT90VrrT0tJ0/iN0R1mxyn1+n7uQJ6ZbgSm4CSrb8zJN1L1cLBajf//+WvsY29KmmuiKYRgsWrQI7u7uJuP6bmpoqpuYkpJiWEFUeP36dZHajYUh7h9isRhdvujGabOq2hAvpFZwbDkIS5YsQWxsrMnkL2gaGMh+HjJsJO7fv29U2URC7edI2zkUi8UICwtTWUEIhmGQmppaGuIRBEEQBFEEdFa6HR0dUbZsWZ3+dCUiIgJ169aFg4MDHBwc0LRpUxw8eJBdLhAIeP+US2a1atVKbXnv3r217nfGjBlq61SsWFFnuUuTxMRE9vPbczuQfvsM+13N0i0sUMJlMpnRrbMcS7eJKt0SiQSbNm3S2mfs2LFGtbRpSvZmSq7vpoYpWpQBICsri7e9NOo7FpekpCTe+Hd93z8kEgn27tuvcfm4ceNMJikkAMiUhsjcSv/x7oWxOz/sCABuJyYW+Rw6OTlxvgvyPX7OnDnD150gCIIgCD2is9IdHR2NEydO4MSJE1i3bh0qVKiASZMmYffu3di9ezcmTZoEFxcXrFu3Tuedi8VizJs3D/Hx8YiPj0ebNm3QtWtX3LhxAwCQmprK+Vu3bh0EAgG+/PJLznaGDBnC6bd69epC9127dm3OOtevX9dZ7tKkmqcX+5nJycCLPXPx5vQfANSVbtUYb0MkQtIGJ6bbROt0a8teDgBCoRCjR482oETqaHOBNwXXd1NEVaEorN1QBAcH87Z36tTJwJIUYCz38rNnz3LipPkwpYklZaV7zfooo3uavM0sqBVetbpnkWPhmzdvzm3Ij69/8eJF6QlJEARRQlJSUiAQCHDlyhVji0IQekXnOt0tW7ZkP8+cORNLlixBnz592LYuXbrA19cXa9aswcCBA/k2oYbqC+rs2bMRERGBc+fOoXbt2mrW57///hutW7dGtWrVOO02NjZFtlSbmZkVaZ3s7GyOtUrhRp+bm4vc3FxNqxWKk3N59jMjk0IoFILJle9HIDIHI5NCkJ9VVyA04yi6ycnJqF+/frH3XRJyc3PVEqmVZBz0hYeHB4RCIa/iLRQKMWfOHLi4uBhEdsU+VPfl4uKCvn37arTIv3nzxiTH1hBoGjN/f382A70yfn5+Rh2r+vXro0mTJjh37hzb1qRJE9SvX99gcqmOGd9+BQJBie9dhZGXl6c1REaBVCrFrVu34OLiojdZCiM3NxevXr8B4AwAEJpbsxMCbdq0MYonTDlbc7xKl58fx3LlERERgWHDhkEqlUIkEmHlypVa713169cHdh4paMhX2ufNm4eQkJASHZO2a4vgx5THzBRlIgji02Lu3LnYtWsXbt26BWtrawQEBGD+/Pnw9vbWut5vv/2GFStWICUlBW5ubggPD8eAAQPY5bm5uZg7dy6ioqLw6NEjeHt7Y/78+fj888/1fUhq6Kx0KxMbG4tVq1aptfv5+WHw4MHFEkQqlWL79u1IT09H06ZN1ZY/ffoU+/fvR1RUlNqyLVu2YPPmzXBxcUGHDh0wffp02Nvba91fUlISKleuDEtLS3z22WeYM2eOmjKvzNy5c/HTTz+ptR85cgQ2NjY6HCE/WXmA4jRM+zEctlYWmPXXaQDqlm3V75cuXSrRvkuKjONenof9+w/ABELN1fj++++xcuVKMAwDgUCApk2bIjY2FjKZDGFhYXj48CHatWtnMHmOHj3K+f7ixQts3rxZY/9//vnHJGL4jYnqmAHAsGHD8Ntvv7HfBQIBFi9ebNBzqcqLFy9w/vx5Ttv58+exceNGODs7G1QWxZhdv36d1zV5y5Yt8PX11dv+MzMz1UqGcRCZA9JcCIVC3L9/HwcOHNCbLLpwKuY04PEFgILs5VKpVO/jpImyQhFeQf67P3j4CFxcXLB69WqkpqaiUqVKcHZ21mHMCsZfMXlbmsfE97s0BRITE5GQkAAfHx+N5dOMhSmOWUZGhrFFID5gcnJyYGFhYWwx1DBVuQh+Tp06heHDh8Pf3x95eXkIDw9H+/btcfPmTY2evREREQgLC8PatWvh7++PCxcuYMiQIShbtixr2P3xxx+xefNmrF27FjVr1sThw4fRrVs3nD17Fg0aNDDkIRZP6XZ1dcWqVauwePFiTvvq1avh6upapG1dv34dTZs2RVZWFuzs7LB7927UqlVLrV9UVBTs7e3RvXt3Tnvfvn1RtWpVVKxYEf/99x/CwsJw9epVrQ+2zz77DBs3bkSNGjXw9OlT/PzzzwgICMCNGzc0uqeGhYVh3Lhx7Pe0tDS4urqiffv2cHBwKNIxK/MmIxeIiwYATJ44AWYiIf648BCvIbd0C5RqxyrHdANAt27d4O/vX+x9l4Tc3Fwk7ywYYwYC/C/oc1iamV5C/J07d3LqJp89e5ZdxjAMVq1ahfHjx+vdmpWbm4ujR4+iXbt2MDcvmEA5efKkmlKkTEhIiNHOs7HRNGYAcOvWLc53Q55LTfCdS4ZhcPPmTcybN88gMqiOWd26dTFt2jSOXEKhEH379tX7OO2JTYCmwB2hmQUEkGHlypWcWWljkJKSgn9jpqBSvtItzK/TLRKJDDJOfGx6fAF49wYA0LxVG1QqYwWJRILk5GR4enoWKtOSJUsA1CloyHf1L41j0va7NDYhISEcr6H+/fubRN4AUx4zSoBLFIVWrVqhTp06sLCwwMaNG1G7dm1ERERgwoQJ+Pfff2Fra4v27dtj6dKl7GSzTCbDwoULsXbtWjx8+BAuLi4IDQ1FeHg4u927d+9i7NixOH/+PLy8vLBq1SrWCPfy5UuMGDECMTExePXqFapXr44ffviB43HLJ9epU6ewd+9ejB8/HhKJBE2aNMGgQYMwaNAgvH79Go6OjgDk4VBTpkxBXFwcnJ2d0a1bN8ydO1enMM7Nmzdj2bJluH37NmxtbdGmTRssW7YMFSpUKMVR//g5dOgQ5/v69etRoUIFXLx4ES1atOBdZ9OmTQgNDUWvXr0AANWqVcO5c+cwf/58VunetGkTwsPD0bFjRwByQ9zhw4exePFirQYvfVAspXvp0qX48ssvcfjwYTRp0gQAcO7cOdy5cwc7d+4s0ra8vb1x5coVvHnzBjt37sTAgQNx6tQpNcV73bp16Nu3L6ysrDjtQ4YMYT/XqVMHXl5e8PPzw6VLl9CwYUPefXbo0IH97Ovri6ZNm6J69eqIioriKNbKWFpawtLSUq3d3Ny8ZA9QYYHbc+zZM7C3t0fS7QQ4Vw8q1NK9adMmBAQEFH/fJYRhuNZXKSM0uZeJuLi4QhOpSaVS3L9/X2MZqtJG9Zrx8fHR6AIfEBBg1HNsKqiOmUQiUc/ODMOfS1XWrFnD2758+XKDJ+xTjBnfb5JhmJLfuwpBIpHgeHQ0KvRszbv8p5/nIKhlU5OYUEpJSeFMcCos3WPHjjXatcRA6f4qEGHjxo1slQOhUIg1a9ZozK6u+H24TfqnYBP57uWleUz6voaKCt/9ftOmTRg5cqRJXGeA6Y0ZAJOThzB9oqKi8P333+PMmTN49eoVWrZsiSFDhmDJkiXIzMzE5MmT8dVXX+HEiRMAwFojly5dimbNmiE1NVVt4jw8PByLFi2Cl5cXwsPD0adPHyQnJ8PMzAxZWVlo1KgRJk+eDAcHB+zfvx/9+/dHtWrV8Nlnn/HKxTAMUlJS0KNHD4wePRqDBw/G5cuXMWHCBM5+r1+/jqCgIMyaNQuRkZF4/vw5RowYgREjRmD9+vWFjkVOTg5mzZoFb29vPHv2DGPHjsWgQYOM7r31ofP27VsAQLly5TT2yc7OVtMLra2tceHCBeTm5sLc3Fxjn9OnT5e+0IVQLLNkx44dkZSUhC5duuDVq1d4+fIlunbtisTERHYmQVcsLCzg6ekJPz8/zJ07F/Xq1cPy5cs5fWJiYnD79m2dXNcbNmwIc3NzJCUl6SyDra0tfH19i7ROaZGnKBMlzUPbtm3x2WefgcmTx1cJrew4fQUqlu41a9YYNQGRqm02K8/0MpjHxMQU2sfYJcPEYrFGZe38+fMmkWTK1ODLyA0Ytw5xXFwcduzYwbvMmAnx+MaKYRi9y5OUlARGyyPmp5/nmEz28lWrVrExzwAgyLd0GzPOXKoUv/Pg0WNOWcHCEtDx/j7yJxWMeUz6RtP9njK2E0Tp4unpiQULFsDb2xsHDx5Ew4YNMWfOHNSsWRMNGjTAunXrEB0djcTERLx79w7Lly/HggULMHDgQFSvXh3NmjVTe6efMGECOnXqhBo1auCnn37C/fv32edUlSpVMGHCBNSvXx/VqlXDyJEjERQUhO3bt2uUq2bNmli1ahW8vb2xcOFCeHt7o3fv3hg0aBBnnYULF+Lrr7/GmDFj4OXlhYCAAPzyyy/YuHGjxookynz77bfo0KEDqlWrhiZNmuCXX37BwYMH8f79+5IN8icMwzAYN24cmjVrhjp16mjsFxQUhN9//x0XL14EwzCIj4/HunXrkJubyyYNDQoKwpIlS9jEykePHsXff/9tlPKZxfYFFovFmDNnDnbt2oXdu3dj9uzZRXYt54NhGLXyOpGRkWjUqBHq1atX6Po3btxAbm4uKlWqpPM+s7OzkZCQUKR1SgvJI/lJZ2R58v8MA+R/FtmX5/RVtXQbu2yY6judKZYNU8vgm48iE7BIJMLq1auNWjIMAF69esXbTtnL+eHLyG1stFVNMObEjp2dHW+7vqsf2NnZaT1HAnNLk8heHhcXh127dkEgUFa65XGAU6ZMMZpsMqUbbNLd+2qeMNruDby/j/zjM+Yx6RtN8dvGnFQliI8RPz8/9vPFixcRHR0NOzs79q9mzZoAgDt37iAhIQHZ2dlo27at1m3WrVuX/ax4H3/27BkA+f1u9uzZqFu3LpycnGBnZ4cjR47gwYMHGuUCgNu3b6t5uTRu3Jjz/eLFi9iwYQNH/qCgIMhkMty7d6/Qsbh8+TK6du0Kd3d32Nvbo1WrVgCgJhuhOyNGjMC1a9fw559/au03depUdOjQAU2aNIG5uTm6du3KTqqIRPKJ5uXLl8PLyws1a9aEhYUFRowYgW+++YZdbkhKFICbkZGBW7du4dq1a5w/Xfnhhx8QExODlJQUXL9+HeHh4Th58iT69u3L9klLS8P27dt5rdx37tzBzJkzER8fj5SUFBw4cAA9e/ZEgwYNEBgYyPZr27YtVqxYwX6fMGECTp06hXv37uH8+fPo0aMH0tLSdM66Xpok383/QcsKFFbW0m3JfSkW8CQlMmbZsA/B0u3v7692Xnv06IE///wT27ZtQ0pKikYXTUMhkUgwefJk3mXGtNyaMmKxGOPHj1drN4QFVxOPHj3SuGzevHlGm9jRNNuenp6u//3mK36MTP3eIDCTK7bGnlhiraPK7uX55RqNKVuetOAOOy+Ov867pvs/3+9DOZHaxzqRp2k8NE08EQRRPJR/azKZDMHBwbhy5QrnLykpCS1atIC1tbVO21QOc1BMGiomGxcvXoylS5di0qRJOHHiBK5cuYKgoCDk5ORolAsAm0BXtU0ZxeSvsuxXr15FUlISqlevrlXm9PR0tG/fHnZ2dti8eTPi4uKwe/duAFCTjdCNkSNHYu/evYiOji70vcna2hrr1q1DRkYGUlJS8ODBA3h4eMDe3p7NJ1C+fHns2bMH6enpuH//Pm7dugU7OzujhI4VK6b7+fPn+Oabb3Dw4EHe5VKpbsrX06dP0b9/f6SmpqJMmTKoW7cuDh06xMk+vHXrVjAMw0mWoMDCwgLHjx/H8uXL8f79e7i6uqJTp06YPn06Zwbjzp07nNqkEokEffr0wYsXL1C+fHm2xI+7u7uuQ1BqWFrbAMjivJQy0nyl24IbgwCRetxVSkqK0WLV1JTuXNOs1d28eXNs2rQJMpkMAoEAO3fuxI4dOyAQCDB//nxMnDjRqPJpcpUmtKMpSYmxJimaN2+ulghEwZ07dwwsTQGKOvDKllJDWN7l1lb5fZjJzYbAkltpQSCyMJgs2lDEi3Es3WbGl03Z0p0tZSCwsAaTk8nps23bNo33/9GjR2P7iqsFDUqJ1D7WiTxNE0nk5kkQ+qNhw4bYuXMnPDw8YGamrlZ4eXnB2toax48fL3aFo5iYGHTt2hX9+vUDIFeUk5KS4OPjo3W9mjVrqsVWx8fHq8l/48aNYt0Xb926hRcvXmDevHmst6/q9gndYBgGI0eOxO7du3Hy5MkiKcXm5uasgr5161Z07tyZ9WhVYGVlhSpVqiA3Nxc7d+7EV199Vary60KxLN1jxozB69evce7cOVhbW+PQoUOIioqCl5cX9u7dq/N2IiMjkZKSguzsbDx79gzHjh1TK/czdOhQZGRkoEyZMmrru7q64tSpU3j58iWys7ORnJyM5cuXqwXdp6SkYMaMGez3rVu34vHjx8jJycGjR4+wc+dO3ozphuDgocPyD1J1pVsVAY/SffHiRb3IpQsfgnu5RCLhxEIyDMPJZD5p0iQsWrTImCKyShEfxrTcmjISiQSTJk3iXXblyhXDCpOPtlJlxsy/oMgZoLjGhEKhQUIqxGIx+udnJWdy1S21AjNzkwjvuHv3rvyDsqXbzAICgcCosinHdAOAyFK9POTSpUs1XleqcguEIqMfk75JTEzkbad7KEHoj+HDh+PVq1fo06cPLly4gLt37+LIkSP49ttvIZVKYWVlhcmTJ2PSpEnYuHEj7ty5g3PnzhUpn4enpyeOHj2Ks2fPIiEhAaGhoXjy5Emh64WGhuLWrVuYPHkyEhMTsW3bNmzYsAFAgTV98uTJiI2NxfDhw1kL/d69ezFy5MhCt+/m5gYLCwv8+uuvuHv3Lvbu3YtZs2bpfFxEAcOHD8fmzZvxxx9/wN7eHk+ePMGTJ0+QmVkw2RwWFsapdpKYmIjNmzcjKSkJFy5cQO/evfHff/9hzpw5bJ/z589j165duHv3LmJiYvD5559DJpNpfIfUJ8VSuk+cOIGlS5fC398fQqEQ7u7u6NevHxYsWIC5c+eWtowfLRKJBBs3ydPVK2K6AQDSPN7+fO7lutx09MWH4F6uSJygjcmTJxs1xlGhFGmKfzVmCIGpoi3poSZrs77RFvtl7PwLxiK4S1cAgCxXPRnNkO+GITY21ujhHXfu3IHI3hnlu/3AtglE5pg9e7ZRZZOqzGqGhA5T71MUV3Gh0OTyIJQ2mnJ4KIebEQRRulSuXBlnzpyBVCpFUFAQ6tSpg9GjR6NMmTLsZO/UqVMxfvx4TJs2DT4+PujVqxcbr60LU6dORcOGDREUFIRWrVqhYsWK+OKLLwpdr2rVqtixYwd27dqFunXrIiIigi1TpqhIVLduXZw6dQpJSUlo3rw5GjRogKlTp+qU56l8+fLYsGEDtm/fjlq1amHevHlGN+R8qERERODt27do1aoVKlWqxP799ddfbJ/U1FROrLxUKsXixYtRr149tGvXDllZWTh79iw8PDzYPllZWfjxxx9Rq1YtdOvWDVWqVMHp06fZcnGGpFju5enp6axrZ7ly5fD8+XPUqFEDvr6+uHTpUqkK+DHzzz//wMyxolp7USzdPXr0KHW5dEXV0p1lgpZuPtdaVRQKkTGtPyEhIYiLi+NNxjV16lSjKZKGRCKRICkpCV5eXoWeC23uW6qJVEwBoVBoNJdeVW8PRfxaUFCQ3q951kU6Tz22LXJ9FH4L/15r6St9I5FI8Mcff8Cpw2huyTAzC73HvBeGTMXS3aNPP6xZ/DMnFKUoOR8EApFBz70xqFSpEgQCgdoYGSNJKkF8rJw8eVKtzcvLC7t27dK4jlAoRHh4OKcutwIPDw+1EDtHR0dOW7ly5bBnz54iywUAXbp0QZcuXdjvs2fPhlgs5pSR8vf3x5EjR7RuXxN9+vRRC4GlkMGio8uYKbwUFPj4+ODy5cta12nZsiVu3rxZEtFKjWJZur29vXH79m0AQP369bF69Wo8evQIq1atoodbETh16hTKfyGvNWzmUJCpXKPSbaZeJ7x+/fp6kU0XLqu48R46dsI4gmhB1bVWE+vWrcO+ffsMJJU6EolEY9mww4cPIy4uzsASGZbIyEi4u7ujTZs2cHd31+p2JpFIMGXKFI3LlWc4DYm2+KOwsDCjKTl83h6GSqb14uVLAICM173cwujZyxUeE2ZOKq7YZuaYM2eOUT1gVC3dGTnqE4eFWa5tledp8++BH3MiNWOVxyMIwnRZuXIl4uLicPfuXWzatAkLFy40SuJkgih2TLeivtn06dNx6NAhuLm54ZdffuH40RPayc3lV64V2ctVEZirK93GepmQSCQ4cJBrfV23cbNJlqKJiYnhKB2NGjVSU8I3bdqE4OBgo7khFpZMrbCyCR8yEokEQ4YM4Vhihw4dqrUGsTbPBWO542tL1jR79myj1aPmyxlgKMt7aqo8/IXJ44/pBoyrBHp5eck/qGRXF4jMwTAMli9fbgSp5Eil3PvBtp27ebPuahs7oZL1XhGz/jEnUmPPpxJUAYIgPm2SkpLQtWtX1KpVC7NmzcL48eM5eZ60ERMTwyklpvpHEEWhWEp337592TpoDRo0QEpKCuLi4vDw4UP06tWrNOX7qPnmm2942wcN6Mfbrqp0G/NlIjY2Vs3KIhBZIDY21ijyaCIuLg5RUVGctosXLyIyMpLXpfXs2bNGsXh/ytkuz549y6tMaLqWCnvQGcstWFtCPAAYPHiwUSal+HIGMAyDw4cP633fFvkxc4w0V71smAlkLxeLxZgwYQKgMokjEIoAoUhrojJ9o2rp3v3PfrU+hT4DlM65Ijt7v379PkrXcgCsMUAZhmF42wmC+DRYunQpHj9+jKysLCQmJmLq1Km8Wdb58PPzUyuFpvxHEEWhRHW6c3JycPv2bVhYWKBhw4ZsTTRCN3bs2KHWFhAQgDk/82c+FJqpK91GRVXp5rHEGxu2Bq8K3377rUbLI9950SeFuUsD4C2Z96miLWEZYDxLty6hDMYKYQgKClJTug3h1p2ZlW/hZmRqHjwCMwuDZVLXRoUKFcAwPK7bZhZGtcJLVUTiCy8qdBvKG8m3dG/ebJoeSaWBpvv94sWLDSwJQRAfA9bW1vD09NT4RxBFoVhKd0ZGBkJCQmBjY4PatWuzmeRGjRqFefPmlaqAHyuqFtj0W6cBAK1bt8a2P7fwrqOq1BozI3LTpk0hUHVZNbdE06ZNjSKPJjRls9Xmyl2xonpyO32iS4b1j5mAgADe9uJeS8ZMgBUSEoJz585pXG6sagPGiuuuUMEFQH6pPik3mRpfNQZDI5FIMHnyZIBP6RaZm0Sd7mrl5ZNIQgsrtT6FxStLlc65wtL9Mcd0a7rfb9++/aOdaCAIgiA+DIqldIeFheHq1as4efIkJ/vf//73P05qd0IzW7bIFevc148BAO/i9wCQx36OHjmc0zfr/lUApuVeLhaLUatWHU5bnXoNTM5t8dq1a8YWoVAKc0sGgP371V1LPybUQhW0eHEEBARoXW7sEmv+/v5s+I0qxkryxneNGUKhdCzrKP/AMLyWblNIpMYwDK/SLTS3NIk63XaW8smJzl90V+tT6DlU/p3kW7o/5hhnf39/tG/fXq39Uy3ZRxAEQZgOxVK69+zZgxUrVqBZs2acl99atWrhzp07pSbcp4DC+sAoWSSkOdykQ9LMNHlfFfdChmHwww8/GMVlVSKR4OatBE5bQmKySVkTFAm6ikph1sj32XmYsfcGjic8La5oHAqr0w0Y3vpuSPhiuhmG0RjTLRaLsXbtWo3bS0lJKU3xikVGRgZv+5s3bwwrSD6qru+Gcut++eq1/AMjU6vKIDCTx3SbQiI1hsfTRGBmjqCgIEOLxKIoGfbqqXxitklgCyxcuJC9T+hyDjk/q/xzb/SwJD3z888/87YbezKOIAiC+LQpltL9/Plztk63Munp6R/9A7206Nu3r/yDIrssJ8kQA0aaV/AtJxNAwUuqMsbKui1/SVY51yJzk7ImFJYRXBOF1T7fc/kRNpxNQUhU6SY/0yarKU1mmDrGzvQukUiwbds23mUfq4VRE0+e5k9MMQyYPFX3cnn2cmNbXgUCgVp+CgCA0Nyo2cvTM+T3/cQbcm+d7bv3omzZskV6xirX+hYIRPltH7fV9/3797CsUhNWVRty2o1dd50gCIL4tClWUJ2/vz/279+PkSNHAiiYOV+7dq3JxfSaKv7+/ujYsSOuKizdjHLsnQCMNI+NeWRy5FYzvpg+BYqs2507d9aj1AV4enqqJ1IzszQppcLLy0s+lkVUvAurfZ749F0JpFJHF4v83Llz8d133xnc1fX2k3eIvfMC/Zq4w0xUoryLGlG4izsE9IaVez082/ETmJxMjfcSiUSCoUOHatze7t278dVXX2lUfPWNovYzH8YqMaIYM+WybKGhoQgKCtLrNWVhYQkgFwwjU1e68ycRjTlRq5iY44svF5hZYOnSpRg9erTBf3edOnWC1GcwBABk+ZOutyTPMTRiUpHOISMAoLj9KVm6Tek+XdqYW9miYr9FAIBXR1fBqmpDvNi3mCzdHzEHDhxAQkJC4R0J4gPmzJkzAOh6NzSFJe8tCsVSuufOnYvPP/8cN2/eRF5eHpYvX44bN24gNjYWp06dKjXhPnYmTJiAAbvkroPKJWvkSYdyAciVbGmWXOn2rd8I0Xs0K5GHDh0ymNItR1XpVrfEGxOFG/LgwYM57dWrV9caBrF8+XIsXLhQ3+Kx6GKRV1inDPnyL5FIELRCnk/A0lyEPo3d9LIfxXmalSR3obfxaoKMmydx+PBhDBgwQK2/Lonntm/fjri4OPj7++tFZm3w1QpWYKwXf22J1PR5TWVlK2Uv1+BeboxrW4FiEkQg5Fe6pVIpYmNj0bNnT4PJFBcXhwMHDsCtVv7EUv69wbZmc7z4ez6nb2HnUPm2IlCK6f6YefamYFK0XLvvAABlmvQkS/dHSHZ2NkQiEaZOnWpsUQjCIAiFQrrejYBIJEJ2dnbhHQuhWEp3QEAAzpw5g0WLFqF69eo4cuQIGjZsiNjYWPj6+pZYqE8FOzs71vrAMHL3ckXMpfILKpMrt3TYO5bTarmtVq2aPsXlEBsbCwi4lk+BmYXBX1ALIygoCEKhkKNwFJZ3oDDrlrCUX1p1rdFtSIUtMjISQ4YMgdukfwAAO46f15vSDQAvX74CIFe6RfbOYBgGQ4cOhY+Pj1pfZaXW2qsJzMtVQdr5nWr9zpw5YxSlWywWo0WLFvj333/VlqWkpBhtIkD13mEIi+f9+w8AVJJrf2ru5fLHjzEzhL9//z5fFnO1ZQIzeVvv3r2RlpaGkJAQg8j0zz/y35zi2SC0KvCOENo6Qpb+hv1e2NjJlB8V+fdrY05yGIIqbh4AbnHazOydTM66n56dh6uSN2jsUU5vXkQfO5aWlpBKpdi8eTPvs4IgPiYOHDiAqVOn0vVuYBISEtCvXz9YWpa8LHKRlO60tDT2s7u7O3799VfePg4ODiUW7GMnMjISgwcPhuuY/GzvMhmEQiHWrFkDAJgeX6B0y7LkM/Rv3mdqtfAVlgG7tFHLOG1ilm6geOW4CrMemYsKjvvhw4dwdXUttnwSiQSTJk3Sqa+hLDUSiQTDfpwH5+4Fs6nRRw9B0r+pXl7UJRIJpvwQDrcJuwEUKGMymQyBgYEYPnw4OnbsyPZPTU1lP1fo/iMAICc1CVkPuJnqHR0dS11WXZBIJLwKtzH5888/i5XfoCRIJBLs/WcfyrYdYrJ1uhWTEeBzLxcVWOKHDBmid1d8BZUqVZLvXzGpqRR6JLS04yjd/fr10yjT779HQjGRBYAt8WjMSQ5DkCPluc5N0Lpfe/phAMDotl4Y266GkaX5sPHx8UHDhg0L70gQHzAKl3K63j9ciqSlOTo6omzZshr/FMsJ7UgkkgKXZ8WLVX4itaCgILx69YqTSE2WLVe28hiBVtdAQyoZHh4e7IsMky+7wMzSaCWRNKFLOS4+tFmVb/53nf3sXq06IiMjiyUbII/FLw2ZSpOff/4Z5btOgY1n44JGoZnGbOIlJSkpiaP0CMwsUOGrmSj3uTxnxG+//cZJJBcTE6O2DfPyHmptxsoUri2m2xi/D7YWtQoMwxQ5UZhMxuDWkzROgi5NJCUlgVHcI9iQmQJMYZJOLBZj/PjxGmK6C6zfDMNg9uzZBpEpODhYzYtIgWXlGjB3dme/b968mTfJokQiQWhoKLcx371cm6L+MXDn3n31RqGZSSWPe5tZ8FtYflzz/YIgCIL4eCiSNhIdHY0TJ07gxIkTOH78OCwtLbFp0ya2TbGc0A7rPoiCODtGJoNMJkNsbKzc8qlk3VAk0knP5r60qmJIJSM9PZ19MWRyswAAAnMLk4ub06UcV5nAPnDqOBbKMeqajkMikeDAvoLzB5EFhgwZYpDs4oYYW4lEgtWrV8PMkVuiTFkBKW28vLwgUkoSaOVWF9ZVG8K+XhCrKCjXKa9RI98qpKQoiWzUvWsMndFfgbZkacb4fWjLGbBo0aIiXbv/XHuMz5fFYOKOa4X2Za3IAH/2cnOrEtfpTsvKxdwDCbj1JK3wzjxIJBK8e/dOg3s5d1JgzZo1Bvmdi8VifD98OPs9894l9rNzp3GoHPIbhJbyCThN5daSkpIgUznnirh1TYr6x8L1G+oJhoTmppXkMzOnoFpJBfuSuywSBEEQpk+RlO6WLVuyf61atYJIJEKTJk047S1bttSXrB8Nyu6xUHIhFAgErJVMOZu5LFueSC07j9HqImrIlwrl7OWynHyl28zCpF5sFAQFBWlWuoVmcGzWF3a+bWFRucDFT5NV+ezZs6xlH5DHgmqrKV0YAQEBOvfduHEjlixZgri4uGLtSxc0WWkFQpHeKhOIxWLMX7iY/W5WxoX9LLJ1BABculSgeCjOjdDCpkA+M/UXV0Mmw1Pm3r17sKrWCI7N+3EslooYaolEgujoaIMpPhzll4dNmzbpvK11p+VZPHdeKlx2sViMzz7Lv2Z4EqkVpjjqwrQ9/2H1v3fRe825Iq8bGRkJV1dXrF69WmP2cmUMWWqrS5cv2M/pN0+qLTcrWxmAZldxLy8vCFWPKX8Cy5h10fWNRCLBytVr1NpNwatCmey8gmdIeVK6CYIgPgkoe4cRCA4OZj+zZcFkUvzwww/IypIrsJxs5kru5dpcpTMzM/UgrWYErKVbntGPT/ExBbTFdQstCxQ3oXmBtVWrRVJZkeJ5WS8KYrEYCxYsgFnZyqgUshK2tVpp7Lt+/XqMHz8ejRs3xqBBg0q0X01otNIKzdCtWze97BMAmgQ2Zz8rFG0AENnIP6enp7MTDorEc0ILa7afQOk8KlBkMDc0L1++hEvPn1AmoDfs6rbjLPvxxx/h7u6ONm3awN3dvUShCboiFosxf/58jctv376t87auSt4Wad9+jfOTxjEMx3sHAIRWcqW7JAndzt97BQB4k6HdC0gVTogPAPBlL+exfhsqxMO9WnX2MyPNRcZtbhiK4r6lyVVcLBZj5cqVnDZTSFynb+ShKjxeOWYWJjXRkJVb8Ft48ibDiJIQBEEQhoKUbiOgSJTDKbnFyPDdd98VKOQc93L5QzmXEaBf//4GklI7ycnJBTHduQWWblN6sVFgZ2encbKC82Kd/1nbS2nVqlXZrMLK65ckVnfixIloNWIhLJzd4Bw8Qad1oqKi9KJQKrI5qyIQmSE+Ph779u0r9X0CGuIwUWAN3bZtGzvhoEg8J1BSukXW/Mkb//zzz1KWVDuRkZEYNmwY+105/pZhGERFRanVWTaExbtPnz4al9WtW1enbeTkFS0hIQBkZ8tdyhlGppbMSnFuS1LCytpCVKz1lEN8AP7JMz7rqKHCA7LzlTJGJgWkeWxeDwWKjObaXMUHDBzEbRCKjJ64Tt94eXlByHPehCbmhbVt5y7284v32Vj7u/4n3wiCIAjjUmKl+2Ov+akP2ORFwoIXRkYmd/nz9/dHixYtOG7ksmy5BZuBADvP34G9X1e1bQoEAr25//LBcS/PNV338sjISDRp0kSjpVv5ZVtoLrfUa0s0dO/evYKswiiIdU5JSSmRnJlC68I7qaAc51xaaKoxrfBi2LFjR6nvEwD+u3GDf7+Wmi2LQqU4cOWySsZCIpFg6NChnLbCYuFL09U3Li5OY/iBtuRuylUptPEui2tN1iUbetlyTvmdZYCAqyALLawBoahEbtu2FsXzNFG17usS0w0YztK9KnI9gAIvIk1Kt7brh4FqTHfxJig+JMRiMRr6NVZrF1jYYOvWrUaQSB2JRII58wtCXwRCEb4bPQHbtm37qGPtCYIgPnWKpHR3796d85eVlYXvvvtOrZ3QjEQiwaJFiwAUlHABAMikrMK6ZcsWMDkFLmdMXkFBdueuU1Cu7RBYVOQqt8aY/BCoJFITmlsavCyRNhRKkNaSYUpKkUKxLDTRkPJY87ilFhWJRIKkW/xKpzZKo2agKmKxGO3bt1fPNG0uV0CePn1a6vuUSCRY/ot6+UGgwAWZf6HShIkGpbtNmzYlkq0o8IUx2NfvAIfPvtS6XmkocoMGDULjxo0xfvx4BAYGqmUl1zSZAhRet15BWlYe53u2DpZve/t8DwSG4S3bpLB2Hzt2TCcZVLE2L54i6e3tLd+/lR3Kd/+RddfOS3uOrAfy6gR8irihkhlGbd8LAJC+fwmgIJmmAsW4afPKUU0wLxCaGdS7whgsXLgQScIqau1CSxtMmjTJJI47/kYSRPblOW0iu7Lo1asXXF1djZaLgvj0SElJgUAgwJUrV4wtCkF8EhRJ6S5Tpgznr1+/fqhcubJaO6EZTokoZcsDI2MTrInFYjSoVZDUSyQAhCpWC5FtOc53Qyb5AVTdywsmBRISTce9XJca3cov1grLljbrUUBAAMdiJDAz19nLIC4uDn///beaJTIpKYkzhrqij/J8EokER44c4ZSsAwomJA4fPlzqL65JSUlgwD9pJNRi6VY+D0KemG5Aeybx0oYtT6dS7qlsq2+0rldSL4m4uDhERUVx2qKjo3UOP/jzzz91OqdpmdyJmByp9t9WXFwczijud4yM4yGiSA6pOL+zZ89mJyOLgrlZ8SYbFWE8dvWCYOPVhG1PjRqL7MdyK7ixLN1JSUkFSeYy5V4IypOwQMEkkzavHNXs5RB93InUJBIJJk2aBCtxbbVlQgubEiW8LC1ypMBP53PUwohEtgX38kmTJmn9LWjzaCEIgjAG//77L4KDg1G5cmUIBALs2bOHXZabm4vJkyfD19cXtra2qFy5MgYMGIDHjx+zfRQTQHx/27dv17hfDw8P3nWGK1UA2bVrF4KCguDs7Gz0SaYiKd3r16/X6Y/QEaWXUEYmxZkzZ9jvDWsXKN0pKSmwteJaXYTW9mqbUySYMgRy93K5/Ar3cgC4cPGywWQoDF1qdHOUbvMCy7EmRUgsFqNW7Tqc9QcMGFBojOSgQYMQGBiI9evXIzAwkJMIzcvLi1NOSddMu1evXtWpX1Fg3ZCVMrQDBa73+nhx9fLygkDEb7HUZunmTH5Y8CvdhnIHBgrK05lZFj1UoCRs2bKFt/33339nP2tzL9dVCctVUbKzczUr3QrL+5GjRwHku6IrWboV7tLK53fixIlFntAxFxUvQkosFqNz584wc6jAXSDNBSOV/xb5QgNKOkGiC15eXuwkEpMfWqQIMVKgS0y3St46+aSHQPjRJlJTTGhnPVIvGSYwMwdEZnj58qWhxeLwPAt4n8vj8WHBvWdo+i0oe7ToM6Em8WGQk5NTeCcjYIpymaJMHxPp6emoV68eVqxYobYsIyMDly5dwtSpU3Hp0iXs2rULiYmJ6NKlC9vH1dUVqampnL+ffvoJtra26NChg8b9xsXFcdY5mv/O0bNnT45sgYGBmDdvXikecfGgRGoGxsZGOVu2knuwTIYXL16wX51sCxQvsVis5kbJZwGcMmWKwdznxGIxGjZqJP8iy2MtozPnzDMJFz6gQAnSpnhblC9IdKWs7GqaWZNIJEi4datgHZFZoe7ofJZI5URohw8f5pYh06BAqqKPusEKN2RGRenWZ2Z6sViM74cN512mzdI95YcflPrxj5khlCRlQkJCcOnaf0VapyRJ+LSxfv16Nju6NvdyQLfJCamKv7Jy2SNllK935Trd4Fi685VulfNblPJlAFfplqn6UxdCaGioWjgMI80Dkye36PNNfhlCaROLxejaozeAgiSaMg2Wbm0TJmqWbgBCM/MiJ1KTSCTYtm3bBxNzLBBomMBTua/u27cPw4YN01tySD7e5PB7ZpT/IkytbdOmTZzSgoU9R4iPn1atWmHEiBEYN24cnJ2d0a5dO9y8eRMdO3aEnZ0dXFxc0L9/f867pEwmw/z58+Hp6QlLS0u4ublh9uzZnO3evXsXrVu3ho2NDerVq8eZWH/58iX69OkDsVgMGxsb+Pr6qiUo5ZMLAPbu3QsvLy9YW1ujdevWiIqKgkAgwJs3b9h1z549ixYtWsDa2hqurq4YNWqUzmE8K1euhJeXF6ysrODi4oIePXpolenkyZMQCAQ4fPgwGjRoAGtra7Rp0wbPnj3DwYMH4ePjAwcHB/Tp0wcZGQX33EOHDqFZs2ZwdHSEk5MTOnfuzAnL2rhxI+zs7DiT2yNHjkSNGjUMlnzT2HTo0AE///wzb4hxmTJlcPToUXz11Vfw9vZGkyZN8Ouvv+LixYt48OABAHmoVMWKFTl/u3fvRq9evbR6LJYvX56zzr59+1C9enVO+er+/ftj2rRp+N///lf6B15ESOk2MImJiexnl6+Vy/gwmDevQGEtZ8t94bOxUFW61ZUMQ7sNOjk5yz8wDGupFTlWNinXxZCQENy/fx9BQUG8y+3qFbQrW7YePnzI21/VFVogMi903DVZIhVuvUOHDuW6SlvoZinVa0iBiplM2QtAH0pim7b8N0NtSrdz+YJ63gKhyKAl67S5eJZ1rqDWps17oaQPZfZBIjKHQKnsHQAMHjxYJ6VCFxlUdVpNMd2czOAKRVsle7ksi1/pLqoCZKGkdOsSY67MqVOn1MLMGWkuey8TiIxX27lxYAsABW74jGpMt5Knk6YJE74pCEERc1BERkbCzc0NvXr1YmOODVHmrjgEBATIXQvN+c+b8rUWGBiI4OBgREREIDg4GIGBgQaRMUfLJSpQue//8MMPaNOmDdzc3BAZGan1OUJ8OkRFRcHMzAxnzpzBvHnz0LJlS9SvXx/x8fE4dOgQnj59iq+++ortHxYWhvnz52Pq1Km4efMm/vjjD7i4uHC2GR4ejgkTJuDKlSuoUaMG+vTpg7w8uSElKysLjRo1wr59+/Dff/9h6NCh6N+/P86fP69RrtWrVyMlJQU9evTAF198gStXriA0NBTh4eGcda5fv46goCB0794d165dw19//YXTp09jxIgRhY5DfHw8Ro0ahZkzZ+L27ds4dOgQWrRooVUmBTNmzMCKFStw9uxZPHz4EF999RWWLVuGP/74A/v378fRo0fx668FeWbS09Mxbtw4xMXF4fjx4xAKhejWrRsbvjhgwAB07NgRffv2RV5eHg4dOoTVq1djy5YtBvW2+5B4+/YtBAIBHB0deZdfvHgRV65cQUhIiM7bzMnJwebNm/Htt9+abJJvoyrdERERqFu3LhwcHODg4ICmTZvi4MGD7HJN/v3KiUZatWqltrx3796F7nvlypWoWrUqrKys0KhRI8TExOjlGFVp3rygHrF52UqcZcrKWzMvZ84yKxVLN19d4pLUuy0OdvbyFz+GYdhJAJfes03SdVHhcqJK1sOCBGbKL9k3btzgtep4eXlx3ZpF5hAKhcU+ZkXcOcfN3cKa43ajCX2cb3amViXTsbLSrY+Z2x07dvK2a1O60zOzON8FKm7d+sroX5iLZ1auugVYVRlWpqQP5YyMDEAgROVvfkWlb1eoKfg9h4ej409/qL3UF1UGVcupJvfygpKIUFK6GeQ8KZgg4nMvB+T3wKJgJip4sPKNuyYUCS2Vs+PnvX0GMLKCUI9CMs/rk6QU+b2HtXRnq1i6LQtm/jX9Hvks3YxQpHMiNUUtc1VvgCFDhpikxVssFmPt2rUas7QrnlH79u3j5laB3NpmCIt3jpZLVGTvxNvOMAyGDBmisZwj8Wnh6emJBQsWwNvbGwcPHkTDhg0xZ84c1KxZEw0aNMC6desQHR2NxMREvHv3DsuXL8eCBQswcOBAVK9eHc2aNcPgwYM525wwYQI6deqEGjVq4KeffsL9+/fZd9EqVapgwoQJqF+/PqpVq4aRI0ciKChIzRtQWa6aNWti1apV8Pb2xsKFC+Ht7Y3evXurPSsXLlyIr7/+GmPGjIGXlxcCAgLwyy+/YOPGjcjK4j7fVXnw4AFsbW3RuXNnuLu7o0GDBhg1apRWmRT8/PPPCAwMRIMGDRASEoJTp04hIiICDRo0QPPmzdGjRw9ER0ez/b/88kt0794dXl5eqF+/PiIjI3H9+nXcvHmT7bN69WqkpqZi1KhRGDRoEKZPnw5/f//CT+gnSFZWFqZMmYKvv/4aDg785V4jIyPh4+ODgIAAnbe7Z88evHnzxqTDboyqdIvFYsybNw/x8fGIj49HmzZt0LVrV9zILx+k6t+/bt06CAQCfPklNxvwkCFDOP2UZ7T4+OuvvzBmzBiEh4fj8uXLaN68OTp06MC6ORgG/lkYxcuvZwV7/DOiGWLD5NmXVevR8ikjhp7ZsbbOV/xVrKKmVgNWW0I15SzdysqKViuycqIskVmhGds1ubS0adOmIJO9ktIttLThPCA0oY/z7eXlJZ+8UrGIKazI+ogHlUgk2K5J6bayg9DSVk1hFIlEqKAyWy9S+U3oY3x0cfHM4lFGtSndpTGJIbJ1hLmTGOaOFVGufYGrvsDcCi595iDNqTbKtR2icX1dsoerKd0a3MsVScrkAuQnW2RkSIvbjdenovB4/UjIsuQKhMCS6zambKHRBeUznKVBHj4Uk0siJYsxI5NbdhRKNyf8J5/Xr18XSb7iEJP0HP8k5Vu4sxXu5Zot3ZrOneJ8MUoTCQIzS509olQVUwUMw+DcuXOFrm8MQkJC4FRe3dMEkIftvH79Gtu2beNdrq9yiMqoWrrf3yh4sa/YT3PyNIZhYGHBb8E3ZIUGwvj4+fmxny9evIjo6GjY2dmxf4p3hzt37iAhIQHZ2dlo27at1m3WrVuX/ayYNH327BkA+UTo7NmzUbduXTg5OcHOzg5HjhxRe19WlguQl2VUVTobN+aW87t48SI2bNjAkT8oKAgymQz37t3TKnO7du3g7u6OatWqoX///tiyZQvHJZxPJr7jdXFxgY2NDapVq8ZpUxw/IB/Lr7/+GtWqVYODgwOqVq0KAJwxKFu2LCIjIxEREYHq1atjypQpWuX/VMnNzUXv3r0hk8mwcuVK3j6ZmZn4448/imTlBuSKeocOHVC5cuXSEFUvGFXpDg4ORseOHVGjRg3UqFEDs2fPhp2dHftAV/Xv//vvv9G6dWvOjwOQx0kr9yssg/qSJUsQEhKCwYMHw8fHB8uWLYOrqysiIiL0dqwKFBZ1TfV7lWNQfcVlUKmMXNlQj+lWt3QbOoP5+4xMxY457ffuG3LyonC0JVRTjv9TPiearMhJSUkcN1mByBwMw2gdd9UHgYLr16/jwIED8i/KSreFtU5JP/RxvsViMebPn692fcoVEAG6d+9e6pMqSUlJYDQoyCJ7Z1QKWYlKg5ZzJju6deuGa3dTOX1VY+H1MT6aPGKUkyBm8lhclWuKq1JSS3dAQAAn+7Gdb1uIHOQliWx9CjxrzMqpl1JScPr06UL3ox7TXbg7t0DJ0g1pHtLObUfus3saLd0NGzYsdJscmZRE4pvs0IQixl1opaR05yumClduPs8AQ2S//j2m4GVTYelWzV4uUiqRN3fuXF7LMztHwjCQ5VdHEJhbfrSJ1AD5S9er1294lwktrXH9+nVcv36dd3nFihX1KJkcVUu3NO05+1mUP8GoCU2Tc4as0EAYH+XnhUwmQ3BwMK5cucL5S0pKYuOkdcHcnPvuo9g2ACxevBhLly7FpEmTcOLECVy5cgVBQUFq7yiqzzGGYdQmvlUNFIoShsqyX716FUlJSahevbpWme3t7XHp0iX8+eefqFSpEqZNm4Z69epx4sU1PVtVj1f5u6JN2VATHByMly9fYu3atTh//jzrWq86Bv/++y9EIhEeP378ycRyF4Xc3Fx89dVXuHfvHo4eParRyr1jxw5kZGRgwIABOm/7/v37OHbsmJoXh6lR8iLDpYRUKsX27duRnp7O6xL69OlT7N+/X83KBMhjZjdv3gwXFxd06NAB06dPh729enZvQP4juXjxotosVPv27TXO7ANAdnY2srMLyjqlpclLueTm5iI3N1fTamo0aZJfnoanBiwA5OXl8W7P2pyrNKomhQHkNwp3d/ciyVNccnNz8e7dewB2YFQs3XHXb0NcuRL/ikbAxcUF3QZ8h91/bYYsvwQPi5IyruxeLhAIeM+th4eHmnu5SCTSOu6K2ChVlN2zBGYFP0WBhU2hDxwFFhYWpX6+U588gcC8llq7wNwCO3bswNmzZ0vVbUp1TJVRDsEwK1MBeW+eAAD2RJ9DleqDuPLxKLalPT7KCWqUady4MXJzcyGRSHDmfKLacm2W7rdv35ZIRhcXF9Ru4IdXSm0Ves7A6+O/w66eUtZPLeXz7OzsCpVh7LjxgG9B6M6wEaNw/u8Nav0SEpSyRysnUlOC0ZBI7dy5c0WKr81Tsm6/y8hGbq5ucdguLi4ICwtD1IsCheXdZfkEmELR5bvH7t+/H/fu3dOrN8/ZO0pJkPJj39Us3VZ28kkoRgaZTIZbt26pxWlm58jPp0gohDQ3G7C2h8jSGj/Nng0XF5dCz7e2YxSLxXj16pVBnjW6osiPUem7dbzLhZa2WuOf69Wrp9fjyc3NRY5MRQlRKc1o5uSKnMe3wEft2rUhFArVvLaK+pvRJBvx4dGwYUPs3LkTHh4eMDNTf51XJDE7fvx4sZWRmJgYdO3aFf369QMgV5STkpLg4+Ojdb2aNWsWGBXyUa2w07BhQ9y4caPYk4BmZmb43//+h//973+YPn06HB0dceLECd5kXsXl5cuXSEhIwOrVq9nwUL5J6rNnz2LBggX4559/MGXKFIwcOZJXX/lUUSjcSUlJiI6OhpMTfzgNIJ887dKlC8qXL6/z9tevX48KFSqgU6dOpSGu3jC60n39+nU0bdoUWVlZsLOzw+7du1GrlvoLf1RUFOzt7dV+TH379kXVqlVRsWJF/PfffwgLC8PVq1c1xvC+ePECUqlU7QXFxcUFT5480Sjn3Llz8dNPP6m1HzlyhJORvDAUL+0CDUp3RkaG2o0KAN6/FELZMUHTjPiJEyfg7OzMu6y0sbGzA15DrbzUibNxsJTyW3eNQXLqa8S7dESlbz7Do5UDOctUa24rkMlk2LJlC3x9fdW2V7FSJSii6wQiM7Ro0QLXrl3DtWvXePevCJdQ5fLlgvJqAiHX0n3x4kUIBIJCXddPnDiB58+fa+1TFF68eIGly3+B+wR1l0WBmSVkudlo1qwZhg0bxmYoLQ0+a9IU2p3JAHMnN1bp5q3Fy5NIbeHChaUW3/PixQvMnTsXAgtrVOj5EzKTziHtwi4AckXzjz/+wMqVK2FVvTEqfDmVs66Ax1VZweXLl0s0K56YmIiEW4lwqVfQZuHsDpdeszj9VDPSK2Nubs5731Fw4cIF3L6diApKP4dbSXcwY8YMNZdBzsQEa+nm7ltT9vLw8HCUL19e53vYo9SC++KRk6dxr4zuGcxtbGwgEMkfgW9Ob8H7a0fksuUruHwJDbXdF0qLCpYiPMrId8vPD39RjekG5GMny3oHgP8aepUNAGYQCgB7G0tkAoDIAmFhYXj48GGhv19NFmFAnoTO19dX43PWGFy/fl2eHyPfe0mWk8k5h9qqQggEAo3P3tIkR8qdPGekuUi/fQa23nKlWWRXlm81AHJ33c8++0zN26Kovxk+NHljEabN8OHDsXbtWvTp0wcTJ06Es7MzkpOTsXXrVqxduxZWVlaYPHkyJk2aBAsLCwQGBuL58+e4ceOGzq67np6e2LlzJ86ePYuyZctiyZIlePLkSaFKd2hoKJYsWYLJkycjJCQEV65cwYYNGwAUWNMnT56MJk2aYPjw4RgyZAhsbW2RkJCglsiMj3379uHu3bto0aIFypYtiwMHDkAmk8Hb21un49KVsmXLwsnJCWvWrEGlSpXw4MEDNaPdu3fv0L9/f4wcORIdOnSAm5sb/Pz80LlzZ07pqo+Z9+/fczwL7927hytXrqBcuXKoXLkyevTogUuXLmHfvn2QSqWsvlWuXDlO6ExycjL+/fdfjffitm3bolu3bpxkezKZDOvXr8fAgQN5J59evXqFBw8esHXBb9++DaDAm9qQGF3p9vb2xpUrV/DmzRvs3LkTAwcOxKlTp9QU73Xr1qFv376wsuJajIYMKYhTrFOnDry8vODn54dLly5pdVXkc3vRFgMaFhaGcePGsd/T0tLg6uqK9u3ba3SRUJAnleH5+xxUKmOFkydPyvfPo3QLhUK0adOG18Jw7dBtnH9+v0B+HvdyhmHg7u7OSZWvL3Jzc/H3/ePAa3nMYOqmCajUXx6TFvXXLmRIbhkty21cXBz279+PihUronPnzrj69jYAKczsnWBdvTEy71wo6Kzksqwc0y0QCNC3b1+1cyGRSPA08jRsnRXrmOPff/9FZGSkRsvQhQsXeNuVUVb4hZY2ePnyZaEKNyCP5ytNq/PJkyc1TggJzC2BTPl1tmrVKowfP77ULH5v7Dww/aj25EwVekzD4/WjkPvsLpjcbLXlfErSnj17sGTJklKRU/Hbta3VClbiWrAS12KVbhsbG0RERMjvIzwKNt+EgAKxWIyOHTsWW67ExERWedSGyFrzfapTp05aZdi2bRvHKwSQXw8nTpzAjBkz1PrfvHkTS5YsUYrpVnErVGQvt+K6xspksiLdw/55fRl4JZ90qla7PjrW1d3Dpm7duli16F8AQGbyBUCaJ5/o0uJeDpT+b06VNfdj8ShDrkyzE5pSdUuk0MqOVbobNGigNmaP3mTip0sxEAB4+/I5LFzsITC31Pn3W758eUydOpV3meKFu127dmqumcaibt26mD59OnudPt85C+bObrB0rQ3bms01lhUEgGbNmsHNzQ2enp5682LIzc3FttXHuY2MDGmx2wqUbi2/0aZNm2L9+vVq7UX9zfCh8NwjPiwqV66MM2fOYPLkyQgKCkJ2djbc3d3x+eefsyF1U6dOhZmZGaZNm4bHjx+jUqVK+O6773Tex9SpU3Hv3j0EBQXBxsYGQ4cOxRdffIG3b99qXa9q1arYsWMHxo8fj+XLl6Np06YIDw/H999/D0tL+fOwbt26OHXqFMLDw9G8eXMwDIPq1aujV69ehcrl6OiIXbt2YcaMGcjKyoKXlxf+/PNP1K6tPiFfEoRCIbZu3YpRo0ahTp068Pb2xi+//IJWrVqxfUaPHg1bW1vMmTMHgNwrZf78+fjuu+8QEBCAKlU0h3Z9LMTHx6N169bsd4W+NHDgQMyYMQN79+4FANSvX5+zXnR0NGcs161bhypVqqB9+/a8+7lz546ax+GxY8fw4MEDfPvtt7zr7N27F9988w37XZFse/r06bzvL/rE6Eq3hYUF61ri5+eHuLg4LF++nJMMLSYmBrdv38Zff/1V6PYaNmwIc3NzJCUl8Srdzs7OEIlEalbtZ8+eqVm/lbG0tGRvFMqYm5sX+tIxZvsl7L+Wit3DAtj0+MpK1rMdcgu6TCbD/fv32SQNyjjZcycbNFm6y5QpY7CXoIyMTAC2gEyGnMe3kHnvEqyrNoTI2gGbNm3CyJEjDZ69cdCgQRyXntGjR6PvjDUA5C/j1p5alG6RepyP6liq1X3OLxmm6bwB2mN2zct7oFy772FRoWBdgYU1uncPxr59+wpVvHNyckr1fPv4+ECkoeSOsjJZ2DEXFYGI371cFfuGnfDq0K9qIQ0A0LR5Sxy7pR5zffjw4SK9ZGhCoWgou4QKzC3B5GbjzZs3rNsnXwIuPtd3BWZmZiU6h61atQLW7i60n9BGc66LR48eaZVBLBZDEJ/CaROIzHD+fAyePn2qpqgoZo8FGtzLNVm6BQIBatasqfN4KJfve5WRV6RxrFq1KuwdriGTkZ9ToVCIMWPGYPnajXLZNFhGS/s3p8rbdPmEkiw3GxnJ5zX2E1rbA2/keQ347vs7dm4BUB7Z2VmQ5eZPJORfm7r8fpXDqczLe8DGOwBvY7cB0jyMHDkSEREROj3/DEXVqlWxZs0a/HRdfi/Je/cCWQ+uwcxRfi1qOp+A/B2jffv2EAgEWLt2bZET+OiKatoBoZU9cp7ewfvrx2Dn+z9OjgFVfv31V97nQVF/M3yYyjkktKOY+FXGy8sLu3bt0riOUChEeHi4WrkuQB7apXpNOTo6ctrKlSuHPXv2FFkuAOjSpQunEsvs2bMhFos5xjN/f38cOXJE6/b5aNasmcb9apKpVatWasc7aNAgNW+4GTNmcJSx//3vf5xM5QB3InndOvWQllGjRqllU/+Y4RtbZXQxIgHAnDlz2MkLPtTewSEPD9a2fb5zbCxMrk43wzCchz0g9+9v1KgR6tWrp2GtAm7cuIHc3Fxu2RolLCws0KhRIzW3uKNHjxYpNb0y2mr2AsD+a/IXozX/3mXLfigUPGn6G2TeKVhPk4JW1oarCGmq5WzI5A3vFPvKV4AU8dKKl/vZs2cbTBaAP7M0wzDYd6Ig/kZ13Lju5YVnL1cvGWZWaGIibctces+GlSt3ZrZs+UoYNGgQwsLCNK6noLRrQIrFYkz+cQbvMlVrbWnu+/HjVLU2tnSTEoL82Xu+esOa4qYvXrxYQunkiMViTJgwgeMqLbJxBCCfzFNYFvjqhWuL6S5p3XN/f3+00iGDsUiL0j1lyhStZaA8PDw4CQQBeQ4EviSCEokEkydPzu+kVKdbCUX2clXrY1EzzucpJXd7mV548kFlIiMjC5JBMjL0798fX375JeteLjAzB3g8CPRddzUtU34cTzZNAKT8+SAAcJLnzZ8/n/P8kUgk+EHxks0wrGeIsAhVCNhkczZlUPnbFXAM/BoOjeQv0KmpqTp58OiL1+k5SM9WH5uQkBDY2sutxQP658egKmL0tVi6FSjKc+mrJJpqIjWFp4csU+6xoJyVXhVN4UtFRSKRICIiAtOmTdP4zkIQpcHKlSsRFxeHu3fvYtOmTVi4cCEGDhxY+IoE8ZFiVKX7hx9+QExMDFJSUnD9+nWEh4fj5MmT6Nu3L9snLS0N27dv500CcefOHcycORPx8fFISUnBgQMH0LNnTzRo0ICTWKRt27ZYsWIF+33cuHH4/fffsW7dOiQkJGDs2LF48OBBsaxhPXv21FqzVxmpjGFfZBQKHqPiNqhJaXawUskmbWnDLV2Vj75fCJWxtpHvS2F1lGbIlW6Rtfzl3tAvZVu2bOFtV7ZwiGwdVRYqu5cXnr388OHDnHEXmllg9erVWl0SN27cqHEZnyJkX648XrzPhlvN+hrXU6CPSRYP7zq87aqKY2nu28JSXSlVWEOVEdnJk2/wuVObWfFf+5qSKhaH0aNHQ2heMHEjtHVk64GvWbMGIpGIVbrLMu+QlyYvOyLUc8mwIaHye1dmyhW8/+8Ebx+ByEzNnVuBchkpiUSC6OhodcVDtXZ7/j1M9Z6TlJRUMOusnL1cCU3Zy4uacV65jNm7LN2TQSmSbikm0BhpLjZt2oSUlBTWvRzgt47yzbSXJtn5iplqxvK0+L/B5OUi99UjAICZQ0GSmZ07d3KeP/JzoFhaoHQrfsP9+vUr1I1aLBajbdu2KNu6wOpr6VYQy66ck8KQvHyfjWbzT6Dnqlhe64Y0f36nQ5DcPVGWnT+JooPSDcgV79LKUp+Rk4frkgI33Nt3U+T7kOZBlp2Bdxf/kcucHyYg0qJ0a6Kw6hnKREZGwtXVFcOGDcOsWbMKfWchiJKQlJSErl27olatWpg1axbGjx+vsztvTEwMp5SY6h9BfIgYVel++vQp+vfvD29vb7Rt2xbnz5/HoUOHOAletm7dCoZh0KdPH7X1LSwscPz4cQQFBcHb2xujRo1C+/btcezYMYiU3FVVYwB69eqFZcuWYebMmahfvz4btO/u7l7kY1B1i1Gt2atMnoyBWCzGiBEjUOGrmQC4ioxQKNRofWhewxneTuZ4f73AQs83c6/vF0JlWNfOfLdaWYb85UJoI7c0PHnyRG8WAz7evXun1mZdvTHsGxZkMxTachPVCLRkL1dF8aKu6pIeFBSkUabw8HDs379ftwPI58nLN2gx/wTm3rCBUEuMH1D6kyxr/72Ln8+rx0sDXPfy0ig7dPB6Ku4+l1s8MzKzAABZD/9D+u0zeLFvMRv3q4zIXqF0q7tDulfjl6e069gKLJTGwcaRvVZCQkKQkpKCvt8OBQA08ayArPty65S2RGqKcxif8gotFkTj8A3NCR018ey5PHc5I82F9N1Ljf2E+ZZ5TXJERkbCzc0Nbdq0gZubG5uXwcnJqaD8Vz6KSSrVSQNFrXd5H8XkItcKzcZ0W6q/PBXlmlYuY/YuS7NVWJWkpCR5OIBC6ZZJIZPJ8OrVK3lG8Fz59cjnUaTPsoxSGcMq3aoZy18fX4uHy3sj867cc0PxW1BG8fyRl0nMPzZGWemWX4ebN2/W6d48d+5c2NUp+P0oP3N0rbBQ2lx79BbpOVLcTE3D8/fq96q8/OeRg13+pLBigkeLe7m+mLjjGoJXnMbRm08RFxeH12lyWV7sWwTJin7IfSHP01Lg+VE8ZUKX34xEIuE1XkRFRZWaNxBBKLN06VI8fvwYWVlZSExMZOPLdcHPz0+tFJryH0F8iBhV6Y6MjERKSgqys7Px7NkzHDt2TC2j6tChQ5GRkcFbe9vV1RWnTp3Cy5cvkZ2djeTkZCxfvhzlypXj9EtJSVGbXRs2bBi774sXL6JFixaldlzKNXuVUbhCdu/enZ3RVp7ZHjdunEbrg4OVOULc3+DlgeVszVVtNT0Nwfv0fEsMa+mWK90K621RZuBLAz8/P7U2p05jOd/VLN1KdbotXKqxCjWfxY19UVdWPoQijccokUi0xqYAAJOnbp0zd3ZDRn7wn0V5D63rl7ale/aBgnJPOS/u4/meuchOlZfAUnab1sVSpo1/E5/j+y2X0GbxKQDA3Xvy3OWynEy82DMX6TeieS3dZjyW7nqujvJ1NSSAK81Z8aSkJM5EmcjWkXOtvEzPxYF78nNqK8wDk6+8Ka9TtnUI7P0K4twU53DKrut48CoDoZuK/gJ8WlHuUJqHvHf8Zc0A+W9TU8K0ixcvYvDgwaz1UNnVNiAgQN29PP96UH3hF4vF+PLLLwEAVu7ykCBZrorSzcZ0q3vsFOWaVla60zJ1t3TLlVJhwXUkk0IoFLLPDkZhHeVR1FTDn0qT90ou07Ic9YzSTF42pO/kiePM7PnLqezfvx9isRgzZ83MX0kGWR5X6Vb2bNCGak4OZaVQWw4UffI8rWD8H7zkjpFMxkBxSUgePpC3FcG9XEFJQz4UKELLfjmehDNnzrD3ASYnixM+wyrdGjxRCkOX34y2kqjFiaklCH1ibW0NT09PjX8E8SFicjHdHwOKZGmq5OX7vVXlscgJhUKMHj1ap+0z+eVjVN3lFG6uhsI6v1SaohSRNFNh6S7DymPIm2NwcDDnu6Wrr5q7nsjaAVCKB1a13tl4NWE/qyoTihd1ThZnkbla7UkFSUlJhcqssKhxZLQvKP0iVJ0kUEGf4QTS96+RcfsMqyBV6B4Oi4ry8AhdLWWaOHHrGfv54cOH2L4zPxGMUlkrZaU7/ZY8Ll9oZSd/cc0/h8H1KqNVDbnyIRPwK92lOUbx8fFcpTvf0u3p6YnIyEi0GTGPXfb6cUpBLG3+OubO7nBo3A3l2hZ4TCiun6dv1a8FXbl6XV6WjpHlQZb+mm1Pu/gPHv7aD1kP5ctFto4aqy3wXccMw2Dfvn0Qi8Xo0JFb/9LB/wsIzCzVXvglEgl27twJADBTWGNVY7qVzq2qMlSU88V1L9fd0n348GF5eSnWvTwPXl5erLIly5YrQXzuvnyTe6WFIk6ZkeZqjOfOy/dk4LN0A2ATfnbvLp/4sLO1ZSd/lMMcdBln1QoUiklLgUCgMW+KvslWqs3+4j13Mkc5xv/ta7n3h6LcWlGU7tL2GHuTmYP79++zkx4yleoLJVG6S+M5W6FChRKtTxAEQRQOKd2lgNDaASIlq4OmTI95UvkLgZ0T9wEnEomwZs2aQi2HikRvihdCY1u6ZYwiM7HCvZwb021syrb6hrddZKskn0oZJJuazdjPqi9eYrEY8+bN4yjqApG5xiRUOlnseGonK7u0mikp4HyUpqVbNT5SYYlRLs9Vvqs8QZauljJNCJWspjduJRVYO2UFypmyYibLese+PIvsnVgLpZ2lGWws5IrT0XuZvEnMSmuMFAnCODHd+RNMqampGDp0KOwbFViwt25YU5CUKz97ufKLvyIMY+LEiZBIJLC20C2DO59cKQ8eyr9IpRxLt0WFapBlvIE04w0AefKtoobRKCo9NPJTtXraoPwXYVpjuhX5HrIfJXD6QCYtqIetch8rtqVbx5hu1s1WOUZdJsXt27dx7Ngx+XbT3wAAyndXz/ibmZmp1lZaZORn2pLlaJ6AkabJLd0iB35Ld9my8hAaxdCIhEI193KgcMVSEU6jnHdEZFMGAjOLIie8K01ypMrJ87jK68pIeSJNRibFuFHD5Z/zLd3a6nTrG8mrTKxcuZKd9GBUJluZEijdumYF1pYoVrWMD0EQBFH6kNJdCrj0ng3xsPUwKyN3t7uX7yqrSm6+QpGpksI0JSVFpxIlYrEYnTt31jhzX5oJYHQhI7Mg8y9QYOkW5SsThpZH1X3O3NmVt59y1l/V5FDKcX8vX6rHxvr5+XGTr4nMNCqgiYmJhcpsba99gkJUiNKtqvBk5OQhdFM81p/hvwa1ka6aWldRY1lJ6VYuO1USC7JQ6Z3dWezBKt3KpcCUY7oZaR6k7+Xnw8zOic0qbSESsEo3AE78qfwQSs/bQqFMcmLbbR1h5dkEP2yJgUzldpr77lWBYpmvqCuXBFKuybtv3z7OcRRVLsUkBCPLRU5qwXWXniB335e+lXsWmJVx4S19CGi24HbqJLdwZ2Wpu1VbV/dTU5IL3PkF7ASVVMn6rqAgmRpX0ShSTLeSvqGrpVvhgaKcAV/hraOIFcySyD0DhJa2ahnMFfVG9UGuIguYTPOx5KXJJ1XkXgTqyq+Tk9wCLlOa+FB41ChPSvHd35Rhw2lUENk7QyaTITVVveKAIWDHCHLvkEWHb+PqwzfyjO1zlgIA8tKeF0wGF8PSXRru5XlKcjIABFb2rKeAor66AmkJ3ct1ec6KxWKNtW8zMtRDGQiCIIjShZTukiIUsTWWLSrVAACNbrcKq8yff23jtB8+fFjn3dWqVUtjjVtAvy+EqqS9k78oMDKupVtoZcdx4TYWijIsAJD35glyX8qtgSKlZFKq7uXKL9iKl1dl5EmilEuGmWtMKlajRg1ug1DE8YgA1Ou2qiKyK6d1uarC81fcQxy+8RQ//XNTwxqaUY2JVbwAMnkFypZyubSSWJCzlFxErRyc8LWiYgHDb+mGTKrkVuvMJlIzFwlhYVZwDi0qcs9DaVrkFAnClD0RRHZOqNA9HElW3nBs3pfTX5bxuiCmO38d5Xrdygr4kydPYG1RvN+Ml5dXQcKy/BwBD5f3wbOdM/H+yiEAQO4bubXazLGixtrMmjxtFG7E5hqUdVUlmS2LqHSsCsVHmQJlqCSW7oLrRVelW1FBQnnyjMlXchs0aAAAeHv6D3aZmQPXM2nLli16SxCp8IYqW8aBkwxUGWn6KzCMDAKROW/tdUWIkULpFgoFamEOAP/9TRkvLy8IzSzY31ree7m7tplDeaO6l+fmFZzzX04kY0V0Mrr+dkY+mZL/O5Ple3YAStdZESzd27ZtK7xTIWTlcW/uFpVqsL/TPJVkh5wSejxVSUoDiUSiVioVkN8jq1Wrppd9EgRBEAUYXzP6wOG6rMlfcl69eoUNGzZg0KBBkCm5P+ZKGUgkEkydPgOVvv0NAJAWvxehiyIRFBSkU2KqFy9eQJYtfyjzKd1btmzB3LlzS5TkShckEgnupaTA1seNdZGWZb4DI5NCIBRBZOMA6ftXahaDffv24cCBA+jYsSM6d+5cKrIcvvEEIoGAR5mQj/3Lw7/h/dXDKP/lVJg7ucK2ThtkPbgmd59WsXQrW3X5rB1isRg1atbEg3wjv0BLyTBl64Gtbzs4d5TH7D/98wdkPbgGgZlFQQZ4DVjZO2pdfuzYMbRq1Yr9LuVcbzKYi3R/gVN1zxXlK4Wc+EOl8eKzSE6bNg27du1C9+7dMXOmPJHTi/fZWHDoFno3dkNDN7mXQWZOwQvpm4xc+Df+DIf3J3Ddy/NfRIF8S7dSLKvCsmtuJoSZkvKkmu1dkeSsNH4PYrEY8+fPx6L4AtdQy8re7GfbWi3Zzy/2zMHk0cOwbHd+LLpC6Vaa1FGW1c/PD9cfFoxtVq4UVua6Wb7FYjF86tRFKgpCAmRZ75CZXFCyL+/tUwBypfvq1au82zl+/DgA+USCmWNFZOdbe2NjY9GzZ0/EX7wICGuorafJ0q24PzHSPEClNKJIJEJlZ0e8ACBQKRtWtOzlBZ/fZ+dBKmMgEuo20cKp9S6V38N8ffNLYjEy5L58CHMnV5jZOyPv9WO2q8KDp2fPnjrLqSs5+QdUxsEOsbGx2LdvH/s7YpFJIX3/Gmb2TjBzcEaOkoKpjMLr2NzMjNe9vDBrrlgsxvLfIrDorvx73suHMLMrB1G+0m0slC3dyrhVrQ6Rou610iSP4jNbd11L7XMFixcvxujRo0t031D1aLOsJJ/skcfrc38PHdq2xH/5n4VWdpBlphVpXzExMYVej5xSfh8ZBw4cQEJCQuEdCeIDRpGkma53w6LJe7k4kNJdQoRK1hyBUqznhg0b8L///Q83bxe4euZJZfIHn8KVNi8Hr4+vAQCdFQN7e3vIHmu2dOvzhVCZ5OTkgnI7rHWSgfT9S5g5VIDIoQKk719xXsgDAwNZF/CIiAgEBARozPSuK4/fZLLZnqf6cl/+FUpNVspleQbf/DhNW58WkGak4fWxVaylW/GCrYslV/m9ha9etBpCEatwA4BLnznIS3uGt+d2Frpq1Ro+0GZTmzNnDr777jv22rG3KpDn+btsVHZUL3mkCVVLoaKGsvJEhPL4pKSksNmNJRIJPD092czON27cwNKlS/Hu3TssOZqIbfESbIuXIGVevqtybsEL6dvMXI4rrAKOdVSWB2l+rLJlFR9I8+tfZ6W/x+etPTF+u1yRNCtXWe24SjORmp+fHwTXCrKLK59/hUX03dXDyEiMRU5OAFvzWWH1VS51ppyky87ODhZKEyRpmbk6K92RkZG4nXQHDv6+vNnwAbmnByB3L7/+399at1cp5DeIrOzwZMtkZEtu4MSJE2jatCmOn4hGuf+pK92qXh4KS7eZgzw0QppvIVWwdOlS9OjRA6F/XseLlzJYV/NDZmKBe2xRLN3Kk5oA8D4rD2Vs+BPqKWATHIqU718MvvjiC07yw7y05zB3cuWNnf4/e+cdFcXVxuHf7gJLBwEFlKZSVVRUrLEX1Eg0xmiwR43d6IctRjEao9FYQJNojD2x90qMJnasoKhRVFBQUBQQkL4su/P9MczszDZ26eh9ztlzdqfceedO2fvet5Xkml1aGJfkvOxstG3bU617NwDIstNgYGFbXLeeH9qydu1arFy5kn1PyYu4WfT5Md3K2cmVGTg4CKuWnwMlk0Ka+RrGrs1goOReTlEUkt8VwNHKuFKUcalcveJ44K9z7CQ4993BjZ8Wis3Y0pbaKI//Ue47DgCbhFK5FBwA2NrUgizvHUSmVhCZ2+qtdP/888+YM2eO1jEE6+GhBEVRePbsmV7Hqy5IJBKIRCKEhIRUtSgEQqUgFArJ/V4FiESicqlcQpTuMsJVtLkxY0+fPoWrqysokRFcgg8CAHLy8uHh0QSi4vq2TLIefWoeDxs2DDvm/kYfW0OMWkUNCBkycgvxn8RG4arIGRgWZb6BgWUdGFo7oPDVI3YAfvLkSZWY66tXr+LkyZNlsng/S1UM0ONz+EoK63JbrDRy40otW/ZDxj+/sS6m0rdJtNItVlxPZSsyQCuXcc+eQVzXm14gMsCECRPUeiowiWtESrXBAVpBs+01qcTzE4pNIRAINFoolAeH3CRDaTn6Kt18ha0wNYE+RhH/RSOyrANZVgobx75lyxa19V9zcnKwcOFC3LXrqbKOW183M79QkXWYUgxUKY57OSWXsbMdpu6tkXOfTnj1NPYxzMStcPZ/ndAz9FKxEsJHF+VCV8zNzXkuuuqQ570DRVFYs2YNDOs1AsC1dCsUQiFH6c7JyUGRXFEn/sqtOxjYveRKBEyyK+seEwGo1sNmYCzdQrEpzkfcVLtNs2Z0eS/GWmjq1QGSpAfYtGkTunbtqojxLypkny11MJZuy7aDAfDfU0KhEIMGDYKTkxMevo0GIIBFswCkn/4FjGcK887QBZnSc3H4ThJGt3fTqvyx5cKYCSQZXS6sX79+vOeMySGgLkt4RoZqjHp5wDwHya+SNCrcADheH6o5H1atWoXBgwcrlDy5askwQLf/iT/37ANQG/LCApUEbkxugPD7rzFl922M6VAfCwMbldimPlAUhfTcQtiaK+S+E30PgOpE2ver18OkuPqEjFs2j5JDlp8NkYkFRCaWOindQNn/R7lZ1gFAXBx+RqkJtfDy8sKZR8kQmVrBoJYDpKn6W1Y2bdqEr776qlTWeVPTqksyVxbEYjFkMhl27twJHx+fqhaHQKhQwsPDERISQu73SiYmJgbDhw/XmA9HH4jSXUaERmLOd4WCw8T8CTnWqsSkl1iwYC/mzpuP7Ul0HKFIJNLonqwOf39/NPM5hwRUXfby744/wPG7r2HSoCW9gKMoFWW+Blx8YWDtAICegU9MTGSzAitz8ODBMind3LrSAhsXxQqhATuolhe73KpL5sTU6WZj6jjhAj/++CPPigwwVjJ+9nImkZq6aygQCNQq3eqQ5WWxSegYJDIBNm3ahAkTJsDI1Q8mnu2QcW4za0EF+IPDQk4cYVa+7iWUAEBSHGAuFsqRfu88Mi7tBFDsHszBfsgPeLVpPFJTUxWZoDWwZcsWeAV3U1mew7GqZ+ZJFdmuOYoG10JKyYpQkHAH1h2HAwCM7BsCAJ7H0xYaeytaERYZm0NgIOZNFJw7d67cPD+ys7PZHA6aYDKFy+VyNGvkhTdQxHSDp3QrrnVcXBweJtQCjGklauiocfiihz+2b9+u9VhMsitB8UQet/YvXygpirLf0i7J1g4oVGNJS0hIwKxZs3Cg+DdzL8pkMggEAoVVXynm9OiJk5g6aSL7m1GaDW3p50H65im7Ljg4mH1OhJBDBvr5M7B2QFEmbTn9/fffdX4nKFu6F594iCb1rODvpjkXgpOTE0aMGIFdR+l4d0pehGHDhsHOzo6X/JBRbA3UTOSkpqbqJJ++MK7Tys+cMkyGek3VDVq3bo3Fv+wAYAuBgK4LDegX15yUlITvlvwIh5FrQEkL6ORkoGO6AUW98r236HrYWyPiy13pXvtvLML+iUUnz9oIG9IceRkpOPvvOVi0DFTZ1tDWGRbNAgAAsmLF2tjYGAUFBZDnZUJkYkGXYCzO7VESJcW8lwQ3hAZQlFtTZ+muW7cuZJH0JCY354g+fP/991iyZAk2bdqkNjGrtjrdNT2Rmo+PD1q0aFHVYhAIFQrjUk7u95oLSaRWRriWboGRGqsi1/3YwAg7duzAzVt0PVwXp3o6Zy7nMmoobUFq4KV+gFPWwUJJHL/7ivebW95GWjxwNrCmM7mfOXMGkydPxuHDh9W25eDgUGo54tNyEZOsUB6uP3rBfmeUEEChiDCeBVwExZZuWXE2We7ECRMPzMXDw4PdB1BYLtVNKly9ehUURbFu2kVZKSrbAEDB87vIunUEU3wk+HUo/0WaU1CEsWPHIiEhAS6B02DRLAC1uvLvl3v37rHfuUr3u3z1rsaakBTv27phHdz5LRgrF89Tu51hsQt3amoqTpw4obXNoqIitTGY3GVJKelsbK6nh8Ljg7HOAgDkchS+jmMnTgys6SROknx6sGghVjxnZo278I61cePGckt89VKoSKol1TB4Z7Kui0QifDtnJgD1Md1WbT5jFdhr164h453iXhYam2PHjh24deuWVnmY5G4CET+RmjqKOMnU1PHrr79i+nRFGATjqisQCNCuXTu2Tnde3A22LQCYPnseRo8ezf5mLN3Mc/fu+kHFtpz2e5smsN8N7RQTZidOnND5eilbugHg3xj1zxlDUlIS/vzzT0V+ArkMu3fvRlpaGjp06MBup60edu3a6st1lRUp46mippQgF1kJtboBYNmPP9LbCIWsEspNvFbS/0RsbCxQnO2ckhagqDgDvqGdKwABO+vPfedk5mmY9CklYf/Q7v6XnqSixZKzOHX+mko2eQaxcxP2e2HxRA/jUs16lemh0JY1g3lSBv1ucrM1BdfxQl1SwZMnTyrK+qlJjqcrFEVh3Lhxap8fTZZ7kkiNQCAQKgeidJcRrqupUI3SzU3Ww7ifn794CQCQlZlRKlcwC2Na0bNzVF8Sy8REd5difXn9TrV+rLxQMYhQDOx1y2xbloFNQho/9jPmFa20mHp1gFVbjmWzOGmNWkt3sQLNWLqVXfaVa647OTnBsZ7imjFK1NKlS7Fq1Sretswgh3HFleWkq1X8CxL/w3h/O3wzaTQ+bsrvt5zCIlAUBScnJxQY04NkY87gEqAHbAxlUbqZGERxcTbwevXqAQDyYtWXo9mzZw927dqltc20tDQYCRSKEXOM1ykKS+GmHbsQefs2AKBHt25Yv349ALCWNUBR01ry8hH9uzhG2ty0OFaaM6q17T2NJ0N5lq6LTFS4PufH31G7TWEK7RoaFBSEdq3obNgCQ9WYbgBsmcH9+/fzXLaFJrTiqmvOA0X2cs1KT1EmPVlmqOHZTEtLQ/DMmQoZmImC4r5t3KQpALpKwcuN4yArrg4gMrbgTRAwlm4mOzsTn6rs8t3Z2wE5D87TMtXm1w7n3tPaYLJ9c5tWDpNQhvUOKL4WlKwIMpkMycnJ8Pf3x6hRowBw3MvVWLovXbqkk3z6wsR0uzeorzF7OQDIcout8FqUbsaLB3IZ61ItMrViJ3rUvXuvPX2LV5m0JZYOpaAVa3lhPiSvYiCXSmhviVqOSEmhlXBu36/c+GeFZXYHgL1PFR4XvEk58JMaFsTT75P0dNpbRlGn3lrnY5VUx7wkIp/T/zcdPWqjHifMh1KydAuFQhQWFrLXSFhKSzeXefNUJ0wrejKeQCAQCNohSncZsek9lf2u1tLNSTwlNDSmfxcPGtLfppVoyVKHtQk9WEx5pz7hUGRkpN5t6kpajkRlGSVRDCJKsqYpU5aBwOssegKglSvtvm1gVQeW7Qaj9oB5sGpHewNwM28rK7wCIxO2/BdjnVR2v2QyOnMxNFQoR1wlas6cObwBJ3NujMJFSSWQpr9UaU9ekIvPPvtM7TlSFJCnlAWXW4oJABITE9njFsr4Ccr0gbF0P7x/F87OzhgyZAgAoOhtEp6vUHX3lclkJSqFcrkcMqlCEczMk+Lzzz9HRpainJvQ2AInT54CAIiEAkW9aE5SNUa54CriAHDj2lVs2bJF9cAVVHYn6j/avevdzcMofK1amx0ApCm0y3vDhg1hWmyBFwhFEBiIVZRukRmtBAlNLCHg3FdMubaScj2wtcNZBVKL0p1BP5vGbs1Rz8VN7TYHDx9lvzNtMh4fKWm0osfUtGZqDTOyMvcCW1qt2MODmdCiKIrnOdK+fXtIU58DAIxq8+V5/fo1dIFJwFfLVNF3ys+LMkxMN2NRlOVnQSQSsSWwtm/fjps3b2JMEP1MqnPhPn36dIUol0ySMKe6jkhISKAnY9TEp8tyaIWunjvf20lobK6Y4Cn+73md/Aqy3AxQMildWaJ4EkG5LFZ0YiaCNl1HQBg9oXA36R3E9ejcFZRUAsiKFNfLviGys+nrf//hY7aNdTsOwNnZWf0zWQ7EF5hAIKTvy8KUBN465npKXj1il718Sb9vS2PpLiuMpdvT3hz1LBST79xJagAYP348GjRowHojKIcYKaNLsrqdO3eq3J9MdQ+hsTlsek6CcX3aq6omJ1IjEAiEmgRRustIiZZuJVc4obG5IoGPvAhLlizR+5g25vQAUwL1yYx+/vlnvdvUFXWKnFyisP6xSreFHS9+VRNMTdnSkJJFK9Qe9uawt6CPZeH3MW8bruWv6B1/IC8ytVZYuvMyi2vfGvAsDd27d+fts2XLFiRyBzOcc1S2qDLJaRgrpLyokE1GxEUuyeFlbA4d0oy3PkeilFVczX3GKDMSTuFv5RJgJcEk/nkSo3+Nb00IBAKIDPkJwg4ePMgOnIFipa1YSRYKBGoTaTEumbwESaDL70yYMAFJSUno5q1w/VZOMLVjx44yn0tSUhJiE+hrL01JgDRdu9L18ccfw5ST00FgZKL6PjC1ht3HwXCavINXD5pRZBlXbU2w7uVsTLfma86Efhi7+ML0Y/WhAwIDTqIQjqxmZma49JK+PwRK3iGMRZuZIPj7779BCQ3Yd6OseDvlhJFOTk4IaEt7bShbutmJlxJgSuQxE5EAkCvRHg/NxHSLzOm4b1lOOoYOHQo7O8U94+/vj6Xf/I+W27yW2gnVbt26lbvizdSgNhAJ4OTkhM8//1yt1ZLJd1DA+Q8Qis3gNOUPOIxcTS9grp+8iE4mVuzpIzKnJylXr17Nk//yE/rdlF1QhHtJmVh6QwKr9l/QTRRbZwtTaLdtI/sGuHLlCmbMmIGMbIUSaWhLe19pcnEuF4rPS/r2hdrVsjzVfAWspd9ct/waAO35UZZzyMyjn0UrUyNYCRQT08ru5TExMRg2bBhH6bbW2u7HH3+sdT2DsncP8141bxoAixYfo85nIex7t6YmUiMQCISaBFG6yxFufDe7TGmQLTK3YV3OKZlMr/hFBlszeqBVQKl3P2TqhFcE6pRuaboixluen8UOKhjXWW3s3bu31LJk5tMKdS1TIzSpV2ztVnK35GaUh6wIyX8EK9ZxXC3lhflsjK7YQaEYcGM8mUzRXCuq0JCfzZBryWOSMgnYuEgJ6+bIRV6Qw1M0P/VzQtSCHmwJqQuPU3hZldVljmb2L5SV3r38brEVV5u1lEWXUmmglW5uRvUzF66o7C80sWAnP0RCfmmbN3vnI/fRFWRe2Q1ANS6ecQ2Oi4vDz0F+7HLle+/UqVOl8irhEhsbyypf9P2i+bkVCARwdHSEUCiAkZA+f6GRscpElNDYHGaNu/ByENDLLXSuakBRFJuVWqt7eUYy+73Qsh5fwWbk5tzP3GcnISEBdoZFrMwAV+lWTBAwzwiTAZ2i5KAkeRoTRvZsRVtqDW2ceH2Tn6+abEodjKXbgqN0a6rjzMDEdDMWX1lOOhvTzcXK1BA2xe9adeEysbGx5W7VLSpOJGjIKR/HZJXnwijQuVKKfZbErk0hMDCCkZ0r7VXBlHQs9n5hrL0mDegJDeVJQq4BdcNft8GNlmfKbhW+Lla6Hdzx4MEDrF+/nnfPGNRSlOyrqLKVzPGKMt+oXS9Xesd269ZN77AnAJg8eTJcXFxKfX2Z96+1iSGaN1B4fim7l1+8eBEA0OOjNgD4cffq0DX04vz58zh//jw7vmAm8IRmdPsCkSFbYvHFC/UTGAQCgUAoP4jSXUZ4cadq3cv5yomBuS3fAgE6HlgfmIFgEURqB85A2ZRZbTADiebOVrAQSJB992/2PBj0cTGfO3duqa0JTAZsc2MDuFiod7nj1pUGgMLkJ5C8opVhkaklx+tAhqK3tCuiyKoO1MHEgoKbSE3pmnPr+HXs2BEAIDRUxNuqi+mWF+QiMDCQl4zK1lzMKtBzD91XlNSCalwwABw7Rtde5sZ0x79UPyjVxL0HxUq3Bmtp6rEV7HdG0QoMVM0izEUulyNfolAETWvRCai4k1FCYwv2OoiEQjg5OWHwYDo8oOD5XaQdW84OpJlkTgyUrAhCoRDu7u4wExvAXkBbudRZtMpaE97DwwPG9egyHVRhHiglN1GeXBxXakMBfU0ERiaqyrWGCgRCY3P06NGjxJwPTEZitj6xFpmKMvgJELkKEkOt2orJCuYaA3R+gqLiWzA35jJ9LEbpLi59ZmZmxj4jTIIvehsKe/bsUZswUpqVBll+FgRCEYw4ydR0LdfEWLotOfXpU9Izte7Dylh8j8hy0tmYbmXq29HXx9Cmnsb2vvrqq3Kz6jKJ1AyEiveZcjJHgO5XIej7iqmOwCTTo5dZs/89VPH7WZpGTypqStS17/Bx9vuRi1G8dYzSLUmm3510+StaRiHnP8iQc09dv369zBNd6mCuhbwwj/3/5U42yXL5JcGaNWuGzaH0f6yxi69eoScURZX6+mYV/1damRiilaci/4pMTeWAU6dOYcX3CwAARrVdIXZqrPfxlNmwYQO6devGTgyxuRY4/1lie3pSr6JyFBAIBAJBAVG6ywh3EC0Uq7F0Kw+yTRSKHhMb+fvvv+v1p24uNmCtoEIN8V8VlY2UcZmrb2uKkTZPkX5a1ZWdUboNdVC61WUI15XsYqXbQmwAK1kmb51UScHgIsvnJBUqVqApSo6iYpdNbokgbrIhtr4vZ9BGx+oqBrtct9h79+5BYGTCZhunpBLkPqStGozLLQDIi+tRa8tWzSQg4xyY9/PpU9oCdf7SZXbZucvXeIp8SZiY0/eSJmtp3qPLrNxCY3MIBAI0bdpUZTsj+4aw+mgo2y+ZWYpz9WxSnFiMp3Qr3MsZA9+IESPUyqCqdEsxfvx4VjmtbUEfU13yK12sxtoYNEJRGk158iT3cQSKslLx5sAidhmTW8GoWOkWGpnyEisCfMVWefk///xT4nuBUU4ZqzRTA1hd3KdckovCNIVFy9BWVZF8l6OwwtETAnQ7tra2kBkUW/mL3WAZF2fGTTs3N5d1dzcqHswXvnkGoVCoMYxEIACkxYnnDOvo987KLpAio/h9FH1LYbG9fT9G633PPMcKi302L6abiy5KN0VROlsftRGdmIltEcV9IRIiKSkJ58+fZxOWKWMC+tyNatOxurxEfGbWiv8eWREEAgEkyXTsNbeEIfN+u3XrFh4+UbyHmXJvDIzLtjQ1AXJpAYRiMxgU3z88S7e1Ay+PyalTp3Q8e1W4XkZcGMVelpWCV1sm4+VvY5H7WDGhps6bKLBza/a7ZRv1+TM0UdpEjMwEtaWJIdzrKJ5zZgKDi4ODAzuZDgB2/YJVtikL48aNY0OYuBN9hsXlD7du3VquxyMQtJGQkACBQIDo6OiqFqVUuLm5ISwsrKrFINRAiNJdRrjxVwJOfDdEhnAcvRZ1Bi7gbS80tVRYIIprseqreAoEAlgUW3Y8O/VXu42zs/rM5mWFcem2NDHkWXW5SDNoizET31cSZmalqzfOxDpbGBuie/OG7PL0c1vw9tQayHIzkf7v7yr7ydnYRls2kZqAothsxSYebdhtucmGnJyc8PvvvwNKEync6864xTJutubNerPrRKZWkGWnInHdULzaqFDguEoud5Daj5PJnJnsYFC2kDo4OODWrVt4lqBQqnQtO8VgW2zl1OaizFo3xeagKArLli1j15k36w3Hsb/CcfRaWHcYCqsOQQAUseIAkCMpjgvm1qs2FLPZyEXFyiK3DBrv+HmZvOR4kEl5MY6FxaEOykoDoLvLsjqOHD+J5FaT2N/SNDqh1Mvfx+Pt378i7fhPeLnhSxQ8UyQxZLw4ZIwibGTMKkJsCIaGOssiYwvWbV4XmASATLtDhw7F2bNnsXr1at52yVumsBng1Vm6uTkqBEIR68nh7OKKl5m0ssBY6piSWkxIB/McUxTFWr9lWfzQCGUyMjIgSabLQonrerLLN23aVOI5n7ynsEy/jFPkIRCKzXj3vVxOsRm5AcVzzLrPF0mwfv16Xkw3g0LpVu0rLlFRUVrXl4RMTmHs9lt4mkorRs8TnsHV1RXdunXD2rVr1e6TC1rZrTNoIQD+BK/IxIp9R8gLckBRlCI7NieDN5Ohe9euXay3BL0/fzJXykzWUHLWxVzs6AWzJt15YQgCkQEvtKOgQFXB1IWTJ0/i6rXrWrcpynoLqjAfRe/eoLD4HgIUk0IMQUFBMOOUFDRpqFu+AC66el5wYTyVjA2FyMtIYbOtM88fg0AgQL9+/WDDSQZoYGWv3SKvY3gPl59++gkAf6LPqFjpJhAIhOrC+vXrUb9+fRgbG6Nly5a4fPmyxm0PHz6Mnj17onbt2rC0tES7du3w999/87bZvn07nftG6VPa/6eyQJTucoTrtmVU2w1G9g15VgWAHsxwXZoB+k9XXyucgxU9ODbx6ax2fVmSqVEUhRWnH2Hl3494A+YTd19h40U6y6mViaFayxAANsOtoVJGYk1wk4jpyql7ybgSR8dgmosN4OupGDwUZb6G5OUjJP0yHNmRx1X2lWYwtcQdYWltDQDY9PtGMLZBbiZl5WRDAQODeJZwQH1YAePCynWZZRJZyfOzIC/Iwbsbh5Bz/1+e2y9T+xYA1n2hiFFmMrWzx1SykJ49e5YeOHOVWTG9zZ49e1TkU0Ymp3AtjUnGpX4yBVCN4+XeH7a9p8LITpEQiynbxrXuPk9OVTtgZAbqTCyrNiVGxonrpmRFvGz91nI6o7KRfUOV/UozcGbY+U8Ua53P4txTRRmvkBP9l9q6ysxkmjRPUQOeuT6MNc6glvpnSGhsptN74e7duxCaWkMoNgVFydl2HR0d0blzZwQHB7MlsGgoeFnSsqrLuSBQylHAXOden3wGqlgJYO5XWTbt2isqbic3N5d1d2eV7vxsrZbCgoICSFMTAACGtRTW5Nu3b5c4WfS2uBwUABS8uK+QuVgJ/PnMA+yPTMTWiHi0X34OB6MUz/HYsWPRuXsvAMDq5Uvx5Zdfqj0Go3R7tuyoVZaykpYjwdtcxWTXjasRdCiLBkaNGoXR7d3Y3xat+vNCjYSmVux7SS7lT5ao866IjIxUHx5VTMGLu+x3yUs6DMXYtRlsOdU7GC8K7mROYWHp6nbv37+fZzEHgCKlJIqMhxAA5D68oHa7zz//HP7+/gCAP8fS1u669b10ygDORd8qGxRFsaEChiIhYmNj8Wrb13i1bRoKXysmCAQCATZt2gQnJycYiIT4J7gTu86vvfr/drtP5sBp0naILNWHQWmCGbhyJ2yN9PQuIRCA0j/XFU11lYugO/v27cOMGTMwf/583LlzBx07dkSfPn005p24dOkSevbsifDwcERFRaFr164IDAzEnTv8kq6WlpZITk7mfYyNjdW2WZEQpbscERqbs0lQNCVDEZpYsIN3JtbO3d1d73rdiz+hY74yhNZqM+smJyeX2uXx+ds8bLjwFL+ef4qnqQrX4F/OKaxuYgMh7OzsEBys6gZXyAyilTISa0JfSzdFUfj2iGKQXavYLW/3V23wRWMzNLXVbFkDgKJi5dfctzvkVHEN4kY+6N9cMVhk+pSrMCSk5aL76osq7XH7PzGRjptUdmEtyn6LrGv8Ej2ZF7bhbXgobxlXyRIKBbC3pAfSye+UlW5+n6WlpeH27dv8cIfibZjSPto4/R8ns7sWCwujdIs0uEWrIuDJZGhmxZsYYJLwGTnSVk7zYg8Oe3vNSfi4eRQoeRFvomLkJ93o9mq7qpxHRoaaOu06Iubcy1m3juq0DxNr7uRAx7GL6zViJxzYTMVmNur3NTbXaiEGaG+KrYf+gvO0nQDoySYmSVOdOooBOVMCKzQ0FDdv3sTUMUMBAAaWtVXaVFa6bbrRHhn5xWkbZAU5bCk3JkbYqLYbxPUawcDYlJ3YEJkwNbrpe0/ThEdgYCA7GWVQix+OUtJkUdTd/wAAOQ/OIz/2OrKj/wJA952hnQsuZdfGnIP38MMpWkmcdeAub//84kz/JoZ85Y4Lo3Rnw0TrH3R4eLhWWUsiNZs/0aXuym/YsIG9htu3b8e3fX1gKqK3tGoziG/pNrVUJNcr9gyR5zPPrgW7nZubG5KSkhAREaH2fyTz8k68/H08ZNmK65f/lJ4MMfVsxz7LWZHHWGs41yugdm3Ve0wXvL29ee+JdzcOIff+P+xvipLzEpLJ87PwZu98pP+zEZIk2uuhd+/ePE8lT3v6vDOLDBAXn8Dz0jFr3BW1B3zLs/ZzUVfTXBtSTvJIQ5GQTg5ZmMeGUgC0wn3jxg1ergP3OhZsTe/AMcFqK4CY+XSCyMwali2159PQBFfpFplZw5AzMUwgqKNLly6YOnUqgoODYWdnh549e+Lhw4fo27cvzM3NYW9vjxEjRvCSUcrlcqxYsQLu7u4Qi8VwcXFRyV/07NkzdO3aFaampmjWrBlvcvbt27cICgqCk5MTTE1N4evrq/KfoE4uADh+/Dg8PDxgYmKCrl27YseOHRAIBMjMzGT3vXr1Kjp16gQTExM4Ozvj66+/LpUBCKCf5Q0bNqBPnz4wMTFB/fr1ceDAgVK19aGzZs0ajB07FuPGjYOPjw/CwsLg7OyMDRs2qN0+LCwMc+bMgb+/Pzw8PLBs2TJ4eHjgxIkTvO0EAgEcHBx4n6qAKN3lBDPLb9KQnk0XcVz4uAhNLBUz+MVZZb/99lu9j9fKzQb1rE0ghyJ+UpmDBw/q3S7Az3r930tF0peUbIXix1gkp06dCqGQfxsxSq3I2FxjzCoXfV90+VIZT0ZvB3owFXPhGFaO7o4b17W7JUrfKmplSwzoAYhIKEDbpl6sey7XQ4FRGG4lpLO1rAGFG7bQyBgCQ2MIzawxc+ZMdOjQAU5OTpgyZQp7/u8ubMWyxSElnpty7CtTf/j1O75rtLp+TU5O5lu6i7fRJb5/+4X/2O/MoFodypbuHj16aG1XaGzOk+nBk2cYPUYxyCwsrmnNWNkS4+OQlJQEIyP15fAApbhuWRFq1VJcqz6d2gCUHAKRoUq+gxs3bmiVVRv5cvqZfXfjEM/Sro3g4GA4OTnBzIaeQLBs9Qnrvi3P4ZdvUoYpw6UtlnT69Omw6/8N+5txXwWgEvrh7++PGTNmwN/fH0616L42cW2qomQoJ2Y09WpP1xFnY8YVz6o0PQmUTAqhkQkchv+ElRHprEWQKbvH1PLWZCn09/eHjVFxQjALO54XhLKLmDLpWbQsVCH9Xso4R2eZFghFGpM4PnlDy7Nlyxbcvk8rZ199OQLbtm1Tu319OzMIBEBWQRGWrAzTKMurV6/KFNedlsO/XsoWSJFIhH79+rHXEACMDITYNpRO7CcyrwXLFgolTGhqxcZ4M54rbF11E8W7IyEhAbGxtOVVqEbhLMp8rZKAT/IyBrL8LPaZpWRFyPh3M4rSmbAihRL38GHpyg+OHDmSl/ch88J2SDMVE4O0ws2fmih4fhfZUSfYSSEfHx/e+joWYliIDSCngHxDK2R794Pv5zMAAHb9ZsLUqz0smveGOvT9j+Jm0DcSaR5mqfMWY5TuHU8EcB6+XOO+3OuoD4qJYFpBMmnQslTtED4sduzYAQMDA0RERGD58uXo3LkzmjdvjsjISJw+fRpv3rxhE6ACwLx587BixQqEhITg4cOH2L17t8pk+vz58zFr1ixER0fD09MTQUFBKCqiZ3gLCgrQsmVLnDx5Ev/99x/Gjx+PESNGqPyPc+XauHEjEhISMGjQIAwYMADR0dGYMGEC5s+fz9vn/v37CAgIwMCBA3Hv3j3s27cPV65cwdSpU1FaQkJC8Nlnn+Hu3bsYPnw4goKCEBMTU+r2PkQKCwsRFRWFXr168Zb36tWL9aIrCblcjuzsbNjY8A0aOTk5cHV1hZOTE/r166diCa8siNJdTuQ9oW8IY2faAq3sgswkTTPz6sC6dVLyIri6uuqV7IqLbz3amu7bWX3dztLO5OQWKrKR33/5jrOcPoeOHnb4ohVtmWfiI0UihbWIkkrYeE+xUyMA2l359LV0p3PcMP8Y0xpmYgM2hlqbSyYD487KRVScLZhxz1WX4Tcjj++6JCu24gmMTGEftAz1JmyGQa26uHr1Knx8fPDzzz+zVgVHWysEBwdj0KBBGuVS5/LIKN0qlm41Wa8zMjJgVNdL0V5xTK4uoQv3XtGDytc7Z6v0j0gkYhObKSvdn32mSEqkXH8WUFUq7z2KxX0mSzol51mvAGDFkkVwdXVFaqpqPXOGQo61iJIVYcaMGYrjCQWwMKL7UdmKfOzYsVInU7Oxp613yuV+tMFY4N/mKhQqg+KEXMx9psmlVyAygMDQWKOFuE6dOjhy/BQvfCHrxmGVY6ujhUst2JmLAaEBjN345aiUS+ABdO4DNj6Ye43lMtbaDQB3U2VwdHYDoAjRYMqqabMU1rEyhVySB4FACAMrxTvr4cOHWhPJuTakvSPkUvqaUNIC9j1roMH19uzDN+y7gul7WUEuJk+erFIyDACMDUVwrkUro56t1Lv7MpRlwMZMBjA0blCXfadqKrcGAG0aN4Q56HcD91kzsLJXlCosnhxklG6ByJC1ar99+1ZRSkpNIlC5mqRfoOTIe6RIXEa7eVNsojYT99ashXbnzp2lyvzt5OSE7j0D6MPJigBQirhy8F3LNeHp6cn7LRAI0KA4odn6C0+x+8YLZDXogUNHFRYRsYuv2ra4JR11gat0R1y+iKtXr6p4rnArHHCpa63wqBA6ePE9EDgTmJoql5QE4wHFJPU08WxfqnYIHxbu7u746aef4OXlhb/++gstWrTAsmXL4O3tDT8/P2zduhXnz5/HkydPkJ2djbVr1+Knn37CqFGj0LBhQ3z00UcYN24cr81Zs2bh448/hqenJxYvXoznz5+zz0S9evUwa9YsNG/eHA0aNMC0adMQEBCgYkHmyuXt7Y3ffvsNXl5eWLlyJby8vPDFF1+ojLFXrlyJoUOHYsaMGfDw8ED79u2xbt06/PHHH6WO8/38888xbtw4eHp6YsmSJWjVqlWZwjw/RNLS0iCTyVQmZ+zt7fH69WsNe/FZvXo1cnNzeRNA3t7e2L59O44fP449e/bA2NgYHTp0YCecKxOidJcTRcVuskwmX2U3TRnHJday1ScAAGMjQzaRTWnwdaIVQwtX9eVFrKy01/vURJ5EEZ96P+kdZHIKkiIZW47ql6AWMDFSKNljx45FQkICz02OyWBe57OFsPBXn+yNQd8+YJKK2VuK0cmTdl9ky3lpQCgUwtWVcRGmkHFxB289Y7mXM3GPapTu9Fx+MjNmW5G5LcSOnhAaGsO8KT1D9+jRIxhY2cPInrZYPY97hICAALU1dxnUDcKYjLavVdzLVa0cOaaOvERYzHbaFB6pTI7MvEJIQA/mCtVMSCxfvpx9gTGDXeb4jMutWaMu/JroxZj58i3hQmNzRN+jrepUUSHyn0XyYqTlhfmQy+VaS94VJChmKGU56ZBIJFi4cCG7jMnqrM6K/PTp09LVsGcs1FpKcinz448/IikpCfmFiufJoPj9oC7DMgMlo+XX5CWyZs0apKamwtyvL7vsxerPeP3CZLNXh5GBED0b0X9qYkclxUSd0m1ho4gPVjp/aTpfobr3knkm6PNk3gPaLIU+3t6sd4yhUnK3P//8U+N+OYX0805xJgKY+9OiRT+1+1x8nMq+K5gEiJS0QGPJMADwKFbU3lHGGD9+vEZ5nj9/XuoSWQ9e0f32qV89fN7SCVsm90FCQgLOnz+v8m5VJnx2H5VlRnYuHEs3rXRTUglbDpB7b8XH05NY6tzLNU0yZd8+yU7AMJNgBQnRkOVmwMDcBiZuinwUv/zyi0bZNZGUlITzF+kyVkzCUelbxQSPQKjqdq1My5aqFtyGtWmF81a8Ih9AfT9FlnR11n5Afdk2bTBJ1ChKjp49umPIkCEqk6oikUjtJGBda/516DlmjkI+TlhR85at2YkZoVCoNhGgMkKxGet5lHP3b1BFUhjX84Fx/RY6nhnhQ4VbmSUqKgrnz5+Hubk5+/H29gZA//fExMRAIpGge/fuWtvkVj9hvD6Yag0ymQxLly5F06ZNYWtrC3Nzc5w5c0YltpcrFwA8fvyY9QZiaN26Ne93VFQUtm/fzpM/ICAAcrmcfR/qi7KXYrt27Yilu5QovyspitIpD8eePXuwaNEi7Nu3jxdi17ZtWwwfPhzNmjVDx44dsX//fnh6elbJpAhRusuBraNbwb+JBwBFqSJu+RaAH4fK4NdctdySPvg5WwMAkqXqYw21WQu1wbV030xIh+eCv9hBIQCYiVVjIJ2cnFiLCaBwMQcUcaEAHbtr1kT7i7gkGEt3LU62VyaGWh0ikQi///47EhISsG3bNgwYMADjgj7lbWNsQJ8TUxqHm703XyZEfFousgv4SjejUIgdPdhl3NJC3Mzlsuw0nD9/XmsGbSYGmEstM3qApJJITayskAngMFThisiUtBKKzTUqPKnZEnRccR7Nvz9L75OToXaQ3apVKzx5QtfnVWQvpwd/58+fh0mDVrALnKX2GFatB/LlNrWmLWFQxJoyXiIArXQDtIvQrFmz2GsqFApZhaco4xXenv4Zb0//wlrv9u3bx7ZhWMSECKiPly5NDfu0TPq+0MfSzSRSM1BzX3o6891KC1MTkBd3E+lnf+N4E1io7AcAhw4dAgDWyp3z3zmV5Hfc2DV1+DjSbXNdgQVGprDpMYFu8/5ZVskRmdsochwonb9y6bTNl+Jg3eVLNlkkk7xLmzfLzJkzIWVdk/mluW7fvq1xv2evaMs0U7oMoGve0+2oz5ER9SIDDi4N6HwLzESCJF9jyTAAcLenn7XYlByEhGgPEVm6dClb6ksfCy/zTuvoYYeVnzeDi60pnJyc0KVLlxLzfTjbqCrLhrbOMPWkB4Hce0ORTE1xbzEKpTqvi4Ik9e7h0rTneLVlCt6e/hmpR5YVH6cQecWlu7gZwq+rCfcpqY9iY2NZqy4zCcW99zSFZXBR995rWJu+limcGPr/ON5cyrkyGPT1kHmRVOySL1P8l3IHjtq8F5xt+Iq/jV9v3Lx5E58PHYkGYxQ5QExt7NmJmefPn+vkLikqrjQgy89GUcYrZEUeAwBYdxqlbTcCgfcOl8vlCAwMRHR0NO8TGxvLxknrgqEhx3Oj+NlgjCerV69GaGgo5syZg3PnziE6OhoBAQEqydKU/1vUKWjKXiZyuRwTJkzgyX737l3ExsaiYUPVJKylRd+EjR86dnZ2EIlEKlbtlJQUrXl+AHoMOHbsWOzfv7/ksEehEP7+/sTSXVOpY2GMaV/Rf1pGtV1h3XmUqqU7R9VNtKWfn8oyfWAs3fkCE7VWMWZwru8gMI9jmQPozNZh/9A3p7GhEAYaYtS8vBSuzUWZalxBBEI4jlwDu4//B2NXhcX3r7/+0kkuhjVnaQXw0WuFS6aym7tIJMJPP/2kYikaPXo0jhw5gqH9A3htGoiKX/jFNbyFHKX7wBs79Aq9yBuccc+RWxrNiGM5NPVsC4C2CjGKQVxcHPr3V2/5HzBggMogjHUvz9Ru6RZZKBRMWU6GIn7T2FyjwnPi7iueMs/UL+cdp3gigHHVVHYvj4qKgqm37pmdDa0dWMWOscBJkh5CmvEKckkuihhFTyTC9OnTERcXhyVLliAuLo6n8OTc/Rs5d0+zv9u0UZR583ShXZQ1Dcz1CWe4desW1qxZg8wcup/keijdAO2Wui5I9Tlv5e3CJlMD6H5NPfQ9bUHk9PHKlStV9mVc+g2s6JncgnhVxVSdlY8LUzeYm0TJfsgShTyFBWyeCpEZ19LNP39GIWLIMHWGVXEdZLkkDyher83S7e/vDwvQEyVGjl68dYcPH1a3CwAgq3jsJctVJMjT5HZsbChEw9pmkMkpxOcZYdiIkQpLsDQfQ4cO1WgpZHNGJGfByclJazjQv//+CxcXF3Tr1g0uLi7YsmWLxm1551KgKH8IKO47XSznAoEAA1uo1hFnQmTkUsUglU2EWJzoLjQ0lI13ZCZW3l2lJ6XSz21mr586ZNmptLWU4/2QF3cTAJ1kjUlk2KhRI95+W7ZsKbGPPDw8IGLyCHAmDbKi6Lj5d9dKTlKkTlFmlG4u3BAqkVJYGAN3QlkXbt6iqy9QHKUbUAz+tXlledThHyvmdRb8/f3Re9IiSE0VielSsyW8iRknJ6cSLYuMBwozHnl3bR+Kst/CUEMVBQJBHS1atMCDBw/g5uYGd3d33sfMzIxNYvbvv/+W+hiXL19G//79WQtlgwYNdFKSvL29Vd6b3AonXPmVZXd3d9eaT0YbypOL169fZ63/BN0wMjJCy5YtcfbsWd7ys2fPon17zWEwe/bswejRo7F7925eCVlNUBSF6OhojRPtFQlRussB9zrm6NFBMbNv1fZzNqEaQ1HmG14sKkBnAC8LFsaGbFIkdeW5Xrx4ga+//pqt9+rq6qrTIDC3uP410zYAXHpCW83NxYqZybS0NFy4cIFV5gMDFYl8mLJcDEJTa54SZMyJndu+fbteVqGHybS1pqVrLWzfvh1t2rRB165dYW9vj2vXrmHNmjW4du0aZs+erdFS1NTJGl28FAMYW3MjZGRksJZubhKuV4ViSGUU7ibRg7PsO3/h1dZpbGIfbnkqAwtbuv63gZhVxjOv7GbXp6SkaKyhrnB/V8AmUlOydDs18OD95maizriwjc4yDVpx06Tw3FeaRGCsjVzmzZtHJwMzU9T8ZdoFgAcPHihK4BXDLd+kDVZmSo7kbdOQ9MtIyCW5PCuQk5MTfH192e9MrVlluJmIGzWgFRDlcn0Mhw8fVqvMKjN69Gi0btMWs+d/hyfxtAKqr9IdGRmJ1vVtsHIQ36vFCHI2phLg10bnXrtnz56pJOhiXP2ZZGHcBGoA0Lx5c5V4VmWYTM6GtRzpOHOBEGJOPgCqqBCy4mRvBua1NFq6eUntlGDvFTUeHMr41KOVATPvj2Dm21PRhlzOi9lnSEpKQkoWLQvX2s5YupWRZGfg3SM6Kd2p2wnYvf+QYp/CAuzevVttTDcANHKkldeHr7Igk1PYtm2bxpj5nJwcVrGiKApfffWVTu+2nGIvGnOxAQYPHozWrVtj5syZaN26tU45PxZ/0hi9bNKRdnINm2uCgXtvcSfjALAeLAJDYwiKleR31w/g+Yp+yNYxSz+Xgud3Ict7B5FZLbbu+ps3ivszKSkJ48aNK7GPnJycMHj0VwAAWbbCkyHz4na83jUXmZf44UHqUBcu4F5HdcLtbiJH6TaxUOtmr2/ekbcZmQBUJ6UYKIrChAkT1N4b7kpKd2aeFJl5hSrJ9lJzJCoWvB9//FGrXAqlm+5TqjAfGec2a92HQFBmypQpSE9PR1BQEG7evIlnz57hzJkzGDNmDGQyGYyNjTF37lzMmTMHf/zxB54+fYrr16/rPAkJ0JNmZ8+exdWrVxETE4MJEyboFNc7YcIEPHr0CHPnzsWTJ0+wf/9+NqSMsTzPnTsX165dw5QpU1gL/fHjxzFt2rRS9QcAHDhwAFu3bsWTJ0/w3Xff0ZVCypDn40MlODgYmzdvxtatWxETE4P//e9/ePHiBSZOnAiAHpOOHDmS3X7Pnj0YOXIkVq9ejbZt2+L169d4/fo13r1TvNcXL16Mv//+G8+ePUN0dDTGjh2L6Ohots3KhCjd5YCxoQgWYn7tYQMLpVrOplZI3j4d5ld/ZZcxtbbLgrcDrRwaaaiJ/fPPP7Oz6nK5XKdBYD6bMK02ni3ry2ZTBRSu5du2bcNXX32FXr16scq8k5MTO7jmupcDdOwo13psYKNQhCmK0jnzb2ZeIRtbHr3+a3z55Ze4efMmLly4gMDAQLRu3RrBwcFo27at1he8oUiI7V+2xt3veuF2SE+IDUQoKChQxGmb0ANtdTGuBYn3IU2NR+EbOm5WOZbZyNETBta0K4xckse2CdADUE0zqeqWMzHdyji48LMbM+7mkuRY5D44x1OONQ0YX2XSSsukLg3ha12kUtIMABuD7uFBK/nKSjcA2Dnw43Df7JmnongrKwLK0PGmEowaNUprDOvs2bNVFObNmzfzJlZqm9PXjBlgqmPOnDlYtWqVxvW3bt3Cjh07UPuzEDhP3wuxA31fUxL9lG5GOfOw57uKZ2ekQJL0gP3NxNoCqn28YwdfwYiNjYXA0JhNyMgkK2OoX78+SsKWc1/V+2ojz1sDoEtOyXLpgbnI3JZj6S7gnVfuf/8g93EE3v79K5RhrM4llT4DAHuxwiJo041/7X/77TeV7Z88eQJRcYZ0rtJd9E4xKMu8pIgHL8zLwYN/6Pv777svACbJmEwKyIu0xnS71zGHqZEIuYUyxKXQ1yY0NFTttspoq1HOJbvY0v3Hlo0qiYJ27NhRosXbwtgQPdzEyH1wDoWvHvNlKLYUN23alC3hphy6wGYil8vYsA9lunbtqlUGf39/QC5jS3YZ1aWtPIcPH2b/c5TLuACa3/+3H9BWLW7+A0pawHtutKGu5JyrrRkMhHyXz8dKSezUldIryV2RISkjD7mSIhw9Tp+PsqWbi0wmUxsrbm2q+s6PT8vFy0z+u0cqo9j8Jgz+/v4YNUqzqzhjyed63uU9uozXe+Zp3IdAUKZu3bqIiIiATCZDQEAAmjRpgunTp8PKyooNCQsJCcHMmTOxcOFC+Pj4YMiQIWy8ti6EhISgRYsWCAgIQJcuXeDg4IABAwaUuF/9+vVx8OBBHD58GE2bNsWGDRtYbx7mf6tp06a4ePEiYmNj0bFjR/j5+SEkJKRMls/Fixdj7969aNq0KXbs2IFdu3apePkQSmbIkCEICwvD999/j+bNm+PSpUsIDw9njVLJycm8uP6NGzeiqKgIU6ZMgaOjI/uZPn06u01mZibGjx8PHx8f9OrVCy9fvsSlS5dUYv0rA6J0l5HApvRDKhAIIBZpjt8QGhkDlByj+/egMwcD8HfTrBToChubWafkgTZAD3CUayUqw2QpNzMSQSgUYOxHirafv81DUlISJk2axHOVY2btmZebNPU5ijillWx6TuTFSZt5fwSIDGHevA8M69THpEmTdLLoJLylXRktDGR49l+Uxu24MmnDysSQVWwDAwNVLN1qkwsxCYRex6m19Fm0+Bh1x64HoJowy9vbW2O9X3XLrU35CYOYmsJyA9WEaQAgl9BKgbz4PAzMbTRaupMy6EFcV686aCd/wE4icGEGhU5OTggICGAtJCLOpFJGtprkYpRc5XdW5HFQsiK2VA1jSeXi4OBQYgzrrFmzkJiYiPPnzyMxMVFFQa9jSfeNprJ9DLNnz2bvj7zCIgTvj8bgjdfw8FUWTpw4AaGpFUwb8hOy6GvpZiahfBwteBNzPg1deUnrKLlicK5wAaavqXLZpfPnz7MTCnJJHmu9ZPDTIWxFOdbMzIcfIpD/NFJxrXmW7jwIBAJWAaOkEqQd/RE50X8hO5p295e8pu+ZjAt0GS5NWZq5jA9ShFwIlUoNSiQSFaXTtl59ti419xnjlreSvFEcU2BojILE/yAvzEeRkTnMvGhXNWYSQSgUahxwiYQCNCmuFMF4h3C9ekri+PHjJW6TU+xdtHmD+sQuJdUsB8C63739ay0KntM1yYuy01CQEA2AHiizEzomfKWbvb7qspWDVpbPnTun0cVv0KBB+PLLLwEAkmKln+s5wSTE0zSxoWzBunXrFl68oi3klB7JC0vCUCSEi636ZGkMIjWZ77OysrBmzRqt+51/lIKOP51HlxVn8fDpc3qhXLPSrSmRGgAE9/SEj6MlG9oQn5aLx8XhVOac90hqjuoEyfbt23kDTt4xGUs3x3sAAKRq3v0EAsOFCxcQFhbGW+bh4YHDhw8jIyMDeXl5iImJQWhoKPvfIhQKMX/+fCQkJKCwsBDPnz/HvHn05I6bmxsoikLz5s3Z9qytrUFRFLp06QIAsLGxwdGjR5GdnY03b95gyZIl2LFjB44ePapVLgD45JNPEBsbi4KCApw/fx5v376Fk5MTb4zl7++PM2fOIDs7Gzk5Obh7967O5XsTEhJUPLDq1q2LM2fOoKCgAAkJCfjiiy90aougyuTJk5GQkACJRIKoqCh06tSJXbd9+3ZcuHCB/X3hwgVQFKXy4SbMDQ0NxfPnzyGRSJCSkoK///5bJfFdZVGlSveGDRvQtGlTWFpawtLSEu3atePF9woEArUfda6hFEWhT58+EAgEvIdSHYsWLVJps7Tlteb2UcRsWKuxSuYnREOa+Rrvru5D7dq1MWtmMPZNaItjUzqwA7mywFi6zZ28SthSwe+//65VGc0rTqRmWvzn/mUHN4T0awShAPi8pZPaTOHMrP3o0aPRsGFDUEUSvNz4Fd7sWwCAjj81duMrA3XHbYBtwBTYD/kBEBroZNGJek4rakUZ6gdv6mTSFX9/f1ib0OfMxEOqy2bLugzKi5D76LLKehO35ux3ZavMxx9/rDHmRN1yZoKGwdacvsdyOBnmAY7SXTyolqYlAKBd39UlGtl94wVeZuZDIKBjCDWVyeDWe/b29mYnUkQmluxAXcDJmJ5fHNOZ+5hfU1FkaoWMc5uRuC4IrzZNwLtrB5B6TLUGrXKSFE1oSzJVx4LuM3UWK2WYCagfTsXg8O2XuBmfjlHbbkJqZMFmoufCTGrogkAgYF/sYgMRWrop3N0H9+/Lu4cZqy0AzsQGLT+3dJa7uzuWLFnCus4rJzIDgOHDh+skX/uGiokT5w600mtjWATf9MvIexyhkMPMhn0OmIzVdevWhTLpf/+CxLVBeL3jf0hcG8SLNS/JPbdt69Zwif6dtQyKnfmlm5SVzt+jOBM2HBdeabpC6WaeBaB40lNWhJy7dO3vWt3ppHyMklmSNZ4pz8jkdXByckKHDh207cKye/dure/bIpmczaOhruweAGRna/cUYWQaP348ZLkZeLN3Pp6v6IeX679kPW3u3r0LGVurm690i4onGbl9xoWJaY6IiMCJEyfQu3dveHl5YcyYMbh58yYOHDjATkSwSnc9hZVnwYIFOHnypEqsHgNjuZDLKWzeth3Dhw/XmEdAV4KCgtQuZxRZTWh6b5QUknL87itQFJCaJ4d159EAtFu6hw8frnGC8evuHvhreke0cKWf82epCkv30SkdWO+zpafUZ0cOCwtTGwLBVhXISVdZRyC8L6xfvx63bt3Cs2fP8Oeff2LlypVaPUAIhMqiSpVuJycnLF++HJGRkYiMjES3bt3Qv39/PHhAKyrJycm8z9atWyEQCHi1gRnCwsL0yhTYuHFjXtv37+sWh6oM1xXMTMnFHACyru1H8u9fYfm3M1jXmoa1zdGsOPN4WfHmZiEW6HY5mazKmsiVKCzdAK08jP2oPq7P644fB/qqzRTOnbWPi4ujs4R/Eoi+LRogtzijrVVbfo1qw+KYVJGpFWp1HQMAOHXqlFbZ/7pPKyq1xTKt2ynLpCstvGgXFqZ0kdqMvon/Kb6/uMd+l7yOY+sEA0DByxheabLu3bvDzs5OrQvgqFGjVMpcAKrxfcx9o2zpNvejywYxMa1M1mFjt+bYvf8gb9vNl+Px7RH6fm/qZI1aZkYaLXfciYA6deqAKsxnMyAbWDvAoFZdCIxoWfJibyAtPAwAkBP9F1KPK8VfU3JQhfmgpBJkXtqh1k2Um4W8tNRmle46cBz7KwQGRjC0c1WbDXzjxo1ISkrCxceKTP+p2RLsyWmEWp3payQvzAcll0GWm8nLlF0SP/30E29QPTvACyaGIrRwsYaLszM2b/qdXccd6DPWWm4G7g4dOmD79u1sKTDGis9NIiYQCFRc7bXxc5Afm1cii6Lv825N3XDi9+UYOnQo64kgMrdhQyjkklxQFAVLS0u1bdJWd0rF+q4tkRrDpdPHUBhzDgBQq/NI3rqIiAje7weJ6q8D19ItL8hh3fYLUxIAAO+u7UdRtsK1lklmR1EUHj16pFG2JvXo8+XmQdC1n0t63zJWbkCz0l1SYjwG1ezqiskEIyMjyIvvFwMLftI4xhVcXZUNgJ+UrF+/fjh+/DhWrFiB3377jX1vMXkXCpMfgyqSwsDClo7PFwjZbMfqMpkDdLhSbPxzNJj+JxZezkHsswSOd4X+dXM1vU8BoE199cnSGJhcCcq8fv1a6+QJN7EnU9GC0mLp1qWGOZNUbdeN52wIgoOVMVoVT+Bdjk3VOGH057+3Ydn2czoLvEAIU5/OMPOiJ4q6tPHTaA0nEGo6sbGx6N+/Pxo1aoQlS5Zg5syZWLRokU77Xr58mVdKTPlDIJSFKlW6AwMD0bdvX3h6esLT0xNLly6Fubk5+8fs4ODA+xw7dgxdu3ZFgwb8eNa7d+9izZo12Lp1q87HNjAw4LVdu7Z2q5hEIkFWVhbvAwBSqZT9WBorlG5fwQuIku7g66H9IJFIMG3aNN625fWpZ2kEMyMRiiCEsavmEmRG9g3ZMk8APQDT1GZOAW1tFIv451fLRARKTheu/+WXX1jFWyQSYf369bC3t2e3HTZsGPbv34/PPvsM+bE3SrweZo06w7LNINyWOSP1XZ6KTPkFEkzdFYXIYku3n2XJg/ihQ4fyZNLlU8eYAiWXQWhsDgObejyLEFUkRfIfwQBHsZZwFHB53jtkFivZVJEUqQe/h5xjiWQUW6lUik2bNiEiIgKrVq1CREQENm3apFYeEfgeBZM6ugEA0iUAOAnMDJhYveJBc+Grx5BmvoZQbIpN4TcQHx8PqVSKJ8mZWBqusI6MbOMMqVSK5s2bY8SIEbxjjRgxAs2bN2dlKSqiB31MTXr7L5ai3vjf2XwC767vh6Awl07mQ8mRF3NJrcu6Nl69eoWpU6fy+oDpM10/tYwV/WJk54o6Q5ag7thfUYeTnZvF0Bh/nb+Cd/n0cdZ87qsS85nx7ya83DAGydum8a59SXz22Wc8uTxrm+Jc8EfYPqolpFIpRo4ciS+a0ddthK85jhw5Qp9rGu2aalK/BQyKJ39evHiBH374gW2bKcnExF0DwJUrVzBy5Eid+8xSLMSfY/g1TutZiSGVSuHl5aWI6TazZsMt5JI8iEQifP755zr3A6D9fcP9NLOnJ0wMbZ3Z0nIAcPPmTfz443JcjU1B3Ot3SMigPTBe75zNO440Q5EMUJ6biVfbpiHv8VWkn6FjzuX5WUjjTAZx78/k5GSNcvkUlw2Lep6B6OdvcfbBKwg1JOoDwMbbl3T+V568QdDv9P+dpZFAozty06ZNdeo/e3t7jeEFpqamkL4tLs3Gyalh+3EwW9ZRU2K83bt3qxwLUL3HhgwZAqqoEPnFNePt+k6HTU/VZDUCI5NiRV/xrAV/vwYws4VRnfow9ekEYbEHTUmW7sDAQBw5ckSn96lUKkVXT/qZq2tljI/cFQp45wb0PW7SQPMEx9GjR5GRk48HSem8NvMKJIhLoZXuRnUUE7WUVLPnjkwmw6NHj7Rezwa2dFsZnNhtsZDCkkAfum8oYHvEM0Q/f4ttV54iJ68AUqkUGTn5WPDXc9TqPArW7b+A9UfDUPsTxbOy5ruZWLlypcaEgARCTSY0NBSvXr1CQUEBnjx5gpCQEBgYqBrF1NGqVSuVUmjcjzooitIp3pxA0O0urARkMhkOHDiA3Nxctb72b968walTp1SSCuXl5SEoKAi//PKLXi7isbGxqFu3LsRiMdq0aYNly5apKPNcfvzxRyxevFhl+ZkzZ2BqSluBmpsIEA0R3MwpjPOtC7SlB8zh4eE6y1UaGlsJcTNViDqffou0078gL+YSb71l64Go1XUMKJkUuQ8vIfvOKazddQIfxafCRc3E3fOXQgBCbFz/M2L/MlObbKBu3br4/fffkZycDEdHR9jZ2ak9z/z8fOQ/5buMv9m/EDY9J/HKlIhMrVCry2jckwJtgjfhI/k9fNr/EyTnAdZGwLNsAU4+ppUpS0MKkf8cK7Ffdu3ahc6dO2ssBaSOp7GPUVDbESYNWqF2/2/Y2Mi8p7foerRK2WgpqQTS59EwdG2O/IQ7yL51DLK8dyjKfK1i7WNmSbkulu7u7khNTdV6jwxpIMA/L4UY7y1DXNRliEUiSGQCuM4+huy7fyM/9jrrXp7FyTic++A8rDsEwS5wNkZvOIcJre1w9Dl9be1NKMz0lcHg5R2Ev7yDJ0+eqLh+Wlpa8uRiPFAkrx5BXM+bF6MPAJAWYOLEifDx8UG/fv1w8uRJvLu2H7UHzEP2Hd3Lwv3666/w8/PjXTdNbqmaUbzajJ0aAwDEDu6waNEPQhNLSF49QsGLe3AYsRpLH1gAKAIoOX79ZhwGdgvEpezaSC40xpu98yF5qb5WcUns2rULvr6+WrfxNwYaNAfsTWiPGXt7e7x59QQFL2NgXM8HtbqOQephWtmOj6erH9j2mQ7z4gzf3Lj4c+fOITVVYanUpc+kcoDbV1YZjxEe/hhnzpyBPC8LckkehGJTiOsVD/IluZg4cSJSU1Ph6enJZr8uCWXZNJF8+x/IOvlBZGIJq3ZDkP80ks0PsOpCIja+479LlDO3Q1aE5D9nQWhkDLkkF3JJLlKPLuNtIkl6gNc7Z8PUuyOybii8QIqKijT2GUUB9iYivMkXYMAGWkkW2/aAUPwnmzDO1Lsj7SEjMoB1hyDkP41E2slVkBfk4MiRI0h4lYp3UqCOMWAgBP7LEGDzIyGoYsXT9O1jtccGgD/++EOn/gOAPn36qK3ZbGZmBmkyXZLPwKYeIDKAyNQa5k26sdvIOWXsuKxfv55XEpJBub98fOj7JPPSnzAtnjSx8OuLnLt/o/DNU7qqg50LanUdA2MXX+TcP4u34WsBoQj3rNqxKrhNz0kQFiexpKSalW6BQID+/ftDIBAgNTVVp/cpACz0AwyEObj7NhcA/b/SzCQdlykhjGq7oVaPiXh3dY9Kf5z++yz+SHNDSoEAg+rL0NGBtjLfSBFAKhNBLKTQPOcm/pM0gFBsxvO8UEYoFOL58+daZaXL4imez7Z15Oz29S1EiM8WYPFJhYfGyesPMcJdjhe5gKSI3s+6/WD2HgOAjvZyPLxxEQ9BexZt2rQJV69eRUaGao4NAuFDw8TERG8PSQJBVwSULqllK5D79++jXbt2KCgogLm5OXbv3o2+ffuqbPfTTz9h+fLlePXqFS8ZwoQJEyCTybB5M132QiAQ4MiRI1pnnf766y/k5eXB09MTb968wQ8//IBHjx7hwYMHsLVV73omkUh48a1ZWVlwdnZGWloaz9XyRnw6PO3N2VJPlUFqtgST90Qjurj0ieTlI8ilEhhY1YbAwEjFlZCLj4MFbM2NQFH0bB0F4Noz2sKVcmQp8p9cQ9u2bXHpEl+Rl0qlOHv2LHr27AlDQ0M1LSto3bo14gT1YNtrEjIu7kDW9QMw8WgHy5b9kHllN8x8OsKiRT9++5mvIQIFobUjDEUCSGX0bWpnbgScX4uoc9rd0BnOnj2Lzp0767QtQLu3D5k0Gw7DV0EgUgx2Ms5vRdZN9TWDly1fgcW/7oTkVQygIYZv48aNGD58uM59po3p++4i/L83KstzH15E2glF3KHIsg7qjv1VrYv82sFN0deXnqQaO3Ysm+iIi0gkQmxsLOtGe+vWLXTo0AHGbs3pOHwlBMfn48ndW7xtGTlkOW/1shIz102f+4zLtqvPsewvzUoMQMfmC0SKNgtTnyN56xQAQEDv3vj7zD9aEyFpQ7nvdIXpNwMbJ9Qd+ysEQhEK3zyjXaXlRRAYitlJBFluJtJOrETB87sQCAR4+vQpnJyc9O6zSbvu4J9Hqfi4iQPChtDeMoMHD8bRo0dR+7OFrPIEAMl/zsKQ7v7YsmULTp06hU8//bTE9rmylcSOHTswYcZs1JuwBUJDMaTpLyHLTgMll8GkfgvetkWZr/Fy47gS29SVn376CVOmTNHYZ0ejX2HOYdqzhfnXlOVnQ5qeBIHIkM1wz0WW9w6FKfFw9/TG6yITyOQULIwNYG1iiMQMhTJpJM3G0/XjVSbqGBYsWICFCxfqfC6dOnXiuXK3bdsWQ4cOxddfT0e9ydthYGELWW6mSrLB9LO/Ifu2aibxfv368Wqma7vHhg4dioMHD8LIviHqfLEUImNzOoFi5msYWDvw3qsAUJj2HAaWddS+pwDg7d+/Iida/aSdPveWOhIz8tBtzRUAQPSCbth1MxErzyhqAVOyIhS+iSt+/uRo4OmD13KF95O3vTneFRQh+R3tAt/DuzbGeBahY48+MHFvg4KE25Bxwhm4jBgxQqcSSqO2R+Ju0jscn9wOLjaKHCPnHqdiwk7VyRVzsQEvZIHB3kKMv6d3gKmRSCUULysrC3Z2dnj37p3G0JHqyO3bt9GyZUtERUWhRYsWJe9AINRgdu3aheHDh5P7vZIpz/dMlVu6vby8EB0djczMTBw6dAijRo3CxYsXVVLtb926FcOGDeMp3MePH8e5c+fUzupro0+fPux3X19ftGvXDg0bNsSOHTsQHBysdh+xWKzWFcvQ0JA36PjI015lm4qmro0hDkxsj6WnYrD9agLE9bxL3qmYmNfqB3mUrAjS4jjI69ev4++//0a/fv1UtlM+f3V07twZ0WvXIueOQlHOj72G/Fi6lE7RuzcwadgaAiNjZJzbglrdv2LjvQGwCjcAjGwgwfQQ3RRuALCystJLWRswYADMx47F652zYNdvFhtXm1+cAVgdPbp1xbqwULxWo3Az1gxGGQJ06zNtzAzwxu0X71Rqd+c8OMf7LctKwastk2HS0B/NB01DYpYMpkYiTOzcEJ/4OUEgEODWrVtqFW6A9j55/vw5W4Kqffv2aNiwIZ4+jUZe3E2YureGLDcD0rdJkBfmIzXmLqKjo+Hv74/27dtj1KhR2LFjB2RZ6l1WtVFQUMDrI337bHxnd4zt2BBLTj7EvhvxeHFkJcwadeEpkIzCLXn1GBAIkHlhO7vu79OnSzxGt27dcO7cOZXlQqEQGzdu1Kl0lzLt27enrd1vkpB1/QCs2n8BI3tVD5zs26eQfnYDb5lyH+naZz982hRt7r7CwBb12O07duyIo0eP4t3VvTB2bQqhoTGookIUZbzCn3/+iWnTpmHAgAFo3749rl69qrX9zp0769wX48aNw+TJk5F2YhXsAmfC0KYeDG3q8c89+jQKnt9FnpokhqWlfv368PT01Npnn/u74uNm9WBsIML1Z2/x9d47SIMFRMVeAMrI8rMhMrWCiVtzvCwEAApCAV0eLLugCAZCAT5pVheGdw/hp9Blqhn/OTRs2FCv+//atWs4efIkTp8+jd69e6Nfv35ISkrC119/jXcRu2HbexpP4aaKpMi+fRI599Rb+hcuXKj2+Or668CBAzAwMEDhm6d4tXki6gxcCHFdT/ZdSlFytiY4QIeAcEk9/hMMrOwhrucDkak1LyGfMhRF8d5R+tKgjhX+GNMaAgFgbW6CyV098Dw9H/sj6VhrgcgA4rqK/9PXSpfo0RtF4jlrU0Ms+6wpHkRegzw/C7n3tXua7N69G8uWLStxwmDr6NaQSOWwUqpkEdCkLu4vqo01Z5/g1L1kmIsNEP82l6dwj2rnCl8na8Sl5KC7Tx1Ym6uf2CjL/xGBQCAQdISqZnTv3p0aP348b9mlS5coAFR0dDRv+fTp0ymBQECJRCL2A4ASCoVU586d9Tpujx49qIkTJ+q8/bt37ygA1Lt37/Q6TkXzKDmLMvfpSJn6dKZMGvpT4nqNKBOPdpRhnQaUwFBMCQzFlJF9Q8rQzpUSWdahvv3tEHUoKpE6fDuROnI7iWr12UTK1KcTZWDtSIHOwkMBoKZMmcI7TmFhIbV582bqzJkzVGJiolaZ1q9fz2tL7UcgpCAyoK+fiSVl4tGOMvFoS7l6NaEevnpHnX/0hnqUnEVNmjSp5LY4n/379+vdh126dKEAUAIDMWXSoBVlWLu+1mMEBQVRFEVR7u7uvOUODg4qfXb06FGqsLBQb5mUkcvllLRIRrl6NqZMPdtTYmdfrTLu27efSskqoPILi3jthISEaN1P+dqOGTOGvV7iet6U0Myat33Pnj1529+8eZMaN24c1bBhQ72uW8eOHcutz168eFHcroASGptTgIASGJlSJg1aUUb2+snFfNq3b8+eX2hoKHXixAlq//791P79+0t8Hkpi6dKl7HEMa9enTDzaUqY+nSizxl0ps8ZdKbGLLwUIVGQ6f/58ufXZ6tWr2XaFZtaUsUtTSmRuwy777rvv2G1LuodGjRql17F79+5NH9fUijJxb02fe5NulJlvD8rQ1rlU16ukz7Nnz/TuM4lURt15kUHtvHCf8u45lDKs04B9f0FkSAkMxJRx/RaUqU9natDM5dT9pEyqSCan7iVmUteeplEpWQVUYmKiTvKFhobq1YeaaNWqFX1f2blSJu6tKZFlHfq/wUCs8dht27ZVaaeke2zs2LG8Ngys7Cljt+aUyLIOBQiKj2lEGdo6U6Y+nSgTj3aUkaOnRhkMDAw0rjtx4kS59A2XidNnUSLL2pShnStl6v0Re/99OvMn6uidJCq7QErFpWRT5x+9oS49SaES03OpXImUoiiKSkxMpAQC1edT3Yd5ZsuLtzkS6mb8W+rI7STqePRLVqaSqK7jmZKIioqiAFBRUVFVLQqBUOHs3LmT3O9VQHm+Z6qd0t2tWzeVQdqoUaOoli1bqmybnJxM3b9/n/cBQK1du5Z69uyZzscsKCig6tWrRy1evFjnfarzn9TNmzd1Hmy6uLiw+2kbAG7bto3dbtu2bTwFUygUUps3b9Yoj64DS00frhKzbds2vfZdtmyZ3v03ZMgQvY7BneA5ceIENWXKFLUDwfJUurmMGDGiRBk/++wz6ubNm7z9bt68SXl5eWncp0mTJirHmjNnjtbjmJmZqZVRn3sSAOXo6FiufbZ58+Yy3YPa7snypjTPi0AgYGUqjz4r6XrNnTuXt3379u01bquvUnTixIlyvVbKn8DAQN7vzZs3l7nPSnovDRw4UO1++/bt00lm5We3tOj7HGq610vqr9Icp7Sf8pqQ4MKd+OJ+jIyMStxXV6Wb+8xWNdV5PKMNonQTPiSI0l01lOd7pkrdy7/99lv06dMHzs7OyM7Oxt69e3HhwgWc5rh2ZmVl4cCBA1i9erXK/kzmcWVcXFx47mbdu3fHp59+iqlTpwIAZs2ahcDAQLi4uCAlJQU//PADsrKy3ps6fv7+/hg0aBAOHjxY4rYvXrzAmDFjsHXrVsTGxmrczs3NDQCd+IspW8Qgl8sxYcIEBAQEqHWVc3JywubNmzF+/HjI5XIIhUK0bdu2RLdUhmvXrrHZkpmkdbqia/IhLp07d9ardNXo0aPZ7/369VPrhl+RLFu2TKOLOMOhQ4fY8I3t27dj9OjRKkkJlVEXQ8rNa6CO3Nxc3Lp1S6Vcj7+/P7p27Yrz589r3Z9h8ODBOm2nK2PHjkXTpk3VJgUsDcuWLcP69evLpS1lnJyc8O2332LZsmUlb1yMv79/qeNaNbXn5uaGhIQEteuZusoMEREROHnyJMaNG4c3bxT5Btq3b6/389CvXz/4+vqWuoyjNgQCAdavX4/169cjLi4O7u7uvNCP0jJ69GgsWrQIz58/V7v+8OHDSEpKUrlGb9+qj/fl8vHHH2ssf6UvTLnCkp59gO6rTZs2leq+8vf3R7t27XDt2rXSiKkXutZL14datdRnpi8sLMTYsWO1xmLHxsaWWPcdACiKQnJycrk+tx8q4eHhiIlRX7OcQHhfYEpnkvu9cmGS2JYLZVbby8CYMWMoV1dXysjIiKpduzbVvXt36syZM7xtNm7cSJmYmFCZmZk6tQmAOnLkCG+Zq6srzx1yyJAhlKOjI2VoaEjVrVuXGjhwIPXgwQO9ZK8JM8OMm6Yun5UrV2q1sN28ebNEN9KSXOUSExOp8+fPs7P7DRo00Em2hg0bspZ2R0dHnc8JALVhwwa9+00fS2PDhg11breiLN0UpZ8lVxdvAU1WGF1CBbjPmjK6uJmLxeIK6zM7O7tysa61atWqXOTRhq+v9pAB7ud///sfu1959VnLli01Hm/QoEEa99Pm7aEPhoaG5XKtuJ+VK1eqPVZ59VmzZs00HltdqIsulu7ydkGmKIpydtbupu/p6anVCqtrf5XnNbSxsVFZpm/ogq6UdF20HVcf9/KKsNKXhpownlHH1atX2bBC8iGfD+EjFAqrXIYP8SMSiairV6+W+Z1VpZZuXTJ3jh8/HuPHj9e5TUrNDLOytWbv3r06t1eT2bRpE5ydnXXadvbs2VqzfM+ePRsXL17UuF4gEJRYZsHJyYk3qz9o0CD89NNPWvagefr0Kb788kuMGTNGJwsCl9JYnRnL/Lhx2jMjr169WmPivcpm7NixCAgIwJgxY0osFbVq1aoS2xs2bJhaC0xgYCAmT56sdd+UFM2J0+Li4tC9e3deArJRo0bB2toax44dQ//+/REWFlaifKWlXbt2OHHiRJnbCQoKKgdptHPv3j2YmZkhLy+vSuQZOnQooqKi1K7T5hVUXt4eXbp0KUWpOM389NNPmDVrVrm1p45NmzZp9KY4f/68Sn1zXRKAmZmZlYtsXEaPHo0lS9TUreesLw8LbERERLl5l9y9exf79+/Hjh074ObmhgULFpSbB4Ay7du317p+x44dmDJlCnv8pKQk1nNLn6RuFWGl/5AQi8WQyWTYuXMnW66OQHhfCQ8PR0hICLnfK5mYmBgMHz5cbTJtvSmz2v6BUlNmhjdv3qzzzJi3t3epZ4GYxFf6oGs8Y2k/gYGBZeq7xMREatmyZZRYrJpkSFsMuyYq0tLNUF59qi0B3U8//aR1X12sT0wCspJiVcu7z8oj1rR27drlIouuWFhY6NXf5dlntWvXVjkek0SuotH3WtWqVYsaNWoUb9mgQYN43jWaKM8+s7W1VSufn5+fyrbnzp0r8bwqwtJNURRlbm6u8Zjl2V/K16S0n9Lk5ygLQ4cO1SpP8+bNKYqi/2N1tWxzPxYWFpV6PtqoKeMZZUhMN+FDgsR0Vw3l+Z5R1O0gvJeMHTsWz58/x/79+0vc9tGjR6U+jqZYRm2UZE0oKyEhIWXa38nJCfPmzUNBQQFWr16NVq1aYdKkSUhMTMTYsWPLScrypTz6VCAQoF27dhrXz549GytXrtS4ftCgQSUew9/fHzNmzKgwS5W245Ymd0Pjxo3h7++P1atXa7XkVwQPHz7UuK5Xr17Yvn17hR07JSUFq1evhre3N9q3b48TJ06wcWUVjb+/P1xcXHTe/osvvsD27dtx8+ZNhIaG4ubNmzhw4AC6dOlSqXGzmp7BO3fuqHh3eXh4qNRM5iIUCkv0ICot2dnZCAkJgY2NDbtMIBBg8+bN5dpfzDXp379/mdq5cuVKOUmkGytWrNC6Pjo6GiKRCOPGjdPbAwsAFi1aVErJCAQCgVAjKfscwIdJTZwZLu8Mzsqf0sRwTp06tVyO3ahRI63Wv+pAZVi6KUr3WHlNH12z6iYmJlKNGzfm7VveVtCK6jOmlJku/WFgYFCuxy4N3377rVrZ1HkKVNZ9Vlnoet+WJRN0efZZSXkPuHKWFP/bokWLMsujC8r5NkqitP1VFqt3r169SnNqZcLJyanM/00ikUjFq6CyvWVKoiaOZyiKWLoJHxbE0l01EEs3oVSMHTsWiYmJsLW1rZD2dcmIq8zPP/+MVq1alfnY06ZN41m4KtL6V93p0qVLmfanKApxcXElbufk5IT//vsPJ06cwJQpUyrVClpW/P39sWnTphKt3paWlmXObF0eLF26VCUeeNSoUZXuKVAV3Lx5s8Rtyts6WxYCAwO1rj958iT7/erVq1qtpHfu3EFSUlK5yaYJJyenSvEIYKzeFhYWeu9raWlZARJpR1vcu67I5XKEhYVhxYoV8Pb2xooVKyrdW4ZAIBAIVU+VJlIjVD5OTk5YtWoVvvzyy3Jv+927d6Xa79atWzh58iROnz6Nw4cPIzk5Wa/9BQIB+vXrBycnpw9CCSmJiRMnYuvWrWVqIycnR+dtq6JMWnmxfft2TJkyBadOnYKDgwOMjY3xxx9/IC8vDxMnTuSVg6tq9u/fj1u3biEiIgIdOnT4YO51bWWu2rRpg4MHD1YbhRug37Gurq4aQ24WLVqEli1b4tixY1i6dKnWtpgJsOp0fmXF398fbdq0wT///KPXflVR0nP06NGYMWNGqf/bAPoajh8/HnFxcfDy8kLfvn3LUUICgUAg1BSI0v0BUlJN2dJiZWVV6n0Zxc3GxkYv64JQKMTvv//+Xg1Ky4o+tXg1oYul+33B39+fp8BWJ0VbGWVZPxSYyZGIiAhYW1sjMzOzWk88HDhwQGPW7jdv3uic0VuXqhA1kcaNG2tVuu3s7JCWlsb+Lk299/Liv//+07kKiCbkcjmuX78OU1PTcpKKQCAQCDUN4l7+gZKQkIDBgweXa5vlYYkoyTWTwcHBAefPn8fz58+rbVKzqoSbvEgo1P8xJ6VsCNUNJvkeY32srgo3QMvKTVBWWj799NP3ckJx2LBhWtffuXOn2oStODk5wc7OrsztvH37thykIRAIBEJNhSjdHzD79u3TmoVaH8rLEqFPdunKzkpc0/D398fRo0chk8mwevVqODg4QCwWw8bGBj169ECrVq1gbGysst+HEitMIFQk8+fPL3Mba9euLQdJqh/+/v4aKyR8+eWXcHJyQr9+/fDLL79Ui9CV8qgKUVG5VAiEmkJCQgIEAgGio6OrWpRS4ebmhrCwsKoWg1CDIUr3B86sWbOQmJiI8+fPw8TERO/9Bw4cWO6WCMZK+7///U/jNkOGDCm3430IBAcHIzk5GQUFBXj79i3Onj2LW7duIT8/H6tXr0bTpk3xySeffPBJ6AiE8iI4OBgikahU+1ZE6a7qxtWrV1GvXj3eMldX1zLno6gIFixYUKb9BQIB2rZtW07SEAgEwvvNjz/+CIFAgBkzZmjc5vDhw+jZsydq164NS0tLtGvXDn///TdvmwcPHuCzzz6Dm5sbBAJBlU+aEKWbwGauzcvLQ0hICOzs7GBnZ1eitdPX1xd79+6tEEuEv78/1qxZo9bqLRaLq/zBeZ8IDg7G3bt3cezYMWLhJhDKkWvXrum9j1AoxIsXLz6IsJmkpCRs27YNAwYMwLZt25CQkFDVIqlFHw8sZQQCATZt2vReT6AQPgwKCwurWgS1VFe5CKXj1q1b+P3339G0aVOt2126dAk9e/ZEeHg4oqKi0LVrVwQGBuLOnTvsNnl5eWjQoAGWL18OBweHiha9REgitVLClHnJysqqYknKl1mzZmHWrFns7549e6ot2ePt7Y158+YhKysLhoaGFSbPunXrMGrUKCxYsABPnz7Fp59+ihUrVtTIfpdKpcjLy6vwPnufIH2mP6TP9Kei+szLywtBQUHYs2ePzvvMmjULlpaW1fodV579NXDgQAwcOBBA9f4/Zf6LfvnlFxw+fFjjdvXr18eWLVtw5swZ1KlTB71790a9evWQlZVVbZ9Lpt+1la8jfHh06dIFTZo0gZGREf744w80btwYGzZswKxZs3Dp0iWYmZmhV69eCA0NZfMeyOVyrFy5Eps2bUJiYiLs7e0xYcIEXrjNs2fP8L///Q83btyAh4cHfvvtNzbc5O3bt5g6dSouX76M9PR0NGzYEN9++y2CgoK0ynXx4kUcP34cM2fORFJSEtq2bYvRo0dj9OjRyMjIgLW1NQDaw+abb77BrVu3YGdnh08//RQ//vgjzMzM9O6fbdu2YcaMGTh48CB69uyJgwcPYvHixYiLi4OpqSn8/Pxw7NixUrX9oZKTk4Nhw4Zh06ZN+OGHH7Ruq2x8W7ZsGY4dO4YTJ07Az88PAD/57DfffFMhMutFmSt9f6AkJiZSAMiHfMiHfMiHfMiHfGr8JzExsaqHVnoRFRVFAaCioqKqWpT3ks6dO1Pm5ubU7NmzqUePHlFXr16l7OzsqHnz5lExMTHU7du3qZ49e1Jdu3Zl95kzZw5Vq1Ytavv27VRcXBx1+fJlatOmTRRFUVR8fDwFgPL29qZOnjxJPX78mBo0aBDl6upKSaVSiqIoKikpiVq5ciV1584d6unTp9S6desokUhEXb9+XaNcMTExVHx8PGVoaEjNmjWLevToEbVnzx6qXr16FAAqIyODoiiKunfvHmVubk6FhoZST548oSIiIig/Pz9q9OjROvWHq6srFRoaSlEURa1c/B1/pAABAABJREFUuZKysbGhrl27RlEURb169YoyMDCg1qxZQ8XHx1P37t2jfv31Vyo7O7usl4Fl586d7/39PnLkSGrGjBkURdHXefr06TrvK5PJKGdnZ+rnn39Wu557/fShPN8zxNJdSurWrYvExERYWFhAIBBUtTiVTlZWFpydnZGYmAhLS8uqFqdGQPpMf0if6Q/pM/0hfaYfpL/0pzr3GUVRyM7ORt26dataFEI1w93dHT/99BMAYOHChWjRogWWLVvGrt+6dSucnZ3x5MkTODo6Yu3atfjll1/YcIyGDRvio48+4rU5a9YsfPzxxwCAxYsXo3HjxoiLi4O3tzfq1avH87acNm0aTp8+jQMHDqBNmzZq5QJoK6aXlxebHNjLywv//fcfli5dym6zcuVKDB06lI0T9vDwwLp169C5c2ds2LBBbWJZdcybNw87duzAhQsX4OvrCwBITk5GUVERBg4cCFdXVwBg1xF0Y+/evbh9+zZu3bpVqv1Xr16N3Nzccq/MVJ4QpbuUCIVCEqMFwNLSstoNIKo7pM/0h/SZ/pA+0x/SZ/pB+kt/qmufWVlZVbUIhGpIq1at2O9RUVE4f/48zM3NVbZ7+vQpMjMzIZFI0L17d61tcmN1HR0dAQApKSnw9vaGTCbD8uXLsW/fPrx8+RISiQQSiUTFRZsrFwA8fvxYJSdN69ateb+joqIQFxeHXbt2scsoioJcLkd8fDx8fHy0yg0oFLvIyEg0aNCAXd6sWTN0794dvr6+CAgIQK9evTBo0CDUqlWrxDYJQGJiIqZPn44zZ87oPPnBZc+ePVi0aBGOHTuGOnXqVICE5QNJpEYgEAgEAoFAIBB4cJVduVyOwMBAREdH8z6xsbHo1KmTzhVwuDkNGE9RuVwOgFZqQ0NDMWfOHJw7dw7R0dEICAhQSZamrIRTFKXidUop5SiQy+WYMGECT/a7d+8iNjYWDRs21En2jh07QiaTYf/+/bzlIpEIZ8+exV9//YVGjRrh559/hpeXF+Lj43Vq90MnKioKKSkpaNmyJQwMDGBgYICLFy9i3bp1MDAwgEwm07jvvn37MHbsWOzfvx89evSoRKn1h1i6CQQCgUAgEAgEgkZatGiBQ4cOwc3NDQYGquqDh4cHTExM8O+//2LcuHGlOsbly5fRv39/DB8+HACtKMfGxpZohfb29kZ4eDhvWWRkpIr8Dx48gLu7e6lkA2jr+bRp0xAQEACRSITZs2ez6wQCATp06IAOHTpg4cKFcHV1xZEjRxAcHFzq430odO/eHffv3+ct+/LLL+Ht7Y25c+dqLL+5Z88ejBkzBnv27GFDFqozxNJNKBVisRjfffcdxGJxVYtSYyB9pj+kz/SH9Jn+kD7TD9Jf+kP6jFDTmTJlCtLT0xEUFISbN2/i2bNnOHPmDMaMGQOZTAZjY2PMnTsXc+bMwR9//IGnT5/i+vXr2LJli87HcHd3x9mzZ3H16lXExMRgwoQJeP36dYn7TZgwAY8ePcLcuXPx5MkT7N+/H9u3bwegsKbPnTsX165dw5QpU1gL/fHjxzFt2jS9+qFdu3b466+/8P333yM0NBQAcOPGDSxbtgyRkZF48eIFDh8+jNTUVJ1c1gmAhYUFmjRpwvuYmZnB1tYWTZo0AUDH0o8cOZLdZ8+ePRg5ciRWr16Ntm3b4vXr13j9+jXevXvHblNYWMh6NRQWFuLly5eIjo5GXFxcpZ8jQJRuQikRi8VYtGgRGUDoAekz/SF9pj+kz/SH9Jl+kP7SH9JnhJpO3bp1ERERAZlMhoCAADRp0gTTp0+HlZUVhEJanQgJCcHMmTOxcOFC+Pj4YMiQIUhJSdH5GCEhIWjRogUCAgLQpUsXODg4YMCAASXuV79+fRw8eBCHDx9G06ZNsWHDBrZMGfPMNW3aFBcvXkRsbCw6duwIPz8/hISEsHHl+tChQwecOnUKISEhWLduHSwtLXHp0iX07dsXnp6eWLBgAVavXo0+ffro3TZBPcnJyXjx4gX7e+PGjSgqKsKUKVPg6OjIfqZPn85u8+rVK/j5+cHPzw/JyclYtWoV/Pz8Su2JUVYElHLQA4FAIBAIBAKBUI25ffs2WrZsiaioKLRo0aKqxSFUM5YuXYrffvsNiYmJVS1KubBr1y4MHz6c3O+VTHm+Z0hMN4FAIBAIBAKBQKixrF+/Hv7+/rC1tUVERARWrlyJqVOnVrVYBAILUboJBAKBQCAQCARCjSU2NhY//PAD0tPT4eLigpkzZ2LevHk67Xv58mWtruA5OTnlJSbhA4Yo3QQCgUAgEAgEAqHGEhoayiY205dWrVohOjq6fAUiEJQgSjeBQCAQCAQCgUD4IDExMSlTKTECQRdI9nICgUAgEAgEAoFAIBAqCKJ0EwgEAoFAIBAIBAKBUEEQpZtAIBAIBAKBQCAQCIQKgijdBAKBQCAQCAQCgUAgVBAkkRqBQCAQCAQCoUYSHh6OmJiYqhaDQKhQIiIiAJD7vbKJj48vt7YEFEVR5dYagUAgEAgEAoFQwVy7dg0dO3aETCaralEIhEpBKBRCLpdXtRgfHCKRCJcvX0a7du3K1A6xdBMIBAKBQCAQahRisRgymQw7d+6Ej49PVYtDIFQo4eHhCAkJIfd7JRMTE4Phw4dDLBaXuS2idBMIBAKBQCAQaiQ+Pj5o0aJFVYtBIFQojEs5ud9rLiSRGoFAIBAIBAKBQCAQCBUEUboJBAKBQCAQCAQCgUCoIIjSTSAQCAQCgUAgEAgEQgVBlG4CgUAgEAgEAoFAIBAqCKJ0EwgEAoFAIBAIBAKBUEEQpZtAIBAIBAKBQCAQCIQKgijdhHJHIBDg6NGjGtcnJCRAIBAgOjq6XI/r5uaGsLCwcm2ToB/kGhAIBAKBUHVU1BiLQCCUDaJ0f4CMHj0aAoEAAoEABgYGcHFxwaRJk5CRkVEu7ScnJ6NPnz7l0hahcmDuieXLl/OWHz16FAKBQOd2bt26hfHjx5e3eAQCgUAgEAiE95QNGzagadOmsLS0hKWlJdq1a4e//vpL4/YXLlxgdRnu59GjR+w2UqkU33//PRo2bAhjY2M0a9YMp0+frozTUQtRuj9QevfujeTkZCQkJGDz5s04ceIEJk+eXC5tOzg4QCwWl0tbhMrD2NgYK1asKNPkS+3atWFqalqOUhEIBAKB8OFQWFhY1SKopbrKRXg/cHJywvLlyxEZGYnIyEh069YN/fv3x4MHD7Tu9/jxYyQnJ7MfDw8Pdt2CBQuwceNG/Pzzz3j48CEmTpyITz/9FHfu3Kno01ELUbrLEYqikJubW+kfiqL0llUsFsPBwQFOTk7o1asXhgwZgjNnzrDrt23bBh8fHxgbG8Pb2xvr169n1xUWFmLq1KlwdHSEsbEx3Nzc8OOPP7Lrld3Lb968CT8/PxgbG6NVq1YqN/v27dthbW3NW6ZsYX369Cn69+8Pe3t7mJubw9/fH//884/Wc1y0aBFcXFwgFotRt25dfP311/p0UZmhKAp5hUVV8inNPdGjRw84ODjwrqUyhw4dQuPGjSEWi+Hm5obVq1fz1iu7l2u7BoWFhZgzZw7q1asHMzMztGnTBhcuXNBbbgKBQCAQaipdunTB1KlTERwcDDs7O/Ts2RMPHz5E3759YW5uDnt7e4wYMQJpaWnsPnK5HCtWrIC7uzvEYjFcXFywdOlSXrvPnj1D165dYWpqimbNmuHatWvsurdv3yIoKAhOTk4wNTWFr68v9uzZU6JcAHD8+HF4eHjAxMQEXbt2xY4dOyAQCJCZmcnue/XqVXTq1AkmJiZwdnbG119/jdzcXJ36Izk5GR9//DFMTExQv3597N69W2VssWbNGvj6+sLMzAzOzs6YPHkycnJy2PXMuPLkyZPw8vKCqakpBg0ahNzcXOzYsQNubm6oVasWpk2bBplMxu7n5uaGH374ASNHjoS5uTlcXV1x7NgxpKamon///jA3N4evry8iIyP16ktCyQQGBqJv377w9PSEp6cnli5dCnNzc1y/fl3rfnXq1IGDgwP7EYlE7Lo///wT3377Lfr27YsGDRpg0qRJCAgIUBm7VhYGVXLU95S8vDyYm5tX+nFzcnJgZmZW6v2fPXuG06dPw9DQEACwadMmfPfdd/jll1/g5+eHO3fu4KuvvoKZmRlGjRqFdevW4fjx49i/fz9cXFyQmJiIxMREtW3n5uaiX79+6NatG3bu3In4+HhMnz69VOfYt29f/PDDDzA2NsaOHTsQGBiIx48fw8XFRWX7gwcPIjQ0FHv37kXjxo3x+vVr3L17V+/jloV8qQyNFv5dqcdkePh9AEyN9Hu8RSIRli1bhqFDh+Lrr7+Gk5MTb31UVBQGDx6MRYsWYciQIbh69SomT54MW1tbjB49WqW9kq7Bl19+iYSEBOzduxd169bFkSNH0Lt3b9y/f583U0kgEAgEwvvMjh07MGnSJERERCA9PR2dO3fGV199hTVr1iA/Px9z587F4MGDce7cOQDAvHnzsGnTJoSGhuKjjz5CcnIyz60WAObPn49Vq1bBw8MD8+fPR1BQEOLi4mBgYICCggK0bNkSc+fOhaWlJU6dOoURI0agQYMGaNOmjVq5KIpCQkICBg0ahOnTp2PcuHG4c+cOZs2axTvu/fv3ERAQgCVLlmDLli1ITU3F1KlTMXXqVGzbtq3Evhg5ciTS0tJw4cIFGBoaIjg4GCkpKbxthEIh1q1bBzc3N8THx2Py5MmYM2cOz0CUl5eHdevWYe/evcjOzsbAgQMxcOBAWFtbIzw8HM+ePcNnn32Gjz76CEOGDGH3Cw0NxbJlyxASEoLQ0FCMGDECHTp0wJgxY7By5UrMnTsXI0eOxIMHDyAQCHTuS4LuyGQyHDhwALm5uWjXrp3Wbf38/FBQUIBGjRphwYIF6Nq1K7tOIpHA2NiYt72JiQmuXLlSIXKXCEUoN3JycigAlf7JycnRS85Ro0ZRIpGIMjMzo4yNjdl21qxZQ1EURTk7O1O7d+/m7bNkyRKqXbt2FEVR1LRp06hu3bpRcrlcbfsAqCNHjlAURVEbN26kbGxsqNzcXHb9hg0bKADUnTt3KIqiqG3btlFWVla8No4cOUKVdHs2atSI+vnnn9nfrq6uVGhoKEVRFLV69WrK09OTKiws1NpGRZIrkVKuc09WySdXItVL1lGjRlH9+/enKIqi2rZtS40ZM4aiKP51GDp0KNWzZ0/efrNnz6YaNWrE/tb1GsTFxVECgYB6+fIlb3n37t2pefPm6SU7gUAgED48oqKiKABUVFRUVYtSJjp37kw1b96c/R0SEkL16tWLt01iYiIFgHr8+DGVlZVFicViatOmTWrbi4+PpwBQmzdvZpc9ePCAAkDFxMRolKNv377UzJkzNcpFURQ1d+5cqkmTJrxl8+fPpwBQGRkZFEVR1IgRI6jx48fztrl8+TIlFAqp/Px8jcenKIqKiYmhAFC3bt1il8XGxlIA2LGFOvbv30/Z2tqyv7dt20YBoOLi4thlEyZMoExNTans7Gx2WUBAADVhwgT2t6urKzV8+HD2d3JyMgWACgkJYZddu3aNAkAlJydrlEe5L8uDnTt3vhf3uzbu3btHmZmZUSKRiLKysqJOnTqlcdtHjx5Rv//+OxUVFUVdvXqVmjRpEiUQCKiLFy+y2wQFBVGNGjWinjx5QslkMurMmTOUiYkJZWRkpLNM5fmeIZbucsTU1JTn3lKZx9WXrl27YsOGDcjLy8PmzZvx5MkTTJs2DampqUhMTMTYsWPx1VdfsdsXFRXBysoKAJ10q2fPnvDy8kLv3r3Rr18/9OrVS+1xYmJi0KxZM56MJc1aqSM3NxeLFy/GyZMn8erVKxQVFSE/Px8vXrxQu/3nn3+OsLAwNGjQAL1790bfvn0RGBgIA4PKu+VNDEV4+H1ApR1P+dilZcWKFejWrRtmzpzJWx4TE4P+/fvzlnXo0AFhYWGQyWQ8lx5A+zW4ffs2KIqCp6cnbx+JRAJbW9tSy04gEAgEQk2jVatW7PeoqCicP39erefk06dPkZmZCYlEgu7du2tts2nTpux3R0dHAEBKSgq8vb0hk8mwfPly7Nu3Dy9fvoREIoFEIlHxmuTKBdDxs/7+/rxlrVu35v2OiopCXFwcdu3axS6jKApyuRzx8fHw8fHRKPPjx49hYGCAFi1asMvc3d1Rq1Yt3nbnz5/HsmXL8PDhQ2RlZaGoqAgFBQXIzc1lz8HU1BQNGzZk97G3t4ebmxuvX+3t7VWs6Nx+s7e3BwD4+vqqLEtJSYGDg4POfUkoGS8vL0RHRyMzMxOHDh3CqFGjcPHiRTRq1Ejttl5eXuzvdu3aITExEatWrUKnTp0AAGvXrsVXX30Fb29vCAQCNGzYEF9++aVOHhcVAVG6yxGBQFBjHjIzMzO4u7sDANatW4euXbti8eLFmDp1KgDaxVzZLYZRqlq0aIH4+Hj89ddf+OeffzB48GD06NEDBw8eVDkOpUNssVAoVNlOKpXyfs+ePRt///03Vq1aBXd3d5iYmGDQoEEaE3s4Ozvj8ePHOHv2LP755x9MnjwZK1euxMWLF1k3+opGIBDo7eJdHejUqRMCAgLw7bff8tzGKYpSyWSu7fpquwZyuRwikQhRUVEqynpVhGgQCAQCgVBVcMeOcrkcgYGBWLFihcp2jo6OePbsmU5tcsc6zH+3XC4HAKxevRqhoaEICwtjY6NnzJihMqZSHtPqMg6Qy+WYMGGC2jw66sIBtbWlbvnz58/Rt29fTJw4EUuWLIGNjQ2uXLmCsWPH8saOymM9gUCgdhnTJ+r2Y861PPqSUDJGRkasbtKqVSvcunULa9euxcaNG3Xav23btti5cyf7u3bt2jh69CgKCgrw9u1b1K1bF9988w3q169fIfKXRM3TCAgVwnfffYc+ffpg0qRJqFevHp49e4Zhw4Zp3N7S0hJDhgzBkCFDMGjQIPTu3Rvp6emwsbHhbdeoUSP8+eefyM/Ph4mJCQCoJEWoXbs2srOzeTOUyvUlL1++jNGjR+PTTz8FQMd4JyQkaD0nExMTfPLJJ/jkk08wZcoUeHt74/79+7wZVIJ6li9fjubNm/Ms0Y0aNVKJg7l69So8PT1VFGcGTdfAz88PMpkMKSkp6NixY4WeC4FAIBAINYUWLVrg0KFDcHNzU+udxyQx+/fffzFu3LhSHePy5cvo378/hg8fDoBWIGNjY7VaoQHA29sb4eHhvGXcpGKM/A8ePGCVJ33w9vZGUVER7ty5g5YtWwIA4uLieEnaIiMjUVRUhNWrV0MopPNB79+/X+9jlRel7UtCyVAUBYlEovP2d+7cYb06uBgbG6NevXqQSqU4dOgQBg8eXJ5i6gxRugkA6CyVjRs3xrJly7Bo0SJ8/fXXsLS0RJ8+fSCRSBAZGYmMjAwEBwcjNDQUjo6OaN68OYRCIQ4cOAAHBweVDOQAMHToUMyfPx9jx47FggULkJCQgFWrVvG2adOmDUxNTfHtt99i2rRpuHnzJrZv387bxt3dHYcPH0ZgYCAEAgFCQkJUZie5bN++HTKZjG37zz//hImJCVxdXcuju957fH19MWzYMPz888/sspkzZ8Lf3x9LlizBkCFDcO3aNfzyyy+8xCVctF0DW1tbDBs2DCNHjsTq1avh5+eHtLQ0nDt3Dr6+vujbt29lnSqBQCAQCNWGKVOmYNOmTQgKCsLs2bNhZ2eHuLg47N27F5s2bYKxsTHmzp2LOXPmwMjICB06dEBqaioePHiAsWPH6nQMd3d3HDp0CFevXkWtWrWwZs0avH79ukRFccKECVizZg3mzp2LsWPHIjo6mh2vMRbguXPnom3btpgyZQqbhDcmJgZnz57ljSnU4e3tjR49emD8+PHYsGEDDA0NMXPmTJiYmLDtN2zYEEVFRfj5558RGBiIiIgI/Pbbbzqdd0VQ2r4k8Pn222/Rp08fODs7Izs7G3v37sWFCxfYutrz5s3Dy5cv8ccffwAAwsLC4ObmhsaNG6OwsBA7d+7EoUOHcOjQIbbNGzdu4OXLl2jevDlevnyJRYsWQS6XY86cOVVyjqRkGIElODgYmzZtQkBAADZv3ozt27fD19cXnTt3xvbt21l3DHNzc6xYsQKtWrWCv78/EhISEB4ezs44cjE3N8eJEyfw8OFD+Pn5Yf78+SouUzY2Nti5cyfCw8PZUguLFi3ibRMaGopatWqhffv2CAwMREBAgFaLtbW1NTZt2oQOHTqgadOm+Pfff3HixAkSL6wHS5Ys4bl0tWjRAvv378fevXvRpEkTLFy4EN9//73azOVAyddg27ZtGDlyJGbOnAkvLy988sknuHHjBpydnSvj9AgEAoFAqHbUrVsXERERkMlkCAgIQJMmTTB9+nRYWVmx46yQkBDMnDkTCxcuhI+PD4YMGaISm6yNkJAQtGjRAgEBAejSpQscHBwwYMCAEverX78+Dh48iMOHD6Np06bYsGED5s+fD4AuRQvQMdEXL15EbGwsOnbsCD8/P4SEhKi1QKrjjz/+gL29PTp16oRPP/0UX331FSwsLNgs1M2bN8eaNWuwYsUKNGnSBLt27dJa6rSiKW1fEvi8efMGI0aMgJeXF7p3744bN27g9OnTbKm65ORkXh6nwsJCzJo1C02bNkXHjh1x5coVnDp1CgMHDmS3KSgowIIFC9CoUSN8+umnqFevHq5cuaLWSFgZCChdgm4JBAKBQCAQCIRqwu3bt9GyZUtERUWRsLEqZOnSpfjtt980lo4tK0lJSXB2dsY///xTYvK495ldu3Zh+PDh5H6vZMrzPUPcywkEAoFAIBAIBEKJrF+/Hv7+/rC1tUVERARWrlzJJuEtD86dO4ecnBz4+voiOTkZc+bMgZubG5uRmkCoqRClm0AgEAgEAoFAIJRIbGwsfvjhB6Snp8PFxQUzZ87EvHnzdNr38uXL6NOnj8b1OTk5kEql+Pbbb/Hs2TNYWFigffv22LVrV6VVniEQKgqidBMIBAKBQCAQCIQSCQ0NRWhoaKn2bdWqlUp1GmUCAgIQEBBQqvYJhOoMUboJBAKBQCAQCARChWJiYlKqUmIEwvsAyV5OIBAIBAKBQCAQCARCBUGUbgKBQCAQCAQCgUAgECoI4l5eSuRyOV69egULCwsIBIKqFodAIBAIBAJBbyiKQnZ2NurWrcvWgSYQCARC+UKU7lLy6tUrODs7V7UYBAKBQCAQCGUmMTERTk5OVS0GgUAgvJcQpbuUWFhYAKD/pCwtLatYmspHKpXizJkz6NWrFynjoCOkz/SH9Jn+kD7TH9Jn+kH6S3+qc59lZWXB2dmZHdfUNMLDwxETE1PVYhAIFUpERAQAcr9XNvHx8eXWFlG6SwnjUm5pafnBKt2mpqawtLSsdgOI6grpM/0hfaY/pM/0h/SZfpD+0p+a0Gc1LVROIpFAJBIhJCSkqkUhECoFoVBI7vcqQCQSQSKRlLmd90LpvnTpElauXImoqCgkJyfjyJEjGDBggNZ9Ll68iODgYDx48AB169bFnDlzMHHixMoRmEAgEAgEAoFQasRiMWQyGXbu3AkfH5+qFodAqFDCw8MREhJC7vdKJiYmBsOHD4dYLC5zW++F0p2bm4tmzZrhyy+/xGeffVbi9vHx8ejbty+++uor7Ny5ExEREZg8eTJq166t0/6Ems2+ffuwefNm7N69G7Vr165qcQgEAoFAIJQSHx8ftGjRoqrFIBAqFMalnNzvNZf3Qunu06cP+vTpo/P2v/32G1xcXBAWFgaAvoEjIyOxatUqonR/AHzxxRcAgO+++w7r16+vYmkIBAKBQCAQCATC+8x7oXTry7Vr19CrVy/esoCAAGzZsgVSqVRtvJVEIuH582dlZQGg47SkUmnFClwNYc65Jp97enp6pcr/PvRZZUP6TH+qc59FR0dj7dq1WLRoEVxdXataHJbq3GfVEdJf+lOd+6w6ykQgEAjvGx+k0v369WvY29vzltnb26OoqAhpaWlwdHRU2efHH3/E4sWLVZafOXMGpqamFSZrdefs2bNVLUKpef36NcLDwyv9uDW5z6oK0mf6Ux37bODAgZDL5bh58yZWrlxZ1eKoUB37rDpD+kt/qmOf5eXlVbUIBAKB8N7zQSrdgGqWToqi1C5nmDdvHoKDg9nfTImNXr16fbDZy8+ePYuePXtW20ysJVGnTh307du30o73PvRZZUP6TH+qc5/J5XIAwNOnTyv12SuJ6txn1RHSX/pTnfuM8dwjEAgEQsXxQSrdDg4OeP36NW9ZSkoKDAwMYGtrq3YfsVisNnOdoaFhtfsDrUxq8vnLZLIqkb0m91lVQfpMf6pzn8nl8mopW3Xus+oI6S/9qY59Vt3kIRAIhPcRYVULUBW0a9dOxcXrzJkzaNWqFfnz+YAgcWwEAoFAIBAIBAKhonkvlO6cnBxER0cjOjoaAF0SLDo6Gi9evABAu4aPHDmS3X7ixIl4/vw5goODERMTg61bt2LLli2YNWtWVYhPqCKKioqqWgQCgUAgEAiE95aEhAQIBAJ2jF7TcHNzY6sdEQhl4b1QuiMjI+Hn5wc/Pz8AQHBwMPz8/LBw4UIAQHJyMquAA0D9+vURHh6OCxcuoHnz5liyZAnWrVtHyoV9YBClm0AgEAgEAoFAqB6sX78e9evXh7GxMVq2bInLly9r3Hb06NEQCAQqn8aNG/O2CwsLg5eXF0xMTODs7Iz//e9/KCgoqOhTUeG9iOnu0qULmwhNHdu3b1dZ1rlzZ9y+fbsCpSJUd4h7OYFAIBAIBIJmCgsLYWRkVNViqFBd5SKUnn379mHGjBlYv349OnTogI0bN6JPnz54+PAhXFxcVLZfu3Ytli9fzv4uKipCs2bN8Pnnn7PLdu3ahW+++QZbt25F+/bt8eTJE4wePRoAEBoaWuHnxOW9sHQTCKWBWLoJBAKBQCAQFHTp0gVTp05FcHAw7Ozs0LNnTzx8+BB9+/aFubk57O3tMWLECKSlpbH7yOVyrFixAu7u7hCLxXBxccHSpUt57T579gxdu3aFqakpmjVrhmvXrrHr3r59i6CgIDg5OcHU1BS+vr7Ys2dPiXIBwPHjx+Hh4QETExN07doVO3bsgEAgQGZmJrvv1atX0alTJ9bS+fXXXyM3N7dU/bNt2zZYWVnh7Nmz2LhxI+rVq8dW5mD45JNPMGrUqFK1/yGzZs0ajB07FuPGjYOPjw/CwsLg7OyMDRs2qN3eysoKDg4O7CcyMhIZGRn48ssv2W2uXbuGDh06YOjQoXBzc0OvXr0QFBSEyMjIyjotFqJ0Ez5YiKWbQKhchELyl0MgEAjVnR07dsDAwAARERFYvnw5OnfujObNmyMyMhKnT5/GmzdvMHjwYHb7efPmYcWKFQgJCcHDhw+xe/du2Nvb89qcP38+Zs2ahejoaHh6eiIoKIg1fhQUFKBly5Y4efIk/vvvP4wfPx4jRozAjRs3NMq1ceNGJCQkYNCgQRgwYACio6MxYcIEzJ8/n7fP/fv3ERAQgIEDB+LevXvYt28frly5gqlTp+rdL6tWrcKsWbPw999/o2fPnvj888+RlpaG8+fPs9tkZGTg77//xrBhw/Ru/0OmsLAQUVFR6NWrF295r169cPXqVZ3a2LJlC3r06AFXV1d22UcffYSoqCjcvHkTAD35Ex4ejo8//rj8hNeR98K9nEAoDUTpJhAqF0NDQ0gkkqoWg0AgEAhacHd3x08//QQAWLhwIVq0aIFly5ax67du3QpnZ2c8efIEjo6OWLt2LX755RfWutuwYUN89NFHvDZnzZrFKjqLFy9G48aNERcXB29vb9SrV4+XzHjatGk4ffo0Dhw4gDZt2qiVCwC++eYbeHl5YeXKlQAALy8v/Pfffzwr+8qVKzF06FDMmDEDAODh4YF169ahc+fO2LBhA4yNjXXqk3nz5mHHjh24cOECfH19AQA2Njbo3bs3du/eje7duwMADhw4ABsbG/Y3QTfS0tIgk8lUJmvs7e1VyjyrIzk5GX/99Rd2797NW/7FF18gNTUVH330ESiKQlFRESZNmoRvvvmmXOXXBaJ0Ez5YiHs5gVC5EKWbQCAQqj+tWrViv0dFReH8+fMwNzdX2e7p06fIzMyERCIpUcls2rQp+93R0REAkJKSAm9vb8hkMixfvhz79u3Dy5cvIZFIIJFIYGZmplEuAHj8+DH8/f15y1q3bs37HRUVhbi4OOzatYtdRlEU5HI54uPj4ePjo1VuAFi9ejVyc3MRGRmJBg0a8NYNGzYM48ePx/r16yEWi7Fr1y588cUXEIlEJbZLUEUgEPB+UxSlskwd27dvh7W1NQYMGMBbfuHCBSxduhTr169HmzZtEBcXh+nTp8PR0REhISHlKXqJEKWb8MFClG4CoXIxNDSsahEIBAKBUAJcZVculyMwMBArVqxQ2c7R0RHPnj3TqU3u+59RophY6NWrVyM0NBRhYWHw9fWFmZkZZsyYgcLCQo1yAeoVMuXEynK5HBMmTMDXX3+tIpO65Fzq6NixI06dOoX9+/erWEgDAwMhl8tx6tQp+Pv74/Lly1izZo1O7RIU2NnZQSQSqVi1U1JSVKzfylAUha1bt2LEiBEqyfVCQkIwYsQIjBs3DgDg6+uL3NxcjB8/HvPnz6/UsDeidBM+WIh7OeFDYsmSJQBQ6TO7XIjSTSAQCDWLFi1a4NChQ3Bzc4OBgarawCQx+/fff1nFRl8uX76M/v37Y/jw4QBoRTk2NrZEK7S3tzfCw8N5y5QTZLVo0QIPHjyAu7t7qWQDaOv5tGnTEBAQAJFIhNmzZ7PrTExMMHDgQOzatQtxcXHw9PREy5YtS32sDxUjIyO0bNkSZ8+exaeffsouP3v2LPr3769134sXLyIuLg5jx45VWZeXl6eiWItEIlAUpbXyVUVAstoQPliIpZvwoZCeno6FCxdi4cKFyMrKqjI5iNJNIBAINYspU6YgPT0dQUFBuHnzJp49e4YzZ85gzJgxkMlkMDY2xty5czFnzhz88ccfePr0Ka5fv44tW7bofAx3d3ecPXsWV69eRUxMDCZMmKBTHO+ECRPw6NEjzJ07F0+ePMH+/fvZMsGMBXzu3Lm4du0apkyZgujoaMTGxuL48eOYNm2aXv3Qrl07/PXXX/j+++9VSk0NGzYMp06dwtatW9mJA4L+BAcHY/Pmzdi6dStiYmLwv//9Dy9evMDEiRMB0HH1I0eOVNlvy5YtaNOmDZo0aaKyLjAwEBs2bMDevXsRHx+Ps2fPIiQkBJ988kmlhwAQSzfhg4VYugkfCjk5Oez3qoyp5irdusZpEQgEAqHqqFu3LiIiIjB37lwEBARAIpHA1dUVvXv3Zi2IISEhMDAwwMKFC/Hq1Ss4OjqyipIuhISEID4+HgEBATA1NcX48eMxYMAAvHv3Tut+9evXx8GDBzFz5kysXbsW7dq1w/z58zFp0iSIxWIAdCz5xYsXMX/+fHTs2BEURaFhw4YYMmSI3n3RoUMHnDp1Cn379oVIJGJd1rt16wYbGxs8fvwYQ4cO1btdAs2QIUPw9u1bfP/990hOTkaTJk0QHh7OZiNPTk7GixcvePu8e/cOhw4dwtq1a9W2uWDBAggEAixYsAAvX75E7dq1ERgYqFLSrjIgSjfhg4Uo3YQPhfz8fPZ7Xl5elcnBjbWSSqUqsVcEAoFAqFouXLigsszDwwOHDx/WuI9QKMT8+fNVynUBgJubm4obr7W1NW+ZjY0Njh49qrdcAF0T+5NPPmF/L126FE5OTrys5P7+/jhz5ozW9jWRkJDA+92pUyfeRDZAuyu/evWqVO0T+EyePBmTJ09Wu47xYuBiZWWldVxjYGCA7777Dt999115iVhqiNJN+GAhSjfhQ4FJVgPwFfDKhrE8MHIQpZtAIBAIZWH9+vXw9/eHra0tIiIisHLlylLV4CYQKhqidBM+KLgzqySmm/ChUF2Ubq57eX5+PqysrKpMFgKBQCDUfGJjY/HDDz8gPT0dLi4umDlzJubNm6fTvpcvX0afPn00rle2aBMIZYEo3YQPCq7yQSzdhA+F6qJ0cye9CgoKqkwOAoFAILwfhIaGqiQ205VWrVohOjq6fAUiEDRAlG7CBwVX+aiOlu6XL1/i559/xqRJk9jEEQRCWeEqu1WpdFcX5Z9AIBAIBBMTkzKVEiMQ9IEo3YQPCplMxn6vjkp3UFAQLl++jAMHDuDp06dVLQ7hPaG6KLvE0k0gEAgEAuFDhNTpriFQFIWVK1ciPDy8qkWp0XCVD+VsmtWBy5cvAwCePXtWxZIQ3ieqi9JdXeQgEAgEAoFAqEyIpbuGcOnSJcyZMwdA9VQWawrcQT9Q/WoFm5ubk8QdhHKHe99XZckwrhzE0k0gEAgEAuFDgVi6awik/l/pKSoqwq+//ooHDx7w3MuB6pdMzdzcvKpFILyHVBcLc3WJLScQCAQCgUCoTIilu4ZgYKC4VNXNOlvd2bJlC1uzMT09nbdOIpFUq1rBROkmVATVRemuLnIQCIT3h/DwcMTExFS1GARChRIREQGA3O+VTXx8fLm1RZTuGgK3vm1hYSHEYnEVSlOz4JaDUHYvl0gksLCwqGSJNGNmZlbVIhDeQ6qLssuVQyKRVJkcBAKh5iORSCASiRASElLVohAIlYJQKCT3exUgEonKZcxClO4aAtfSnZeXByMjIwwdOhSmpqbYvHkzsXxrgavIKruXFxYWVrY4aklNTUXv3r1x9+7dqhaFUEa+//57pKenY82aNRAKq0cET3Vx6yZKd9nYuXMnbGxs0Ldv36oWhUCocsRiMWQyGXbu3AkfH5+qFodAqFDCw8MREhJC7vdKJiYmBsOHDy8XYydRumsIyomQcnNzsXfvXgDAokWL4OzsXFWiVXu4ExbqLN3VgaVLl+L27du8Zfn5+TAxMakiiQilITs7G9999x0AYPTo0WjevHnVClRMdbF0k5Jhpef58+cYMWIEAPp6kolWAoHGx8cHLVq0qGoxCIQKhXEpJ/d7zaV6mGEIJcJVDvPy8pCRkcH+fvnyZVWIVGPguuZXV6VbnRzca0yoGXBjf6pTzHJ1UbqJpbv0cN8H2dnZVSgJgUAgEAgEfXlvlO7169ejfv36MDY2RsuWLdl6x+q4cOECBAKByufRo0eVKLF+cAeoubm5vAFYcnJyVYhUY+BaupXdy6uLtY0rIwMZWNc8uPXVq7I0lzLVsWQYUbr1g+slQMoKEggEAoFQs3gvlO59+/ZhxowZmD9/Pu7cuYOOHTuiT58+ePHihdb9Hj9+jOTkZPbj4eFRSRLrD1c5zMvLQ2ZmJvs7KyurCiSqOXAV2qKiIt666jJ4JUr3+wG3BF1ubm4VSsKnuli6iXt56VH2diIQCAQCgVBzeC+U7jVr1mDs2LEYN24cfHx8EBYWBmdnZ2zYsEHrfnXq1IGDgwP7EYlElSSx/mhzLyfKmXa47uXKCgdRugnlCdeTojopRtVF6SaW7tLDnTCsTqELBAKBQCAQSqbGJ1IrLCxEVFQUvvnmG97yXr164erVq1r39fPzQ0FBARo1aoQFCxaga9euGreVSCS8QSJjXZZKpTzrVkXBtZq9e/eOp5BlZmZWigxcmONV9nFLAzfhkLIim5GRUWnnoK3P1GW5rkzZqis16T4D+Nnws7Ozq0RudX3G/Z6Xl1dl/ans5l5drmtNuM+4ngFVdW8x1IT+qm5U5z6rjjIRCATC+0aNV7rT0tIgk8lgb2/PW25vb4/Xr1+r3cfR0RG///47WrZsCYlEgj///BPdu3fHhQsX0KlTJ7X7/Pjjj1i8eLHK8jNnzsDU1LTsJ1IC9+7dY7+vXr0ajRs3Zn9HR0cjPDy8wmVQx9mzZ6vkuPrAjdX/999/eeuuXr1aKdePi7o+S0hIUFl25cqVau19UZnUhPsMAC8D/a1bt1CnTp0qk4XbZ1y5Xr58WWXvC67i+OTJkyqTQxPV+T7jlhM8f/48UlNTq1AamurcX9WV6thn1ckrh0AgEN5XarzSzaBcPoWiKI0lVby8vODl5cX+bteuHRITE7Fq1SqNSve8efMQHBzM/s7KyoKzszN69eoFS0vLcjgD7dy8eZP9fu3aNQwYMID9XadOnUqv2yqVSnH27Fn07NmT575dHXn8+DH7vWnTprx1DRo0qLS+09Znd+7cUdl+x44dWLFiRaXIVl2pSfcZQE8CMri5uVVJPWV1fcZ9F2ZmZsLS0hIdOnSo9LJT3Gvo4OBQbepN14T7jBuC0qxZMwQEBFSZLDWhv6ob1bnPSF6YD5eEhATUr18fd+7cqTYlLsuLLl26oHnz5ggLC6tqUQgEAO+B0m1nZweRSKRi1U5JSVGxfmujbdu22Llzp8b1YrFYbWF0Q0PDSvkD5cbzjR07lpeQKDc3t8r+xCvr/MsLZTe6vLy8SpdfXZ+pu7fS09NrVN9WJLrcZytXrkRSUhLCwsKqrIYxN0wgJyenSq8ft8+4ciUnJ6Nbt244fPgwPv3000qVieteXlhYWO3u75ryPpNKpdVCzprSX9WJ6thn1U0eAqE8OHz4MLm3axA//vgjDh8+jEePHsHExATt27fHihUreEZSdVy8eBHBwcF48OAB6tatizlz5mDixIm8bQ4dOoSQkBA8ffoUDRs2xNKlSyt9/AO8B4nUjIyM0LJlSxWXrbNnz6J9+/Y6t3Pnzh04OjqWt3jlBjeenKIonvJIEm5ph5vcSjmjNDcLfFWi6Y9h3bp1iIuLw+rVq3H9+vVKlqpmMWfOHKxbt47nSl3ZcO+1kqonVCbK9ekBYO/evZUuB3eykCRS0w/uxCtxByYQCAA/j0h1ojrIZWNjAwsLi6oWg6AjFy9exJQpU3D9+nWcPXsWRUVF6NWrl9ZKMPHx8ejbty86duyIO3fu4Ntvv8XXX3+NQ4cOsdtcu3YNQ4YMwYgRI3D37l2MGDECgwcPxo0bNyrjtHjUeKUbAIKDg7F582Zs3boVMTEx+N///ocXL16wMx3z5s3DyJEj2e3DwsJw9OhRxMbG4sGDB5g3bx4OHTqEqVOnVtUplAg3FjI/P58o3XqgbbCanp5e2eKoRV32cgCYPn06PDw8MGvWLLRr166Spar+vHnzBocOHeL9wb99+7bK5OEqt7t27cLz58+rTBYu6pRurgJcFXKQkmH6QbKXly/cCbLqSHh4OP7888+qFoNQzejSpQumTp2K4OBg2NnZoWfPnnj48CH69u0Lc3Nz2NvbY8SIEbxQJ7lcjhUrVsDd3R1isRguLi5YunQpr91nz56ha9euMDU1RbNmzXDt2jV23du3bxEUFAQnJyeYmprC19cXe/bsKVEuADh+/Dg8PDxgYmKCrl27YseOHRAIBDyDx9WrV9GpUyeYmJjA2dkZX3/9tc4lN9evXw8PDw8YGxvD3t4egwYN4sk0Y8YM9rebmxt++OEHjBw5Eubm5nB1dcWxY8eQmpqK/v37w9zcHL6+voiMjNT53FNTU+Hg4IBly5axy27cuAEjIyOcOXNGp3Mg0Jw+fRqjR49G48aN0axZM2zbtg0vXrxAVFSUxn1+++03uLi4ICwsDD4+Phg3bhzGjBmDVatWsduEhYWhZ8+emDdvHry9vTFv3jx07969SsIO3gule8iQIQgLC8P333+P5s2b49KlSwgPD4erqysA2p2Sa3UqLCzErFmz0LRpU3Ts2BFXrlzBqVOnMHDgwKo6hRLhWoWUlW4Sj6UdbWWcqlJB46JJ6SZop02bNhg0aBDvBVuVConyQP7XX3+tIkn4qFOwq0LpqEklwxITE7F06dJqMzFHlO7y4+LFi7C0tFSbHLW68PHHH2PkyJG4desWb/m1a9cQEhJCMo5/wOzYsQMGBgaIiIjA8uXL0blzZzRv3hyRkZE4ffo03rx5g8GDB7Pbz5s3DytWrEBISAgePnyI3bt3q4Rfzp8/H7NmzUJ0dDQ8PT0RFBTEvnMKCgrQsmVLnDx5Ev/99x/Gjx+PESNGqFgKuXJt3LgRCQkJGDRoEAYMGIDo6GhMmDAB8+fP5+1z//59BAQEYODAgbh37x727duHK1eu6GQEi4yMxNdff43vv/8ejx8/xunTpzXmZWIIDQ1Fhw4dcOfOHXz88ccYMWIERo4cieHDh+P27dtwd3fHyJEj2f/Mks69du3a2Lp1KxYtWoTIyEjk5ORg+PDhmDx5Mnr16lXiORA08+7du/+zd95hUVxdGH93F1g6SBNQiooFe+9+drG3JBo1RmPvGhM1xt6jMdHYjb3HEjW2IEbF3gARFRRFmqCg9M6W+f5Yd5jZQpGyi57f8/CwO/Xs3dmZ+95z7jkAFBEL2rhz545aO3t5ecHPz4+9R2rbpqAKV6XBJ9PTnzRpEiZNmqRx3d69e3nvZ8+ejdmzZ5eBVSUH1yuUnZ1Nnu4ikJ/o1pcBC9Us5ebm5hpriOvLXE59QelJ5j7I9aUONaD4HvUBTZ7upKSkMreDK/713dM9YMAA+Pv74+bNm/j33391bQ6J7hLk4sWLyMzMxOLFi7Fo0SJdm6MG9/keHR2NZs2ase+V0+Zq166NIUOGlLlthO7x8PDAmjVrAAALFy5E48aNeZ7W3bt3w8XFBaGhoXBycsIff/yBTZs2YcSIEQCAatWqoW3btrxj/vjjj+jVqxcAYMmSJahTpw5evnyJWrVqoVKlSvjxxx/ZbadOnQpvb28cP34cLVq00GgXAPz000+oWbMmfv31VwCKJMZPnjzhedl//fVXDB06lPVIV69eHRs2bED79u2xdetWGBsba22HqKgomJmZoXfv3rCwsICbmxsaNWqUb9v17NkT48ePZ9tu69ataNasGb766isAwJw5c9CqVSvExcXB0dGxUJ+9Z8+eGDt2LIYNG4ZmzZrB2NgYv/zyS752EPnDMAxmzpyJtm3bom7dulq3e/v2rcbqVVKpFO/fv4eTk5PWbbRVuCpNPglP96dCbm4u4uLiNK7Lz9NNojt/8gsv1xfRrerpdnd317idi4sLeTgK4Pfff9fZuVW9x/ryXWkS3VevXi3zSI/y5OlWhrR5e3vr2BIFJLpLDu6AE7dd9QXuc0rbNBB9uS6Jsqdp06bsa39/f1y9ehXm5ubsX61atQAAYWFhCAkJQU5ODjp37pzvMbmVXZT5jeLj4wEonmsrVqxA/fr1YWtrC3Nzc/j4+KjlLeHaBSgqx3AHjACgefPmvPf+/v7Yu3cvz34vLy/I5XKEh4fna3PXrl3h5uaGqlWrYvjw4Th06FCB+S64n1MpxOrVq6e2rKiffe3atZBKpTh27BgOHTqU72ABUTBTpkxBUFCQ2jQGTWiqXqW6vCgVrkoTEt16xJAhQ+Do6IjHjx+rrSNP98fDbTvVG7K+th33IcAlLi6OV3f8cyUzMxODBw/WuE41HLMsURW3mqIVdIEm0Q2Al2ykrO3Qd9Gtb5DoLjmMjIzY18oQRn2C+5zSlpBKX6ZGEWWPmZkZ+1oul6NPnz4IDAzk/b148YKdJ10YuBF0SjGivF//9ttvWLduHWbPno0rV64gMDAQXl5eatcm1y5As7BRHUSSy+UYP348z/ZHjx7hxYsXqFatWr42W1hYICAgAEeOHIGTkxMWLlyIBg0a5JsgV9PnLInP/urVK8TGxkIul+tNLpfyytSpU3HmzBlcvXoVlStXzndbR0dHjdWrDAwMYGtrm+82RalwVVKQ6NYjTp48CQDYuXMnu4xhGNy/f583Mq/J062LpEjlBW5CDn0V3aqiaOLEiTA1NUXt2rXZkC8l+mKzLtmwYQOOHTumdb1ylLqsUf0eC5sMprTRJroL8iSUph36GF4eHx+PixcvgmEYODo66tocHpS9vOTgPj/1pYIFF+59Q/k6LS0N06dPZ5eT6CYAoHHjxnj69Cnc3d3h4eHB+zMzM2OTmF2+fPmjz3Hjxg3069cP33zzDRo0aICqVavixYsXBe5Xq1YttUFwbpIyrv2qtnt4ePAGx7RhYGCALl26YM2aNQgKCkJERASuXLlStA+YD4X57Lm5uRg2bBgGDx6M5cuXY/To0VqjVgntMAyDKVOm4OTJk7hy5QqqVKlS4D6tWrVSq17l4+ODpk2bsoMp2rYpSoWrkoJEtx7C7VDt2bMHLVq04JWLys7O5nXA5HK53njU9BGuV0jZtspwbn0JL1cdNGnZsiViYmLg7++vJi51MQ9F3yhIVEdERJSNISqohperim65XI6nT59qFcGlhbbzlXXHQN9LhjVt2hTdu3fHoUOHeCUk9SGUlzzdxefatWvw8/PjPWN1kdugILj2KQdZt2zZgg0bNrDL9dFDT5Q9kydPRmJiIoYMGYL79+/j1atX8PHxwahRoyCTyWBsbIw5c+Zg9uzZ2L9/P8LCwnD37l3s2rWr0Ofw8PDApUuXcPv2bYSEhGD8+PGF6oeMHz8ez549w5w5cxAaGopjx46xOZaUHuU5c+bgzp07mDx5MuuhP3PmDKZOnVrg8c+dO4cNGzYgMDAQkZGR2L9/P+RyeYF1nYtCYT77vHnzkJKSgg0bNmD27Nnw9PTE6NGjS8yGz4XJkyfj4MGDOHz4MCwsLPD27Vu8ffuW97xTrUY1YcIEREZGYubMmQgJCcHu3buxa9cu3jz86dOnw8fHB6tXr8azZ8+wevVq/Pfff7zM9mUFiW49hNtB3rp1q9p6VU83UPYeq/IEtz2VnRkrKysAClFU1gJIE6o2GBoawtraGsbGxjA1NeWtoxFU9fk5qrx8+bKMLOFTkKd76dKlqFu3Ln7++eeyNEtrJExZD+Dou6db2R4nT56EtbU1u1wXNc1VIdFdPBISEtChQwc0a9aM593Wd0+3ckD9p59+4m1DopsAAGdnZ9y6dQsymQxeXl6oW7cupk+fDisrKwiFii7+ggUL8MMPP2DhwoXw9PTE4MGDixQNtmDBAjRu3BheXl7o0KEDHB0d0b9//wL3q1KlCk6cOIGTJ0+ifv362Lp1K5v0VCwWA1DMsb527RpevHiBdu3aoVGjRliwYAFv0FMb1tbWOHnyJDp16gRPT09s27YNR44cQZ06dQr92QqioM/u6+uL9evX48CBA7C0tIRQKMSBAwdw8+ZNjf13Qjtbt25FSkoKOnToACcnJ/bv6NGj7Daq1aiqVKmCCxcuwNfXFw0bNsSyZcuwYcMGfPHFF+w2rVu3xl9//YU9e/agfv362Lt3L44ePcpLAlhWfDLZyz8lCgoVj46OVhPdISEhvAQRRB6aRLe1tTUbnpeeng5LS0ud2KakoO/c1dWVvdGEhYXB19cX7du310kiCH2goM8dHR1dRpbwUXq6jY2NkZ2dDT8/P5w5cwZ9+/YFALZE0erVq8s0u6lMJod5o57IfROK3Ld5AxJlPYBj0qA7jCFEmt8/eim6lUilUt6cPX2IJCLRXTy4A3EhISHs6+TkZMhkMmRnZ6vNSdUVXE+3tmis2NhYPH36tEQFBqH/+Pr6qi2rXr06Oz1RE0KhEPPmzVMr1wUokraq9j+sra15y2xsbHD69Oki2wUAffv2ZZ9/ALBixQpUrlyZl2isWbNmH1XTum3btlrPq8kmTRFwqp9dtT0K+uwdOnRQ64+7urrq5WCevlOYabKq1agAoH379ggICMh3vy+//JJXw11XkKdbT+BebMrXqampavNflLx79473npJraUeT6DY1NdWrEPNcmRymnv+D0NRa43puyaLffvsNHTt2xJYtW8rIOv2jINGt6hUqK5TXmnIQJyYmBv369cOJEyd0Yo+SxymGsO02CU4j1vOWl6XozpXKUaHzeNh0HguRWQWkpKSgQYMGuHnzZpnZUFgkEgkv/F1XgzhcuKJbHwYByhtv3rxhX4eGhrKvk5KSMGDAANjb2+vN1B2up1v5rLewsFDbTpkJ2s/PD7NmzdKbHBIEoWTLli148OABXr16hQMHDuDXX39lS5cRxOcGiW49gev1UWYv1zQqqUQ5al+jRg0A/JF7go+q6Dap2hSMdSW2E3Pp0iWdJ6K7n2YN+76z4fSt5nJXtWvXxqZNm3jLyjpEubyhi/BLpadbNXJCmcRGV5EJb7JFGpfHx8eX2bUvk+edR2hmDQAICgpCu3btkJiYWCY2FBZV0f348WO1+fplDVd0c8XhixcvSGwVAm2Dq8nJyTh79iyysrKwb9++MrZKM1xPt3KwQHWaEXe75s2bY+3atfn2GQhCF7x48QL9+vVD7dq1sWzZMvzwww9YvHhxofa9ceMGr5SY6h9BlDdIdOsJ3HBBZX1YVZEFKEJdgLzR7wYNGgAAjh49qvNOob4ik8shNFbcoNOEFnD4ajHSWk9hhdGoUaPQvXv3UrVBLpdjzpw5Wks0vcpWdKgMrBy0HkM1m/LnGlpeWHQR/aEc4FHmDFCiFEyq9djLCoYjeE1MTPD333/D0NAQEomk1PJBXL58Gf369WO/Byln8EtgwM9Ku3bt2lKx4WORSqU80Z2VlcXel3WFJk+3v78/atSogZYtW+rKrHKDtqoPv/+eN9CprTxXWcMdRLl//z5kMplaCCugeAbIZDJ24Cy/UFuC0AXr1q1DbGwssrOzERoaigULFhT6Odi0aVO1UmjcP4Iob5Do1hNUR+G1ZVR1dnYGkCfSW7Vqxa4rSjbKz4nwiv+Dy/S/IK5UC1mGeR5IbqIOHx8fnD17ttRsePDgAdatW4cDBw5o7DwZouABE09PT977zzmRDje8VrVdOnToAACFKmlS0uRK5TCt2QZO7h685QEBAdi9ezdEIs0e59JGxvFmp6amYuDAgWjcuDEAFKuUTH78/PPPOHPmDObPn6+wgSu6hfxOl75dy1zRXaFCBQBAt27dUKFChRItR1NUm5Skp6eDYRg2Uc+TJ090YlN5Qpvo5kYNKAeuU1NTdRr9xPV0Jycnw9PTkxcNMmHCBACKqWhcAfPo0aOyM5IgShkTExONpcSUfwRR3iDRrSfcvn2bfW1jY6M1yZBSdCupVKkS+3r8+PE6D5MuiJkzZ7LJpMqKJEvFzdmyxZfIzc0TvNWqVeNtx032UdJwvWaaQmkL47OuXbs2GjZsyFv2uXa2uQMXpqambD3PUaNGoXr16gAUg1BlnawrSFYJ9v3n4pU7/1oKCAjA6NGjdZY8jOPoZjvpyhqVT58+LZVz3r9/HwBw4cIFAIBUmjewJBDxRbeuIgC0wQ0vV5afSUlJQXJyMjp37ozU1NQyjyxSFd1r1qwp9EDr3r17sWjRIt4xPmWuXLmilkdBm+jmIpVK8fz5c9jZ2WH48OGlZV6BqA5CcQcQz5w5g40bN2rdlwbfCYIg9BMS3TogNTUVFStW5GXSGzZsGPtaJBJp9IYaGBiw4eVKDA0NeaGF+uYx4vLu3TusW7cOixcvVksEVzYIeOGDquHagHqJp+LCMAxWrVqFU6dOFXCOwg2WPHz4EA8fPmTfv379urgmlku44iE2Nhbv379HcHAwdu3axYpuX19f1iNUVkQydgCADAOrArYsW+QaBuOU7fTq1atSPbdSnEplnHJqKqL7/fv3pWpDUeGK7nXr1qmtt7KyKvS8xJKCe81nZmaqJQvUdu969+4dvvvuOyxduhQ3btwoVRv1AYlEgs6dO+Orr77i3R81zenmloUDFMJ8x44dkEgkOHToUGmbqpE5c+ZgwYIFWtc3a9Ys30GqMWPGQCaTITk5+bMZZCEIgigPkOguJrMWLMPJkyexf/9+1KlTB8+fPy9wn507dyI+Ph5///23RpGclpamdf6WaifB0NAQt27dYt/rIqS2sHAFL1c4ljR79uzBl19+yfMuK8nmLHNwqKi2vqQ7/1euXMHPP/+M9evXs8s0lfsRFFJ0A+B5uyMjI4tjXokgl8tx/fr1QnmSSgpuZ9LU1BQWFhZsmHnt2rXZdWWdGElf40w0BcBUrVoVAEptTrcSTaJbqDKnWzeDcNrhhpdXrFhRowhavnx5mdpUkGddWxsqSyMCKFJt3vIK9/NyQ8eV9yfuM3TIkCG8fW/evMnWD9YVa9asyXe9oaFhgcc4e/YsHBwc0Lt3b43r9WXuOkEQxOcEie5isufI3/jiiy8wYsQIBAcHY8qUKVrnYyvhPtQ1dZSys7N5c7qUaBPdQqEQ3bp1A4ACa9XpEu6DPiYmptTOM2rUKPz999/o2rUrf4WAL23tKqqL7v79+xf6PDKZDDt27MjXU8gtU6NEU4hxUT0SEydOBACeB11X7Ny5E+3bt0fPnj1x9uxZdO3alVeSpzTgChDVuo1q33sZoq+zOzR5upWi+9WrV6UaKq08NndOt5mlNW8bfRPdXE+3WCzG0qVLwTAMbxoQULbipaB7hLY25N5v9DkSqqTgfl7uIKpSdH/33Xfssh9++AGtWrViS28FBATwavmW1XQtqVSKAQMG8GzThnIqDTcpp6urK+bOncu+HzBgACQSCS5evKj2Gfbv3w9zc3O9eHYQBEF8TujXRLryiEoG6f/++w82NjZIT0+HmZmZxl24oltbqRxNHldNoltZRqRx48bw8fHRSYZduZzB6cAY1K9sBQ+HvFqikZGR8PHxwXfffQcDAwNeB7UswkkLCqW0tVPPFF6U0mve3t4YN24cAO2dM2NjY7Vlqp5uf39/vHz5EqbVmgEAli5dWuC5lXP5L168iGfPnqFWrVqFtruk2b9/PwCFlyggIACZmZlYtGgRjhw5UmrnVAqQzZs3o23btrx1RkZGuHv3Llq2bAlXV9dSs0ETeqq5eXO6lVSpUgVmZmbIyMhASEgI6tatW2Ln0/R7kHDmdJtZWoMrEXUhujMyMmBubo6aNWsiKCiIty47O5sdLODer7mJKwHFfdfPz0/j77ykKUh0//fff2jWrJnacq4ITU5OLmmz9A7u5+V69pWiu1GjRnjw4AFSU1NRrVo1diBFWQ3i+PHj7D6ZmZlan+Mlib+/P06fPq22/LfffkNKSgrvmaD0dA8cOBBisRg5OTlo3bo15s2bh927dyMuLo53jMTERNja2gJQtI2yRvLAgQP1PgdMYblw4QKVTSU+eZRRrXS9ly0lGQ1Ioru4aCnb9PTpU3b0nMv58+cxduxY9v23336rsbQRNywu71Tqotve3h4A0KRJEwC68XRffR6PmccUWVMjfunFLu/Tpw8eP36MiIgIrFixghfuXVqim9sx1ZzdMu/7srVXF92qiery4/r16+xrhmE0lvBSeiW4qIruRYsWAcZN2PeFqbVakeOlv3nzpk5FNzfPgDJCo6QThu3cuRN79uzB8ePH4ebmVmAJLjs7xdzqsp4rrKkLa2RkhH///RedO3cuU1u4aPJ0GxgYoFmzZvD19cWlS5dKVHRzI3WEQkVAFbdOt7GxCW/7d+/eaf0NlRbffvstAOD58+dsQkKBoTFEpla8+dGq4ca7du3C6NGjASju80eOHCmUh7K4FCS6tdWh/pw93VwBqhTdFhYWaNq0qdp+yu+VO7UrNTW1TER3WFiYxuVffvklXF1dNYpuQFEVY8uWLViwYAHMzMzw6tUrNXujo6ORkJCAL7/8kq1Y8KmQk5MDkUiU7xx4gviUEAqFdL3rAJFIpHHKalEh0V1ctHQS4+PjMXnyZAwbNozNEjxlyhRs3ryZt93z5881doQ0eSQMrJ34YZkiQzXR/fjxY+Tm5moUeyVNfBYw9kAADLSUQXr8+DEAYOXKlbh79y5WrFjBristMcQN7VdNMiYys+Z16m3s7NX2j4iIQFZWFkxMTNTWqWJhkefV53oTuGgK21WdfiAWi3lxyUqRkh/cjtWKFSswZsyYAvcpLVST+wGaBxs+FplMhkmTJgEADh06hJ9//hmJxpXg8NUSZEHzeZycnCAQCJCZmYlLly6hadOmbOmn0kSb40j5++SSkJCg8ZopDTR5ugHAy8sLvr6+8Pb2xvfff19i53v58iUAQGBkAvt+s3HcLxq17fO+K7GK6M7NzUVaWhosLS1RVpw8eZJ9rRRqzmO3w8DCFgkHZgAffPGqonvUqFGIi4vDzz//DECRTbqsRLdQbAZ5juaEadrq0n9unm5ux4gbQcEV3Zpo0aKF2rLU1FReacnSQtU7DSjmdisjddq2bYubN28CAK/sYL169diycYAi8m3r1q3s9CNAIbr/+ecfPH78mH0mA4C5uXmJf46yRiwWQyaT4eDBg2qlIwniU+PChQtYsGABXe9lTEhICL755psSyfdBoruYaPPMzJkzB8HBwdiyZQsbwqUquJXExcXB1taWlwAmJSUFIgtbMHIZ5BnJMHKuBdvha7H5Q54080Y9YdttEh7GSdDFFnB3d0eFChWQlJSEp0+folGjRiX7QTWw+7kIb7IKJ56vXLnC88KXlujmtmF2djYvpF3sVANpojwvgaV1BZh4tIBl0754f34dZGnvwTAMHB0dcePGDdSvXz/fc3E9IlFRURoFlKaRsZs3b/Ky1RsbGwPZRQvz69OnD/uaOwdRF0hsPWDXZxYSL22FPFtRP7ugvAaqZORIse1aGLrXcUSdSvzM39w2jIqKAgBEuvWACYCL73IwXcPxTE1NUa1aNbx8+RLdunVDjRo1EBISUqgBjY9BIpNj981w5IjyxOTXX3+Nv/76C7NmzYKVlXo28507d2LOnDmlYo8q2kR37969MXfuXPj4+MDQ0BArVqzA7Nmzi30+5e/QvG5nGFdthlkngvDPuDwvm5E4LxxbGeIeHx9fpqKbi1KMGlgofsMC5zpA7EsIBAKN0RQTJ05kRffp06cRHh6OKlWqlKqN1+36wGXGF0i+dRgpNw+zy52cnPDmzRsEBwdr3K+4nm6pVIrNmzeja9euvCSF+gr38ypFd2ZmJlsaT5vYVGbz56IteqCk4T63AMV3OmvWLPb9kiVL8M033yiiogpgwoQJmDRpEtvvCAsL0zjtTN/K9BUHT0/PT86LTxCqKEPK6Xovv1AitWKjuQm1dYA08fbtWzUv3M8Ll6DypH1wmXIQgABmnv8DALz5ELVp203h+Zv2VyAAhfhX/gj//PPPItj/8bwvIIJYmahJScizZzB2bwSRuW2piW7VOfLp6em899z6wDkywOGLBTB2a4B+Sw+xIjs1NRUNGjQo8FzBGWaoNGE3DB2qaM0irinMWjXDfVJSEs9FmiMtOKmVubk5W4+1LEJyExIS8PO8+RoTpN0ybASz2u1h3X4Eu6yomcz/uPwCG6+8RK+NN9Uy8Gdn54lu1WkX6TLNURYA/1oIDQ1FdHR0kWwqCgfuRGLVv3xP444dO3D27Fk2FEy14+vt7V1q9qjC9cBz53FyRZRUKi2xQQBl2wuM8gYhuInUDDkjxspoHV0mU9u/fz9mzpyZt4BR2CoWizX+vqytrXnXl9ILWVJk5cqw7lIonsbmiWSpUBEpYN1mKLvMzs6Ova5evnypsTICN9S/MNU1VJk9ezZmzJiBAQMGFHlfXZCRmQWrNkMgruTJJrLcvn07u15bxIum6Jyyqsig+txSjYzp1KkT/rn9BNXa9S/U8e7du8e+XrduHQIDA9W2SU5OLvNa8wRBEJ8zJLqLSwkInrdv30IiMIKhrQu7TGRpl7eBSATIC344KkPRSrvubn7IOS411c5qQEwmKg5ehkoTdmnM6l0SqHoM1EV3nqc7PjVPzAnE5mznX9u+qjwwqAMDKwfY953NemBVeZnCwHncDphUbQoIFD83rmc6MDoZvi/4Ha6a870RHFuwh0U5R9jAwKDEE+L4Rybh6vO8JETjlm3DwexGaNJ3pNZ9DKzy5pkXtbPKFRfc+sP3whOx5oUNTD8MOql+v9zfn2obTJs2jfc+MjISp0+f1lgZoLiEvFH/vszNzdG7d282JKlx48aIjY2FwEDx3tfXt8Tt0IaM0zZcr7dQKFTL9q6pXGFRYSMdOOfllgwzt8zz/Ct/D61bt+aFypY2NWvWZF8fPXqUd99kPtxvxfkkSKtQoQKmTJkCAHj06BG7PDs7G0FBQcX6TW71fYk/Lr9Arw35i3k7Ozs4OjrCwcEBcrkcZ86c4a0/fPgwayMA+Pn5FVlo/fPPPwBQ6hUJSoorUbmwbjsMjt/8ynqGlAlHAaBGjRpa9929ezfvvdr9poSQq4SeqIruatWqqe3z1bY7GLPfD6+TCr5/NWvWDGvXrgUArc8m4POY408QBKEvkOguLgJ+E+bnKRIYGkNooh4++fbtW8jbT4bzmK2w66MIKRMI8jx4Fo17g2HyOqzcMEZuv27ChAkAAB8fH57XKDs7G76+viXSmeaiqUuZy+lYq4qbp/EKL4xAZICIiIhSET9v3yVAXClvrsvXX3/NW8/1dHNtFQoE6NWrF29brrcgPwRGplo93cff2sKwghMcvloMlxnHYOrZHuHh4Wxnrv/mW3D4YgGMHPihqWP3+xV4XuVcQ4lEUqKdw5fxafhi6218t+cB3qQovjN/44YQGhrDtv887QmdOAK4oAELVYScfbneuu+PBSFLLoJ939kwcq6pNic1KkPxO8nMlaLDWl/MPBbIrlMNk/76668xYMAA3nzHj8H7yRsM3HILUQl516+BqHC30gth2XCbeRwmHookiy4uLryEfCVBTEwMnj59CoZh2Lbk9vGlHI8zABw8eJANlQaAmTNnokWLFhrnmRYWTVUZZJzfW9duXmjcuDF+//13ttwhAEyaNClfkVCSZOfkQGDIFdWcQUK5DI7f/g7r8Qd5A0KqKCNiNm7ciEGDBiE8PBxfffUVGjRowJszXlSCNQziaMLW1hYCgYDNWv7111/j8uXL7Pphw4Yh07Qi77mjKswBQK5yTXApbCRNZmYmZsyYoVZWTRPz589HvXr1ijwNpTCcDM/7LcbExEAmk7HnGTlyJADFAF10YqbawEi7du34xyrGd6iNlCwJWv1yGXNP5s2vVv292Nra4UlMCrIlMtZeJU9iUpGUUXCpOmWW8vwojfYnCIIgNEOiu5j069eXfW1kZKRxztvp06eRm5uLypP2wmXaYdj2mok603bBbc452PX+EUlJyRDaugEAzGq3h8jSHuDMPbXpNAZWLb5g31+4cEGjLdx53KtXr2ZfT5w0CZ179MUvv/zy8R9UA5q6aVwhq8wAvG7dOgAAI8sTawzDlErJg/3hpnD85leYVGsOm+5T8dxCZW47N7xckufxEQiAGTNm4I8//mCzw+Ynzt6lcbzkIgOtQkHC5HVYhUbGsO+rGFTZuHEjbzsDa0fe+5hk9TBRVYyMjFjvfEnVPb/x4h26/J4nArmfU4l2kZh3zRbV020gzGunbLkI79MV5xVyljsN/01rib3LIfGITMjEyYC8dlBNhqeMrlCWOPtYJhwMQEBUMn446o9cqeJ6NxIVTpgsOxcMRiCEfX+FyH39+jXat29fLIGr5P79+1i/fj3ad+2BeQsWokbfyXBu8D+8fv2al738Skg8EtLzvlcHBwesWLGCzUmwadMm3L9/H5s2beIdn2EYbL76EjdeFBwGnpSUBJG5LcTOed5krqfbxNQMx72v4csR43n1hgHAzc0NAoEAd+/eLfRnfxGXhsVnnuI3n+eQyLQLSC6yjjPgMv0vCI3NAQggMOQkeqvkCbGTwiPKFUeqKEV3bm4ujh8/jqpVq+LcuXMAFOWePhZhIYWu8jvjiuYuXbqwr52+2wjHb9bCZdphGH34PAMHDuRly16wYAFsbW3Z5HeqSBt+CefxOyEwMslXnG/duhV//PEH2rRpU6DdK1asxJMnT7Bhw4YCty0qcs7giUwmw9u3b9lBQGUStTUXn6PdmqvYdVNRCsY/MhHXQ9+hatWqMLSvAofBy2HkXBN//fUXYmNjS9S+f5/EIS41B0fuK54ZsclZeJ/Av69Fwg69N95kB1+5mf8nHPRHi5WX2XuPNuzs7NTKKapCopsgCKLsINFdTKIdWsHYvRGEJpaYNmcBQgRuMG/gBYGhMcwbeEFoaoUBAwbg5zVbPnTuAPO6nZBuogjFNavTAe9T+dlojSvXgchYc4ZVALzyUFkc4WhoaMhmIP7tt9/w7bffYvPmzTiXYA+X6UewYsu+EvvcACBn1DuGQ3fcBcMwCAgIgGGbkXAesw1devVTrFTxKijL9JQk0RJFVm/rdt/AooEXLBr15K3nhpdzBwgEAoVHZ9q0aWwbqs4tVhLyJhWtVuV5kwQiQ5w4cUKjcDLQODShEDr54WxlrOaFiU7MVBPBynrdJSW6j/vxM75r6vwXZj5+Wloa7t27x0YLXAqOw+Dtd7SGRoo44vpVwwlouvw/JGXkQsTw209ZWoqL+0/n4R+Z13nkhm5GRkaywkRkYQurtsMgMqtQYPklbWRzfm8PolJRY/6/cP/pPLyf8ueaGwkVdgfHpuLZ24K9lo6OjgVuoyQqKgpJSUnYs2cPm78hKysLLVq0wI8LVwADVsNt1j9Aw/6wGrgY07eeRZwsL3nUxEMB6L/lltpxlWXWlKgmAfQJjsOvF59j+K77iEzIyDd8+t27d6g0YSdMa+TVtd5yK+/aSs2WoNNv19BuzVWITUyRk5ODjh078o6hWhMbUHy3w3fdw/dHA9ll2RIZuq67jr23I7DxykvsuVW4mpoiBw8IRAZwmf4X3Oachf3A+ew6A+u8jNXcASFV8iuzVlJTPq6FvtM4CCcUm8GkYhUwDIM//vhDbX12rpQXQeP07e/saw8PD9a+X7buRTqMMXfuXN7+3k/eYNWFEMCjHQytHWFWuwObWEwmZ5ChEjjFndeuKQEZwzDIzc1FZq4UlSbsRMWhq/FeJUInLjUb3x8NREBUEjJypLgUHIeUTAlOPXyN5Ex1725kQgY2X32J9BwpGIbR2OaVK1fG4yxruM05B3/TpsiRyrDVVzHosPy8YuD3i6138O3u+3iXngvbntNh4t4QTsMVgyYlmSPlwAshFp3Ny/dy6uFrtP7lChJbTIRJtWYABIrIKVPFAMmNF4p7rVQlHD1XJsfbFO1JVaQyOU4/jMGBU94YOHAgAGDy5MnseuX9hkQ3QRBE2fHJpK/csmULfv31V7x58wZ16tTB+vXr1ULFuFy7dg0zZ87E06dP4ezsjNmzZ7Ph2UUhJjkHFQcvAwAczwXwNB223adC7FwL5vW7wrxhD8QdmoMT6eqZUZWEZZsBeVoQdn1+LLIdSqZMmcJ6lg8cOIB/kx1hVrs9AMC8ST+kZUsw5+8g9KrnjF718zqWSRm5qGCm8PScC4pFcGwqZnnVLHKSricxqQiISsLK4zdhXl8RNrr17ns0atYSsVU5tVEFQtx5/AKSG68wqJliLvvrxCwsPfcU1iZG2DCkEbKlMlgaG2o6TYEYVayqcTkvvJzjKbj7KhH770Tg62auGD1xKtasWQNAMedNmXk6VyqHRCbH0QfRvE6QUKyYLzhmzBicPXuWdz6hFtEd/jYx34RpsSnZaLv6Khq7VcCoNu4Yu98P79MVnc5zU9vin8AYpGRJIGo1AggMZEPjs7Oz1coa5EhlEBtoTzgGKDppIqFATWD8svtvfN2vO2+Zch6g7/N4vOF0/EzcG8Cm60QkXt4BiUSC/usvQ87IcWWBOcYeiAAA/PT3Yxwco16aR6RB2IxauB4ZhlUA5M3HlEgkGjuKe29HsK+fx6WhZkULPI9LQ/VKlTHjp4VYMGs6HL5aCiN7Nxi71MWkBWvw2rEd5vXyRBsPO8jlDM+rruTUw9e4Hvoev3xRDy/i0tF7o+Y5tnGpfIGaKxciMSMXPTfcAADsG9UcpkZ53wF7HYoMAZkUpjVa4cqzOHSs6YBt116hgYsVWlezQ65U0bl2tVW0wfYzN7D0XAjiTyyBRcMekKa+w3PTujj9NAlmdTvBrtdMqOIvc1VbFp2YpfaZlVNSLJr2hZF9FQQ8eY6AqCTcCUvAq/g0/P0wz+PX/ldf1HK0wOnJbWBsyL+2cqVyXK3QkzfABQB3IvKE2P3wPM/enbAE/K+GPY4dO6aWVyE2NhbOzs4AgLB36QiITGKFyK9f1kdEQia6/H6Nt88f/73AyYAY5MrkWDmgHlpUsVG7j3GjXJSYuOdFxTCyPIHXsqpi0IZhGDx6nQIPB3PEJGVBJBTwRJ6ynJdN1wkwdKgK5tU/auf4GEbsvq+2zLL5QFToOAp3AVSZewFzutfC2rVr8eOPP8LewQHZ2dlIytQ+nUhkYYd2qy5hZDsPVBqzDQCQEHEGqdkS9p474WAAbx+BoTGGDx+Os2fPYvy++7geJsDoWS2QE/scuy89xMMao+D0XWe8O7UCgwYNwpEjR5Cbm4uKFRUDzP1n/op7b6UY19YdBlYVYWBVEelJimk5/pGJOPUwBgfvKry/px7G4OtmLvjrQV7yQzdbU1yb1REMwyA0Lh3Wpob4YuttvE/PxcOoJKTnSBEQlcyz2bRmG0iSYvHIUDHlKAa2qDmfn8Dw8L28KKWY5CxYVaqObFne98qNCnidlImF/zzF1E4eaOSqSMjGMAyWnguGg4UxJnZQn4ut5NW7DPi95/s5vj/6IReApSMcvlyEmraGeJ4gwYt3eYMsN1+8x66b6nlaRu65jyHNXRGbkoU9tyJQs6IFfhvUAFYmhvgvJA5LzgajdTVb/HXsOLb5hsE39B38IpZiyuGHSAkLRPzBRSS6CYIgyhABU9IZmHTA0aNHMXz4cGzZsgVt2rTB9u3bsXPnTgQHB7PJxbiEh4ejbt26GDt2LMaPH49bt25h0qRJOHLkCL744gsNZ1AnNTUVVlZWcJlxjBVdZcXmoY0x+XBeh2jnsPoYcygIy/vURL8GjvDq1g13H/jDut1wWDbPyzgrl+RAaJgnyLZ8XQ+JGbm4/Pw9roYmYEhzF6waWB/uP50HANRwMMPE/7mjnYcNvIPj0aWmPSyMDfAuPQcQGqDDbzc02jfzf874/To/JM8kNwlZRnlZY98c+IH1JDhYGEFsIER0Up6Aq1vJEk9iUtG+ui1mdamGPXei8HfgWxwZ1RhOlmL8HfgGZx/HI+LDvNpvW7pAKpPj8IP8Pb4ZIdfZTPCLe9XA4vP85EA1K5rheVwGUg9NR1pmDiqNVXRITQyFyJJoD+eL3vQNPOo1Q5VB8+BgboCIN+9RyUSOOwmlXy89+fZfsGzaH+lBPlg9ri/8suwhkzN4FpeO18mKNt02pB4yc2V4lZgDA5EQjpbGcLYS417YewxtXglt1qp7PvOjhigeobL8vfVKapmk4VlWXuTG0r6eWHgmb2rB1A7uuPYiAUExBYekpwf5YPmEQfjldnKR7E2+eQjWbYcVuF3QvPbYeSsKG3z53tJe9Z1wPqh0kv9pI+Xe33CqXg+ZNjVw8LvGaFvTif1tlhRPFnSAsbEJph55iH+fvC14Bw1826Iy9t97jSq2JpDKGbRwr4ATD4vWVjO71sDDqCSYGIkQFJWEoFNbkPXiDszrd8Oy73pg5Je9UXc5X1zbW4g1Tn/QxPj/VUVVOxMYChgcD3iD1KxcPH2rud61Ks3crLCynye6btAc7r60hQgL7ylEfMrtv2DVWpFHwvLJCYycMguvErORLZGDYRi0cLfGi/g0RCdl4W54MgDg/KTmGLTTH83drbFxSGNkSuXo/Ns1pGUXLRqjpaMAd9/mPc7t017inYUHb5u0gPMQu9SBkb271uPsHdkEI/eql5gCgATvjZjw80ocD8j7fhmZlDeYCQCyzBRIk99AkvQGZ+YPQmhuBbV7LQB4hh/H2l9/Ra8t6gMLmhBAcy6RkmLz4LqYfDQvAivu6HzUsga8fW/jyL1w+IYmIPC1YvDo8HeNcOB+DF69z8DzOMW1dPmH9qhqZ4a/7r7C3H8U1QwaVraEUCBAQLR+JS1Lf3oV33SohxVThiHhXTzcXCohJSVFZ2X7PoaAgAA0adIE/v7+VEKJ0Cv27t2LGTNmqOWhKQ6HDh3CN998Q9d7GVOS95lPQnS3aNECjRs35mW+9fT0RP/+/bFq1Sq17efMmYMzZ87w5hRPmDABjx49wp07dzSeIycnhxdumZqaChcXF52IbqJkyAy8ANOGPQvekCAIgiA+UeQ5mYheP4hEN1Fu6NChAxo2bIj169eX+LHd3d0xY8YMzJgx46OP8TmJ7q1bt2Lr1q1sJZI6depg4cKF6NGjBwDtyTjXrFmDWbNm8ZYxDIOePXvC29sbp06dQv/+/Qtlw6pVq/Dzzz9j+vTpvGuiKOfWRkneZ8r9nO7c3Fz4+/vzMuACQLdu3bRmUb1z547a9l5eXvDz89Oa4XvVqlWwsrJi/1xcXDRuR5QfSHATBEEQBEEQxMdRuXJl/PLLL/Dz84Ofnx86deqEfv364enTpwAUSWy5f7t374ZAINAYWbx+/foiT2t98OAB/vzzT9SvX19tXVHOXRaUe9H9/v17yGQydt6YkooVK+LtW83hkm/fvtW4vVQq1Zokau7cuUhJSWH/oqOjNW5XllSuYFLwRjokwafsau7qEyn3/i54I0KvKWQy8lLjzYGPz+ugS2xNFWHG8ux0MAHHdWyNOqNbVvroffNLqEboNwaR95D1SnPIPEEQH4dcLsfq1avh4eEBsVgMV1dXrFixAgDw+PFjdOrUCSYmJrC1tcW4ceN4pURHjhyJ/v37Y+3atXBycoKtrS0mT57Mc3xt2bIF1atXh7GxMSpWrIgvv/yS3ffatWv4448/IBAIIBAIEBERAZlMhtGjR6NKlSowMTFBzZo11ZJMFnTeDh06IDIyEt9//z177MKwd+9euLq6wtTUFAMGDCjRMq76Tp8+fdCzZ0/UqFEDNWrUwIoVK2Bubs5WIHF0dOT9/fPPP+jYsSOqVuXnXnr06BF+//137N69u9DnTk9Px7Bhw7Bjxw5UqFBBbX1hz11WfDKJ1FR/GAzD5Ptj0bS9puVKxGKxWoIqVZpXsWETBE3vXB1/XOZnv068vAM2ncfixIRWWOP9HPcjNJc/KgzTOldHQGQSXid9qKM8vwsYAHbmeTY+CIuD19AJsPjfSAhEBkj1P4vMkGswtHXFqKFf4I854wAoPvuBu5Fo6GKN+pWtcfRBFOb8rSiT82JFDxh+qEH8T2AMpv8VCAD4rrUbcuJe4XAYP4lS8u2/kB74L2RpihuO98a5aNOmDSLfvIPn//pAKMuGw+AV+PObRuhatxKM3RtClpGC3PhXSEpKgo2NDazbfQP3hq2x68ev0dhV/UfEMAyC36Ri6dlg3AtPRK/6TljZvx7MjQ3w1Tff4dRfB+A2W70WbWGY38sT37WpApHww81WIMz3WLE7J2Ldb7/i1eMH+OPPveznnvrtl9i2aj4Sol/CZfqRj7JFKAAezOsCY0MRfjz+CGnZUpgaibBiQD3kyuR4k5yFUw9jIGcYtLVIwOTLivntlsYGWNC7Nr5qqojGuB+eCHOxAWo7q4cNfn80EKcexuDvia0wdr8/ErXUf80I9oVZ7Q4AALkkG9G/fwlAALFLXeTGvYR1u29g2bQfbx/XN9fg1e8r7Lgfzy6bX+MdOvT+gleWLOKXXhix9E9cy8wTRO/++QXWbYfB0FY9oiRq3SAIjc1QeeIetXVGIiEauFihR10nvE/PQW1nSzwIT0RathRL+9fFyYDXWHAqCGkPLyDpv+0QmdtA7FIXCQ8vwVjMn3/PMAxMqzWFXZ9ZcEkKRKyz9sSMhcHYUIgvGlfGIU7ipj8G18f0o0G87URvHiM39hl2dDbCw4cPsXDTQQiEQmRHfki6JDKEef1uyH7lB7FrPUgTYyGu5IkKHb8rtC2eTpbo08AJFS2M0aV2RViIDbDm4nP8eT0MpkYGSM+RQpaZgreHZkMgNIDkfRTc5vCTBF6Y1o69pnxv3MK75HR8P3E04tKlkKYloE7nL1BQtXYDoQBSOYOfetTC181c8C4tB9Ur5s3/nzNnDpvUUFmuysTEBDk5udh3LQQLLyjKXLWsaoO7rxJhZy5GxpHvEWteA24dh+DX4W1RWZgCKwdnVLIxh/BDKUahmTXEjjXg8OVCrba9v7AeHataYPLyzWjgYg0nK+2DnJm5UvwdEIOqRmnoNmwi7Pv9hMT/tuPY8kno3p2fiPBySBxikrPwbSt39rmTliNF/cU+BbSWOhbGBkjLlsJIJMSe75ph2E5FtYCeqeex//oz2PX+QW2foMXdYGlsiF9+/Q3L910AI5fCruf3yI5+DJMqjcHkZOD8j17ovfEmJElv8PbgLLhMPcjuv7uPPQb374V088qQpSWg4rDVEJlYImbbaOzY+Bv6DfyKTcp59+5dNgu9oX0VOA7/Fan3TkKelQqbrhOQFR4An/kD8Sz4Cb4eNhwm1ZpC7FgDVq2+QublzYBLY14G/Antq2LbtbykYk+XeEEoEMDIQAgDkRBuc85pbKf0l36I9/sX1+/5I93ECdUczNFtneIetG9Uc+y88Qo3XrzH/F6e6NvQGc1XKKpTdEvzwY4tGyAWi5GdrT1bOKBI9Pf4dQr6N1Lcx7qtu4bQOMUvYEQrNwxrXhnd/lDPnfH+wh/IeHIZtvXa4+dft6JHPScwDDDv9GM8/JAYbv3ghuhSuyJSsiT4LzgO1qaGaFHFFtkSGSQyOXJlcjhbmcDa1BACgQCbr77E75dCMa+nJ4a2cMXNF+9x/vEbnHoYg/2jmuPbD8n5Xm/5DrK0gksAEoQm5s6dix07dmDdunVo27Yt3rx5g2fPniEzMxPdu3dHy5Yt8eDBA8THx2PMmDGYMmUK9u7dy+5/9epVODk54erVq3j58iUGDx6Mhg0bYuzYsfDz88O0adNw4MABtG7dGomJibhxQ5FH6I8//kBoaCjq1q2LpUuXAgDs7e0hl8tRuXJlHDt2DHZ2drh9+zbGjRsHJycnDBo0qFDnPXnyJBo0aIBx48Zh7NixhWqHe/fuYdSoUVi5ciUGDhwIb29vLFq0qOQauhwhk8lw/PhxZGRkaKxAEhcXh/Pnz2PfPn41pczMTAwZMgSbNm0qUjWXyZMno1evXujSpQuWL1+e77bazl2WlPs53bm5uTA1NcXx48cxYEBe0rDp06cjMDAQ165dU9vnf//7Hxo1asQbATt16hQGDRqEzMxMtk5zfigTqU3cfQMXnisSpIQu74GULAlexKWhZVVb9F11ArcunYdVy6+QE/sMbw/8iEuXLqFLly7IlsjwJiUbDXp+A5tOY4r8uSN+6YXoxEzMPfkYkzt6oFU1W43bMQyDtm3b4u7DJ5Bn8cu4ZGRkwNRUfT56tkSG/ptvobazJX4f1FDjcSUSCf448i82BeeJ7sjVvdW2e/LkCerUqQMASExMhLGxMXvOp0+fsiV3GjZsiMjISDabqrGxMbKyCq5VLZXJYSDKC9gYMGAATp8+DftuE2HaqJfGfRipBAIDxXc8rZMHNlxRdNxDlnaHCSfDdGRkJLp164bQ0FA4Ozvj15N3cOR+FGZ180CPvl8gM1QxfeHUqVOIjIzkzf9hGAZZWVkwNTWF/YB5sKrRDBKVMa6Y7WNg3aArMuOj0GjYHLxOU4iKipZiDGrqgh+61URhCQ4ORr3GzVHBwQnvozSXOtOETM4gMSMX9hZivIxP44lhJZLEWMTuGAfz+l1Roct4vDu5HDUs5QgK4ovFgxfvoHr1Gvhuz33kyuR4tKgbEt6/R7sNCg9T3NH5yI4IxL59+3DfoC7OBb3ByNbuWNy3Dv755x8MnjIPdr1/QMrd40gP/BeAonSTecPu6FQJmL30V1SxN8PVC/8gV2iMBf7qY4YRv2j+zrkc/usYhg0ZzFv25ZdfIj4+HkePHmVv+LGxsWxJNi8vLxw9ehSePxyGkZ0rsiODEH9yGY6f+Rfjfj8O83qdITDQnDRvcZ/a6NewEqxNDbHFNwy/XnwOALgxuyPMxAZovOwSAMXvx9HRERkZGUhLS0NISAhq1aqF4OBg9jeUH85jtsHQtjIA4P2532HXWz2TuZLwVT21DjAmZuTiZMBr9GvoDAtDfr1z+4ELYFq9Bdp42OLQmJYAFNN1WrdurXaczj364GX98bxlkqQ3MKyQVzVBKQC1ER0dzSbDPH/+PDp06AAzM0VZwAsXLmDiNcVvplc9J2wepphrpfxcFhYWOHjwIPr164fx48dj3LhxaNKkCXvskJAQ2FaqgsVnn2JMazccvngLx8Pzfv9R6weDycm/NJo2Bg0bgeOH92P58uWYN29eoff7dvd9XA8tnAgKWdodRgZCyBkGadlS2JgZ4d6rBFSqYILKFUwhEAhYESrLTIFXk+qY0qk6GrpYA1Bkq9dWupBbtQEA6k/dhvj3iXh75GesW7eOLau4du1a/Dh7DgSGxmByMuDt7Q0vLy/esZKTk1kPhLGpObIzPwzFCA0AuRQ+Pj64e/cuFi7UPgCi/Bw/e3kgXSrAhssvsOaL+hjUzIUdYBcIBDD1/B/s+85Gyv2TmNavDfa9UUS0xR1biOzwACQlJcHaWvH5/wmMQVRCJqZ08kBmrgyPY1LQ3N0GQqEAe2+Fo4KZEQxiAtG7t+K5FhYWViTviEzO4FLwW7SsagtrUyNIJBJsP3YBax8boIKxEE9X9kO1GrXw7GleHXjutRaTnIWDdyMxopU7HK2MC31eJdoqMgCK2uDN2/wPMcF+vOU0p5soLGlpabC3t8emTZswZgy/D7tjxw7MmTMH0dHRvPt1nz59EBsbi4oVK2LkyJHw9fVFWFgYRCLFfXfQoEEQCoX466+/cPLkSXz33Xd4/fo1LCzUS+gWdk735MmTERcXhxMnTgBAgecFij6ne+jQoUhKSsK///7LLvv666/h7e39WczpBhSRDa1atUJ2djbMzc1x+PBh9OypPoVzzZo1+OWXXxAbGwtj47z72vjx4yGTybBz504Aiud4QXO6//rrL6xYsQIPHjyAsbFxgdeEtnMXBM3p5mBkZIQmTZrg0qVLvOWXLl3S2BEEFPVfVbf38fFB06ZNCyW4ufzyRX38N/N/uPxDexgZCGFvIUZrDzsIhQKc/flL/DGqEyJX98bbD+GiyvI3xoYiVLEzQzPLgjM2a8PFxhQHx7TQKrgBxYV78+ZN5KQm4NSpU7x1mjK7K23znvE/rYJbiVCQ10HIfR+lcRsbGxvea67I5wqJwMBAXvmSgrwKSriCm7vft/VMEbm6N2K2jUbs7ins+oSLm5EVGci+H9lGUcfWw8GcJ7gBwM3NDb6+vgAUUxKend+JxL/moLJhJiu4AaB169b4+uuv2ffx8QrPrlKsvDu1EjOrvsPRsc3RziHPkyxNjsP7aweQGXIN89vlefR/+6phkQQ3oKj7Lc/JQEL0S154llwux59//onnz59r3E8kFMDeQvyhDSxw/+fO2DWiKSJX98brTcORcu9vxB9bAABID7qE6HWDkB0RiAMHDqgdq1FlSzSvYoPHi73wdEl3mBoZwMbKAnHHFyPxv+3IjggEAIwYMQIjaxugnewRprdXXIMMwyDn9VPEbBvFCm5FG71Bsu8eWBjI0aKqLRwsjDF48GAM/6ofZneviWmdq+OHrjVw+6dOhRLcADD060Fqy06cOIHr16+zXlUA6Nu3L/s6LCwMd+/eRfyxhUi8/CfiTy4Dk5sFSdIbJPpsRtS6rxB/fDFyYp8h6rcvsLe7GcJX9UTEL70wsk0VVDAzgkAgQNfaChFQydoELjamsDEzQubxOXi9+VsAiussLU1xT1Dmjahdu7ZaTXtNg2WjK8VBkhSL5BsHkfH0Ct7snY70J1fw7p/VSLq6C9HrB6OBUTyCl3rlGwVkY2aEMe2qwt7CGMbGxuxDEADen1mNH1tXwJZhCvH6+vVrrfdZF2cntWXKa0CJhTj/YCsXFxd2nlavXr14nbuoqLx7joGG+QBpaWno108RfbF9+3YcPXqUXff69WvUqlUL9hZibB7aGHUrWaKtI4O/xjRDDeM0vD38E5icwmU310SLxgqbr169WqT9FvepDUdLYyzoXRtHxrZEF08HLOufVws86aoiuuPP4U1gYiSCSCiAoUgImw+e5RZVbVG5gvq1UdO5AnaOaMYKbkDhGfrf//6n0Y7t27fz3rfHUxjeVEwXUgpuAJg6dSoqWFmybWVrq/4ssra2hlwuR0xMDDLTOQO/ckV29piYGF7YqSZSbv+F3LhXaO8qxsyuNeA3vwsGNXPB/fv3YWdnhw0bNkAkEiEz5DoiV/dG8tXd8LDLGyzKjgiElZUVK7gBoF/DSpjauToEAgHMxAZoWdWWFakj21RBv4aV0KtXL7Z+fbVq1XDw4EEUFpFQgO51nWBtmjcY52IOnJ7YEoKLKyGRSHiC+9dff+XtX8naBHO61/oowQ1Aq+AGAGdrE4Q+uIZJkyYBAOrVq/dR5yA+X0JCQpCTk4POnTtrXNegQQNWcANAmzZtIJfLeX2ROnXqsMIXAJycnNj+U9euXeHm5oaqVati+PDhOHToEDIzMwu0a9u2bWjatCns7e1hbm6OHTt28J4VBZ33YwgJCVHz6mry8n7K1KxZE4GBgbh79y4mTpyIESNGIDg4WG273bt3Y9iwYTzRe+bMGVy5cqVISfGio6Mxffp0HDx4sNACWtO5y5pyL7oBYObMmdi5cyd2796NkJAQfP/994iKimLrbs+dOxfffvstu/2ECRMQGRmJmTNnIiQkBLt378auXbvw448fN4/Sw8EC1ezN1ZYLBAK1h5m5OX+7jRs2IPXBaWSG3kHivjxxOKABf845AFyc8T/0rOeInd82VVuXHwKBAAYGBmojRgkJCewcmY+B+0xPC9Ac1ldQmMg//2ivZTto0CDcu3cPqampWrdRRZlhvkmTJjh79iykKXGQvIvAm30zMMDiFdID/0XumzxPsI2ZEYIWd8O/0zWHDjs4OEAoFEIul2PZsmW4ffu22nwTBwcHVKxYETKZDHK5nFdr+P79+9i8eRMmjB2Nxq7WGOCuKNuTfOsIuMVvzIzzpgVYmxa9NrmNjQ0bOsvNS7B69WqMHz8eXbp0KdRxHCyN0dmzIkQiEWQZSUj23QNpShy7XmxkiHXr1qF+/fq4fv06L5xH2aEVChXhnoBi4CH7lR/S/Pmhyc0aNcDBtfOwa4eic68tgaESIyN1L/KkDh6Y2bUGpnauDmfrouU3CA4Oxtq1a9WW37qlCP9cunQp/P3z5oC+fPkS3bt3hyztPdL8zoDJVURhvH79WrGBXIasV354e+BHMNIcGBgYaBS2NSpa4L+Z7XGBc70lRT2HLJ0/1aRChQq8DkudOnVYAQkADx8+xNmzZ3n3LAszE8T+OQ4ptxWj9blxYUg4/zsyn91A6v1TkOdkoI35O5gaFW1W0ejRo8EwDOrVqwdGmouaJhmwMjGEVCrNN6Gkgx1/akiXSnIk3zwEecpbVLM3w+ExLQo1X457jR05kjdV49mzZ+xrkVCA8+fP53u8jRs3AgCOHz/ORjCo0sStAs7P+wJVzBSC8OzZsxq3K4imTRX36MuXL2vNE6KJqvbmuPtzZ4xuWwWtqtli54hm+KpJZbSoYgNR8L9Ivf83dvewRLc6BYff3bhxA3Ypig7u4i+aadzm2rVrYBhGbeBEORdPiYmJiUavhUAg4A2WahLdyu2cnZ01fj+xsbFITMx/qlXyjYN4s3ca5B9+d8ppVHv37kViYiKmT58OmYxfe922ghUiV/dWRGAx8iKFLHLh/u6GDx/+UcfgUsfZEg/v3uQtq1ev3kf3Pz4WU1NTbN68GQzD4ObNmwXvQBAcuBFQquQ3vZO7XNXJJRAI2GlEFhYWCAgIwJEjR+Dk5ISFCxeiQYMG+XqOjx07hu+//x6jRo2Cj48PAgMD8d133yE3lz9tLr/zfgzlPGC4RDAyMoKHhweaNm2KVatWoUGDBmrz6W/cuIHnz5+rRUZcuXIFYWFhsLa2hoGBAQwMFH2UL774Ah06dNB4Pn9/f8THx6NJkybsPteuXcOGDRtgYGCg9jzQdu6y5pMQ3YMHD8b69euxdOlSNGzYENevX8eFCxfg5uYGQJG9jjvSVaVKFVy4cAG+vr5o2LAhli1bhg0bNpRKNjtuiB4AtTAZExMTJF3ZiXenVsBEnolXK3vi/LS2WDOoMa7+2AFN3Srg4OgWiPilF2o6WmDLsCboUltdkBeWyMhI3vu///4bDx8+xLlz5wrs+KiSmZkX/p0Zoh6WDGifI6+kb9++Wjvux48fR8uWLdXaMD+UolssFvM86blvX6J/W4X3KfXeCVi88cfhsS0AAJbGhuy8dVVEIpHazVj1Bq5EKBSqfd5mzZph0qRJ7HKRSAjbiP+QcvMQbztbi7wHmNJrVRSEQiEr9rkjtsqQKlYcFgKZTKZ2w1Jy4MABNuSqXbt2+Omnn9h1qskJlXbl93B+9UoxP1Mqzb8msaoIKC6enp744Ycf8ODBA97yp0+fIiMjo9DzsbR1VpUPDU14OJjDyiTvoa/ps2v6TSg9jLVq1UKNGjXQu3dv/Prrrzh8+DCCgoLybWcl3NH9oqL0+MXFxSEqKkpjVJC9vT0b3dKqZUveuiYGryHPTIbk9Hxc/qEDWnvYFeq8ffr0Qa1atdSWc0fFDYVCNgxYG8rpKsoyJtowNDRESEgI5HJ5gcfURkvOZx81alSxOmXGhiIcHd8KeKqIADEVF25Qrm3btniw5XsELOiKttXzb+ubN28iNTWVFd8nT55k1zk7O2Py5MlYtmwZb58hQ4aoHUeb6OYSGxvLlvkEFF4i7rNHJBJpzEILKEIYExMTcenSJcjl8nyfWWZmZuxAJJA3EFJUVAemi9vB1vR7f/z4sYYtCUJ/qV69OkxMTHD58mW1dbVr10ZgYCAyMvKihW7dugWhUIgaNWoU+hwGBgbo0qUL1qxZg6CgIERERODKlSsAFCJPk7Bq3bo1Jk2ahEaNGsHDwwNhYWFF/myajp0ftWvXVuujlHSfpbzBMAyvzDIA7Nq1C02aNEGDBg14y3/66ScEBQUhMDCQ/QOAdevWYc8e9dw9ANC5c2c8fvyYt0/Tpk0xbNgwBAYGqvV1tJ27rPkkRDcATJo0CREREcjJyYG/vz8vbG7v3r1smLCS9u3bIyAgADk5OQgPD2e94iWN6vwobngbwPfgKToJAtRxtoKhSIgqdmY4MbF1gR2mouDq6gqGYVixAwCNGzdGnz59YGtrC4lEgrt376Jfv35aQ5KVeF/MS/zDSPOEaGhoKHr06MGrg54fkZGRWLBgAUxNTdG/f394enqqbRMWFoZ79+4VGALEFd2qba0UDYw0F+KnZ9C62se1qzL8F9AsjgoiKCiIF7oMAKYmxtjxbVP8PqhBkb22SpTzMzds2IC0tDScPXsWAQEB7PqOHTvi2LFjBQrc/DqyqgMgIpEIMpkMEolEq6DTFAqtRPkdafJ0czveH/PgLAxNmzbF1q15WfYzMjJ40ShVqlTJ135tkRr5iW5VmjdvrrZM03XVvn17XLlyBRcvXuQtHzJkCOrVq1fqolt53QwfPpwXqg0oRAPDMIiPj4evry9OnDihFlmj3P9jbOBex1wqGymEdGdPzXOTVXF0dORFEORHUcuWcBGLxWzY5dmzZ7Fr166PPpYSZfsV5doSCASFGsQTCASwsLBQm3LUuHFjxMTEwNXVFfb29mwH28XFhR28uH9fkZSrSZMmhZoP7OTkhLt377JJig4ePMgT+b6+vpg2bZrGfYcNG4ZWrVqhW7duOHToEC+qSBWxWMwLI9Q0KFgYvLy82GlhgGIgkTsNBVDMRxQIBIWKjFDtiALgTeEgiPKAsbEx5syZg9mzZ2P//v3sFKxdu3axIbwjRozAkydPcPXqVUydOhXDhw8v9O/w3Llz2LBhAwIDAxEZGYn9+/dDLpejZk3F1Dt3d3fcu3cPEREReP/+PeRyOTw8PODn54eLFy8iNDQUCxYsUBtYLwzu7u64fv06YmJiChWpNG3aNHh7e2PNmjUIDQ3Fpk2b4O3tXeTzlld+/vln3LhxAxEREXj8+DHmzZsHX19fDBs2jN0mNTUVx48f1+hpdnR0RN26dXl/gEKvVKlShd2uc+fO2LRpEwCFA1N1HzMzM9ja2rL7F+bcZc0nI7r1FW4nxNjYWK0jxxXd+XXuS5oqVapo9FQYGRmhVatWOHPmjNocM1XeJaWwr5Wiu3r16qhevTouXLig0TulCYFAgKVLlyIjIwOnTp3SGPY7e/ZstGzZEhUrVsSOHTu0hgJxRbdqB5DbWeWOwBbEunXreB6Tbdu2sa//+++/Qh9HiUgkUgt1FIvF6Fq7IgY2rlzk4ylRiu7du3dj8uTJasLe19cXgwcPhqGhIQYOHKjxGAzDoEWLFuz75cuX49atW1i4cCFGjx6NTp06qe0jFArzFQL5XdcXLlxAvXr1NI6WX7+eFz1RUPh5cZgwYQIYhlGbg2VtbY1Xr16xtSaLQlFyQxw/fpzNwKpEW/hzx44dteZiKIzoLopgU0WZORYADh8+zL7ev38/7yFXr149jVFDxRHdJiYmYBhGTZw0yX2Evye2Rrc6jrw205R4B8gTiGUBd0pHYbPg5sfHiO6iotpZqV69Ou99p06dwDAMwsLC2Ptrs2bNkJyczPu9Foa2bduqLbt48SLatm2L0aNHa9xHKpUiNDQUAPDtt9/mm2xTVXR/bHi5QCDA69evUbly3r15zpw5vOkNf/75JwCo3XNVyczMVPutA9D6eQlCn1mwYAF++OEHLFy4EJ6enhg8eDDi4+NhamqKixcvIjExEc2aNcOXX37JE0yFwdraGidPnkSnTp3g6emJbdu24ciRI2wE448//giRSITatWvD3t6enVI6cOBADB48GC1atEBCQgKbt6AoLF26FBEREahWrVq+A3tKWrZsiZ07d2Ljxo1o2LAhfHx8MH/+/CKft7wSFxeH4cOHo2bNmujcuTPu3bsHb29vdO3ald3mr7/+AsMwGnVHYQkLCyvSdK2SPHeJwRAfRUpKCgOASUlJKXBbKCbvMtbW1mrrkpOT2fWNGjUqDVO1IpPJmN69e7PnV/2rXbu21n1zc3OZ+o2aME7fbWRsuk9l90lMTCy2XaGhoezxvLy8NNq2atUqjftWr16dAcBcv36dYRiGt09YWBjj6urKAGAmTJhQJJsyMzPVbGjdunWRjpGbm8ucPn2ayc3NZWJiYnjHSkhIKNKxNDFjxgyt36Wmv8jISLVjpKen87aRy+XFtqtWrVrs8RYsWMDY29sXaNvmzZsZhmGYwYMHMwCY2bNnF9uOgvjll194Nrx69Ypd5+PjU6S2ffLkSZHPz91/yZIlRd7/5MmTBdq1ZcuWIh9XSeXKldWOt23btnz3cZtzjv1bvnw5A4CpUqXKR9ug5I8//lD7njp37swAYPbu3ctEREQwABhTU1Pm3r17zLJly5iwsDCtx+P+NksKuVzOayupVFqs4zk4ODAAmMePH5eQhep4e3uz9taoUYOJiYnRuF1JtZeBgQGvjd68ecOuO3PmTIHXs6enp9Z1T58+ZZydndn3+/btK5atU6dO5R3/119/Zddxl2sjNzeXqVevnpqdNWvWLJZdJUFR+jP6hL+/PwOA8ff317UpBFHqHDx4kK53HVCS9xnydJchmjLmcT3dRc2cXlyEQiHOnj2Lv//+G0uXLlXzVHC9u5owEDB4s2cqEr03sstKotxI9erVsXLlSmzevBlz587VuM3x48c1Lud6ulWpUKECvL29sXTpUvz2229FssnExEStFE5xwk+dnZ153t3CeCkLok+fPhqXh4eH4/Hjx9i3bx/Py+jm5oa2bdsiOjqaXabqOSrOZ1TCDSdzd3dHfHw8Nm/erHFbFxdFCSDl6PSOHTuwYsUKLF68uNh2FAQ3A/2VK1d4YU3aSitp42O8kdwSbNo83flRmIychQ2t1oQyRwYXbnWCglBmqC5OiLuSRo0asa8XL16MY8eOsb8nMzMzuLm5QSaT4d27d2jevDnmz59fpHJPJYFAIOBN5TAwMMh3PnB+64Cy8XR7eXnB19cXoaGheP78OS+sujTgTs/46aefeN7oPn36FBhtpZzCZGhoiE2bNrElfwBF7oOSCC9XoppEbdasWQgPD+dFgABgPfGa0DR3u6DpPgRBEMSnAYluHcMV3WUZ+shl4MCBWLBgAdq1a8fL1FpQuLsmUV6QUC8sc+fOxaRJk9RK2ijDmwMCAjQmNFOWDNMkQKytreHp6cnOHy8q58+f570vSqINTXCTDpWE6G7XTj0D+/fffw93d3fUrVsX3377LaRSKUaNGsWuv3XrFr777jvs2rULFStWLHKJo8LAFZDK+dLK+fWqqGYmNTY2Rp06dUpVaChxc3NDZmYmYmJi0LFjR9461dBUbqipJj7GXu487sKEtKnC/T1om9pRHNHNnXagpCAhwzB500Devn1bbBuUNGzYkH2dmZmJwYPz6q4rjy8UCst0yo4mVAcYhEIhdu/ejdevX6NOnToQCAQ4cuQI9u/fD6FQiNOnT7Pb5uTk8IR4WYhuQJE7QDWsvLTo2bMnHj58iPv372PVqlVq6ws7Rem7777D5MmT0aVLF1hYWKBx48YQCoW89i+u6NaUiK1q1apqz6gXL14gJSUFrq6u8PHxUdtHlVmzZhXLLoIgSpcePXrA3Nxc49/KlSt1bR5RjiDRXQYo5xFomsRfEl6fkuT06dNsoiZuKZjCIBKJSsQzykUgELA3tdGjR/PmkorFYjY7txKlp1ZVxNaoUaPYtolEIiQkJLDviyu6GzRogPXr1+dbNq0oKLMuc9Hk0d+xYwfv/eXLlzFmzBjEx8dj0CD1GtbFhestUwoibaKSm6ROF5iYmGj07jk4OLDRE3/88YfadafKxwgjbpI6bub9wsKtbT979myN80S1DXYUBk3RBlyPsyZkt/cBAJKu7WOT4X2MF18VbtIv1WtJ10JblUuXLvHejx49Gi4uLmwN06FDh2LEiBEAwCb0TE9Ph5ubGzp16oR9+/bh8OHDZSa6y5qGDRuiWTPNJc24cwIrVKjA+89FmQfE1tYW0dHRbFWBN2/esNsUtxa1QCBAREQEpk+fnu92ly5dgrW1NaKjo9Wio7hYWlri4cOHGDduXLHsIgiidNm5cycvSzb3r7SSMBOfJp/W01tP2bhxI3r16sXzIuszSi9eURMWlNYAwty5c7WGmc+cOZNX0kVVdDs5OeHNmzdqmZQ/Fm44bUmEBRbUgSsqXM9Qq1atNA40CIVCBAcHo379+mUS2qjJ080VSp06dYKZmRnOnj2rt78RgUCAixcv4saNGxg9enTBUy8+QhgJBALcvHkTiYmJqFatWpH379WrFzw8PNCuXTvY2Nhg69atalmztSVhKwwWFhZYuXIlfv75ZwDAyJEjtSYsYwm/i+gH3pDnZOClkxMAlFjI8qxZszB16lS8e/cODg4ObGUDfRPdXbp0wblz5wpVfkz5u3j27Bni4uIQFxenVnnjUxPd+SEWixETE4Pg4GDUrFkTZ86cwYgRI3jX3YULF3jvuYNXyikNQMk8n9zc3LB+/XrMmjULw4cP1xgZpFqbNjIyUuPUDHNzc17EBkEQ+klJDBQTBECe7jLB1tYWw4YN45Ui4qJ88GrK4KwLlB2/pKSkImWNLqvOILc2dHR0NH766SfI5XJIpVJWRCpF961bt/DHH3+UypxgbfW6dc327dthYWGR72f29PSERCLJN4xUUxb5j4E7H1rp6a5Vqxa6du0Kd3d3/PPPPzh69CgOHjyI3bt3l8g5S4P27dtj/vz5MDMzg4mJCZt9mTv3W8nH/hbatGmjdW5+QZibmyM0NBTbt29nl3377be8bYrbeeCKm8J444VCIeQ5ikoBSq9jSYlu5XUVHx/PC//XN9ENKAZEClNC8cmTJ5DL5fkKxM9JdAOK66VLly5wcXHB5MmTYW5uzvvNNWnSpMxtqlSpEq5cuQKGYZCQkIB///1XrZSfkpkzZ2pczp1aRhAEQXz6kOjWAx4+fIicnByN5Zh0gY2NDeshVdZslkgk+dZvBsouVF61s7969Wr8+++/vCRgStFdpUoVTJs2rUTmTKtS3DmCpcW4ceOQkpKCbt26Fbit6hxqJVWrVsUPP/xQIvZwB5s8PDwAKISDj48PwsPDYW5uDhMTEwwbNqxIibl0zaFDh3D06FEEBwdj3bp1vHW6EkaqkQ1bt25lrwMXF5did/S536WmMF9VNN0TnD54vIsLV3RzEyeWdcK0wlKrVi28fPmSfa+ce6zK1atX8x3s/NxEtyauXLkCKysrrFy5Mt8kh8pBp4kTJ5aaLTY2NujevTs6d+4Ma2trAIqSYkq05X/QlOyTIAiC+HShp7eeoE+j3iKRCDY2NkhISMDz58+RkpKCmjVrAgC++eYbHDhwAIB6B7+sRLemTntsbCxPdBcmk/PHcv78eaxevZrnUdQ3Cjt/XVu985Ksi92rVy907doVjRs3ZjulnwKurq5suPaMGTNgYGCAqVOnAtAfYWRqaoozZ87gt99+Q/PmzYt9PK6nuzADJJrC8LkJ44qDctArNjaW/R5OnDhRKgNsJUW1atUgl8uRlZXFeuRTU1Nhbm7O3j/fvn2b7/1LX64tXeLu7q51wJDLypUr0aZNGwwbNqzUbRKJRLw8KIaGhli+fDl7j1WNjNKnZz5BEARR+pCnm9CIcl5c+/btWcENAAcPHtS6T1mJ7vbt2+Obb77hLRs3bhzP81xSWdQ10bNnT1y7do312pZnAgMDNS4vbpI4LiKRCD4+Pvjll19K7Jj6CLdcnj4JI7FYjJ9//hldunQp9rG4Qrsw5QFLU3QrQ4xTU1MRExMDQD3LvD4iEAh4IfCWlpYQCoVsybq4uLh8p67oW/JNfaZSpUoYN25ciWTMLyrKAUalEFdNEpmZmVnWJhEEQRA6RH96hoRe8erVK63rHj58iLp166p5U8tKaBgYGODAgQP5DgAQhaNy5crIyMjA6dOn0bVrVzZUs6CawYQ63NBrfRLdJUnr1q3Z14XJBq1JdBe15rk2jI2NYWFhgbS0NFbY6LOXuyCUAwZxcXEUXv4JoBygUla8iIqK4q1XDhQRxefChQuFyplAEOWZW7duAaDrvawJDw8vsWPR05vQyMSJE7F161b2fY0aNRAaGgoAuHbtGurWrau2T1l7YKpXr44XL16oLdfHREr6jKmpKYYOHcpbRqK76HA9v5/qfE2xWIyoqChkZmYWSjxrEt3aEkp+DKohuuVZdCsjdf788082SZ8qIpGoVKfOECWHMiHpu3fvAEAt0oRb4o/4OHJyciASibBgwQJdm0IQZYJQKKTrXQeIRCLk5OQU+zgkugmNLFu2DB4eHhgwYACMjY3h5OSEUaNGYc+ePWwnQpWyFt3BwcGYNGkSW3d669atyM7OxqRJk8rUjk8REt1Fp1OnTvjmm29Qv359XZtSqhQlPFzTPaEkB8UMDQ157wuT3E1fUUYOJCcn49dff9W4jZWVVaHzNRC6RSm6/f39sXHjRrXw8qZNm+rCrE8KsVgMmUyGgwcPwtPTU9fmEESpcuHCBSxYsICu9zImJCQE33zzTYk4U0h0ExqxtbVVK3WirB0cGRmpcZ+yFt0GBgbYtm0bKlWqhDZt2pTInFVCAYnuoiMUCtkkg4QCVYFoZmZWovkWVEOt7ezsSuzYZU3Xrl3Z1zdu3NC4jbu7exlZQxQXpegGgGnTpvHWzZw5E9OnTy9rkz5ZPD09NVYCIIhPCWVIOV3v5RdKpEYUGmWH9tChQ3j27Jnael3MNRQKhVi0aBEJ7hJGW1ZzgigKqgK7pBNacT3dNjY25Xq+s5GREZtMTdvn0FQTntBP8hsA+u2339iM+wRBEMTnAYluotC0b9+efV2/fn1IpVLeesqq++lAnm6iJFAV3SU5nxvgi1OuZ7G80qpVKwBQu7cqKc9z1j83uOX1uOzZs6eMLSEIgiD0ARLdRKGpVasW731AQADvPYnu8o9yntCQIUN0bAnxKaB6TyhNT/enILoLEtVt2rQpI0uI4iIQCPDw4UPeshMnTpRJzXCCIAhC/yi/sXiETnjy5InGzOUAlbL5FPDx8cGZM2fw3Xff6doU4hNANbFZYWp7F4XPRXT7+fnh+vXrGDduXBlbRBSHBg0awNbWFgkJCRCLxfSMJAiC+IwhTzdRJOrUqQMvLy+N68jTXf6pXLkyJk2aRGGsRImwfft23jzk6OjoEj0+V8SU5yRqSlR/dw4ODnjx4gWaNGmC77//vkST0BGlj0AgwPv37/Hvv//Cz89P1+YQBEEQOoSe4ESR8fb2RkJCgtpyEt0EQXCpWrUqgoOD2fdRUVElenyup/tTFN09e/aEh4eHjqwhSoru3bujZs2aujaDIAiC0CEkuomPwsLCAr169eItI9FNEIQqJVHbUhufmqfbysqK997IyEhHlhAEQRSfxYsXo2HDhro2AwCwd+9eWFtbF2mfkSNHon///qViD/H5QaKb+GjGjh3LE9o0X40gCFW4tbqXLVtWosfm3n+ysrJK9Ni6oF69erz3XE8+QRBEeePHH3/E5cuXdW0GUcpcv34dffr0gbOzMwQCAU6fPs1bzzAMFi9eDGdnZ5iYmKBDhw54+vQpuz4iIgICgUDj3/Hjx7Wed9WqVWjWrBksLCzg4OCA/v374/nz5+x6iUSCOXPmoF69ejAzM4OzszO+/fZbxMbGlngbFIZyL7qTkpIwfPhwWFlZwcrKCsOHD0dycnK++4wcOVLtS23ZsmXZGPyJwe0UkqebIIj86NevX4kej/twrVOnTokeWxeoJpoj0U0QRHnG3Nwctra2ujaDKGUyMjLQoEEDbNq0SeP6NWvW4Pfff8emTZvw4MEDODo6omvXrkhLSwMAuLi44M2bN7y/JUuWwMzMDD169NB63mvXrmHy5Mm4e/cuLl26BKlUim7duiEjIwMAkJmZiYCAACxYsAABAQE4efIkQkND0bdv35JvhEJQ7kX30KFDERgYCG9vb3h7eyMwMBDDhw8vcL/u3bvzvtwLFy6UgbWfHtxQHRLdBEFo4tGjRzh//ryaJ7e4pKamsq919RAtTSi8nCAIXdKhQwdMmzYNs2fPho2NDRwdHbF48WJ2fVRUFPr16wdzc3NYWlpi0KBBiIuLY9erhpf7+vqiefPmMDMzg7W1Ndq0aYPIyEh2/dmzZ9GkSRMYGxujatWqWLJkCaRSaaFs/f3331mPpouLCyZNmoT09HSt2ytt2759O1xcXGBqaoqvvvpKo+Nu7dq1cHJygq2tLSZPngyJRMKuO3jwIJo2bQoLCws4Ojpi6NChiI+PL5TNnwo9evTA8uXLMXDgQLV1DMNg/fr1mDdvHgYOHIi6deti3759yMzMxOHDhwEo9IOjoyPv79SpUxg8eDDMzc21ntfb2xsjR45EnTp10KBBA+zZswdRUVHw9/cHoJiydenSJQwaNAg1a9ZEy5YtsXHjRvj7+5d4jpnCUK7jgUNCQuDt7Y27d++iRYsWAIAdO3agVatWeP78eb6JS8RiMRwdHQt9rpycHOTk5LDvlZ09iUTC+/F9Lig/s5WVFd6+fQsAEAqFn2VbFBZl21AbFR5qs6Kjj23m6ekJT0/PEreJG1Iuk8kgk8k+6jj61Gbjx4/H9u3bASg+nz7YpIo+tVd5QZ/bTB9tIvSHffv2YebMmbh37x7u3LmDkSNHok2bNujSpQv69+8PMzMzXLt2DVKpFJMmTcLgwYPh6+urdhypVIr+/ftj7NixOHLkCHJzc3H//n12CtLFixfxzTffYMOGDWjXrh3CwsLYMomLFi0q0E6hUIgNGzbA3d0d4eHhmDRpEmbPno0tW7Zo3efly5c4duwYzp49i9TUVIwePRqTJ0/GoUOH2G2uXr0KJycnXL16FS9fvsTgwYPRsGFDjB07FgCQm5uLZcuWoWbNmoiPj8f333+PkSNHkjPvA+Hh4Xj79i26devGLhOLxWjfvj1u376N8ePHq+3j7++PwMBAbN68uUjnSklJAQDY2Njku41AICjy/P6SoFyL7jt37sDKyooV3ADQsmVLWFlZ4fbt2/mKbl9fXzg4OMDa2hrt27fHihUr4ODgoHX7VatWYcmSJWrLfXx8YGpqWrwPUo7hDkQkJSXRTaYQXLp0SdcmlDuozYrO59BmDMOwr0vi3qMPbdajRw9WdAcGBur1PVUf2qu8oY9tlpmZqWsTCD2mfv36rOitXr06Nm3axM7TDgoKQnh4OFxcXAAABw4cQJ06dfDgwQM0a9aMd5zU1FSkpKSgd+/eqFatGgDFgKySFStW4KeffsKIESMAKKpfLFu2DLNnzy6U6J4xYwb7ukqVKli2bBkmTpyYr+jOzs7Gvn37ULlyZQDAxo0b0atXL/z222+sY65ChQrYtGkTRCIRatWqhV69euHy5cus6B41ahR7vKpVq2LDhg1o3rw50tPT8/XSfi4oHXMVK1bkLa9YsSIvyoHLrl274OnpidatWxf6PAzDYObMmWjbti3q1q2rcZvs7Gz89NNPGDp0qNp0rrKgXIvut2/fahTKDg4O7JesiR49euCrr76Cm5sbwsPDsWDBAnTq1An+/v5aM+3OnTsXM2fOZN+npqbCxcUF3bp108kXp2skEgkuXboEOzs7REREAAAcHR3Rs2dP3RqmxyjbrGvXrjRXs5BQmxWdz7XNinPv0dc2a9eunV7eU/W1vfQZfW4z7jQNglClfv36vPdOTk6Ij49HSEgIXFxcWMENALVr14a1tTVCQkLURLeNjQ1GjhwJLy8vdO3aFV26dMGgQYPg5OQEQOHdfPDgAVasWMHuI5PJkJ2djczMzAIdXFevXsXKlSsRHByM1NRUSKVSZGdnIyMjA2ZmZhr3cXV1ZQU3ALRq1QpyuRzPnz9nRXedOnV40yednJzw+PFj9v3Dhw+xePFiBAYGIjExEXK5HIAi9L527dr52vw5wU2qCihEsuoyQBHhdfjwYSxYsKBIx58yZQqCgoJw8+ZNjeslEgm+/vpryOXyfAdiShO9FN2LFy/W6FXm8uDBAwDqXyKg/YtUMnjwYPZ13bp10bRpU7i5ueH8+fMa5yMAilAITYLc0NBQ7x6gZYmxsTH72sjI6LNui8LyuV8zHwO1WdH53NqsJD6rvrTZ7du3sX37dvz44496YY829KW9yhP62Gb6Zg+hX6heHwKBAHK5XGtfO78++J49ezBt2jR4e3vj6NGjmD9/Pi5duoSWLVtCLpdjyZIlGvvh3L6mJiIjI9GzZ09MmDABy5Ytg42NDW7evInRo0cXafqE0m6u/do+P6BIINatWzd069YNBw8ehL29PaKiouDl5YXc3NxCn/dTRjl48fbtW3aABQDi4+PVvN8AcOLECWRmZuLbb78t9DmmTp2KM2fO4Pr167xBFCUSiQSDBg1CeHg4rly5ojNnqV6K7ilTpuDrr7/Odxt3d3cEBQXxEjYoeffuncYvUhtOTk5wc3PDixcvimzr546q6CYIgigrKlasiLi4uE8uO26rVq3QqlUrXZtBEAShldq1ayMqKgrR0dGstzs4OBgpKSm8sHFVGjVqhEaNGmHu3Llo1aoVDh8+jJYtW6Jx48Z4/vw5PDw8imyLn58fpFIpfvvtNwiFihzRx44dK3C/qKgoxMbGwtnZGYBi2qpQKESNGjUKdd5nz57h/fv3+OWXX9g28PPzK7L9nzJVqlSBo6MjLl26hEaNGgFQzIO/du0aVq9erbb9rl270LdvX9jb2xd4bIZhMHXqVJw6dQq+vr6oUqWK2jZKwf3ixQtcvXpVp/0FvRTddnZ2sLOzK3C7Vq1aISUlBffv30fz5s0BAPfu3UNKSkqR5gEkJCQgOjqaNwJDFA6u0KbRcoIgypJLly5h1qxZJV7/myAIgsifLl26oH79+hg2bBjWr1/PJlJr3749mjZtqrZ9eHg4/vzzT/Tt2xfOzs54/vw5QkNDWY/mwoUL0bt3b7i4uOCrr76CUChEUFAQHj9+jOXLl+drS7Vq1SCVSrFx40b06dMHt27dwrZt2wr8DMbGxhgxYgTWrl2L1NRUTJs2DYMGDSp0omVXV1cYGRlh48aNmDBhAp48efJZPo/S09Px8uVL9n14eDgCAwNhY2MDV1dXzJgxAytXrkT16tVRvXp1rFy5Eqamphg6dCjvOC9fvsT169e15jLp3LkzBgwYgClTpgAAJk+ejMOHD+Off/6BhYUFO7XYysoKJiYmkEql+PLLLxEQEIBz585BJpOx29jY2JS5s7Bclwzz9PRE9+7dMXbsWNy9exd3797F2LFj0bt3b14StVq1auHUqVMAFBfGjz/+iDt37iAiIgK+vr7o06cP7OzsMGDAAF19lHILN+SeRDdBEGVJvXr14O3trTZ3kCAIgihdBAIBTp8+jQoVKuB///sfunTpgqpVq+Lo0aMatzc1NcWzZ8/wxRdfoEaNGhg3bhymTJnCZq/28vLCuXPncOnSJTRr1gwtW7bE77//Djc3twJtadiwIX7//XesXr0adevWxaFDh7Bq1aoC9/Pw8MDAgQPRs2dPdOvWDXXr1i3SfF97e3vs3bsXx48fR+3atfHLL79g7dq1hd7/U8HPz4+NYACAmTNnolGjRli4cCEAYPbs2ZgxYwYmTZqEpk2bIiYmBj4+PrCwsOAdZ/fu3ahUqRIv0zmXsLAwvH//nn2/detWpKSkoEOHDnBycmL/lNfg69evcebMGbx+/RoNGzbkbXP79u3SaIr8Yco5CQkJzLBhwxgLCwvGwsKCGTZsGJOUlMTbBgCzZ88ehmEYJjMzk+nWrRtjb2/PGBoaMq6ursyIESOYqKioIp03JSWFAcCkpKSU0CcpX+Tm5jKnT59m7OzsGAAMAGb8+PG6NkuvUbZZbm6urk0pN1CbFR1qs6JDbVY0qL2Kjj63WXntz/j7+zMAGH9/f12bQpRDFi1axDRo0EDXZhSagwcP0vWuA0ryPqOX4eVFwcbGBgcPHsx3G4ZTVsbExAQXL14sbbM+G5ydndlRJwrPJwiCIAiCIAiC4FOuw8sJ3cOtnejq6qpDSwiCIAiCIIhPjUOHDsHc3FzjX506dXRtHkEUinLv6SZ0C7cGIbdWI0EQBEEQBEEUl759+6JFixYa131sPqHFixdj8eLFxbCKIIoGiW6iWHDr4XGT1xEEQRAEQRBEcbGwsFBLukUQ5Q0S3USxEIvF8PPzQ05ODnm6CYIgCIIgCIIgVCDRTRSbJk2a6NoEgiAIgiAIgiAIvYQSqREEQRAEQRAEQRBEKUGimyAIgiAIgiAIgiBKCQov/0iUtb9TU1N1bIlukEgkyMzMRGpq6kdnjvzcoDYrOtRmRYfarOhQmxUNaq+io89tpuzHKPs15Y2QkBBdm0AQpU54eDgAut7LmpJsbwFTXu+yOub169eUOIwgCIIgiE+C6OhoXkUSfScqKgqenp7IzMzUtSkEUSaIRCLIZDJdm/HZYWpqipCQELi6uhbrOCS6PxK5XI7Y2FhYWFhAIBDo2pwyJzU1FS4uLoiOjoalpaWuzSkXUJsVHWqzokNtVnSozYoGtVfR0ec2YxgGaWlpcHZ2hlBYvmYdRkVF4f3797o2gyDKhJycHIjFYl2b8dlhZ2dXbMENUHj5RyMUCsvViHBpYWlpqXcdCH2H2qzoUJsVHWqzokNtVjSovYqOvraZlZWVrk34KFxdXUukM0wQBFHalK8hTYIgCIIgCIIgCIIoR5DoJgiCIAiCIAiCIIhSgkQ38VGIxWIsWrSI5pYUAWqzokNtVnSozYoOtVnRoPYqOtRmBEEQnzeUSI0gCIIgCIIgCIIgSgnydBMEQRAEQRAEQRBEKUGimyAIgiAIgiAIgiBKCRLdBEEQBEEQBEEQBFFKkOgmCIIgCIIgCIIgiFKCRDdBEARBEARBEARBlBIkugmCIAiCIAiCIAiilCDRTRAEQRAEQRAEQRClBIlugiAIgiAIgiAIgiglSHQTBEEQBEEQBEEQRClBopsgCIIgCIIgCIIgSgkS3QRBEARBEARBEARRSpDoJgiCIAiCIAiCIIhSgkQ3QRAEQRAEQRAEQZQSJLoJgiAIgiAIgiAIopQg0U0QBEEQBEEQBEEQpQSJboIgCIIgCIIgCIIoJUh0EwRBEARBEARBEEQpQaKbIAiCIAiCIAiCIEoJEt0EQRAEQRAEQRAEUUqQ6CaKTUREBAQCAQIDA3VtCkEQBEEQBEEQhF5BopsgCIIgiDJl5MiREAgEEAgEOH36tK7N+axQtru1tbWuTSEIgvhsINFNIDc3V9cmaERf7SIIgvgY4uPjMX78eLi6ukIsFsPR0RFeXl64c+cOu83nJEK7d++ON2/eoEePHuwygUCAiIgI3Rn1gZEjR2Lx4sVF2kdfbFfF3d0dvr6+7Ps3b95g/fr1OrOHKN/QfYwgPg4S3Z8hHTp0wJQpUzBz5kzY2dmha9euCA4ORs+ePWFubo6KFSti+PDheP/+PbuPXC7H6tWr4eHhAbFYDFdXV6xYsYJ33FevXqFjx44wNTVFgwYNeDfghIQEDBkyBJUrV4apqSnq1auHI0eOFGgXAJw5cwbVq1eHiYkJOnbsiH379kEgECA5OZnd9/bt2/jf//4HExMTuLi4YNq0acjIyCiF1iMIgvg4vvjiCzx69Aj79u1DaGgozpw5gw4dOiAxMbFIx5FIJKVkYdmi7LCLxeISO6ZMJoNcLi+x432KODo6wsrKStdmEOWUkrqPlRbksCH0FRLdJQjDMMjMlZb5H8MwRbZ13759MDAwwK1bt/DLL7+gffv2aNiwIfz8/ODt7Y24uDgMGjSI3X7u3LlYvXo1FixYgODgYBw+fBgVK1bkHXPevHn48ccfERgYiBo1amDIkCGQSqUAgOzsbDRp0gTnzp3DkydPMG7cOAwfPhz37t3Tatf27dsRERGBL7/8Ev3790dgYCDGjx+PefPm8fZ5/PgxvLy8MHDgQAQFBeHo0aO4efMmpkyZUuR2IQiCKA2Sk5Nx8+ZNrF69Gh07doSbmxuaN2+OuXPnolevXgAUHkkAGDBgAAQCAft+8eLFaNiwIXbv3o2qVatCLBaDYRikpKRg3LhxcHBwgKWlJTp16oRHjx6x53z06BE6duwICwsLWFpaokmTJvDz8wMAREZGok+fPqhQoQLMzMxQp04dXLhwgd23oIHYEydOoF69ejAxMYGtrS26dOlS4gOdvr6+EAgEOH/+PBo0aABjY2O0aNECjx8/ZrfZu3cvrK2tce7cOdSuXRtisRiRkZHIzc3F7NmzUalSJZiZmaFFixY8by8A3Lp1C+3bt4epqSkqVKgALy8vJCUllZj9+bXh9u3bUalSJbUBgr59+2LEiBEAgLCwMPTr1w8VK1aEubk5mjVrhv/++4+3vbu7O5YtW4ahQ4fC3Nwczs7O2LhxY4l9BoLgUpz7GACcPXsWTZo0gbGxMapWrYolS5aw/URA4SHfunUrevToARMTE1SpUgXHjx/P1yZtDpvi3MNGjhyJ/v37Y8mSJez9dfz48TxBn5OTg2nTpsHBwQHGxsZo27YtHjx4wK5X3r8uX76Mpk2bwtTUFK1bt8bz58/ZbfK7RwPkUPrkYIgSIyNHwrjNOVfmfxk5kiLZ2b59e6Zhw4bs+wULFjDdunXjbRMdHc0AYJ4/f86kpqYyYrGY2bFjh8bjhYeHMwCYnTt3ssuePn3KAGBCQkK02tGzZ0/mhx9+0GoXwzDMnDlzmLp16/KWzZs3jwHAJCUlMQzDMMOHD2fGjRvH2+bGjRuMUChksrKytJ6fIAiirJBIJIy5uTkzY8YMJjs7W+M28fHxDABmz549zJs3b5j4+HiGYRhm0aJFjJmZGePl5cUEBAQwjx49YuRyOdOmTRumT58+zIMHD5jQ0FDmhx9+YGxtbZmEhASGYRimTp06zDfffMOEhIQwoaGhzLFjx5jAwECGYRimV69eTNeuXZmgoCAmLCyMOXv2LHPt2jWGYRgmNjaWsbOzY+bOncuEhIQwAQEBTNeuXZmOHTuy6w0MDJjff/+dCQ8PZ4KCgpjNmzczaWlpDMMwzNWrVxkATHh4uNb2GDFiBNOvXz+15dz9lMfx9PRkfHx8mKCgIKZ3796Mu7s7k5ubyzAMw+zZs4cxNDRkWrduzdy6dYt59uwZk56ezgwdOpRp3bo1c/36debly5fMr7/+yojFYiY0NJRhGIZ5+PAhIxaLmYkTJzKBgYHMkydPmI0bNzLv3r1j7Vu0aFEhv1112wtqw4SEBMbIyIj577//2P0TExMZIyMj5uLFiwzDMExgYCCzbds2JigoiAkNDWXmzZvHGBsbM5GRkew+bm5ujIWFBbNq1Srm+fPnzIYNGxiRSMT4+Pjwtrl69SrP1j179jBWVlZF+nwEUZz7mLe3N2Npacns3buXCQsLY3x8fBh3d3dm8eLF7L4AGFtbW2bHjh3M8+fPmfnz5zMikYgJDg7WalP79u0Zc3NzZtasWcyzZ8+YkJCQYt/DRowYwZibmzODBw9mnjx5wpw7d46xt7dnfv75Z/a806ZNY5ydnZkLFy4wT58+ZUaMGMFUqFCBvf8q718tWrRgfH19madPnzLt2rVjWrduzR4jv3t0UFAQY25uzqxbt44JDQ1lbt26xTRq1IgZOXLkx3x1hB5AorsEKU+ie8yYMez7nj17MoaGhoyZmRnvDwBz4cIF5t69ewwA5tWrVxqPpxTd9+/fZ5clJiYyANhOnFQqZZYvX87Uq1ePsbGxYczMzBgDAwPmq6++0moXwzBM//79me+++4637J9//uGJ7tq1azNGRkY8201NTRkA+d6oCYIgypITJ04wFSpUYIyNjZnWrVszc+fOZR49esTbBgBz6tQp3rJFixYxhoaGbOeVYRjm8uXLjKWlpVrHt1q1asz27dsZhmEYCwsLZu/evRptqVevHq+zy6WggVh/f38GABMREaFx/3v37jE1a9ZkXr9+rXE9w2gX3VyUnda//vqLXZaQkMCYmJgwR48eZRhGIR4BsB1VhmGYly9fMgKBgImJieEdr3PnzszcuXMZhmGYIUOGMG3atMn3/MWhoDZkGIbp27cvM2rUKHb99u3bGUdHR0YqlWo9bu3atZmNGzey793c3Jju3bvzthk8eDDTo0ePfO0j0U18LB97H2vXrh2zcuVK3rIDBw4wTk5OvP0mTJjA26ZFixbMxIkTtdqjyWFT3HvYiBEjGBsbGyYjI4NdtnXrVsbc3JyRyWRMeno6Y2hoyBw6dIhdn5ubyzg7OzNr1qxhGCbv/sUdWDt//jwDgHUI5XePJofSp4dBWXjTPxdMDEUIXuqlk/MWFTMzM/a1XC5Hnz59sHr1arXtnJyc8OrVq0Id09DQkH0tEAjYYwPAb7/9hnXr1mH9+vWoV68ezMzMMGPGDLW5N1y7AEXIvvJY3GVc5HI5xo8fj2nTpqnZ5OrqWijbCYIgSpsvvvgCvXr1wo0bN3Dnzh14e3tjzZo12LlzJ0aOHJnvvm5ubrC3t2ff+/v7Iz09Hba2trztsrKyEBYWBgCYOXMmxowZgwMHDqBLly746quvUK1aNQDAtGnTMHHiRPj4+KBLly744osvUL9+ffbYV69ehbm5uZodYWFh6NatGzp37ox69erBy8sL3bp1w5dffokKFSoAAJo3b45nz559dDup0qpVK/a1jY0NatasiZCQEHaZkZERazsABAQEgGEY1KhRg3ecnJwctr0CAwPx1VdflZiNqhTUhjVq1MCwYcMwbtw4bNmyBWKxGIcOHcLXX38NkUjxTM/IyMCSJUtw7tw5xMbGQiqVIisrC1FRUbzjcdtH+Z4SpRGlxcfex/z9/fHgwQNePiCZTIbs7GxkZmbC1NQUgObruaCStE2bNlU7V3HuYQDQoEED1ialHenp6YiOjkZKSgokEgnatGnDrjc0NETz5s159yYAvHuTk5MTAEUyOldX13zv0f7+/nj58iUOHTrE7s8wDORyOcLDw+Hp6ZlvmxD6B4nuEkQgEMDUqPw1aePGjfH333/D3d0dBgbq9iuTmF2+fBljxoz5qHPcuHED/fr1wzfffANAIZRfvHhR4E2jVq1avHmGAHjzXZT2P336FB4eHh9lG0EQRFlhbGyMrl27omvXrli4cCHGjBmDRYsWFSi6VQck5XI5nJyc1OYpA2BLQS1evBhDhw7F+fPn8e+//2LRokX466+/MGDAAIwZMwZeXl44f/48fHx8sGrVKvz222+YOnVqgQOxIpEIly5dwu3bt+Hj44ONGzdi3rx5uHfvHqpUqfKxTVMkuIOxJiYmvPdyuRwikQj+/v6sgFWi7ISbmJiUqn0FtSEA9OnTB3K5HOfPn0ezZs1w48YN/P777+x2s2bNwsWLF7F27Vp4eHjAxMQEX375ZaESRakOVhNESfIx9zG5XI4lS5Zg4MCBGo+XHwVdz5ruj6V1DxMIBKzzR5NTSHVZfg6p/O7R5FD69KBEagQmT56MxMREDBkyBPfv38erV6/g4+ODUaNGQSaTwdjYGHPmzMHs2bOxf/9+hIWF4e7du9i1a1ehz+Hh4cHe4EJCQjB+/Hi8ffu2wP3Gjx+PZ8+eYc6cOQgNDcWxY8ewd+9eAHk3rzlz5uDOnTuYPHkyAgMD8eLFC5w5cwZTp079qPYgCIIoK2rXrs1LjGNoaAiZTFbgfo0bN8bbt29hYGAADw8P3p+dnR27XY0aNfD999/Dx8cHAwcOxJ49e9h1Li4umDBhAk6ePIkffvgBO3bsYI/99OlTuLu7qx1b2bkVCARo06YNlixZgocPH8LIyAinTp0qqWbhcffuXfZ1UlISQkNDUatWLa3bN2rUCDKZDPHx8Wr2Ozo6AlB4ny5fvlwq9gKFa0MTExMMHDgQhw4dwpEjR1CjRg00adKEPcaNGzcwcuRIDBgwAPXq1YOjo6PGkmTc9lG+z699CKKkKcx9rHHjxnj+/Lna78HDwwNCYZ4cKYnruSTuYY8ePUJWVhbPDnNzc1SuXBkeHh4wMjLCzZs32fUSiQR+fn5F9kBru0dzHUqqf0ZGRkU6B6EfkOgm4OzsjFu3bkEmk8HLywt169bF9OnTYWVlxd4IFyxYgB9++AELFy6Ep6cnBg8ejPj4+EKfY8GCBWjcuDG8vLzQoUMHODo6on///gXuV6VKFZw4cQInT55E/fr1sXXrVjZ7ubLMTP369XHt2jW8ePEC7dq1Q6NGjbBgwQLWm0AQBKFrEhIS0KlTJxw8eBBBQUEIDw/H8ePHsWbNGvTr14/dzt3dHZcvX8bbt2/zzaTdpUsXtGrVCv3798fFixcRERGB27dvY/78+fDz80NWVhamTJkCX19fREZG4tatW3jw4AHbIZwxYwYuXryI8PBwBAQE4MqVK+y6ggZi7927h5UrV8LPzw9RUVE4efIk3r17x+5///591KpVCzExMSXSdkuXLsXly5fx5MkTjBw5EnZ2dvk+P5Sh299++y1OnjyJ8PBwPHjwAKtXr2Yjp+bOnYsHDx5g0qRJCAoKwrNnz7B161ZeduPiUFAbKhk2bBjOnz+P3bt3s5FgSjw8PHDy5EkEBgbi0aNHGDp0qMZyaLdu3cKaNWsQGhqKzZs34/jx45g+fXqJfA6C4FKc+9jChQuxf/9+LF68GE+fPkVISAiOHj2K+fPn885x/Phx7N69G6GhoVi0aBHu379f5Go0xb2HAYrSY6NHj0ZwcDDrhZ4yZQqEQiHMzMwwceJEzJo1C97e3ggODsbYsWORmZmJ0aNHF8rGgu7R5FD6BNHlhHKC+BiWL1/OVK5cWddmEARBFJrs7Gzmp59+Yho3bsxYWVkxpqamTM2aNZn58+czmZmZ7HZnzpxhPDw8GAMDA8bNzY1hGEUitQYNGqgdMzU1lZk6dSrj7OzMGBoaMi4uLsywYcOYqKgoJicnh/n6668ZFxcXxsjIiHF2dmamTJnCJuCZMmUKU61aNUYsFjP29vbM8OHDmffv37PHDg0NZQYMGMBYW1szJiYmTK1atZgZM2YwcrmcCQ4OZry8vBh7e3tGLBYzNWrU4CX3Kk72ci7K45w9e5apU6cOY2RkxDRr1oyXNE1bQrDc3Fxm4cKFjLu7O2NoaMg4OjoyAwYMYIKCgthtfH19mdatWzNisZixtrZmvLy82ASdqixatIj9PgpLfm2oRCqVMk5OTgwAJiwsjLd/eHg407FjR8bExIRxcXFhNm3axLRv356ZPn06u42bmxuzZMkSZtCgQYypqSlTsWJFZv369QXaRonUiI+hOPcxhlFkMG/dujVjYmLCWFpaMs2bN2f+/PNPdj0AZvPmzUzXrl0ZsVjMuLm5MUeOHMnXJtXfhJLi3MOU96eFCxcytra2jLm5OTNmzBhe4sqsrCxm6tSpjJ2dHSMWi5k2bdrwEgor71/ce8rDhw/Ze2NB92iGYZj79+8zXbt2ZczNzRkzMzOmfv36zIoVK/JtD0J/ETDMRxR5JogyZMuWLWjWrBlsbW1x69YtTJ06FVOmTMHy5ct1bRpBEATxEYwcORLJyck4ffq01m18fX3RsWNHJCUlsfPUdYVyrqpyepO+4O7ujhkzZmDGjBlF2m/v3r2YMWMGkpOTS8UugvgYBAIBTp06VahIyNKkMPcngigq5S/rF/HZ8eLFCyxfvhyJiYlwdXXFDz/8gLlz5+raLIIgCKIYnDt3Dubm5vjrr7/Qu3dvXZuTL9euXcP169d1bUaJYG5uDqlUWmDyKoIgCKLkINFN6D3r1q3DunXrdG0GQRAEUUKsWbOGnctZHvJvhIeH69qEEkNZfkk1sztBEARRelB4OUEQBEEQBEEQBEGUEpS9nCAIgiAIgiAIgiBKCRLdBEEQBEEQBEEQBFFK0Jzuj0QulyM2NhYWFhYQCAS6NocgCIIgCKLIMAyDtLQ0ODs7QygsP74Y6ocRBFHalOT9kUT3RxIbGwsXFxddm0EQBEEQBFFsoqOjUblyZV2bUWioH0YQRFlREvdHEt0fiYWFBQDFl2BpaVns49VddJF9/WSJV7GPV9pIJBL4+PigW7duMDQ01LU55QJqs6JDbVZ0qM2KDrVZ0aD2Kjr63GapqalwcXFh+zXlBaW94eHhsLGx0bE1+oU+X2+6hNpFO9Q2mklMTESVKlVK5P5IovsjUYYyWVpaFlt0v03JhlBsyr4vCRFf2kgkEpiamsLS0pJ+nIWE2qzoUJsVHWqzokNtVjSovYpOeWiz8hairbTXwsKiXPSbypLycL3pAmoX7VDbaEYikQAomfsjiW49IFsi07UJBEEQBEEQBEEQRYJhGMgZQM4wij+55tcyhgHzYTuZXPGa4e7HAEDesRjOf03bMQzAAPztoFjIgLtMYeOH3cAg75gM5zMoj8U9dmpyUom1E4luPUAqp1LpBEEQBEEQBPE5IZczyJHKkS2RIVsqQ7bkw2uJDBIZA4lMjlypHLkf/ktkcs4yRsMyOaQyBlI5A6lMrvjPfc3+VwhfiVwOmVxxnOQUEf54cQsMAJmcyftjGMg/HEf+4T13HfMJyxh5TmaJHYtEtx4gy0d0J6Tn4FJwHHo3cIa5mL4ugiAIgiAIgigrGIZBlkSG9BwpMnM+/M+VISNHioxcqeJ/jvI9f3lmruyDiFYX1jlShVDWHwRAVkbpHV0AiAQCCAUCCASAUCCA8MN/gUARwq3pvQAf/nP2EwgAAfKWsa8/nEf4IRycu0zw4VjK7cFZ9+HT87eHALlZRoguoc9PKk4PkMj4P7jg2FRUsjaBlakhxuz3w8OoZAREJWHNlw10ZCFBEARBEARBlF+kMjlSc4EX8enIlDBIzpQgJUvxl5wlQWqWBMmZuez7FHaZpEyiUg1FAhgbiCA2FEFsIITYQAgjAyEMRcr/AhiKFMsNRdzlymWK9QYiIQyFAohEAhgKhRAJBTAUCSASCmEgynttKBR8WCcEw8jg/+ABWrVsAbGRIURCAUQCxXqhQAADkeI/u1yk+C8U5glpoTBPNIuEeQJZxBHR5Y2EhAT8M7NkjkWiWw9Q9XT33HADlSuY4OacTngYlQwAOB0YS6KbIAiCIAiCID7AMAzSc6SIT8vBuw9/8ez/bHbZu7QcJGbmgmEMAP/bH30+MyMRzMQGH/5EMDUygLnYAKZGog//DWAuFsH0wzamhiKYGIlgbChkBbWxoRDGhiLFn4HitdhAIZZ1hUQiQVoogxZVbCiRWilBolsP0DR69jopC3Lu8k94vgRBEARBEARBqCKTM3iTkoWoxExEJ2YiKjETUYlZiE3OYkV1tqTwIdoCMLA0MYS1qRGsTAx5f9amH/6bGMFSZZmliSFMDUUQCsuft5bQD0h06wHa5nRnS/OymjOkugmCKIf8ExgD/8gkLOpTByLqrBAEQRAqpGZLEJXAFdWZrMiOSc6CRFZwH9hcbAAHCzHsLMRwsBDD/sOfg4Wx4rW5GDYmQty5dhm9e3mRN5coc0h06wFSueYRuszcPNFNCc4JgiiPTP8rEABQy9ESQ1u46tYYgiAIQmdk5crw7G0qQt6kIfhNCkLepCHsXTqSMyX57mckEqJyBRO42JjC9cNfpQomcPggqu0sjGBqVLCkkUgkoLFfQleQ6NYDtHm6sziiO78M5wRBEPrOq3fpujaBIAiCKAMYhkF8Wg6C36QiODYVIW9SEfwmFRHvM7Q6kezMjXiimvu6oqUxRUoR5R4S3XqAtoyIXE83QRBEeSZHr8qiEARBECUBwzAIf5+BR6+TFR7sDyI7ISNX4/Z25mLUdraEp5MFajtZokZFC7jamMKMyuISnzh0hesBMi1zVTJzpWVsCUEQROlw5H4UlvWvq2szCIIgiGISm5yF22EJuP3yPW6HJeBtarbaNkIBUNXeHLWdLD+IbIXQdrAw1oHFBKF7SHTrAdo83bnlwDO0704kVvz7HOemtkUdZytdm0MQhJ5SFjVOCYIgiJInIT0Hd14l4NbLBNwJe4+IhEzeeiOREPUrW6G2syVqOykEdk1HCxgbinRkMUHoHyS69QCJTLO4ztWyXJ9YfuE5AGDcfn/c+qmTjq0hCIIguKy9+BxXn8fj2PhWFL5JEEShSMuW4N6rRIU3O+w9nr1N460XCoD6la3RxsMWravZoYlbBRLYBFEA9ATWA7Ikmudu67unm+E4rmKSs3RnCEEQ5QKJTA5DkVDXZnxWbLr6EgBw5lEshjSn7PEEQWgm7F06/gmMxfXQd3gck6KWwLeWowVaV7NDGw9bNKtiA0tjKrlFEEWBRLcekF1ORTd3KrqzFc3RIQiCD8PwO21h79JRy9FSR9Z8fuy4/op9TRUwCIJQJSE9B2cfxeLUwxg8ep3CW+dua4rWHnZoXc0WrarawtZcrCMrCeLTgES3HpClJUu5voeX53LM6+xZUXeGEAShl6jO45ZqSRqpLyRl5kIOGRw/kUHEFRdC2NdSPX+eEARRNmRLZLgUHIdTD2NwLfQdOyAnEgrwv+p26FHPCW087FDJ2kTHlhLEpwWJbj2gvIaXSzjmyRj97kwTBFH2qIpsfS4bJmOAjr/fgAAC3P25M8w/sfnPEj0f8CAIovSQyxncDU/A6Ycx+PfxW6Tl5FXHqV/ZCv0bVkKfBs6wtyBvNkGUFp9Wr6KcolV067lngiu6cyT6bStBEGWPRM6/L+RINd/r9IEsKZCRo7AvNjkLNSpa6NgiIDoxEw6WYogNip+gSN+fJwRBlDwv4tNx9nEc/nkYg9iUvLJelaxN0L+RMwY0qgQPB93f6wjic4BEtx6QrS28XI+9QgBfdGubl04QxOdLefJ0cyPhtU35KUvuhydi0PY7aOxqjZOT2hT7eNqqZBAE8WmRlSvD4XtR2BMkwus7t9nlFsYG6FXPCQMaVUIzdxsIhQIdWkkQnx8kuvWA8hpezo0o1/YZCIL4fFGdR6zPETFc0Z2pB6L7mF80ACAgKlm3hhAEUS7Ilshw6F4UtvqG4X16DgABDIQCdKjpgIGNK6FTLQcq60UQOoREtx7gF5Gkcbm+eya4Pix98AwRBKFfqCZSO//4DbrXddSRNfnDvdtmSaRatysrDMgLRRBEIciWyPDX/Shs8Q1DfFoOAKByBRO0sErH7K87o6K1mY4tJAgCINGtF7x6nwEA6NfQGf8ExrLL9d7TzXlNnm6CIFRRDS8Pep2MS8Fx8HSyQOUKpjqySjPc8QHl3G5dIiph0S0AiXiC+JTIkcpw7EE0Nl8Nw9tUxXztStYmmNrJA33rV8Sli96wMTPSsZUEQSgh0a1HRCdm8t7n6Lunm9NJpTndBEGooppIzdhAhLH7/QAAEb/00oVJWuGHl396nm4GlL2cID4FcqVyHPePxuYrL9nkaM5WxpjcyQNfNXGBkYEQEolEx1YSBKEKiW49YkonD4za68e+V/V0y+RMiXs/igPXOn2YA0kQhH6h6ul+HpemI0sKRt883e8zckv0eHI5iW6CKM9IZHL87f8aG6+8RExyFgCgoqUYUzp6YFAzlxKpckAQROlBolvHcDtCDV0q4ODoFphxNBDv03PURLdEJodIqD83VfJ0EwSRH/qel4KLvnm6zwe9YV9LZXIYiITFOp7q/HqCIMoHUpkcJx/GYOOVF4hOVIhtewsxJneohq+bu1JyNIIoJxTvKa4nXL9+HX369IGzszMEAgFOnz5d4D7Xrl1DkyZNYGxsjKpVq2Lbtm2lb6gGuB0hkVCAttXt8F0bdwCKDquA49jWt3I7NKebIIj8KE9Cj3t3zdCzyJ2SqLEtY8rPd0EQBMAwDE4GvEbn369h9okgRCdmwc5cjAW9a+PG7I4Y2aYKCW6CKEd8Ep7ujIwMNGjQAN999x2++OKLArcPDw9Hz549MXbsWBw8eBC3bt3CpEmTYG9vX6j9SxIpZ86joUihsMUGirGQXKkcQoGA7Szpm9eI24fT51JABEHoBplc+32hJLy3JQnP052je093U7cK8ItUVLaQSBmgmPmQKLycIMoP8anZ+PFEEK6HvgMA2JoZYUL7avimpRtMjEhoE0R55JMQ3T169ECPHj0Kvf22bdvg6uqK9evXAwA8PT3h5+eHtWvXlrnolnDmPBoIFR1QI6Xolskh5yhbfctmzu3C5crkejfnnCAI3SKRaRd6OVL9Fd364Onm3ktzZDIAhsU6XnmKOiCIzxmfp2/x08nHSMzIhdhAiGmdq+O7Nu4wNfokuuwE8dnyWf6C79y5g27duvGWeXl5YdeuXZBIJDA0VO/c5OTkICcnh32fmpoKAJBIJMXKEpmVk5csh5FJIWEEEH6Qs1m5Up43OTMnFxKJfnxlEokEqtGKaZnZMBPrh336iPI6oayihYfarOjoU5tl52q3IS0rB0ZC/RCCEomEL7qzi3dfLwm4UQKZ2bmQGBfPuyWVykrsM+nTNVZe0Oc200ebPkcyc6VYdi4YR+5HAwA8nSyx4euGqF7RQseWEQRREnyWCunt27eoWLEib1nFihUhlUrx/v17ODk5qe2zatUqLFmyRG25j48PTE0/vt5sSi4AGEAABt7e/wIAQt4JAIjw+k08uNPuL1/xhaMelbZlVOq+nvf2gXnxnDGfBZcuXdK1CeUOarOiow9tFpykuJdp4l+f/2AjLlt78oMruiNi3uDChRjdGQPgfYII+HCPvXT5KhxMPuYoeY/4VxGRuHAhvERsU6IP11h5Qx/bLDMzs+CNiFLlUXQyZhwNRPj7DAgEwNh2VfFDtxqUkZwgPiE+S9ENAAIBXzAyH9y2qsuVzJ07FzNnzmTfp6amwsXFBd26dYOlpeVH2xGbnAX434ChgQg9e3opbHn8FodeBkFmZA4g72HYsk1b1Hb6+HOVJBKJBM9P/Mdb1qZ9R1Sy/qie4WeBRCLBpUuX0LVrV43RFIQ61GZFR5/azOT5O+DZQ43rWrdtj6r2ZmVskWYkEglCOfczMysb9OzZXIcWAbui7gLpioiq1m3bocZHeLum3/FhX1d2cUHPnnVKxDZ9usbKC/rcZsrIPaLskckZbPV9ifX/vYBUzsDR0hi/D2qA1h52ujaNIIgS5rMU3Y6Ojnj79i1vWXx8PAwMDGBra6txH7FYDLFY3S1jaGhYvAeoUBFebiAUsMcxESv+J2byQ77kEOrVw1o1vFzK6Jd9+kqxr5nPEGqzoqMPbSbMp8ShTM/uZ1xPt0TG6Nw2bgYP3xeJqFPZpnjHYwQl/pn04Rorb+hjm+mbPZ8L0YmZmHksEA8iFAkTe9V3wor+dWFtWsysiQRB6CX6k8WmDGnVqpVaiJePjw+aNm1a5g8fZXIbA07SHGUitbRsfgbd/JIS6QNUq5sgCC7KRJDKigxcsqX6db/g3l71oTwjt1jFrxefF7t6BZUMIwj9gGEYnHr4Gj3/uIEHEUkwFxvgt68aYNOQRiS4CeIT5pPwdKenp+Ply5fs+/DwcAQGBsLGxgaurq6YO3cuYmJisH//fgDAhAkTsGnTJsycORNjx47FnTt3sGvXLhw5cqTMbZd+6OkZcrL4Gn14LVPJNqt32ctV+nAkugmC4KK8hZkYidSErL6VGWT0THSrlvhKy5bCxuzjO+SqzxOCIMqelEwJ5p1+jHNBbwAATdwqYP3ghnCx0aOEPQRBlAqfhOj28/NDx44d2ffKudcjRozA3r178ebNG0RFRbHrq1SpggsXLuD777/H5s2b4ezsjA0bNpR5uTAgr/a2gUjd061tW31B1ZpsPetEEwShW5S5MkwMRUgGf7pMrh7dzxiGwZusvPc5ejCAqOqZzsgh0U0Q5Zk7YQn44VggYlOyIRIKML1zdUzqUE2vSicSBFF6fBKiu0OHDmznThN79+5VW9a+fXsEBASUolWFQ8aGl6t7ulXRB+8LF9UWz9KDjipBEPqDjCO6VdEHYavkUkg8zkXl2agPAwKqIjkjV6ply487HkEQZYNUJsevPs/x5/VXYBjA3dYU6wY3RCPXCro2jSCIMuSTEN3lmQN3IwEAMcl5bhZtnu4cPZsDSeHlBEHkh1LnGWsS3Xo0iLjtOr+Ulj6EvquJ7pyii24zIxEycmUaj0cQROkjkckx7chD/PtEkbx3cFMXLOxTG2Zi6n4TxOcG/ep1zAn/12rLDLV4uvVN1JKnmyCI/GDDy430W3Sr3nP1wTZVkZyZW/T7q6GBECDRTRA6IVcqx9QjAbj4NA5GIiH+396ZhzdRrX/8m6TpvtG9hbaUfQdBEBAEVKogAuKCy1VQUFFcEJGf6L2KeK96FRG9ilcvCrghLqAooFTZF6GUfStbSwt0oS3d26zn90dyJpNJ0iZpkgnwfp6nT5PJZHLyzszJefcFE3tjTK8UuYdFEIRMkNLth9ir9AsADW4suryJ1NPtT+GiBEHID69eHqy2ndP8KXJHJeoeAZjCy41GBqVkuy8xSiZYd+Z/cTE2ql5OEL5Dozdg+tf78MexEgQGKPHJ3/phRJcEuYdFEISMyF69obKyEosXL8acOXNQUVEBANi7dy/Onz8v88jkw1F4eYMfhDyKIU83QRBNYTRPWSql0qZWhT+EcHMC7CjXcud1Sz3T7syvYj2bPN0E4Rs0egOe+Gov/jhWgqAAJf730LWkcBMEIa+n++DBg7j55psRFRWF/Px8PProo4iJicGqVatw9uxZocXX1YajQmr+ptTa5nT7zyKaIAj54d5apcIUwSNWZOVWasUoFbZKt0ZntJuL7iuknm530ovExyClmyC8T6POgGlf5WBT7kUEBSjx2aT+GNIxTu5hEQThB8jq6Z45cyYmT56MkydPIjg4WNg+atQobNmyRcaR+Y7W0SEAgAX39Ba2ST3d3Anjb+Hb0iWcv+WcEwQhL1znUyoUCFL7r6fbjs4te/i73qwkd0mKAOBeTrdYz9aT0k0QXqVRZ8CjX+zBptyLCFYrsWQyKdwEQViQVenOzs7G448/brO9devWKC4ulmFEvofnEqbHhgnbpEV9buySCMD/PN3SNdzV5OmuqNNC70eeOoLwR8Sebpvwcn/K6bbn6Za5mBr3TEcEmwLS3Jn/xZ5uIyndBOE1GrQGTF22B1tPliE0UIWlDw/A4A6kcBMEYUFWpTs4OBjV1dU223NzcxEfHy/DiHyPpU+3ZdGnVlkvAIVFl78VUpM8b/SjRbQ3OXy+Cv3/9Qee/Fr+Pu8E4c9wPU+hUCBIEqott1IrRmnnl1BuowBXknlroUY35n/xHE2ebsLbLFq0CBkZGQgODka/fv2wdetWh/uuXLkSI0eORHx8PCIjIzFo0CD8/vvvPhyt56jX6vHI0mxsO1WGMLPCPbBdrNzDIgjCz5BV6R43bhzmzZsHnU4HwLQwKygowIsvvog777xTzqH5DK50i6vnKhQKqxDz8CD3PR3e5GoNL1994AIMRob1R0vkHopPYD6qenyhsgE7T5f75LMI3yDN6RYjt1IrRm+wvcbljtzh1ca50u1OeLn43pXmiF+pMMYw/Zu9uOeTnaiq1+Hw+Sq5h3RVsGLFCsyYMQMvv/wy9u3bh6FDh2LUqFEoKCiwu/+WLVswcuRIrF27Fjk5ORgxYgRuv/127Nu3z8cjbxl1Gj0eXpKNnWfKER4UgGWPDMCAjBi5h0UQhB8iq9I9f/58XLx4EQkJCWhoaMCwYcPQoUMHRERE4F//+pecQ/MZejtKNwAEiUIxw82ebr9Tam3Cy/1sfF7C33LrvcmC9bm49p9/oLCi3uufNfbDbbjvf3/hyAVaJF8pcKVPpVTYKt1+lI6is5MqIrcnnld+Dw80zf+Lt+W5fgxxTrcdw8KVSHmdFmsOFmF3XgUGv/UnxvxnG7aevCj3sK54FixYgClTpmDq1Kno2rUrFi5ciNTUVHz88cd291+4cCFmz56N/v37o2PHjnjjjTfQsWNH/PLLLz4eufvUmhXuXXkViDAr3Ne2JYWbIAj7yFq9PDIyEtu2bcOGDRuwd+9eGI1G9O3bFzfffLOcw/Ip3PsgbVmjDlACGtNjf/V0S5ekcnuGfMXVsXQ18cGGUwCA/209g3njenj1s8pqtQCAbSfL0D0lyqn3GIwMOoO8VaYJx1iFlwdYnyN/ql6us6OQyu2J557uinqtsK1eq0dooPM/28ar0NMtNv7WmaMDfsw5h6Edr46UNTnQarXIycnBiy++aLU9MzMTO3bscOoYRqMRNTU1iIlxrLRqNBpoNBrhOU9P1Ol0QsSkr6hp1GPql3uxt6ASEcEBWDKpH3qlhPt8HI7g4/CX8fgLJBfHkGzs40l5yKp0c2688UbceOONAEx9u68meDEupUTpFhcdihA83f6zSAXstQzzL6OAt5BGJVyJ6A1GHC+uEZ4H2Et69SDidkZaFzyMDy/Nxv6CS9gyewSiQwO9MTSiBfDz6u/Vy/3N080YE8nOsr28VovQGOd/tsVz9NWS0+3K/CEnn2/Lw/z1uVj15PXobK5Qf7lSVlYGg8GAxMREq+2JiYlOF8V99913UVdXh3vuucfhPm+++SZee+01m+0bN25EaGioa4NuAQ164L/HVMivVSBExfBYx0acP7gd5w/6bAhOk5WVJfcQ/BKSi2NINtbU13su0lNWpfvf//432rZti4kTJwIA7rnnHvz4449ISkrC2rVr0bt372aOcPnD10FST7e9nG53cvq8ydWa0y02iBiM7IpUwj/aeBrv/XFCeO7tryheKOsMRuw6U46IYDU6xoc0+b4tJ0xho+sOF+O+AWleHSPhOpdL9XKtPU+3jEYBsX4sVpyrG523uEtrMVwtfbrtGUv8LbJeqzdi3q9HAQD3/+8v5PxjpMwj8gwKSRcAxpjNNnssX74cc+fOxc8//4yEhASH+82ZMwczZ84UnldXVyM1NRUjRoxAbKxvCpdVN+jw8Bc5yK+tRlRIAJZNvhbdUyJ98tmuoNPpkJWVhZEjR0KtVss9HL+B5OIYko19yss9V2tIVqX7k08+wVdffQXAZFnJysrCunXr8N133+GFF17A+vXr5RyeT9CbE/eUkh+mAFEF84hg08Xvb0otX8cEBSih0Rv9zhPvLMVVjajV6NEhIdyp/cUGEY3e4FK45+WCWOEGvF+ZXqyAFVTU44NP/wIAnJjneDEqboFUUad1uB/hOQor6vHmumOYNqw9erWJbnb/pvp0e2q+cDXk2h72vKNyGgXECjIvpAYAz393AD1bR+Hfd/ayiY6SItWx+W/NlY7dc+lnv51VDRbjSfkVMHfFxcVBpVLZeLVLS0ttvN9SVqxYgSlTpuD7779vNrUwKCgIQUFBNtvVarVPlISqBh0e/mIvDp6rRqtQNb6aep3TqVBy4SvZXG6QXBxDsrHGk7KQtZBaUVERUlNTAQC//vor7rnnHmRmZmL27NnIzs6Wc2g+g6+DAiRtwsRKuJDT7W+ebvOiLjTQlKt5ObYMY4xh4Jt/4uYFm3GxRtP8G2Adau1PIbLexNtFmMTeqf2FlcLjWo3e4XvqRQvp6gb/ykEyGFmTY79cWbTpNNYeKsbYD7c7tT/3dCsUsMnp9oR8dp4uR49Xf8dHG0+16Dj+Fl4uzr9+5qaOwuPjxTX4PucczpTVuXQM4OoppGbvvDX6Wci52KDTo7X/eUldJTAwEP369bMJS83KysLgwYMdvm/58uWYPHkyvvnmG9x2223eHmaLYIxh9g8HcPBcFWLCAvHNowP9XuEmCMK/kFXpbtWqFQoLCwEAv/32m2DlZIzBYLj8FDh34N4HlUKqdFseC326/cxaz5dw3Mt0OSqgNaKF/4mSmib2tMBEgfWeKgZlMDKsPVSEqnr/Uh453s4HFV87FyobhcelNY69QHWic+dvUSBPL9+La+at90nVd1+y7ZRrVaCNIk+3WmJYdCVU2hHPrdgPIwPe+T23RcfxN6Vb7OlOigzG8M7WRcAu1TfvHZUq3faKxV2J2PN0u9Pj3JuIr606jX+NzV1mzpyJxYsX4/PPP8exY8fw3HPPoaCgANOmTQNgCg1/6KGHhP2XL1+Ohx56CO+++y4GDhyI4uJiFBcXo6rKP7tXfL2rAL8fKYFapcCyhwega/LlbywhCMK3yKp0T5gwAffffz9GjhyJ8vJyjBo1CgCwf/9+dOjQQc6h+QTGmLAoleYFiz3dfqt0m8cewj3dfjY+ZxCP2dmcR/Funira80NOIZ78ei8mfrrTI8fzNHovV5oWe37EhoyqJjzYYk9ppZ95utceKobOwLBsR77cQ/EYjDEUVjS49B5xTre08KInohMCAzzzE2a3ermM85l4XgoKUCIy2Dq8zRnZSeV91YSX2zHY+1P9AMD6/DobYeXvTJw4EQsXLsS8efPQp08fbNmyBWvXrkV6ejoAU2SjuGf3J598Ar1ej+nTpyM5OVn4e/bZZ+X6Cg7JLa7B6+Yc/P+7tQt6tiEPN0EQriNrMup7772Htm3borCwEG+//TbCw005tUVFRXjyySflHJpPECt5UqVb/JyHl2v1RugNRhgYswnVlAO+hAu9jJVu8WLb2fGLc4k95en+Zrcp4kNcMdyf8LbXz+CgnVFNE97Q2kaL0n3JTyME5O717EncCQdngtKtgE5i1Kpu1DtdaMkRfO5pKf7m6eYG1qAAJZRKBSJDrH+qmzJGca7a8HI7EVf+VoRUfG3VavQeqUvgDzz55JMO125Lly61er5p0ybvD8gDNOoMeGb5Pmj0RgzvHI9Hrs+Qe0gEQVymyDrLq9VqzJo1y2b7jBkzfD8YGRArGlKlWy2q9CsupHPPJztRUNGAjbOGCQXW5ELwdKt5Tvflp2CIPdXORhKIz5unPN3BHvLYeQqlwtqj7+0oC0cKQXWjHo7UKvHCtcqJcFs5+O1IMR4f1g5tWvmunY23qGm0VrqdqdwvhJcrFTBK7hWDkaFea7Ca31zFE0r30QvVqG60NSjIqXRfqjMp1XyOl8rIHU+3PcPClYi9fHfptSs3UsPAxRoN0mMvf6X7SuRfa44ht6QGceFBmH9372YLGBIEQTjC57P86tWrMWrUKKjVaqxevbrJfceOHeujUclDU57uVqEWhTpIpJDtLagEAOzOq8BNXZuuCuptLDndpoWvwcigMxitDAb+jlhpdjYn3ehmT+mmCPGQx85TqFVKK6XD20X8pF45TnWjHq0cvEccLutPi2pxq6aLNRoM+fdG5L/l30WCnEGag+1M5X5xeLl4vgtQKqA3MlQ36lqkdLc0vHxPfgXu+q8lpeON8d2RW1KLZTvPyhqSfLHWVNcgOSoYABARJPV0N3+923i6r5KWYfby+/2pqOEHG05h2+kKq22lNRqkx4bJNCLCEb8fKcaXf50FACy4pzfiwm0rpxMEQTiLz5Xu8ePHo7i4GAkJCRg/frzD/RQKxRVfTK1JpTssUHisUCgQolZZeRv9IWzVUr3cchk16gyXrdJdr3VuYSZezHrKexQsShfQG4wIkFmGUqXb26kDjvLpaxp0DpVu8Xtq/GhR7amUA39DWvBJozMiNNDBzmbEhdTE901kiBoVdVrUNOqR3IL0yJbONSv3nbd6flOXeJyvMim8chaG5EYkXs9DaphwLrzc+rnByFoczn85EBqosgknr9XoYTQy2b2UlRrgPzvP2G730/SYq5miqgb8348HAQCP39AON3SKb+YdBEEQTePzlb3RaERCQoLw2NHf2bNnfT00n2OldEsWQrFh1qtZqSfUmeq13oaPPlhtGdvl1qtb7M1y1pAh1qk85ekWe+zq/CD/UGoE8nZ4uSNPd1PKtNhzV+tHnu7L7R5wFuk5cuZ+Eed0i98eaVYmW1pMLbCFSrd03lWrlEK9DDkNm1zp5vU8wt1Qupmde+pqqGDeo7V9K06dk0ZVb1LWaH/78aJq3w6EaBKDkWHGt/tRWa9DrzZReD6zs9xDIgjiCsDvXJLFxcV45pln0LFjx+Z3vsz5ef8F4XFTnm7AkjfN8YdwWr58UyosIfCXWzG15eYCZoDzi2yx8qHxglezzg+8tgE+VrodidFerq3wHpEC0aAzeL3CurPYuwf8ZWwtQRqN4Ez4tbhPt9TTDbS8bZjY0+1O1InU8RmoUghzmZzh5TwcOjzYkdLtTMsw221XQwVzR7+N/hBi3mCw72l/N+uE090zCO+zaOMp7MqrQFigCu/fe43HuiQQBHF1I8tMUllZiQceeADx8fFISUnBBx98AKPRiFdeeQXt2rXDzp078fnnn8sxNJ/y6uojwmNpyF/r6BCr58Fq61PVVFVnX8FEoaNcYX3/z5Myjsh1yuss7VqcXWSLF0c6D3nDtJJqtv5Gg9bL1csdhpc75+kG/Kffrb3893ofGKO+21OI5bsLbLY36gw4X+laqy97uOPpdhhebi4QVu1EbnJTqEWLYXcMfuLvoFQwBAYoRUq3fAoqj9zgudxc+eaQp9sxjgxc/mCobmqKKqu9MlqHXe7knK3AQvM65vXxPZARR7n2BEF4BlmU7pdeeglbtmzBpEmTEBMTg+eeew5jxozBtm3bsG7dOmRnZ+O+++6TY2g+w96CSMzonsm4uWsiZmV2AgCbgkX+EE4reLpFV9EPOedkGYu79BKFIjpdSE1cvdxDHkyxl84flG7p95Irp7spT6j0PTUa+Q1RANBox3jj7UJ0tRo9Zv9wEHNWHsKZi9bVm2f/cBDXv7UBW09ebNFnSJ2kztwvvOigUgHMHNkZAUoFHh2aIbTAaqmnWxyR4U5YvziXNjbIZPwMMkcVydWnu1FnQNbREgAWZVua0+1MDrD49uBikrP3uK9waMDzg99Mqe1SXCDvKIWYy05Vgw7PLN8Pg5FhfJ8UTOjbRu4hEQRxBSGL0r1mzRosWbIE8+fPx+rVq8EYQ6dOnbBhwwYMGzZMjiH5nOYqyapVSiyedC2eutEUZu+P4eVGZlrJKSVe+uYMCv6EuP2XO+HlnsrpFiu5/hBeLg3VbdAZvHpeHfXprm7UY8MFBb4WpQFwpKGy/mCsAOwr2N4+pxdrLF6yWz7YDj6Eg+cqsfqAKY3l3fUnWvQZ0nPkSni5UqFA56QIHJl3C16+rZvI090ypVt8L7pjGBLXxuBOYN6NQa7ezguyTiC3pAYAEB5kkpO0enmlC55upcLy++HtNBF/QOcghN4f5gep0n3/dWnC9fbwkmwKMZcRxhheWnUI5ysbkBYTitfH95B7SARBXGHIonRfuHAB3bp1AwC0a9cOwcHBmDp1aouOuWjRImRkZCA4OBj9+vXD1q1bHe67adMmKBQKm7/jx4+3aAyu4KqyFiwppNZUrquv4OsDaT66P4zNWcTGD7fCyz3k6bYKL/cD+UmvT1M7OO8tCI0OFpuHzlfh57MqzP3lmJVXtFFnwAs/HLTa1x/kBthXbLyt7JRLQlP3l5vuyXWHi4VtLc1LbEl4OU+f4UXKeFXuls4V4nvRHaVbHKadEWE6Fs+flktJWyWqqO7I013VoGvWCCYO7eeFOK8GpdvgYJ7yh/lBascJDFBaGXcKKup9PCKC8/2ec1hzsAgBSgU+uO8aRASrm38TQRCEC8iidBuNRqjVlglNpVIhLMz9vJkVK1ZgxowZePnll7Fv3z4MHToUo0aNQkGBbX6jmNzcXBQVFQl/vize5qrSHSnJ6av1g1Ba/g2knu6LNQ5KtMqE3mDEC98fwNe7bCviG42ue7q9Ub1c60fh5QYjs1uEyZsLdkceHvHmPFHY9KbcUhvZ+9Izuf1UGYqq7OdJ21P+vB1eLg2t/vq0Cvd/lo2PN50WtqlVLWuXJDWMuObptt7uKU+3+Lpxp+q/+Jq5McUkwzCZlW61SFh83pfmdGv1xmbD6cVRBiEye+99iaMoMn+og6I1Wt8IgSolWoVa1kKkdMvDqdJaocbO85md0Sc1Wt4BEQRxReLzPt2AKYxn8uTJCAoKAgA0NjZi2rRpNor3ypUrnTreggULMGXKFMFbvnDhQvz+++/4+OOP8eabbzp8X0JCAqKjo536DI1GA43G4k2qrjblX+l0Ouh0rv+Y1zVae6aaO0aUZNFV3eDe53oKnU4nFFJTgOG+/m2wPNuUz11SVY/0VsGyjU3Kn8dL8X3OOXyfcw6juydYVQLWiRSHRq3eKZmK+8c3OPkewHKO7e2vFY2jql4j67l1pCDW1Dci1EszhlbXvIIzeclubJl1A4LVKlTU2hp2ahp8I7ecs5fwwOJsAMDJ1zNtXq+1U1m62stja9TafmZ2/iWr5w1aQ4vGID1HtQ3aZo8nFLVizGrfsECTvbeyvvljOHV8mOYdXZJrxlseqfLd1H4oOrILOp0OweagorpG5+9tTxIXHogL5l7hWp1pDIEKW0WyrKYeSZGO51k+doUCCDZHOdR66Dpsai6TG5528vjQDHyyNQ8RwQGoadTLPq/qdDobT7dSwXD/gFR8tMnUu/tidYMsY/TH8+grNHoDnlm+Dw06A4Z0iMPjN7STe0gEQVyhyKJ0T5o0yer53/72N7ePpdVqkZOTgxdffNFqe2ZmJnbs2NHke6+55ho0NjaiW7du+Pvf/44RI0Y43PfNN9/Ea6+9ZrN9/fr1CA0NbfJzTlQpsK9cgXHpRmFBV94IcPF3ijJi7dq1TR6j7LwS4sCEkorqZt/jbYzMNJ6zeXkYm27ExhAVihsU+GPrLpQd9Z/ctN2lCgAmwb+45A+MTrMs1E/nWeRaeKHYKZkWis7FoSNHsbbySNNvkJCVlSU8NjLgdLUCJRVKACYvyL5DRxF/ybVjepJ6PWBvavgtawPiQ2w2ewRTOLSqyX0u1evw92XrcWMKQ26Z7f47s/dCn+/9625TkeWzf12z1saLu/ui7di27cxGzQnvje1QRfPyKyy91KI544DkHGXn7AMraPo75Zvvr9OnT2Gt1pJTfsYso7xzRVi79rzD9zdHUbHlXtywYw8aT7sm47p6FQAF9uzehdZhpnvzYgMABKCyrlGWOba0wjQmACg7tR9rL+w3v2J9T/76+wakNGFj4L8xzGiAtr4WgAJbd+zGpeOuX4eMmSKbpMES4rnMX2hsNMkvtuYkFg4Evs8zYnujEvsOH8faqqOyjk1rtA4uPHz0ODLbMLQNVyG/VoEde/ZDfX6fz8dVX3/1etj/vS4XR4uqERMWiAX39IZSOqETBEF4CFmU7iVLlnjsWGVlZTAYDEhMTLTanpiYiOLiYrvvSU5Oxqeffop+/fpBo9Hgyy+/xE033YRNmzbhhhtusPueOXPmYObMmcLz6upqpKamIjMzE5GRkU2O8dl/rAcAXNutI56+sT0A4PTFOmDfdgDAz89lIkDVdKR/6c6z+P18rvDcqArE6NGOjQTeRqfTYeX//gQAdOjQDrdldsKvlftQfPwi2nbugdEDUmUbm5S8TWeA06cAAOqYFIwe3Ut4bdcvR4Fik4c+OiYOo0df2+zx1q84CJSZrq2MDp0wekR7p8ah0+mQlZWFkSNHCukV72adxH+P5lntl5LeHqNv6eTUMb1BSXUjkL3FZvt11w9Fl6QI73zooWLghHWOtkJhaUvHCYpLw+jR3aE7UAScPGT1WuduPTG6v/erzer2X8Cq/MMAgIHDbkJceJDV65W7C4FTx6y2devZG6P7pHhtTIrDxUDuwSb3aYQao0ff0rLPEJ2jrj16YnS/puW965ejQMk5dO7YEaNvtNwnwbkX8dWpfQgKj8bo0QPdHtPK8r3ApTIAQFJb5+9FztwDGwGdDtcPHoz8AzswcuRIVGmM+Of+zdAYFbj11lE+X4T/++gWoKER/3dLJ0wd0lbY/uzO9Vb79eg3EAPbxTg8TkFFPbBvG9QBAUiKj8TZ2kvo3vsajO6Z5PKY5q8/ic935OPHxweia3KE3bnMX3hp75+AwYAbRwxHekwojq4/ge0l+UhOy8DoUZ1lG5dOp8OyE39abYtr3RZjbuuK3YajyM8+h5S2HTH6pg4+HxuP3Lva2HC8BJ9vN/3+zr+7FxKaiBwhCIJoKbIo3d5A2ueaMWazjdO5c2d07mz58R00aBAKCwsxf/58h0p3UFCQEA4vRq1WO73oOFFaJ+xrMHsy4iOCEBJse1wpMWHWPwY1jXoEBAQ4/I6+gCtE6gAV1Go14iJMY6xqNPjVQqy6URRCrreuJ8BE0QNaA3Nq3EwkcgODy99VfM38d0uezesNkjH6mjqd/Zx8HVN4b1xKW6NTeGAAaiR5tTUa07VlhO11r3Hy/LUUvegCqNIYkdzK+jPtpdpqjV6UHQCmsMivY0IYTpbW2exT06iHUaEUipm5ikJp/T69M9eDeVwB5jmCExNumiv4+XQXJroOarWu3zc8/zfEXCVcrVYjWlRwTgclwtW+/Znkuekjuyc3+X0u1umafF2lMo1boVAILSe1Rtfnq5/2nccnW03z1JKdBXhvYh/hNVd+/zwFYwwLsk4gIy7MbksnvbmQWnCgaWxRoabf1zqt/L9L0urlabHhUKvViDXfD9UtvB/cRW65yEFpdSNmfW8yIk4e3BY3dkls5h0EQRAtQ5ZCap4kLi4OKpXKxqtdWlpq4/1uioEDB+LkyZOeHp4V4hZHvA9rYDMebk7bOOs4Qr2RudWX1pMI1cvNin+rsEAAQEWdbX6pXNRp9FYF1MStlQDAIDonzhdSE1cv93zIcG2jHku252HeL0d93n6toLweb6w9Zve1Ri8WYeIy5VWt02NDERliuxAsrjYZBOxVjfd2sTKOuGBXea3ttc6LVd3bPxVje6eYtzWfs16v1eOnfedR5UQPZilc0RjWKR7XZTj2frbk3rSpXu7E/MNzrqUdDjzWMkx0L7pzLC63AFHcdLBaKYzX1+37GGNCAbdwScXy1U9dj6dv7IDbeiUDAIqqmi5Yyc+XQgFB6XbnHpn3qyUku9QPimQeOFeF/2w4hZnfHbBbtJDPJQFmQ56c1eg35ZZi6rI9KDN3F+BK9wPXpeH5kZ3w4KB0AEC0uZhaVQvvB8I5jEaGmd8dQEWdFl2TI/HiqC5yD4kgiKuAy17pDgwMRL9+/Wxyy7KysjB48GCnj7Nv3z4kJyd7enhWiBW0hX+YFPzzlfYrIEvpl94Kyx4ZgHXPDhVySOWuxsqX3Crz4ibWD5XuN9Yes1KmyyRKklh3c75lmOVxS6uX2wtUKK3R4LVfjuLz7Xk4fN63YX/PrtiHzScuCs87JIQLjz1ZvbyiTotR72/FgvWmlAm+UO6X3gprnxmK1U8NERRwMcVmRUNnR+71PmqH1CBSoMskrboAi2EgNjxQ6MErVnZKqxvtLq7f/+MkZqzYj+nf7HV5TNwIoVYpkBjhOHLGnpHAWWxbhjUv7wazYh6stvaSR4bwlmHNt75qCrEBrMaNllBSBQ0weYbDzOfNnWO2BI3eKIwpLMhaZr3aROP5zM5oZzbAOqqezxG3DAtuQZ9u8Xxe3SB/261CUYVvabVvxpgQvcANJ3we8fW5BIDJS7Lxx7ES/HudqR2p1mAa0w2d4vH0TR2F88INjKR0+4Yv/zqLbafKEKJW4T/3XWMzPxEEQXiDy17pBoCZM2di8eLF+Pzzz3Hs2DE899xzKCgowLRp0wCY8rEfeughYf+FCxfip59+wsmTJ3HkyBHMmTMHP/74I5566imvjpMvptxdZA7rFI+uyZGC5V7uftj8a3BnfYyfKd0mL7d127iLNRor+Ys93SdKaq0WdI4QKx/OescdEWrnx/5ESY3w2J5S5032FVQKj6/LiMEfM4cJntPluwutqkW3hG+zC3CsqBofbDDl2nOZqhQKdEuJRFSI2srTfW16NACTQULaM/zBgSZvkRyebqkRZ83BInxjvuYSIoItrZrMyk51ow4D3vgTg960zu0ETAtBANh2qszlMelEymOiKC+xfXwY/jYwTVDULrbgepKeemcibX45cAEAECJVus2ebp2hZRE7Vkq3G20Udeb7P0DiiZfLOyr+vLBA+2HtyVGmaoZFlc15nS3t2uwZf9zBH5TCapGxuVji7Rd3C+PnVO6+6wBw6HwVAIunW3o/RJHS7TPqNHp88KfJ6TFndBcrwzJBEIQ3uSKU7okTJ2LhwoWYN28e+vTpgy1btmDt2rVITzctxouKiqx6dmu1WsyaNQu9evXC0KFDsW3bNqxZswYTJkzw6ji5N8qdfrJiIswLVtk93dyTYl7ccKW73E+U7v9tPWOzTWswWhkrpNHhK7ILmz2udXh5y5RQexZ2sdGiuRBSbxJkHhtXHP84VoLXfvFM9d8S0ffSG4yCQqe006MYMIWbKxUm2ZfXaoS+5hOvTUVipMmze7LUYqzwJg1WSre1Evvx5lPC44SIIEFxqjcv+E+aDSr1WoONEtASbws3hqgDlFZhyT1aR+Gf43uiTYypw0JZjftKt9TT/eHGU9jejIGAK3viXsR8O/dEVrdgHjMwcXi5a0qVwcgEw2GApCx3vNlwsTn3ovRtXoWHs4cGqhwWcEuOMo2t+fBy039xn+6WRqsUVzf6POVFijjKpbzO+noWh5sHmnPzw2X0dHP4ueJTB78vOKR0+44l2/NQXqdF29hQ3DcgTe7hEARxFXFFKN0A8OSTTyI/Px8ajQY5OTlWBdGWLl2KTZs2Cc9nz56NU6dOoaGhARUVFdi6dStGjx7t9md/sTMf83452qwXkIe9tTSPUc5wOTFCeLk5Rjo2zKT8VNT51jvriE822yrdgHVetzgnFACOFjUfzi1WPloaXq432i5gxZuaCyG1x5ELVSitdl1ZlxoQeL0BsVdm1T732zuJCRIds7pRLyhPKoVY6bYoakEBSsSbw6aLqhot4dQBCoSYFdvtp8px2OxR8ibi/OzyWg00eosCLU4HSIgMQqg5RJgb2sRe3QqJl1zq/XIFQR5KBa7LaCVs50oIDzmXegZdQXqvAMADi3c5Na7eqdFW2xUKhTCPtWQ+tA4vd+044hobAZJCflxe7/1xAr6ER840ZYBJjuZKd3Ph5TynWxRe7obBV6wgavVG2Y2q4iiX8lotGnUG4do8d8kkk/CgAGHcEeYiebU+/r0UGyeqGnQwGBl4Tc8QR0q3G/UcCOepqtfhky2mdcFzIztB7WRNHYIgCE9AM04LYYzhlZ+P4PPtedh6smmvD1ewWuodFYoQ+Ymnm3usYsIt4eVye0MA2PRP5oiVbvHCG3Du3IgX+i1VuptbBF9oNoTUmr0Fl3DbB9vw4Ge7XR6LVPnhyqVYGZTKy13EcrtUrxUWzeKCW+Lw8gClEklm72NxtUjpVimtlAIezuxNpOHlU5buwfVvbbBR+KNCAgWvM/dgij1Zl+olSneg+0o3l2dggBKRIWpM6mhAl6QIvHCLqUBQmtnTLc2BdQWDi/e0Rm8QFKRwO/n5npjHxAYwV9Nt9CLlTRpe/vgwS+uxch+mePDzKB2PGB5efqle1+T8wW9VhSi8vN5FpdtoZIJ3nN+bF5ysQ+IttKI5evupMvSau14o9sbrKaTGhAqdPbhxx9fh5dLUoxMltajVm8aUYj6HHLGn2x9+O69UPt16GjWNenROjMDtvbzXwpEgCMIepHS3EHFLI3sLGvEPKPeEt7Titb94upkofBEAYkJNSrfOwGxaPXl3HMzuQiU52rKweWtCTwww5yaLQ4KlOrYz6x13wsur6nV4Y10uvj2tFM6b3mC0WkDafV+Da16lHeZw39ySGpcXb1Kl5ZLZ6xIsUgYNdrydzlBU1WD1XnEYaGW91qb4EWAdXq5WKZBkDqstqW60KJkST0VpC8KnnUWs6JwqrcW2U2WoatDhlZ8PC9t7tI5E29hQoWo0V9TFxccqJUYOsfHAnle5KfgCP8gcUts3juGX6YOEfMVUDyjdrp56sWfRXn6yUEytBcW5pJ5uV655K6VbEl7eL70VEszeblcNXy2B3wdNeeAigy1e3Ka83dwgoVRYDGf2qn03RaPeIMyJHeJN15LcSrd4zt2YexFagxFLd+SDMSZEO4iLMIaLlG5X76uWIJX1IZFRTtqZgSvdeiNz2TBCOEdZrQZLtucDAGZmdnKYvkEQBOEtSOluIQ0ayw+kPQVMHD7MF3lib+GqJ52vsM7hP9iy53Sb/3NFKSRQJXj2Sqt94x3S6o0Y/9F2TPh4h41CyHOjf59xA+4dkIb4cNMi+unl+4RcVIPEcyvNtbOHeF3fnNLMmbRkN5bsOIudpUrM+/UYfsg551S+tquGlWiz4QOAy4YP6fVUZfbEWnu6XV+0bsotxaA3N+B1UeuhBiulW2fX0x0RbN/TbQovtygnXZIihP3OXXJfqXQWcRspsRJ78JxpUX1bz2T88tQQBKiUCOfh5eb36PQW+VVKPd0iObt63gWl20FYMle6efhtU3y2LQ8PfrbLps2ZqwoL9+RHBAXYtAwDPOPplrbvc6WwoXV4ue34uNHO2Q4TnkAvqkLvCIVCIeR1FzuRRtKSnO460e9bu3hTMT5fGiHsoXdgtC6r1Qr3jdhgJ65xUOdE6z5PIS0QeNCceiKuZ8AJDVQJ59xfCpFeaSzaeBr1WgN6t4lCZjfqyU0QhO8hpbuF1OksP+L2lBzxAoFXyuXbkiKDcU1aK5v3NIe/eLqlhdQAoE0r00K10AfKDwAcK6rGgXNV2FdQiQPnKq1e4542Lq94USulmd/tB2AppDasU7zpPU4oqgYXq5dX1euwv9Aytp8OFGHW9wcw+4eDzb7X1ZBI8WLO1bxuqceRe2fFyiBjrlfffy/LlBe7dEe+sE3sBa2s1wkyVYpzukMsi+UAlQJxZqPJx5tOC8YOtUqJa9Ja4eHr2wIAzjuhVLYUR4oLN0gkRAYJoa1hkvByjchIc6mJxbWrBZU05jFxT7eU1BjTfXmhqqHZlIjXfz2KrSfLrM4X4HqUw96zlQAch83zSIpnv93v0nHFSIu7uZIfzs9XgFIhnC8xKVyxdaOugrvohL7hTf80Jwljc3yPG0X3FL+HnekXL4ZHdYQGqtDabISQerpLqxvx4o8HcUA0x3kTR9FFBRV1QipAVIjF+BgUoBQiYnxZqEw6T3CjnLT/OmAypLRpZTKMOdNBg3CNoqoGfLXL1B3i+czOdu93giAIb0NKdwupFylF9gq16ETeFL5o5QqDNKTRWeRWutcdKsKgf29CbpVp/OLiV0LuaLlvFg5iL9Shc5bwPaORCXLmiohY6S4xe+K5946H9zmldLsYXn6x1v7CeOeZ8mbfKx6PzmBESTOKtEa00LvkYlEe6YL8pdGmfOBgtfU0sXx38xXercZkR8kTt66qNBcZAizt5wDrhbNapbQKyeTKtTrAdO09OrQdAFN4ubdDSOuauUZ4v3oAovBy7ukWFVKTnB/xteSy0i0JL5cSHx6EYLUSjDkfHpxfVmf1nJ8jaUi/I3nz7gGOokeOiYoWuuvtlkZejJi/qUljhhgub3teeABC67ViH0XtiMfUVE43ACRFmtuGNal0m/4rROHlrhZS49dtaGAAUqLtf+aSHfn4NrsQ9376l0vHdoZjRdWYu/qIVV69o+iis+X1mL/eZOBLjw0VtisUCsSa6420pE+9q0jDy48VmzoXhAfZvx+4wdqZ6AXCNf6z4RS0eiMGZMRgaMc4uYdDEMRVCindLaReY1kA2FuMiz3dQni5KDTWHSJkLqT27Lf7UVarhcZgWhiKF/qeKNjkLA1aA578eq/w/MgFi9ItVvR45d64cIsyxOEhpq4o3a5WL5f2cnbE7Fs749p068gHsSFn5ncHcN0bf2LnacfKunhB6molXC6z6zJisHX2CEzsb2qnInVsv7TqkEvHtSdTsdyqHBRS44tQwKSE3HNtqvCc9zLnCmB8RBAUCpMS5s3e5sVVjTh90aSMSo0RnJgwi3HHUkjNtAAXn591h4qs3id+rdLFXH6L0m1/Qa9QKIR786yT96bUqMcV3NatrItAOUpj4Lmpd1zTxu7rE/q2Fh6fLKl1akxSpAp/ndaAXw86V0zP0Ez+NFe6mzN0eRI+HwU6MJ5wkl30dEeFuteSql5QulWC0i1N4eBt1Rp0hmY7eLjKuA+3Y+mOfPT75x9Yuj0PgGNDpziaKFJSuI8r3d6cG6Q4+i2x5+kGLMY6XxoGrgYKyuvxnbkV6CzychMEISOkdLeQelF4ub0fWfEihL+ud9Kb4Qg5Pd2NOoONpyFc0k8Z8I3SfUhSLTq32NKnWexlsOfp5vBABEHpdkKmrlYv52GGXZIioFLYegWnDWuPA69k4snhHfDNowOtXhNfU7wy92u/HHH4WeLxuGqU4YpbSKBKyAEGrAvSuYPYMyqN9gDMnm474eXiMeiNDCGBKgxuHwvA4m3jCpNapRSMA+5UbneWb3YXCI8HZMTa3SdK5JHnXl5ukBOfn5OltVaGEStDhMuebnN4uQNDAACkxZhycgvK6xzuI0Y6n/F567qMGMy/u7ew3VFIN4/kGdzBvpxeG9tdeMyNKK5ir6L6mTLnvp8llNv+PJwU1fI2a64ijKk5T7cTvbqZ0DLMotA5awDk1IvCy7smm2onHDpfZfXbEyOK7HDWoOMs4nli7i9H8fWus1Z1EcTsyb8kPM7snmT1Gk9N8aXSzcPJR3SOR5go2iPMgdLNjXVlftJy80ph4R8noDcy3NApXiimShAEIQekdLcQcYiwvXw5nUhBq9XowRgTtjWXt+cIcXsRX2OvEFOEaBHBFSVf5KVJPVAnSmpxqrQGbV9cg2tezwJgWrxyOfOFF0dnMAqLdm+GlzeaF67hQSrEBdu+HhWiFjxRUg+XRm+0Ueybqm7bEsWt0UFe8NjeKVZeSVcR5/TyYm1iuVXWi8PLLcqGWHnl55orGxx7XspcNxU4ZxArrEM72A9THN45XnjMvVoavRF6g9HmehGnR4gLL7l67rTNhJcDFoPY2SZSP8Tjk4bHCjnQKgXu6tcGiZFBTY6Vb4+WVGrmRASrMWVIBgBrg5krcKOZuO5Avca5EGpuCHHUH10OT7cQXt7MbwOvrH6xxvHYxAo8NzjWavQOC3DWafS4/39/4ZPNp0XbLEp3emwYkqOCYWTAsWJLaoD4OjlV6l7EgrO88vMRh73fj5rTFTolhgteeY5F6fadF5m3EOyX3grtzV0EgCY83bzlpg/GWFrT2OJ2l5cDJ0tqsGr/eQDArMxOMo+GIIirHVK6W8jXf1k8X3V2FntiT7fB3A7EmQq1TcFbc8lR5dReCyux5V4cXu7tfqN8MXxbr2QEq5Vo0Bkwd/VRq33ESohUYbtUZ2lVxRW8eq2hWUXa1fDyRrMXMlitQnywrUzEBcMAYEBba2u8NG2hKcOAxgN5wcESJSQwQIkF9/Rx6VhixJdBpdmzK5abdU63/XuCe/Sk/W0d3UPeMkhx2b85oSfaJ4TZ3Ud8P4RZVU422Fwv5XUabD15EW+uPWZVzbzSzdQAR+HlANDWrHQv3paHVfvO2d1HrEBJx8oLFfLzye8Ze2M1GplwDqIcKN0A0Nlced5dpZtfN2Jva62TxcL4/JEQaccSBgiFw85XNvis1ZQl9ajp34Z4Qem2eEUZY3j/j5NYbo7GEKcxRQSrhfPgyHO/ct957DhdjjfXHUejzoCpy7Ix/RtT+g6/jrunRAIAjhZZzleDD5Vug6hWR+fEcLv7xIbZRjTJ4enmv88JkcFoHy9Wuu3fo0J4uZd/17eevIiBb/yJZ5bv8+rn+AMLsk6AMeCW7ono1SZa7uEQBHGVQ0q3B7GnDEl7cpfXap0OIXRETLicSrftAjs52rJobd0qBAqFSXn1tleBHz8xIhidEk2L923mVmAcsccoISIYY3olC8/L6yy5xHERgUIeYHMKgFW/aWfCy7VmZTZAiUg7+kdksPXGD++/Bn8bmCY8l6YRNFUMySMhys3kkwKutY/SSULJTdss76+q1woRBypJvt3g9iYDxJ1mT7vUgyWODFgyub/w2Futw/g9HhYUYLWQdkRggFJQoOo0epuichV1Wjz42W58suWMVZ90V6pwA4BG13wucFqsxUjw3IoDdo1iYgVKWn2ZKyy8CGFTETc1Gr2gnEt7EovpmmRS4o4XV7tlpOPXjbgvs0bnnAevxKywJtpJOwFMSneAUgGN3ogiH3m7LYXUmvF0mw0FF2s1gtwOnKvCe3+cwJyVh2A0MqGIJw+f5zUtjjmY38TX3Pc55/DHsVJhruNpEt1SogBIlG7RfHT6oneVbsAiI0f3X6yd2h08KsOXPcbFkR4dnPJ0m8bobaV7+6lyGBnw25Fil+t+XE4cPl+FdYeLoVCYKpYTBEHIDSndLSQk0CJCu+HlEq9pUVWDUCzH3fBy7tWprNe63ManpdhbYCdEWJTuoACV4I30dl43D5OMDAlAt+RIu/tIx/uf+65BR/MCqELk6Q5QKtHdvKBsLr9ULHJnWvBw5SVYrUK4PaVbopQkRAbjn+N7Cs+f/naflZLLPef2aFl4edPe0tYihddZbyJgnZfJezfrJJ5ue4XUAODTB67B//XS45ZuCQCsi6sB1uHlI7okoGdr0zks8lIvYa50RwQFCC1+mkPcNkw6H1Q7qCHg6rmrExW8ckTbWOvxltipyt2odXz9cEXwhk6msHpeXd5e0Te+mA9WK20iJ8R0TAyHUmGqtF9a47oXkl83YqXbUXVrKRcFT7d9pTtApUSaWWZ5F53LE28p+maKu3G4Aq0zWCIKxCk9l+q1gqebnzd+vR500NpLbBDacuKi1Wu8Cn8v8/11UNQpQmyckVa89wa80FirUFvlGrBNIwKAjDiTwemMj84jAKtID0rmkPUAAEW4SURBVCtPd3DT4eUHJa0vPY1G9PshLj56pTF/fS4AYFzvFMEoTxAEISekdLcQcT5zrZ3wcukiu7xO63QIoSP4YsPIfJ/XzUNJR3VPxH3tDfj+sQE2+/CewN7O6+YKUHhQgNOhYwqFQjBaiD3dKqVC8NjbU0bEWHm6dcZmK/YevWDKNQxWq5ASamskaSr8FgAOFFZaKRJN9cq2KqTW4LxiDDTv6f5j5jDhcVMeEsaY1cLOulK5ObzcJqfb9FgpUbqD1CqkhEGoOCutnC1VToRcVy+EkRqMDIfPm85lZEiA3VD4m7sm2mwLE9qG2YaXO/Jou3pf10h60tujtSRK4Iwdr6RYgZJeP1wpSzd7zGPCTNetvWrLPL82OarpInzBahXamRUScQsxZ+FewQhRtEitkwUEL5rHbU9J47QzK2t5Thafayk6J1OPggJUwrzBjRXi35qLtRqbNCYeGl5Rb9+TKk5jkXqsuTGnT1o0AFOxOn55iGtM5PlA6eZVymPCAvHOXb1wZ982Vik54pZ9HO5pPlla63Yqg6sInu7QQHQQpaI4MhbwcTMGvPjjQa+PC7Dcp1cae/IrsCn3IlRKBWbcTLncBEH4B6R0txBxSLk093b9kWKriqqAybvqbAihI9QqpbAIKvdhjhogst6HqjEwgaGPpJgNAKSbqyR7ewHGFY3IYDV6p0YJ28f0SsZTIzoAsPWMApZFdnmtxhLWrFQ4XThJakip1zn2PO86U44f95ryZwNUCvSOZXh4cDrmjOoi7BPWhHdS+AxJSLk09JcjVmbdDVF2VAE7JFAlKLX2lMLiqkasO1SEf645hp5z12Nvgenaty6aprXZVt2oE6I/pOHlUqSKozScOtGct++N8PIfcyx50BlxpkX8C7d0RmxYIH6afj3enNAT8+/uZfO+sCBLBXOpF7bSgQLkak634IEPdmzACVAp8fadlvGdtnN/SsPLxUaCUvN9wZWDpCjHfYW5/Hu0jrJ5TQqPUhF7T53hgMhjKzZcOdvVoc4JmbU1Gxh84eme9f0BvPKzqTOBM1FQ3Pj3zu8mj564EF9FrVZo5ca91Ny4cdFBRIH490vqEeae4rjwILRpFQLGgIJaBWoa9VZzwaV6ncNr2lUcGRZ5NEDbuDDcfW0q3r2nt9X8H2vHiCKuBfHO78c9Mr7mqNNYok/SRakdjgxj4nF/a25x5Q3ExrQrUelmjAn3xD3XtkHbOPu1NwiCIHwNKd0tpF4UjiletJy7VI/HvszBvF+tC3tV1mtFIYTu94vkRcE+3HjK7WM0RWlNo83i7FKdFh9uMH1eVBML1Y7mAjfutgFyhjqNXgjDCw8OsAof690mGk/d2AGvje2OlU8MtnlvSjRXzBqsCnhxr+nSHflNfraN0t1EteQ/jpUIj4urGqFUAC+N6oxHh7YTtovD88V8PfU64bHUEODIi92S8HLeYqypYlxcubGn0D/6xR488fVefLYtD1q9EbN/MHlrNFZtzPQwGJlViD5jFo+l1NMtJVitsvJMSu+hLubCXDy6wFOcuViL2WbvU5ekCCFaYvqIDtjz95vRJzUa9w1IQ7QdLxZXesTh5fw7ODJMuXLudAajcD6a8nQDwD39U/HI9aaK4efsRKJI0yX4OGoadcI54j2i+f8iO3my/H2tQpuO4gAgGO5cDXXNOWsxaIpzZrnS3agzoFFnwJmLtXjxx4M2BcT4fN2U0SsjnhsQvZurXKvR4weRUUftRL0PHmKedbQE5y7VW0WXlNdpLUZJ8z3LjSWXHCjFTRVoFM+v/Hzl1QBTvsgRtnM5esrYqm8mdSpadG0N65QgPOYRGGKUSoVQz8NXFcz5vR4UoIRapcQLmR3RJcqIW7rZRsMApoitCddYukRIjficHafL8Pm2PLdTy8StJD09T/oD206VYVdeBQJVSjx9Y0e5h0MQBCFASrcHqdHohXBle621AKCiTifq0+2++Ae2M/W+3ZN/yeNVwmsadch8bwsy39ts1V7mX2uPCQshacVtMV2E4kjeU7qfWb5PWDyFBwVArVJiTK9khAaqMKZ3MoLVKkwa3NZuZWLudTh9sVZYuCgVCvQReUvshYzrDEbMXX3EZtHW1GK1WBSq/tAgS3E0pVKBzS8Mx28zhgrtwqRc3yFOKO4mVRgcKWXuKt2FFfVYudfUWsVRBXHAsoC3d2xp33ReyVgnqaguHiNfqB83e1yc8fqLQ8wDJR5Bnpd/2MOLyV15FcJjrrRyFM1453nhpDqtXvjuXGFy1GfZlXN38Fwl9EaGiOAAJDow4Ijh0R/25ihpmzAe8s0972qVQvDI8U4F+XZakHHFzlG7MDHci9pUKzN78Mv02vRWuKtfG2F7daMO1Y063PD2Roz5zzZMXbYH32YX4ilzJW6OuChec2Oz9x09SanEqNZcTjcAvCPqlf7G2mPWnu46rXAuQ8yRK3yecRRFYW8eax0dgnuubYPB7S291ge3N+X0H7mkxL5Cyz3fs43p3vOU0i01bt7WM9nqubgg2fUdYjGkQxyiQ9U2rcQ4083RT3lldTa/mfVaPY4Xe27OEBsW+bl8bGgGnuhmbNIwtmBiH+F1R0XfHvpsN+b9elSIoHIVscH0VGmtU20yLxcYY5hv9nI/MDDNpvAmQRCEnJDS7SEUCpPCs88c8uiosvilelH18hZ4ul8Z0w1BAUqcr2zAGQ+HcRdWNKCyXodL9TocEoV8bjheKjxu6oeae50KKuqd6mPtKgYjw5+isfDF/3/uuwY5fx/ZbB4pDxndlHtRKPYWoFRYeUvsVZDdcuKiXS94U8XUuPL0xh09bfo6p8eGCQYKR7Qye6ekIbzVDvJWNW4q3d+LvGzxDqo5AyJPt5N5s42SEOXqBp1ViHUns2f6tDmctSkFiNNGtJCSKiedEi0htI48Re7Aw6VHdkvE3de2aWZva7g3/rkVB4Tzw2XsqHiYs+duwfpc3PnxTgCmvtLNRQoAFqOFvRzqBq31/frQ57sBWM43L54GWKIK8srqcPd/d+D3I8XCa1yxi3KQvyqGFytztc0gT+vIiAtDYmQwts4eYdquNeDYhWqU1mhwqrRWmB/3nL1kVWmbF59zVE0aANrFWeYyb/Y1lhrySpvov83p3zYGL9xiqsq89lAxCiosvwPltRpB6eaF7LgBxFE9Bnv3y4ybO+Ltu3pbhbvf1NU0TxbUWa61rbNHCCkXnlK6xfLOfvlmq1SmQJV1gT6FQoEvpwzAnpdvdjj/Z8SFQaEw3VvldVoUVtQLFfkf/WIPbl241Sp6oiWIf/fUTnSDEMNTaP722S78evCCzevc8O1uwTVx+oXeyLBD0vHjcuaPY6U4cK4KIWoVnhzeQe7hEARBWEFKt4cY1SMJgCWc2JGV2lQxmxe4cV/8wWoVupkL4xw+79kKpGIl8rAo5FO8CMq0UzCKkxARhKAAJQxG5pUWLWKFZEDbGKSbF+0KhQIhTnhKudzEqJQKqJQKu/1vORckXknuha7TGPD9nkK8sfaYTcgf9yrE2Wlj4wy86I40hNfRwrmxiZzcpvj9sElhahsbirG9Uxzu11SbKHsO3/I6rVUoeVWDzmpByiM2OM2FRwMWJQ2wvYcigtVCvQNHuavuUGteqHZOjGjWsy1F7CXlY+Lh5Y7GWKvRN1ugDwA+2GBJL7FXxM0evE3XmbI6m/BSe7UCajV6Uf0Ey/mJDQ8S7pfs/EuY/cNBQWnmRRQTHVQGF9PGzTaDPK2DG2p4yg0AXKiyP+9szLUY6/j7m6r4nhgZhPCgABiMDPleLKZWJBnvsSLnooSmDMlAiFn5XL7bkgd80Z7SbZ5LauxU0QfsFwLlqRFiEiODraKCIoICkBoTKnSF2FdQ6dTYm4Mb5xQK0/yZIcrNtTdPKBSKJnPhg9UqIcpjw7FS3LxgMyZ+shOMMWw/VQ4A+HrXWY+OHXA9jYwr3SXVGjz1zT4rQ5T498XZ2gVS+Nx9Q6d4AMAmSaX6yxWjkeFdc8Xyh69v26TxmCAIQg5I6fYQ12WYlAdecEfaCogrK5tPXMS/fzP9MLjbp5vD27cccrEAUXPUibxBh8zVmo1GJniGfpp+PXq0duyhVSoVgvf5wc92e7x3a4VQsTgAKx4f6LISFBMWaKOgKM3HaCrv8ZLE+8290LUaPV5edRifbjmDH3IsC1/GmFBpt6lexc2NFbANQ7bnaW7UGbBH4qlxxiOtNxhxxpyz+vWjA5ts8dSU0h1i5302ueiNlvBytUqBx0S57UDTXkeOuFKxvf2b8yK7Q61EwXMFsSHkpDnk3hkjjKN2YhyxV+7GLgmYPqK9U+NJiw0VwoX/OlNu9Zo9pfv8pQbBCyptd8S93YDpmuCRIzxyoblIDsBUQyDZnAYi9tY2B4+24YY2cYHJ8w7Sezbl2kbrNHVOFQqFELnD0yW8wYFC6zn8+UznKi4Hq1V4dGiGzfbTF+uEcPNgs6dVbDCxV5PBnqdb3BJTzPg+FsMcnweHdTYpcdtOlXmkdZhO6PKhhEKhQGfRteaMcdUevHXX0h350OiNOH2xzsqY2lwRTWcRt0RUu5hGJg2JFhvtxBFm0lQQZ9DqjcIx7rjGdA5/OXDBYWTe5cSvh4pwvLgGEcEBePwG5+ZCgiAIX0JKtwcY2zvFUvnaHBaokfwgin9IubXa3T7dHN4ma7+DvqvuUi/6Yf/lwAWsyC5ArVYPbnDv7ETPy3RRyOiclYc8Oj6uEMeGBbqscHP4ApHDK3Zzz7K9RYhUEef5s0cvVAuejQMiA8jqA5bQwMgmCs81BR+PNLzcntLLQ4Gb24/DGMPy3QVY+MdJ6AwMgQFKQflxhL2c7uKqRoyYv8mmwjoATFi0QzIevcUDF6BCq7BA/OuOHsLrzii1A9vFonV0CFpHhwht3sQkCEq353p1C0pnkOuLfbEyw+99R22qIoIDBENCc1WgfztcBMCUXvH55P5NVuGWcq3ZcCHNYy02e1x5mD5gkqOgoEo8n9Jq8tn5l9CoMwj7xzfRjksML1jmSh9l3hZO3CKKe0Dnrz9h9z2bT1wUPIf8em3O0MM9uCdLvKd0nzV70V8f3wNbZ4/A3demOv3eJ+yE0eYW1wgGlGCzghqgUgryuWQnUsZeypC46raYe/q1xg1JRsSFB+KJ4SYFp318OAaZI1fEBSTdhSuuQebfSfG1VtpMW0dHdDAr3eKq3eJIsVo3vcdShBQypcKplA8xUqX7Q1E0C+8IAbjeEhKw3DNqlQK390pB1+RI1DTqschLBVl9hd5gxMIs0z3/2NB2DuukEARByAkp3R7gvgFpQhhlXlmdVREbTkqUrXLQkurlgKVn6qHzVU6FojpLnUR5+r8fD+ELcy6zSqlAsIOWUmLSYiyLtd2iIlSzvj+AoW9vaFGrM94qyM3irQCs84IBSwhmTLit0v1ddiH+74eDNgWIeJhzbollAXdEtIBbc7BIeNxRpMS4Aq/+LC2kJl1w1Wv1VnLmYZRNKd3bTpVhzspDQgX81FYhzS4QLZ5uy+cv313gdB7nsaJqjPtwOwBTD24AGCmKOnDUw1ZMSKAKfz4/DH8+P8xuigavBu/J8HIe5eGOp3tUj2SbbdJ+49ekReOn6dfjz+eHNRlNIIZ7lR+5vq3LY+JK9UmR93bHqTJ8tPE0AJNSPrSjqQZBabUGdQ48/VKFddb3B9DlH78BMM0VzqQLABYP5GlXlG7z+RUXS2zK8BCsVqKkWoNjRTVgzBK5E9qMIYXfu+L73NPw9l6tQtVIjQltZm9rQgJVNlFTVQ06oRp6sKgbAa/4XdVga9DhSjef3/ultxLOixS1Sok7M4zY+X/Dcd8AS4FInu+ddbTlSjevf8BzopXmFCDx93CV9gm230esdNur5eEOln7rri+xMiQtrvYVmhTtnLMVeHhJtrD9ohu/odyTnxARjACVEq+M6QYA+G6P91qU+YJfDhXjTFkdYsIC8fAQ28gPgiAIf4CUbg/AC/kApgJC17+1QVgQc6SLbKBl1csBICM2DCFqFTR6o0er69orDPbpljMATNWlnfEup8daLxy1eiOqG00LwcKKBqw5VOTgnc3z/h8nAcBGxq4gVYKDzAu7GLPSJw4ln/3jQazYU4hV+84L20b1SBJC6E+IPGBHi6qh0RtgNDJsPWkqUPPr00Pczt/noZvnpTndEoWssMLy+pheyYJnvSnFbVOudS6fMyGbPERVfFxXzwNXMLhIEiKD8fr4Hpg5spOVh7UpgtUqh2Hw3gkvd1/p/vuYrsK1wkmMDMaADEuYfHCACn1So5EQEey00s2rj7uqpAFAxwRTtMqpklrB83v/4l3C6yFqlZUcHXn6VU0YDluFqp328rUzKxr/3XzaxsDkCF4ESxyqH+lAyY8OVeN6c9XtTSdK0agzCpE7Uu+9lK7mPuLebK/E83NdiVYQs+iBvg5fE98n3KglNSDqDEYh7eO3Z2/AMzd2wMKJfVwexyhzhfHd+RUtDtXmhllx27nFk67FgIwYLHtkgFvHtGdEEPeHL65qdLsVlxitwZJC4yrSObCgvB56gxF/Hiu12u6OUZFXyU8wOwkGtY/Fbb2SW2TA9gc+3ZIHAHhiWHunUpQIgiDkgJRuD5AYGWRVtKNBZ8BGqUKjVuH9e/tYtbaJcjPPl6NUWvLcPNnuhIddju2dgv+7tQsAS36ps4vCNInSnV9ehzLRIiHXzXZiOoNRUNqeH+lc3qM92rQKxffTBmFs7xQ8c2MHIdyXK7kV5tBeewWH5t/dGx//rZ/dXE+dgeFYUQ3K67Ro0BmgUMAqF9FVeE63NHRbmqtdJvJ6/P22bk320+bwFk3chmLPIyvF3nGlxdq+mXqdVa4v4Cjf2zLmBwem45mbOrqdLiCmqWJ4rrL15EXM++WoUBjMnQVdRLAac8d2s9oWGqjCrd2ThOdBougRZ5Rug5EJ0QVShd4Z2saFQqkwGUCe/Xa/zWcZjEyIGCipbnTo6R/T05QXak8uTfV7l9JRlLLyxtpjTr2HzyfiEHZHYftRIWoMN6eUbM69KHwfwP61KaaHuQ1dfnm9wwKGLaVWYzquuwpDZvck5L91G/Lfus1GBsF2ri2p0i1OgWjdKgQzMzu7ZcxpHR2CHq0jwRiQnV/R/BuagBvNEkRt8EZ0TsB3jw8SDCGu0j7eNlx+r6g2gt7IPJKWojeHlwe6WLkcsL2f9UaGc5cabOotVDXorHqzOwOfc5NE0SGv3t4NgzvEOnqLSyxatAgZGRkIDg5Gv379sHXr1ib337x5M/r164fg4GC0a9cO//3vf9363OJqDRIjg/DgoHS33k8QBOELSOluIWqVAgqFAmqVskmrdkFFPcb1aY0XR3URtqXFtryHZNdks9LtZLVbZ6gXhTo+Mby9VdExZ70X7eOsrfVLtudZ5US7W1yNF0gKViuFvqvu0r9tDD647xrMzOwsbIsxe1V4eLm94kLc23dNWrTdit178ivw+q9HAZjyi1tSpb6VgzBKqZLEleBr01shKco5bymvmLz4oWvx24yheOyGdg73FcYTZht+XyeJjBhs7pcrxt3CR+7grqe7UWfA/sJKwfOr1Rvx5Nd78fn2PKGqtjuebsC2oFhksBrdRVX0g0SLc0sIsONzV16rQb3WAKXCNhzVGYICVIJ3a/WBC9h60tpIqFBYKo9ftPJ0W3//nm2isPaZodj+fzfafAavjuwMXLHl4zE243rT6A2CIVCsZIpl8f69fYTHegPD8M6m0Oecs5eEKIHQQFWz3vhWYYFoazYiHnCzTVNz2KsO7y4vje5i9VycC80rmFdKri3++YEByhbNVwDQN60VAGB/C6uY15gNi+6GktsjJizQ5ng1kjne3Y4bVfU6vPjjQXz519kWhZcHqJSQXpJ5ZXV2awq4Uu0fsPx+J4qU7oSIYHz64LUuj1PKihUrMGPGDLz88svYt28fhg4dilGjRqGgoMDu/nl5eRg9ejSGDh2Kffv24aWXXsIzzzyDH3/80a3Pf+rGjk0WASUIgpAbisNpIW/f1Ut4HBYUYONB4PDCRXHhQZg8uC3OltfhFpGny134Yt6Tnm6e0x1qXmC/fFtXoTBOBzs5cfZIiw3F6+O648ONp1BSrcGPe88LFd4B4K8zFVi17xzeWHscN3dNwJsTejVxNAu8bU96TJjLBWqcIca8gOdKpb3iQnwhlRwVgpu6JNoUDfrnGounLqmZnuHNIc1xTowMQkm1xsaDzRU0rmzznO7TDioua/VGoWhV61YhTlWZBiwL+KKqBhiMDCqlwm4BNem4azV6rHxyMH47XIxB7WPx+Bc5uFMU9eFJEtzwdG84XoJHlu4BAEwe3Bav3t4NZ8vrbNryuFNIDTAVR+qUGC6kIsSFB1kV1+OeMcCiZJQ3saDmBoXY8KAWF2QETAUTOb3aROGJYe2RnW/yAJZUNyIyxDQX2DM68BZ8P0+/Hj/knMOonkn47XAxnh/Z2WZfR0SFqjFtWHv8d7Mpp/xYcTW6ixRxKRtEobbiiKG2IqVb7CGt1+qRGhOKnq2jcOh8ldBayF5LLHv0aB2F/PJ6HL5Q5ZIxwRkYY0IBL3fDy8XccU1rdEqMEAo8itMYLL26ra+tWgdGFXfokxqNL3aetSr65Q61Qks3zy1TFAoFOsSH23R5EHPuUgP6ueEw/XTraXybXQhkFwr90901YPwxcxhyi2uw+sAFrDtsylc+YzZUv31XL/xrzTFUNeiQnVeB1te0dvq43NOd4EQrP1dZsGABpkyZgqlTpwIAFi5ciN9//x0ff/wx3nzzTZv9//vf/yItLQ0LFy4EAHTt2hV79uzB/Pnzceedd9r9DI1GA43GMq9XV5vWPclRQZjQOwk6nXciUS5HuCxIJtaQXBxDsrGPJ+VBSncLGdnNojiH21G6543rjhC1CmNFLVbmju3usc/nYbzO9nV1Bp7THWq2GmfEhSHn7zfj3awTViGxzfHgoLa4s18bdHvld2j1RqGwD+e5FQcAmPrL3ts/Db1To5s9Ji9OJg1f9xQ8VJXnldbZ6V3L82EB4IZOcYLSrVYphKq1nMmDWxbu1kYSahgbZlK6bXK6L5nCn7kC0rONSWHZlWcb4nnuUj2G/HsjAJMnvVOC8+HviZHBCFCavmdJdSNSokOsagB8eP81AIA5o7rieHGNEAKt1RvRN62V4AXb/fJNbld0bw6ubB0rqsaag0W4rVfzYfP/EVUIXrojH+cuNditwOwofNkZbu2RjBMlpnoEIYEqK++/OGe/TStL5X9H8CJKzlYHt8d/7rsGTy/fBwD4/Yjpu97SPRGfmL1efGFeWqNBorkQZFOF0XqnRgv38GBz/rQrvDiqC3KLq7Ex9yJ2ni5vUul+5/dc4bHY+Cb2dIuVcW4YmnFzR0xZtkeot+BsobeeraPw68Eiq6JbnqJRZ4Te7NmXtmRzB4VCgR6to9Cjta38BIOOpGBYsVBgq+XKWH+zgfnQ+SrUa/UuKc0/5JxDsFqJMb1ShHnFXUOXI/qmt2pS6ZbWz3AWcW44vz4D3CyW2i4+HO3iw3HEXEfgZEkNSsyGths6xuOHpHPYnVeBd7NyMd6B0q03GGFgzCrNg4fOJ0bYFnZtCVqtFjk5OXjxxRettmdmZmLHjh1237Nz505kZmZabbvlllvw2WefQafTQa22/X1488038dprr9lsHxpTjz/W/9aCb3DlkpWVJfcQ/BKSi2NINtbU13uuZhYp3R5E7CVoFapGTaMewzsleE1BBCye7vOVDaio0wo5wC2BK5qhou8TGx6EN+7o6fKxQgMD8OTw9li06TS2nSpzuN/LPx3Cj08MhkZvdKiMnSipwfdmxX2Yh71NnPYJpkV7QUW9ufWRtXI7pley1fm8voNFuRjcPg4XazRCO5qfpl+PPk4YEppCWvX+zn5tcPTXo1Y53ADwyWZToTveKuWGjvEIUCpwvLgGJ0pq0MmcM6s3GDF12R7hfSM6J7gUMaBSKpASHYKCinr8vP8Ccs5W4LC5l/u3jw3EQHPLoLTYUGycNRw9X/3dJnwTsIS5egNxfYXp3+xFWFB/fLenEIPbx+FvA+0bQUokxbvECvfY3imIDAlAVIi6ReN+akQH1Gv06GInHzVJdJ654rj1ZJkQTSCFe/HjW6Ak3d47BRq9EbO+PyBsE7crErdeq2k0jckTntimGNw+DhtzL+Kfa45h/DWtHRo5uNL4uCQlop1I6Y4IDsATw9vj402nhbSem7omYuK1qVhhrtbcxk6BS3twBfbguSowxjxSe4DDlTyVUoEwL6dh8Dzts6LCm9n5FcKcIG0B5w5tWpna+Z2vbEC3V37HyicHC8a2psgvqxOuxU6JEYL3PdTDhbEGtYsVCoPycQJAakwICisa3C6Yd9xOnZLAFkah8IKf32ZbqovHhQfioUHp2J1XgcKKBlQ36hAZrLa6LhljeHhpNvYVVOKrqddBpVBg2lc5wndNstNNpSWUlZXBYDAgMTHRantiYiKKi4vtvqe4uNju/nq9HmVlZUhOtjWWzpkzBzNnzhSeV1dXIzU1Fc/dNQwJ8a4b+q5kdDodsrKyMHLkSLsGjKsVkotjSDb2KS8v99ixSOn2IN2SI4Uf3vXPDUN5ncarCjdgUrK6JkfiWFE1/rnmKN64o6dNXtPpi7V4a91xDOsUj1E9khDTTH9r7mHw1ALw5m6JWLTptPB88uC2WGpuQcY5fL4anf/+GwIDlJh/d2+M7Z1i9XphRT1u+8BSlOV2yeueIj48CAkRQSit0eD7PYVCX2oAeObGDnh8WHur/cWL/LjwIMwd2x1/W7wL7RPC0cuOp8lVFAoFuqdE4siFavxjTDfcNyAVr/96FGW1WpwsqUF4cACCA1QwmPOQefutVmGBGN45AX8cK8FtH2zFumeHokNCBNYcKhKu0UmD0vH0TR1dHlP3lEgUVNTj378dt9puLzT19j4p+GZXgdMeRU8QKzE8TTa32fnzWClG90xGq1C1cP1/u7sAh85X4YJZ6d4550bMXX1E8Py2ClVj9q2dBe9zSwgMUOLvY6wLqv34xGB8vi0Pr4oKrV3bthWC1UqU1Wrwze4CPCgxFBw6V4XZPxwE0DKlGwAGt7cuoCRWjnjEQKPOiAJzWoe3z+PIbon4l7mQ2v+2nMGc0V2F13LOXsKMFfuggEKI9JCmKMRHBOHW7kmoqNeidXQIZt/SGWN6JQtGJwB4bVx3lNY0YtOJizbzjCN6tYlCYIAS5y41YNg7mxAUoMRtvZIx42ZLMUejkUGhMIUnv//nSdw3IBX90mMcHrNRZ8DUZXsEY2SPlEiPKvP24NW7xcUfn/gqR6jYba/LhqsoFApMGpyON9aa5ocHF+/C3ldGWnlc1x4qworsQszK7CxE5ew8Y1nYvP1bLkLNvz+erkZ9Q6d4PDgwHXHhQaio02DZzrMAgEmD2uKfa45hw/FSlFQ3WuU9i/lmVwG2nyrDq7d3E9rVldY0Coawtyb0xIsrDwGA1e+HO4ivW8BkCAtQmSIB5v1yFKU1GvSaux5392uDjbkX8dH91+C6drE4d6lBiOZ49efD0OiNgsKdHBWMfunNG0HcQXr9Nmegsre/ve2coKAgBAXZznnBQYGkJDhArVaTbOxAcnEMycYaT8qClG4P8vJtXXGusgF39WuD+IigFi+IneWxGzLw3IoDWLn3PHKLa/DiqC4IUatwvrIBGp0Rb6w7hsp6HbKOluDvPx1GRlwYggKUaNMqBPf2T0NseCAYTD94pqqzptA7T3kY+rSJRkZcmBBq/OxNHVFS3Yh1h00W8D6p0dhv7r2tNXveGrR6BKtV+O1wMVJjQrG/sFII3X5oUHqLK787QqFQ4KFB6Zi//gT+8fMRYftDg9KtCq6J9/9yygD8589TmDQ4HRlxYdg6e4RH882XPNwfW06U4Y5rWkOlVKBjQjhOltZi5HtbAECoFtwuPgyDRZ73CX1b449jJdAZGG77YBsm9k/F2kMmmT9yfQZeub2b3c9rjmvbxgjnTkyoHSPNjJs6olFr8Fr+tj2USgXax4fZ9HzW6I3o+7opbKpvWjSGd07Ae3+cEFpHRQQHIDkqBJ88eC0On6/C+qMlmD6ivUtVuF2lX3ormwVwQkQwZtzcCW+tO475v+ciKdJUGC9ApYBGZ8S0r3KEfd2pXC4mOSoYgSoltAYjApQKjOphSR8JCVQJcuQtCb2tdLeNC8MzN3XEB3+exBc7z6JrciRatwpBoEqJvy3eZVPBOVViDFEoFPjvg/2stknD1IPVKnw+uT/K67ROpwtEBKsxqkcSft5/QQj7X/jHSagUCvRNb4VGnQFv/5aL3BKLt/OHnHN44ZbOGNguBhq9ERuPl+JCVSP6tIlGfEQQvtlVgN2iCt9P3+i6AcxVOiaGQ6kwhZMv2Z6HQ+eqrIpxeSp/+qFBbbHlRBm2nSpDndaA2T8cxM1dE3GypAYHz1cJ7Qo3n7iIRQ/0RVFVo1B8ErCONLE3r7QElVKB18f3AABszC0VlO7RPZOxcu95HC2qxnVv/IkJfVujfXw4eraOQlSIGiqlydjz0iqTQn2mrA7P3dwRVQ06vGA2gqXFhOLeAWmoadTjs215GNenZcZhaYuzzyf3Fx6P7pksGK95BNjET//CK2O6WRXKOyAKe5/QtzUeuT7D4wXH4uLioFKpbLzapaWlNt5sTlJSkt39AwICEBvrmWrqBEEQ/gQp3W7CLbK8kAcAqAEsvq+7zXZvc1P7SLx3Rye8+vNhHMorxgOL7IdzcU6fNy0aj54F1u/Pd7if2tDo8HvodDrU19ejurraKSvQkgd6oLCiDhnx4VAZGjH31na4s0cs+qZHY+2hIuw9ZSnk1KgBXvhml93jvDS6C+6/Ls2r8r2ndxyyT57HxuOWis5dYwMcfmbvxCAsvr/58+6qzDjBADI7RqKu1rSgv6NHK7y1zlJI6uAZ0/m8tWOK1ecPSg3FPb1i8fOB82ioM2LpJpMHMTokAHf1jHFbhiMywvEvXYOQhwqYvLhhCp3NMYMBzB1lCgF25/PcldkHd3bBqr3n8dn2PBiMDJHBAWjUW3oR7zlZjz0nL1i9Z0RXi/zSIhSYel0SNPV18Fy3b+e5u1csvtkK5JdXYcr/tti8HhqoxIybO2GMnfPoqsxeuCkV83/PxdzR3VFfZ11476Z2ETh5znIfBOgdzwme4pH+idhxtBC78yvwzBf280EB4LNJ10LXWAedmx2eAgFUmwtLOSOzZ4a0RlSAHsEBKqHg2zu/7m/yM/69ep/Ntl+yLY9VSgVu6Z6I/m1j0L91sE9+NwamhmDbyXK8+sMem9eGpIc6NQZn5LXonq749cAFvLjyEFbtOoVVu07Z3W/a59usnseGBaJRbxDSnCJVtvOKp+gZH4heCYEIVCkRCi3eGdcR9366E1UNevyw82ST7z2SX4+pi61/ax8ZkIHq6mpM7BOHiX1MBlA+dnfnsnfHd8TRC9WYPqIDAlQK4XhTByZhV+45Ie+bM/dH6/OaHBWMoqpGjO6RhLm32p+L+XO+rnGVwMBA9OvXD1lZWbjjjjuE7VlZWRg3bpzd9wwaNAi//PKL1bb169fj2muvdVo+fLw1NTXkmZPg7vV2pUNycQzJxj41Naa1t7vzoxWMcIvCwkIGgP7oj/7oj/7oj/7o77L/KywsdHtN9O233zK1Ws0+++wzdvToUTZjxgwWFhbG8vPzGWOMvfjii+zBBx8U9j9z5gwLDQ1lzz33HDt69Cj77LPPmFqtZj/88IPTn3n69GnZZUZ/9Ed/V8ff6dOn3Z4fOeTpdpOUlBQUFhYiIiLC63l4/ggvYFJYWIjISOfaTV3tkMxch2TmOiQz1yGZuQbJy3X8WWaMMdTU1CAlxf1w+IkTJ6K8vBzz5s1DUVERevTogbVr1yI9PR0AUFRUZNWzOyMjA2vXrsVzzz2Hjz76CCkpKfjggw8ctguzR0yMqWZCQUEBoqKi3B77lYg/X29yQnJxDMnGPlVVVUhLSxPmm5agYMwT/nLiaqO6uhpRUVGoqqqim9NJSGauQzJzHZKZ65DMXIPk5TokM89DMnUMycY+JBfHkGzs40m5tKyfBUEQBEEQBEEQBEEQDiGlmyAIgiAIgiAIgiC8BCndhFsEBQXh1Vdftdszk7APycx1SGauQzJzHZKZa5C8XIdk5nlIpo4h2diH5OIYko19PCkXyukmCIIgCIIgCIIgCC9Bnm6CIAiCIAiCIAiC8BKkdBMEQRAEQRAEQRCElyClmyAIgiAIgiAIgiC8BCndBEEQBEEQBEEQBOElSOkmCIIgCIIgCIIgCC9BSjdBEMRlBDWccA2SF0FcmSxatAgZGRkIDg5Gv379sHXrVrmHJCtz586FQqGw+ktKSpJ7WLKwZcsW3H777UhJSYFCocBPP/1k9TpjDHPnzkVKSgpCQkIwfPhwHDlyRJ7B+pDm5DJ58mSba2jgwIHyDNaHvPnmm+jfvz8iIiKQkJCA8ePHIzc312ofT1wzpHQTNpw6dQpZWVlyD+Oy4sSJE5g2bdpV/6PvCoWFhcjJycGFCxfkHsplQ2lpKWpqaoTnpFA2TVVVFQwGg/Cc5NU8NP+7Ds3/vmfFihWYMWMGXn75Zezbtw9Dhw7FqFGjUFBQIPfQZKV79+4oKioS/g4dOiT3kGShrq4OvXv3xocffmj39bfffhsLFizAhx9+iOzsbCQlJWHkyJFWv69XIs3JBQBuvfVWq2to7dq1PhyhPGzevBnTp0/HX3/9haysLOj1emRmZqKurk7YxyPXDCMIEQcOHGAKhYLFxsay/Px8uYfj9xgMBjZjxgwWEhLC/va3v7E1a9bIPSS/R6vVsscee4zFxcWxXr16sbi4OLZt2za5h+XX6HQ69sgjj7D09HTWv39/dv/997OLFy/KPSy/RavVsieffJINHjyYjRw5ks2bN4/p9Xq5h+X30PzvGjT/y8eAAQPYtGnTrLZ16dKFvfjiizKNSH5effVV1rt3b7mH4XcAYKtWrRKeG41GlpSUxN566y1hW2NjI4uKimL//e9/ZRihPEjlwhhjkyZNYuPGjZNlPP5EaWkpA8A2b97MGPPcNUOebsIKrVaLW265BWq1Gm+//bbcw/F71q1bh+zsbKxbtw5ffvklRo8eLbzGyKtmQ21tLe666y6cPHkS69evx3fffYe+ffviH//4BwCSmT30ej0mT56Mo0ePYtmyZbjvvvtw8OBBTJgwAceOHZN7eH5HVlYWunXrhiNHjuCFF15Aamoqvv76a8ydOxcAXWNNQfO/a9D8Lw9arRY5OTnIzMy02p6ZmYkdO3bINCr/4OTJk0hJSUFGRgbuvfdenDlzRu4h+R15eXkoLi62un6CgoIwbNiwq/76AYBNmzYhISEBnTp1wqOPPorS0lK5h+RzqqqqAAAxMTEAPHfNkNJNWLF37160atUKX3/9NT799FPs3r1b7iH5NYsXL0afPn0wbNgwbN68Gf/4xz+wdOlSFBQUQKFQyD08v+Po0aM4duwY/vGPf+Caa65B586dcffddyMiIgJGo5FkZoeioiLs3r0b06dPx7Bhw/Dcc88hKysLZ86cwccff4ySkhK5h+g3VFdX47vvvsMtt9yCrKwsjB8/Hh9//DHuvfdeZGdno76+nq6xJqD53zVo/peHsrIyGAwGJCYmWm1PTExEcXGxTKOSn+uuuw5ffPEFfv/9d/zvf/9DcXExBg8ejPLycrmH5lfwa4SuH1tGjRqFr7/+Ghs2bMC7776L7Oxs3HjjjdBoNHIPzWcwxjBz5kwMGTIEPXr0AOC5a4aUbgJGo1F4HBQUhPT0dNx4443o378/XnvtNQCmxSxhwWg0oqamBmVlZbjpppvwz3/+E/feey8OHTqEV155BTfeeCN++eUXuYfpd2i1Wpw6dQpBQUEATIunjz76CCkpKfj888/R0NAg8wj9j/Lycpw7d04oZqLRaJCUlIQ5c+Zg/fr12LJli8wj9B8YYxgyZAimTp0KtVoNxhgCAwPR2NiIhoYGhIaGkgeyCWj+dx6a/+VHathgjF3Vxo5Ro0bhzjvvRM+ePXHzzTdjzZo1AIBly5bJPDL/hK4fWyZOnIjbbrsNPXr0wO23345169bhxIkTwrV0NfDUU0/h4MGDWL58uc1rLb1mSOm+CnnjjTfw6quv4ttvvwUAKJWWy2Dv3r2ora0FAHz99df47bffMGrUKNxyyy04fvy4LOP1B+zJLCIiAlqtFosXL8aJEyewcuVK/PDDDzh79izat2+Pzz//nGQmkhkADBkyBMOGDcPDDz+MUaNGITExEUlJSQgMDMScOXMwadKkq7bwCwChYIlYMezcuTOSkpLw1VdfAbDcr9OnT0dERATWrVt3VVmhxXB5ccNhVFQUJk2ahD59+lhtr6qqQrt27QDY/mhebdi7xjg0/9vHnswiIiKg0+lo/peBuLg4qFQqGw9TaWmpjSfqaiYsLAw9e/bEyZMn5R6KX8ErutP10zzJyclIT0+/aq6hp59+GqtXr8bGjRvRpk0bYbunrhlSuq8idu/ejfT0dPz444/Izs7GY489hrvvvhunTp0S9iktLcX48eMBAH/++SeCgoLw559/YtasWejSpYtMI5cPRzLjrQQeffRRrFu3Drt27UKHDh0QEBAAhUKBv//979i1axcuXbok8zfwPc3JbPXq1VizZg2qq6vx9ttvY926dXj//feRlZWFnJycq3KhumbNGrRp0wZjxozBjh07oFAorCJQ7r77bixfvhylpaVQq9VobGwEYPqBWLVq1VXnvZXKS6lUWsmLww0U+/btw5AhQwBcvbm29q4xLgv+n+Z/axzJjMvrscceo/lfBgIDA9GvXz+bKvtZWVkYPHiwTKPyPzQaDY4dO4bk5GS5h+JXZGRkICkpyer60Wq12Lx5M10/EsrLy1FYWHjFX0OMMTz11FNYuXIlNmzYgIyMDKvXPXXNkNJ9FbFixQr07NkTOTk5+PXXX7Fjxw5kZ2djwYIFOH/+PAAgICAAy5Ytw4ABA/DSSy/hpZdeQnh4OPLz8+UdvEw4ktnChQtRXl6OzMxMDBkyBAEBAVatifr374+amhpBrlcTjmT2/vvvo6ioCBEREaisrER5eTkeeughYQHbs2dPXLp06apr+bJt2zZ8+OGHuOOOO3Drrbfi2WefBWBRGENCQpCZmYmoqCgh3JeH56elpSEwMBAnTpyQZ/Ay0Jy8xCgUCuTn5+PMmTOC0q1QKITiQvYU9SsRRzLjXn9+DwYFBdH8b6YpmXG5DRo0CMOGDaP5XwZmzpyJxYsX4/PPP8exY8fw3HPPoaCgANOmTZN7aLIxa9YsbN68GXl5edi1axfuuusuVFdXY9KkSXIPzefU1tZi//792L9/PwBTIaz9+/cL9RZmzJiBN954A6tWrcLhw4cxefJkhIaG4v7775d34F6mKbnU1tZi1qxZ2LlzJ/Lz87Fp0ybcfvvtiIuLwx133CHvwL3M9OnT8dVXX+Gbb75BREQEiouLUVxcLKQ8euyacb+gOnG5YDQaWWVlJRsyZAibNWsWY8zU6oQxxhYtWsT69evH/vOf/zDGGLvjjjtYTEwMmz59Ojt37hxjjLG33nqLKRQKlpeXJ8v45aA5mfXt25d99NFHjDHGfvrpJxYYGMheffVVQWYrVqxggwYNYiUlJfJ8ARlw5jpbuHAhY4yx48ePM4VCwXJycoT3r1q1ivXt25ft3bvX94OXAaPRyBhj7MSJE2zBggXszJkzbM+ePSw0NJQtXryYMWZqFcYYYw0NDey9995jYWFhbOXKlUyj0TDGGPvnP//Jhg8fLhzrSsYZefHrTczHH3/M+vbtyxhjbO/evWzAgAEsPj5ekO2VjCsyq6+vZ3fccQeLjY29qud/Z2TG28/p9Xr2008/saCgoKt+/peDjz76iKWnp7PAwEDWt29fob3P1crEiRNZcnIyU6vVLCUlhU2YMIEdOXJE7mHJwsaNGxkAm79JkyYxxkz3+auvvsqSkpJYUFAQu+GGG9ihQ4fkHbQPaEou9fX1LDMzk8XHxzO1Ws3S0tLYpEmTWEFBgdzD9jr2ZAKALVmyRNjHE9cMKd1XKDk5OayystJq27XXXssef/xxxpipvxxjpn62EyZMYGPHjmWXLl1iBw8etLmIGhsb2dtvv213QXsl4arMxo0bx86ePcsYY2zhwoUsJSWFde7cmd1xxx0sLCyM/etf//LtF5ABV2U2fvx4dvbsWVZXV8cmTpzIQkND2bRp09hDDz3EIiIi2CuvvHLFK5D2ZMYX8Tqdjj3//PMsPj5ekB1/rbq6ms2ePZtFRESwYcOGsbvvvpuFhIQIxp8rVW6uyovD5fH000+zu+66iz333HNMqVSyKVOm2Ox7peHuNbZ7926bRfrVPP83JTOxPD744IOrcv4nCIIgnIeU7iuMH374gbVp04a1b9+epaWlsVdeeUWwvr///vssPDyc1dXVMcaY4C378ccfWevWrdmOHTtkG7ecuCuzNm3asG3btgnH2bVrF1u0aBGbM2cOy83N9f0X8SEtkRm/zurq6tjs2bPZ5MmT2UMPPXRVyqyoqIgxZlIQuZJ45swZlpqayp5//nnGmK339rvvvmOvvvoqmzZtGjt27Jhvv4QPcVdeYuODwWBg6enpTKFQsOHDh1/xXh93ZcaVy6sRT92Xf/3111Uz/xMEQRCuQ0r3FUR2djbr0qULW7hwITtw4ABbtGgRi4+PZ0888QSrrKxkZ8+eZe3btxe8kFqtVnhvbGws++yzz+QaumyQzFynpTLjIZqcqyHMtymZlZeXM8Ysio/RaGSLFi1iAQEB7MyZM4wxk+GiqqpKtvH7Gk/Iq66ujjU0NLA33niD/f7777J9F1/hKZnx168GPCGz6upq2cZPEARBXD6Q0n0FwBdIH3/8MWvTpo3V4vzDDz9kAwYMYG+++SZjzJQDpVKprHKfTp8+zdq3b89+/PFH3w5cRkhmrkMyc53mZDZw4ED2+uuv27yvvLycDR48mI0bN47l5OSwzMxM9uWXX17xypCn5DVy5Ej25Zdf+mzcckLXmOuQzAiCIAhfQ9XLrwB4JdW8vDx06tQJAQEBwmuTJ09G//798fPPP+PEiRN44okncO+992LixImYN28e9u/fj7fffhuhoaEYOHCgXF/B55DMXIdk5jrNyaxfv35Yt24djhw5AgBCBeSYmBg8+uijWL16Nfr374/AwEDceeedV3yPaU/JKygoCBMmTPD9F5ABusZch2RGEARB+BpSui9DsrKy8Mwzz+D999/H7t27he3XX389duzYITRvNxgMCAsLw7hx46BUKrFmzRooFAp89dVXuPvuu7Fq1SrcfffdyM7Oxtdff42UlBS5vpLXIZm5DsnMddyRmUKhwPr16wEAKpUKWq0WixYtwpQpU3DDDTfg4MGD+OWXXxASEiLLd/Im3pRXaGioLN/J29A15jokM4IgCEJ25Ha1E85z4cIFNmbMGJaQkMAeeOAB1rNnTxYVFcV27drFGDO1FerSpQt77LHHGGPWhV6GDh3KnnjiCeG5wWBgdXV17Pjx4779Ej6GZOY6JDPXaanMnnzySeF5cXExe/bZZ9myZct8+yV8CMnLdUhmrkMyIwiCIPwFUrovE+rq6tikSZPYxIkThSIujDHWv39/NnnyZMaYqeDLF198wZRKJdu+fbvV+x944AE2YsQI4fnVkINGMnMdkpnreFpmVzokL9chmbkOyYwgCILwJyi8/DIhNDQUQUFBmDx5MjIyMqDX6wEAY8aMwbFjxwCYQuDuuecejBs3DlOnTsXmzZvBGENxcTFOnjyJBx54QDje1ZCDRjJzHZKZ63haZlc6JC/XIZm5DsmMIPyTuXPnok+fPj7/3E2bNkGhUEChUGD8+PFN7jt8+HDMmDHDJ+Pin8fHtn//fp99LuFbFIwxJvcgCOfQ6XRQq9UAAMYYFAoFHnzwQYSEhODTTz8VtjU2NmLUqFE4evQo+vTpg8OHDyMtLQ3fffcdUlNTZf4WvoVk5jokM9chmbkGyct1SGauQzIjCN/SnKF90qRJ+PDDD6HRaBA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recharge_A0.8510360.0000185.103621Truerechargeuniform0.0050150.510190
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recharge_gamma2.0000000.0000120.000000Truerechargeuniform0.2126134.293102
recharge_kv1.0000000.250002.000000Truerechargeuniform0.0048840.752087
recharge_simax2.0000000.0000010.000000FalserechargeuniformNaN2.000000
constant_d0.000000NaNNaNFalseconstantuniformNaN374.427564
\n", + "
" + ], + "text/plain": [ + " initial pmin pmax vary name dist \\\n", + "recharge_A 0.851036 0.00001 85.103621 True recharge uniform \n", + "recharge_a 10.000000 0.01000 1000.000000 True recharge uniform \n", + "recharge_srmax 250.000000 0.00001 1000.000000 True recharge uniform \n", + "recharge_lp 0.250000 0.00001 1.000000 False recharge uniform \n", + "recharge_ks 100.000000 0.00001 10000.000000 True recharge uniform \n", + "recharge_gamma 2.000000 0.00001 20.000000 True recharge uniform \n", + "recharge_kv 1.000000 0.25000 2.000000 True recharge uniform \n", + "recharge_simax 2.000000 0.00000 10.000000 False recharge uniform \n", + "constant_d 0.000000 NaN NaN False constant uniform \n", + "\n", + " stderr optimal \n", + "recharge_A 0.005015 0.510190 \n", + "recharge_a 0.139084 1.302880 \n", + "recharge_srmax 58.067765 330.677925 \n", + "recharge_lp NaN 0.250000 \n", + "recharge_ks 6.358011 9.767889 \n", + "recharge_gamma 0.212613 4.293102 \n", + "recharge_kv 0.004884 0.752087 \n", + "recharge_simax NaN 2.000000 \n", + "constant_d NaN 374.427564 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ml.parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "8d4541fd-0281-4eb5-88b9-37989de21ce9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fit report head Fit Statistics\n", + "=================================================\n", + "nfev 22 EVP 77.46\n", + "nobs 5359 R2 0.77\n", + "noise False RMSE 0.15\n", + "tmin 2002-05-01 00:00:00 AICc -20372.94\n", + "tmax 2016-12-31 00:00:00 BIC -20326.85\n", + "freq D Obj 59.69\n", + "warmup 3650 days 00:00:00 ___ \n", + "solver LeastSquares Interp. No\n", + "\n", + "Parameters (7 optimized)\n", + "=================================================\n", + " optimal initial vary\n", + "recharge_A 0.510010 0.60000 True\n", + "recharge_a 1.340101 1.30000 True\n", + "recharge_srmax 500.000000 800.00000 True\n", + "recharge_lp 0.250000 0.25000 False\n", + "recharge_ks 55.011237 10.00000 True\n", + "recharge_gamma 5.000000 6.00000 True\n", + "recharge_kv 0.752634 1.00000 True\n", + "recharge_simax 2.000000 2.00000 False\n", + "constant_d 374.426133 374.66993 True\n", + "\n", + "Warnings! (3)\n", + "=================================================\n", + "Parameter 'recharge_srmax' on lower bound: 5.00e+02\n", + "Parameter 'recharge_gamma' on lower bound: 5.00e+00\n", + "Response tmax for 'recharge' > than warmup period.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ml.del_noisemodel()\n", + "\n", + "ml.solve(report=True, tmin=tmin_cal, tmax=tmax_cal)\n", + "\n", + "ml.set_parameter(name=\"recharge_ks\", initial=10, vary=True,\n", + " pmin=1, pmax=1000)\n", + "\n", + "ml.set_parameter(name=\"recharge_A\", initial=0.6, vary=True,\n", + " pmin=0, pmax=1)\n", + "\n", + "ml.set_parameter(name=\"recharge_a\", initial=1.3, vary=True,\n", + " pmin=0.05, pmax=2)\n", + "\n", + "ml.set_parameter(name=\"recharge_srmax\", initial=300, vary=True,\n", + " pmin=100, pmax=1000)\n", + "\n", + "\n", + "ml.set_parameter(name=\"recharge_gamma\", initial=6, vary=True,\n", + " pmin=5, pmax=10)\n", + "\n", + "\n", + "ml.add_noisemodel(ps.ArNoiseModel())\n", + "ml.solve(initial = False, report=False, tmin=tmin_cal, tmax=tmax_cal, fit_constant = False)\n", + "axes = ml.plots.results(figsize=(10, 6))" + ] + }, + { + "cell_type": "markdown", + "id": "39cbd0ea-4701-43ed-9270-82666fc8053b", + "metadata": {}, + "source": [ + "The head are simulated over the total period including the calibration and validation phases. The 95% prediction interval for the model is computed and shown in a plot along with the simulated and observed head values over the validation period." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "2e2b7ed1-843a-4ad5-be51-c6a8c9f03493", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sim_cal = ml.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val = ml.simulate(tmin = tmin_val, tmax = tmax_val)\n", + "heads_sim = ml.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "\n", + "ci_val = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_val, tmax = tmax_val)\n", + "ci_cal = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_cal, tmax = tmax_cal)\n", + "ci_tot = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_cal, tmax = tmax_val)\n", + "ax = ml.plot(figsize=(10, 3), tmin = tmin_val, tmax = tmax_val)\n", + "ax.fill_between(ci_val.index, ci_val.iloc[:, 0], ci_val.iloc[:, 1], color=\"lightgray\")\n", + "ax.legend([\"Observations\", \"Simulation\", \"95% Prediction interval\"], ncol=3, loc=2)" + ] + }, + { + "cell_type": "markdown", + "id": "756d2430-e83e-4813-9176-7d1d972912ef", + "metadata": {}, + "source": [ + "A comprehensive plot is provided including:\n", + "- scatter plot of observed head values over the total period (2002 - 2022).\n", + "- simulated head over the total period (2002 - 2022).\n", + "- 95% prediction interval over the validation period (2017 - 2022)." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "b18ddb52-9dcc-4740-9079-4da7f1e9cc8f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "\n", + "\n", + "ax.scatter(\n", + " head.index,\n", + " head,\n", + " label=\"Observations\",\n", + " color=\"red\",\n", + " s=10, \n", + " alpha=0.8,\n", + ")\n", + "\n", + "\n", + "ax.plot(\n", + " heads_sim.index,\n", + " heads_sim,\n", + " label=\"Simulations\",\n", + " color=\"blue\",\n", + " linewidth=1.5,\n", + ")\n", + "\n", + "\n", + "ax.fill_between(\n", + " ci_val.index,\n", + " ci_val.iloc[:, 0],\n", + " ci_val.iloc[:, 1],\n", + " color=\"lightgray\",\n", + " label=\"95% Prediction Interval\",\n", + ")\n", + "\n", + "\n", + "ax.set_title(\"Observations, Simulations, and 95% Prediction Interval\")\n", + "ax.set_xlabel(\"Time\")\n", + "ax.set_ylabel(\"Groundwater Head [m]\")\n", + "ax.legend(loc=\"upper left\", ncol=2)\n", + "ax.grid()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "48fb04a0-056f-48c7-9369-94729f586829", + "metadata": { + "tags": [] + }, + "source": [ + "**Diagnostics Checking**\n", + "\n", + "A diagnostics check is performed. This is done to ensure that the model adequately describes the observed time series and the noisemodel is performing well.\n", + "\n", + "The check is conducted to test the assumptions for white noise:\n", + "- No significant autocorrelation;\n", + "- Residuals are homoscedastic;\n", + "- Residuals follow a normal distribution.\n", + "\n", + "The results of the diagnostics check show that all tests reject the null hypothesis, meaning that the data do not agree with the assumptions." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "55efc869-4f4f-4bb2-80da-f6e7888dd160", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "p-value may not be accurate for N > 5000." + ] + }, + { + "data": { + "text/html": [ + "
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ChecksStatisticP-valueReject H0 ($\\alpha$=0.05)
ShapirooNormality0.740.00True
D'AgostinoNormality3942.490.00True
Runs testAutocorr.-24.440.00True
Ljung-BoxAutocorr.3931.800.00True
Durbin-WatsonAutocorr.0.67nanFalse
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" + ], + "text/plain": [ + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.74 0.00 True\n", + "D'Agostino Normality 3942.49 0.00 True\n", + "Runs test Autocorr. -24.44 0.00 True\n", + "Ljung-Box Autocorr. 3931.80 0.00 True\n", + "Durbin-Watson Autocorr. 0.67 nan False" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ml.stats.diagnostics(alpha=0.05)" + ] + }, + { + "cell_type": "markdown", + "id": "99067dae-59ce-43ba-ac0f-631e0c26a120", + "metadata": {}, + "source": [ + "**Reducing autocorrelation**\n", + "\n", + "Autocorrelation is computed and displayed for time lags from 1 to 365 days. The autocorrelation plot shows that autocorrelation decreases continuously with increasing time lags." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "506fba23-f4fc-49d7-9549-0f36e52d0d6e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.This figure includes Axes that are not compatible with tight_layout, so results might be incorrect." + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = head.plot(figsize=(10, 3), marker=\".\", linestyle=\" \", color=\"k\")\n", + "ax1 = plt.axes([0.95, 0.2, 0.3, 0.68])\n", + "acf = ps.stats.acf(\n", + " head,\n", + " lags=[\n", + " 1,\n", + " 2,\n", + " 3,\n", + " 4,\n", + " 5,\n", + " 6,\n", + " 7,\n", + " 8,\n", + " 9,\n", + " 10,\n", + " 12,\n", + " 13,\n", + " 14,\n", + " 30,\n", + " 61,\n", + " 90,\n", + " 120,\n", + " 150,\n", + " 180,\n", + " 210,\n", + " 240,\n", + " 270,\n", + " 300,\n", + " 330,\n", + " 365,\n", + " ],\n", + ").values\n", + "ax1.semilogx(acf, color=\"k\") \n", + "ax.set_title(\"Groundwater level \")\n", + "ax1.set_title(\"Autocorrelation\");" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "61fad384-8bbb-426b-b9d2-f2a3716ecc00", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_ar = {}\n", + "dts = 21\n", + "\n", + "rfunc = ps.Exponential()\n", + "rch = ps.rch.FlexModel()\n", + "\n", + "for dt in range(1, dts, 2):\n", + "\n", + " ml_name = f\"Germany_{dt}\"\n", + " ml = ps.Model(head.iloc[::dt], name=ml_name)\n", + " ml.add_noisemodel(ps.ArNoiseModel())\n", + " sm = ps.RechargeModel(prec, evap, recharge=rch, rfunc=rfunc, name=\"rch\")\n", + " ml.add_stressmodel(sm)\n", + "\n", + " \n", + " ml.set_parameter(name=\"rch_ks\", initial=10, vary=True,\n", + " pmin=1, pmax=1000)\n", + "\n", + " ml.set_parameter(name=\"rch_A\", initial=0.6, vary=True,\n", + " pmin=0, pmax=1)\n", + "\n", + " ml.set_parameter(name=\"rch_a\", initial=1.3, vary=True,\n", + " pmin=0.05, pmax=2)\n", + "\n", + " ml.set_parameter(name=\"rch_srmax\", initial=300, vary=True,\n", + " pmin=100, pmax=1000)\n", + "\n", + "\n", + " ml.set_parameter(name=\"rch_gamma\", initial=6, vary=True,\n", + " pmin=5, pmax=10)\n", + "\n", + "\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + " mls_ar[ml_name] = ml" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "6fe1e902-361e-49e5-a219-5b145bf3c664", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Germany_1': Model(oseries=head, name=Germany_1, constant=True, noisemodel=True),\n", + " 'Germany_3': Model(oseries=head, name=Germany_3, constant=True, noisemodel=True),\n", + " 'Germany_5': Model(oseries=head, name=Germany_5, constant=True, noisemodel=True),\n", + " 'Germany_7': Model(oseries=head, name=Germany_7, constant=True, noisemodel=True),\n", + " 'Germany_9': Model(oseries=head, name=Germany_9, constant=True, noisemodel=True),\n", + " 'Germany_11': Model(oseries=head, name=Germany_11, constant=True, noisemodel=True),\n", + " 'Germany_13': Model(oseries=head, name=Germany_13, constant=True, noisemodel=True),\n", + " 'Germany_15': Model(oseries=head, name=Germany_15, constant=True, noisemodel=True),\n", + " 'Germany_17': Model(oseries=head, name=Germany_17, constant=True, noisemodel=True),\n", + " 'Germany_19': Model(oseries=head, name=Germany_19, constant=True, noisemodel=True)}" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mls_ar" + ] + }, + { + "cell_type": "markdown", + "id": "67aa9120-24bd-4abf-aa85-4331541d0ecd", + "metadata": {}, + "source": [ + "The previously created groundwater models (`mls_ar`) are changed to analyze the impact of changing the noise model from autoregressive (AR) to autoregressive-moving-average (ARMA). The modified models are then calibrated and stored for comparison.\n", + "\n", + "Outputs:\n", + "- Recalibrated models stored in `mls_arma`.\n", + "- Each model is identical to the one in `mls_ar`, except for the noise model type (ARMA instead of AR).\n", + "\n", + "--> a decision can be made about the type of noise model to use." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "4eb54ffc-23b0-45ab-ab24-37c5d578315f", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_arma = {}\n", + "\n", + "for ml_name, ml in mls_ar.items():\n", + " ml = ml.copy(name=ml.name)\n", + "\n", + " \n", + " ml.del_noisemodel()\n", + " ml.add_noisemodel(ps.ArmaNoiseModel())\n", + "\n", + " \n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + " mls_arma[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "176c8b96-72d0-43a9-adf9-788c13097f56", + "metadata": {}, + "source": [ + "The performance of different noise models (AR and ARMA) is evaluated by computing the Durbin-Watson (DW) statistic. The results are plotted to compare the two noise models at varying temporal resolutions (`dt`).\n", + "\n", + "1. **Data preparation**\n", + "- Two empty DataFrames (`data` and `data2`) are initialized to store the DW statistic for each temporal resolution (`dt`) and noise model.\n", + "\n", + "2. **Compute DW statistic for AR noise models**\n", + "- Loop through all models in `mls_ar` (models with AR noise)\n", + "\n", + "3. **DW statistic for ARMA noise models**\n", + "- Loop through all models in `mls_arma` (models with ARMA noise)\n", + "\n", + "4. **Results**\n", + "- Two subplots (`ax1` and `ax2`) for AR and ARMA noise models are created, respectively:\n", + " - **AR(1) Noise Model**:\n", + " - Plot of DW statistics from `data` for each `dt`.\n", + " - Dashed line at `DW = 2.0`, indicating no autocorrelation.\n", + " - **ARMA(1,1) Noise Model**:\n", + " - Plot pf DW statistics from `data2` for each `dt`.\n", + " - Dashed line at `DW = 2.0`, indicating no autocorrelation.\n", + "\n", + "\n", + "The Durbin-Watson statistic is used as the metric:\n", + "- **DW = 2.0**: Indicates no autocorrelation.\n", + "- **DW < 2.0**: Indicates positive autocorrelation.\n", + "\n", + "Outputs:\n", + "- **Two plots** comparing DW statistics for AR(1) and ARMA(1,1) noise models.\n", + "- Visual comparison of how the two noise models handle residual autocorrelation across varying temporal resolutions." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "742df590-8ffc-4739-8f53-b8e4e05585b2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = pd.DataFrame(index=range(dt, 1), columns=[\"Germany\"])\n", + "\n", + "for ml in mls_ar.values():\n", + " if \"Germany\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " n = ml.noise(tmin=tmin_cal, tmax=tmax_val).asfreq(f\"{i}D\").fillna(0.0)\n", + " data.loc[int(i), name] = ps.stats.durbin_watson(n)[0]\n", + "\n", + "data2 = pd.DataFrame(index=range(dt, 1), columns=[\"Germany\"])\n", + "\n", + "for ml in mls_arma.values():\n", + " if \"Germany\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " n = ml.noise(tmin=tmin_cal, tmax=tmax_val).asfreq(f\"{i}D\").fillna(0.0)\n", + " data2.loc[int(i), name] = ps.stats.durbin_watson(n)[0]\n", + "\n", + "fig, [ax1, ax2] = plt.subplots(2, 1, sharex=True, figsize=(5, 4), sharey=True)\n", + "\n", + "# AR1 Model\n", + "data.plot(ax=ax1, marker=\".\", legend=False)\n", + "ax1.set_ylabel(\"DW [-]\")\n", + "ax1.axhline(2.0, c=\"k\", linestyle=\"--\", zorder=-1)\n", + "ax1.text(1, 2.07, \"Line of no autocorrelation\")\n", + "ax1.grid()\n", + "ax1.set_title(\"AR(1) Noise model\")\n", + "\n", + "# ArmaModel\n", + "data2.plot(ax=ax2, marker=\".\", legend=False)\n", + "ax2.set_ylabel(\"DW [-]\")\n", + "ax2.set_yticks([1, 1.5, 2.0])\n", + "ax2.axhline(2.0, c=\"k\", linestyle=\"--\", zorder=-10)\n", + "ax2.set_ylim(0.5, 2.3)\n", + "ax2.grid()\n", + "ax2.legend(ncol=3, loc=4)\n", + "ax2.set_xlabel(\"$\\\\Delta t$ [days]\")\n", + "ax2.set_title(\"ARMA(1,1) Noise model\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "e9017b9c-7a89-4bda-871c-47114d5253d4", + "metadata": {}, + "source": [ + "The data is split into segments starting at different offsets (`start`), multiple models are created and solved, storing the results. The model is solved with a 5 days time lag, an ARMA(1, 1) noisemodel is added according to the plot above.\n", + "\n", + "1. **Initialization**:\n", + "- `mls`: An empty dictionary to store solved models.\n", + "- `dt = 5`: Defines the temporal resolution or step size for input data segmentation, chosen based on the previous plots.\n", + "- Recharge and response functions:\n", + " - `rfunc`: `Exponential()` for modeling the aquifer response.\n", + " - `rch`: `FlexModel()` for modeling nonlinear recharge dynamics.\n", + "\n", + "2. **Models creation**:\n", + "- Loops over starting offsets (`start`) from `0` to `dt - 1` (5 iterations):\n", + " - Creates distinct models by slicing the `head` time series with an offset:\n", + " ```python\n", + " head.iloc[start::dt]\n", + " ```\n", + " This creates sub-series where each model begins at a different temporal offset and uses every `dt`-th observation.\n", + "\n", + "3. **Model configuration**:\n", + "- A recharge model (`ps.RechargeModel`) is added to simulate groundwater recharge using the same settings as above.\n", + "- Parameters are initialized as above.\n", + "\n", + "\n", + "\n", + "5. **Noise model**:\n", + "- An ARMA noise model (`ps.ArmaNoiseModel()`) is added.\n", + "\n", + "6. **Model calibration**:\n", + "- Each model is solved over the defined calibration period (`tmin_cal` to `tmax_cal`).\n", + "\n", + "\n", + "\n", + "Output:\n", + "- **5 calibrated models**, each representing a different temporal offset.\n", + " - X-axis: Observation indices adjusted by `start`.\n", + " - Y-axis: Observed and simulated groundwater head.\n", + "- Models are stored in the `mls` dictionary, with keys like `Germany_1`, `Germany_2`, etc., corresponding to the starting offsets.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "02365d0e-c7d3-4423-82ce-71f909c0a5c5", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Date\n", + "2002-05-01 374.76\n", + "2002-05-06 374.71\n", + "2002-05-11 374.69\n", + "2002-05-16 374.83\n", + "2002-05-21 374.90\n", + " ... \n", + "2021-12-07 374.58\n", + "2021-12-12 374.66\n", + "2021-12-17 374.80\n", + "2021-12-22 374.78\n", + "2021-12-27 374.79\n", + "Name: head, Length: 1437, dtype: float64\n", + "Date\n", + "2002-05-02 374.75\n", + "2002-05-07 374.72\n", + "2002-05-12 374.74\n", + "2002-05-17 374.84\n", + "2002-05-22 374.90\n", + " ... \n", + "2021-12-08 374.60\n", + "2021-12-13 374.68\n", + "2021-12-18 374.80\n", + "2021-12-23 374.75\n", + "2021-12-28 374.83\n", + "Name: head, Length: 1437, dtype: float64\n", + "Date\n", + "2002-05-03 374.74\n", + "2002-05-08 374.72\n", + "2002-05-13 374.75\n", + "2002-05-18 374.81\n", + "2002-05-23 374.88\n", + " ... \n", + "2021-12-09 374.62\n", + "2021-12-14 374.72\n", + "2021-12-19 374.81\n", + "2021-12-24 374.72\n", + "2021-12-29 374.94\n", + "Name: head, Length: 1437, dtype: float64\n", + "Date\n", + "2002-05-04 374.72\n", + "2002-05-09 374.71\n", + "2002-05-14 374.77\n", + "2002-05-19 374.83\n", + "2002-05-24 374.87\n", + " ... \n", + "2021-12-10 374.64\n", + "2021-12-15 374.75\n", + "2021-12-20 374.81\n", + "2021-12-25 374.71\n", + "2021-12-30 375.07\n", + "Name: head, Length: 1437, dtype: float64\n", + "Date\n", + "2002-05-05 374.71\n", + "2002-05-10 374.70\n", + "2002-05-15 374.80\n", + "2002-05-20 374.88\n", + "2002-05-25 374.89\n", + " ... \n", + "2021-12-11 374.65\n", + "2021-12-16 374.78\n", + "2021-12-21 374.80\n", + "2021-12-26 374.75\n", + "2021-12-31 375.18\n", + "Name: head, Length: 1437, dtype: float64\n" + ] + } + ], + "source": [ + "mls_with = {}\n", + "dt = 5\n", + "\n", + "\n", + "rfunc = ps.Exponential()\n", + "rch = ps.rch.FlexModel()\n", + "\n", + "for start in range(0, dt, 1):\n", + " ml_name = f\"Germany_{start + 1}\"\n", + " ml = ps.Model(head.iloc[start::dt], name=ml_name)\n", + " sm = ps.RechargeModel(prec, evap, recharge=rch, rfunc=rfunc, name=\"rch\")\n", + " ml.add_stressmodel(sm)\n", + "\n", + " # Set parameters for the Nonlinear model\n", + " ml.set_parameter(name=\"rch_ks\", initial=10, vary=True,\n", + " pmin=1, pmax=1000)\n", + "\n", + " ml.set_parameter(name=\"rch_A\", initial=0.6, vary=True,\n", + " pmin=0, pmax=1)\n", + "\n", + " ml.set_parameter(name=\"rch_a\", initial=1.3, vary=True,\n", + " pmin=0.05, pmax=2)\n", + "\n", + " ml.set_parameter(name=\"rch_srmax\", initial=300, vary=True,\n", + " pmin=100, pmax=1000)\n", + "\n", + "\n", + " ml.set_parameter(name=\"rch_gamma\", initial=6, vary=True,\n", + " pmin=5, pmax=10)\n", + "\n", + " \n", + " ml.add_noisemodel(ps.ArmaNoiseModel())\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + "\n", + " mls_with[ml_name] = ml\n", + " print(head.iloc[start::dt])" + ] + }, + { + "cell_type": "markdown", + "id": "d0ca01ac-907a-4b71-9bd2-d03307534b0e", + "metadata": {}, + "source": [ + "The same procedure is repeated without adding the noisemodel." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "b26b431e-0d51-44b3-9390-d80b72b006c8", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_without = {}\n", + "dt = 5\n", + "\n", + "\n", + "rfunc = ps.Exponential()\n", + "rch = ps.rch.FlexModel()\n", + "\n", + "for start in range(0, dt, 1):\n", + " ml_name = f\"Germany_{start + 1}\"\n", + " ml = ps.Model(head.iloc[start::dt], name=ml_name)\n", + " # Add the recharge model\n", + " sm = ps.RechargeModel(prec, evap, recharge=rch, rfunc=rfunc, name=\"rch\")\n", + " ml.add_stressmodel(sm)\n", + "\n", + " # Set parameters for the Nonlinear model\n", + " ml.set_parameter(name=\"rch_ks\", initial=10, vary=True,\n", + " pmin=1, pmax=1000)\n", + "\n", + " ml.set_parameter(name=\"rch_A\", initial=0.6, vary=True,\n", + " pmin=0, pmax=1)\n", + "\n", + " ml.set_parameter(name=\"rch_a\", initial=1.3, vary=True,\n", + " pmin=0.05, pmax=2)\n", + "\n", + " ml.set_parameter(name=\"rch_srmax\", initial=300, vary=True,\n", + " pmin=100, pmax=1000)\n", + "\n", + "\n", + " ml.set_parameter(name=\"rch_gamma\", initial=6, vary=True,\n", + " pmin=5, pmax=10)\n", + "\n", + "\n", + "\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + "\n", + " mls_without[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "2e673e7c-f4b2-4247-950c-ef3108cbfa14", + "metadata": {}, + "source": [ + "In this code cell the parameter estimates and uncertainties for models with and without noisemodels are organized in `df_with` and `df_without`." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "cc4e957e-e1e3-421e-aeda-a8803c92a6a9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Germany
rch_Arch_arch_srmaxrch_ksrch_gammarch_kvconstant_dnoise_alphanoise_beta
optstdoptstdoptstdoptstdoptstdoptstdoptstdoptstdoptstd
10.4632580.0239202.00.155801481.726706210.346982180.730792385.3824125.00.9795100.7478910.024711374.4216790.02213018.4234322.1475903.5388620.362555
20.4707230.0240982.00.160851506.369251218.256379194.028284409.6788205.00.9954670.7400050.023809374.4140850.02248818.4413312.1407623.5785760.364243
30.4967140.0260802.00.176726614.658403252.466567311.588411654.5977165.01.0420850.7371280.028450374.3917450.02421517.7919662.0694053.4008960.361178
40.4806440.0267542.00.192812629.199291252.756423406.776760852.8476815.01.0203190.7494520.036956374.3998260.02450418.5413362.2197632.8692670.345806
50.4588740.0253002.00.176877567.016071223.701941366.694037751.6900315.00.9719350.7587970.036160374.4166120.02331019.5154882.3312283.1495620.347439
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" + ], + "text/plain": [ + " Germany \\\n", + " rch_A rch_a rch_srmax rch_ks \n", + " opt std opt std opt std opt \n", + "1 0.463258 0.023920 2.0 0.155801 481.726706 210.346982 180.730792 \n", + "2 0.470723 0.024098 2.0 0.160851 506.369251 218.256379 194.028284 \n", + "3 0.496714 0.026080 2.0 0.176726 614.658403 252.466567 311.588411 \n", + "4 0.480644 0.026754 2.0 0.192812 629.199291 252.756423 406.776760 \n", + "5 0.458874 0.025300 2.0 0.176877 567.016071 223.701941 366.694037 \n", + "\n", + " \\\n", + " rch_gamma rch_kv constant_d \n", + " std opt std opt std opt std \n", + "1 385.382412 5.0 0.979510 0.747891 0.024711 374.421679 0.022130 \n", + "2 409.678820 5.0 0.995467 0.740005 0.023809 374.414085 0.022488 \n", + "3 654.597716 5.0 1.042085 0.737128 0.028450 374.391745 0.024215 \n", + "4 852.847681 5.0 1.020319 0.749452 0.036956 374.399826 0.024504 \n", + "5 751.690031 5.0 0.971935 0.758797 0.036160 374.416612 0.023310 \n", + "\n", + " \n", + " noise_alpha noise_beta \n", + " opt std opt std \n", + "1 18.423432 2.147590 3.538862 0.362555 \n", + "2 18.441331 2.140762 3.578576 0.364243 \n", + "3 17.791966 2.069405 3.400896 0.361178 \n", + "4 18.541336 2.219763 2.869267 0.345806 \n", + "5 19.515488 2.331228 3.149562 0.347439 " + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = {}\n", + "\n", + "name = \"Germany\"\n", + "ml = mls_with[\"{}_1\".format(name)]\n", + "p = ml.parameters\n", + "mi = pd.MultiIndex.from_product([p.index[p.vary].to_list(), [\"opt\", \"std\"]])\n", + "data[name] = pd.DataFrame(data=np.nan, index=range(dt, 1), columns=mi, dtype=float)\n", + "\n", + "for ml in mls_with.values():\n", + " if \"Germany\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " df = data[name]\n", + " for par in ml.parameters.index[ml.parameters.vary]:\n", + " df.loc[int(i), (par, \"opt\")] = ml.parameters.loc[par, \"optimal\"]\n", + " df.loc[int(i), (par, \"std\")] = ml.parameters.loc[par, \"stderr\"]\n", + "\n", + "df_with = pd.concat(data, axis=1)\n", + "df_with" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "dc883dd6-bb4b-4de3-8ed3-8bdade1dc43e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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initialpminpmaxvarynamediststderroptimal
rch_A0.6000000.000001.0Truerchuniform0.0113670.502942
rch_a1.3000000.050002.0Truerchuniform0.3048921.401790
rch_srmax300.000000100.000001000.0Truerchuniform186.990304467.958574
rch_lp0.2500000.000011.0FalserchuniformNaN0.250000
rch_ks10.0000001.000001000.0Truerchuniform79.20936344.320769
rch_gamma6.0000005.0000010.0Truerchuniform0.7375665.000000
rch_kv1.0000000.250002.0Truerchuniform0.0112620.752180
rch_simax2.0000000.0000010.0FalserchuniformNaN2.000000
constant_d374.669322NaNNaNTrueconstantuniform0.011274374.430148
\n", + "
" + ], + "text/plain": [ + " initial pmin pmax vary name dist \\\n", + "rch_A 0.600000 0.00000 1.0 True rch uniform \n", + "rch_a 1.300000 0.05000 2.0 True rch uniform \n", + "rch_srmax 300.000000 100.00000 1000.0 True rch uniform \n", + "rch_lp 0.250000 0.00001 1.0 False rch uniform \n", + "rch_ks 10.000000 1.00000 1000.0 True rch uniform \n", + "rch_gamma 6.000000 5.00000 10.0 True rch uniform \n", + "rch_kv 1.000000 0.25000 2.0 True rch uniform \n", + "rch_simax 2.000000 0.00000 10.0 False rch uniform \n", + "constant_d 374.669322 NaN NaN True constant uniform \n", + "\n", + " stderr optimal \n", + "rch_A 0.011367 0.502942 \n", + "rch_a 0.304892 1.401790 \n", + "rch_srmax 186.990304 467.958574 \n", + "rch_lp NaN 0.250000 \n", + "rch_ks 79.209363 44.320769 \n", + "rch_gamma 0.737566 5.000000 \n", + "rch_kv 0.011262 0.752180 \n", + "rch_simax NaN 2.000000 \n", + "constant_d 0.011274 374.430148 " + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = {}\n", + "\n", + "name = \"Germany\"\n", + "ml = mls_without[\"{}_1\".format(name)]\n", + "p = ml.parameters\n", + "mi = pd.MultiIndex.from_product([p.index[p.vary].to_list(), [\"opt\", \"std\"]])\n", + "data[name] = pd.DataFrame(data=np.nan, index=range(dt, 1), columns=mi, dtype=float)\n", + "\n", + "for ml in mls_without.values():\n", + " if \"Germany\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " df = data[name]\n", + " for par in ml.parameters.index[ml.parameters.vary]:\n", + " df.loc[int(i), (par, \"opt\")] = ml.parameters.loc[par, \"optimal\"]\n", + " df.loc[int(i), (par, \"std\")] = ml.parameters.loc[par, \"stderr\"]\n", + "\n", + "df_without = pd.concat(data, axis=1)\n", + "p" + ] + }, + { + "cell_type": "markdown", + "id": "cde1e56f-35db-4923-b2d6-20aa1b2d0915", + "metadata": {}, + "source": [ + "### Parameter Variability Across Models\n", + "\n", + "This code plots error bars to compare parameter variability across models with and without a noise model.\n", + "\n", + "- Extracts models & parameters from `df_with`.\n", + "- Creates subplots for each parameter.\n", + "- Loops through parameters, checking for `opt` (optimized values) and `std` (standard deviation).\n", + "- Plots error bars for both datasets (`df_with` and `df_without`), showing uncertainty.\n", + "- Formats plots with labels, legends, grid lines, and a shared x-axis.\n", + "- Skips missing parameters and prints a message.\n", + "\n", + "The result visualizes how the noise model affects different parameters as well as the influence of starting the simulation from different timesteps." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "947965ff-3852-4c62-b398-101d3e26cf68", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Skipping noise_alpha, columns not found in df.\n", + "Skipping noise_beta, columns not found in df.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "models = df_with.index\n", + "std_avg_with = []\n", + "std_avg_without = []\n", + "parameters = df_with[\"Germany\"].columns.get_level_values(0).unique()\n", + "\n", + "fig, axes = plt.subplots(len(parameters), 1, figsize=(10, 10), sharex=True)\n", + "\n", + "for i, param in enumerate(parameters):\n", + " if (\"Germany\", param, \"opt\") in df_with.columns and (\"Germany\", param, \"std\") in df_with.columns:\n", + " opt_with = df_with[(\"Germany\", param, \"opt\")]\n", + " std_with = df_with[(\"Germany\", param, \"std\")]\n", + " std_avg_with.append(std_with.mean())\n", + "\n", + " axes[i].errorbar(df_with.index, opt_with, yerr=std_with, fmt=\"-o\", capsize=3, label = \"Simulation with Noise Model\")\n", + " axes[i].set_ylabel(param)\n", + " axes[i].grid(True)\n", + " axes[i].legend(loc=\"upper left\", bbox_to_anchor=(1.05, 1), fontsize=10, frameon=True)\n", + " else:\n", + " print(f\"Skipping {param}, columns not found in df.\")\n", + " \n", + " if (\"Germany\", param, \"opt\") in df_without.columns and (\"Germany\", param, \"std\") in df_without.columns:\n", + " opt_without = df_without[(\"Germany\", param, \"opt\")]\n", + " std_without = df_without[(\"Germany\", param, \"std\")]\n", + " std_avg_without.append(std_with.mean())\n", + "\n", + " axes[i].errorbar(df_without.index, opt_without, yerr=std_without, fmt=\"-o\", capsize=3, label = \"Simulation without Noise Model\")\n", + " axes[i].set_ylabel(param)\n", + " axes[i].grid(True)\n", + " axes[i].legend(loc=\"upper left\", bbox_to_anchor=(1.05, 1), fontsize=10, frameon=True)\n", + " else:\n", + " print(f\"Skipping {param}, columns not found in df.\")\n", + "\n", + "axes[-1].set_xlabel(\"Model\")\n", + "fig.suptitle(\"Parameter Variability Across Models with and without Noise Model\", fontsize=14)\n", + "\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2e37613b-e287-494f-a680-3e83a1236fda", + "metadata": {}, + "source": [ + "The uncertainty behind the parameters is quantified by computing the standard deviation for both models with and without the noisemodel. Please note that the parameters uncertainty is normalized using the absolute value of the parameter itself." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "262fa53d-341e-4b30-99bb-77e508c0b22c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "std_avg_with = [df_with[(\"Germany\", param, \"std\")].mean() / df_with[(\"Germany\", param, \"opt\")].mean()for param in parameters[:-2]]\n", + "std_avg_without = [df_without[(\"Germany\", param, \"std\")].mean() / df_without[(\"Germany\", param, \"opt\")].mean()for param in parameters[:-2]]\n", + "\n", + "\n", + "\n", + "uncertainty_df = pd.DataFrame({\n", + " \"Parameter\": parameters[:-2],\n", + " \"With Noise\": std_avg_with,\n", + " \"Without Noise\": std_avg_without\n", + "})\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "bar_width = 0.35\n", + "index = np.arange(len(parameters[:-2]))\n", + "\n", + "bars1 = ax.bar(index, std_avg_with, bar_width, label='With Noise', alpha=0.7)\n", + "bars2 = ax.bar(index + bar_width, std_avg_without, bar_width, label='Without Noise', alpha=0.7)\n", + "\n", + "ax.set_xlabel('Parameter')\n", + "ax.set_ylabel('Mean Standard Deviation (Uncertainty)')\n", + "ax.set_title('Uncertainty Comparison: With vs. Without Noise Model')\n", + "ax.set_xticks(index + bar_width / 2)\n", + "ax.set_xticklabels(parameters[:-2], rotation=45)\n", + "ax.legend()\n", + "ax.grid(axis='y', linestyle='--', alpha=0.7)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "80553b70-b1f5-4334-9d55-fc039625ca54", + "metadata": {}, + "source": [ + "The statistical diagnostics of the previously calibrated groundwater models stored in the `mls_with` dictionary is performed." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "5a018413-0db4-4919-b571-a40106d8bce9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model name: Germany_1\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.78 0.00 True\n", + "D'Agostino Normality 771.90 0.00 True\n", + "Runs test Autocorr. -4.77 0.00 True\n", + "Ljung-Box Autocorr. 3.85 0.05 True\n", + "Durbin-Watson Autocorr. 2.03 nan False\n", + "Model name: Germany_2\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.79 0.00 True\n", + "D'Agostino Normality 708.74 0.00 True\n", + "Runs test Autocorr. -5.13 0.00 True\n", + "Ljung-Box Autocorr. 4.64 0.03 True\n", + "Durbin-Watson Autocorr. 2.03 nan False\n", + "Model name: Germany_3\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.80 0.00 True\n", + "D'Agostino Normality 617.05 0.00 True\n", + "Runs test Autocorr. -4.16 0.00 True\n", + "Ljung-Box Autocorr. 5.94 0.01 True\n", + "Durbin-Watson Autocorr. 2.02 nan False\n", + "Model name: Germany_4\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.77 0.00 True\n", + "D'Agostino Normality 768.50 0.00 True\n", + "Runs test Autocorr. -5.74 0.00 True\n", + "Ljung-Box Autocorr. 2.12 0.15 False\n", + "Durbin-Watson Autocorr. 2.02 nan False\n", + "Model name: Germany_5\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.76 0.00 True\n", + "D'Agostino Normality 845.44 0.00 True\n", + "Runs test Autocorr. -5.72 0.00 True\n", + "Ljung-Box Autocorr. 2.32 0.13 False\n", + "Durbin-Watson Autocorr. 2.03 nan False\n" + ] + } + ], + "source": [ + "for name, model in mls_with.items():\n", + " print(f\"Model name: {name}\")\n", + " print(model.stats.diagnostics(alpha=0.05))" + ] + }, + { + "cell_type": "markdown", + "id": "e1ad96a0-1802-48ce-ad68-0d4fea459858", + "metadata": {}, + "source": [ + "Autocorrelation is visually inspected and a Stoffer-Toloi check is computed, both showing positive results, there is no significant autocorrelation." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "e9c04dff-81b8-4f64-a5e6-80a2251c972b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_with = mls_with[\"Germany_4\"]\n", + "model_without = mls_without[\"Germany_4\"]\n", + "noise = model_with.noise()\n", + "ax = ps.plots.acf(noise, acf_options=dict(bin_width=0.5), figsize=(10, 3), alpha=0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "235c4977-d837-4cea-9dc3-34b72b5105f6", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reject the Null-hypothesis. p = 0.2\n" + ] + } + ], + "source": [ + "stat, p = ps.stats.stoffer_toloi(noise, lags=5)\n", + "\n", + "if p > 0.5:\n", + " print(\n", + " \"Failed to reject the Null-hypothesis, no significant autocorrelation. p =\",\n", + " p.round(2),\n", + " )\n", + "else:\n", + " print(\"Reject the Null-hypothesis. p =\", p.round(2))" + ] + }, + { + "cell_type": "markdown", + "id": "81f82bfe-fd8f-43ac-b81c-7846cfa2b260", + "metadata": {}, + "source": [ + "**Normality Checking**\n", + "\n", + "Normality is checked visually by looking at the probability plot and at the histogram of the residuals with a normal distribution fit to it.\n", + "\n", + "The distribution is skewed to the left and shows a narrow bell shape.\n", + "Points at the upper tail deviate substantially from the line of perfect normality." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "670e95c0-582e-4a54-9552-5a6da982a1ec", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", + "\n", + "\n", + "stats.probplot(noise, dist=\"norm\", plot=axes[0])\n", + "axes[0].set_title(\"Probability Plot\")\n", + "axes[0].set_xlabel(\"Theoretical Quantiles\")\n", + "axes[0].set_ylabel(\"Sample Quantiles\")\n", + "axes[0].grid()\n", + "\n", + "axes[1].hist(noise, bins=20, density=True, alpha=0.6, color=\"gray\", label=\"Residuals\")\n", + "\n", + "\n", + "mu, std = stats.norm.fit(noise)\n", + "x = np.linspace(min(noise), max(noise), 1000)\n", + "pdf = stats.norm.pdf(x, loc=mu, scale=std)\n", + "axes[1].plot(x, pdf, color=\"blue\", label=f\"Normal Fit\\n$\\mu$={mu:.2f}, $\\sigma$={std:.2f}\")\n", + "axes[1].set_title(\"Histogram of Residuals\")\n", + "axes[1].set_xlabel(\"Residuals\")\n", + "axes[1].set_ylabel(\"Density\")\n", + "axes[1].legend()\n", + "axes[1].grid()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "3fc45283-1ecb-4948-b132-669056e078e2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reject the Null-hypothesis. p = 0.0\n" + ] + } + ], + "source": [ + "stat, p = stats.normaltest(noise)\n", + "\n", + "if p > 0.5:\n", + " print(\n", + " \"Failed to reject the Null-hypothesis, residuals may come from Normal distribution. p =\",\n", + " p.round(2),\n", + " )\n", + "else:\n", + " print(\"Reject the Null-hypothesis. p =\", p.round(2))" + ] + }, + { + "cell_type": "markdown", + "id": "767d7241-81ca-4503-a7fc-53b9d454cbb7", + "metadata": {}, + "source": [ + "**Homoscedasticity Checking**\n", + "\n", + "Homoscedasticity is visually inspected, the goal is to check wheter values of the residuals are independent of the observed groundwater levels." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "1bf2d6e4-afdc-4b8b-bd0e-c50167c5448e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(model_with.observations(), model_with.noise(), marker=\"o\", linestyle=\" \")\n", + "plt.xlabel(\"Simulated Groundwater level [m]\")\n", + "plt.ylabel(\"Model residual [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "2f35c570-9e7b-48e1-996e-20f742667e93", + "metadata": {}, + "source": [ + "The performance of the model is assessed using two different metrics, as requested from the groundwater challenge. \n", + "The metrics applied are:\n", + "- Nash-Sutcliffe Efficiency (NSE) over the two periods;\n", + "- Mean Absolute Error (MAE) over heads value below the 0.2 quantile and above the 0.8 quantile for both calibration and validation periods. \n", + "\n", + "The results show better fit in the calibration period, with better representation of low end values." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "60b68d28-1ff3-4f30-943e-ddfa20a8c27d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of fit test with noisemodel:\n", + " - NSE over calibration period: 0.7294.\n", + " - MAE_02 over calibration period: 0.1013.\n", + " - MAE_08 over calibration period: 0.1020.\n", + "\n", + " - NSE over validation period: 0.6394.\n", + " - MAE_02 over validation period: 0.1448.\n", + " - MAE_08 over validation period: 0.1303.\n", + "\n" + ] + } + ], + "source": [ + "sim_cal_with = model_with.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val_with = model_with.simulate(tmin = tmin_val, tmax = tmax_val)\n", + "heads_sim_with = model_with.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "\n", + "nse_cal_with = ps.stats.metrics.nse(obs = head_cal, sim = sim_cal_with)\n", + "nse_val_with = ps.stats.metrics.nse(obs = head_val, sim = sim_val_with)\n", + "\n", + "q02_obs_cal_with = head_cal[head_cal <= head_cal.quantile(0.2)]\n", + "q02_sim_cal_with = sim_cal_with.loc[q02_obs_cal_with.index]\n", + "\n", + "q02_obs_val_with = head_val[head_val <= head_val.quantile(0.2)]\n", + "q02_sim_val_with = sim_val_with.loc[q02_obs_val_with.index]\n", + "\n", + "\n", + "q08_obs_cal_with = head_cal[head_cal <= head_cal.quantile(0.8)]\n", + "q08_sim_cal_with = sim_cal_with.loc[q08_obs_cal_with.index]\n", + "\n", + "q08_obs_val_with = head_val[head_val <= head_val.quantile(0.8)]\n", + "q08_sim_val_with = sim_val_with.loc[q08_obs_val_with.index]\n", + "\n", + "mae_cal02_with = ps.stats.metrics.mae(obs = q02_obs_cal_with, sim = q02_sim_cal_with)\n", + "mae_cal08_with = ps.stats.metrics.mae(obs = q08_obs_cal_with, sim = q08_sim_cal_with)\n", + "\n", + "mae_val02_with = ps.stats.metrics.mae(obs = q02_obs_val_with, sim = q02_sim_val_with)\n", + "mae_val08_with = ps.stats.metrics.mae(obs = q08_obs_val_with, sim = q08_sim_val_with)\n", + "\n", + "\n", + "print(f\"Results of fit test with noisemodel:\\n\"\n", + " f\" - NSE over calibration period: {nse_cal_with:.4f}.\\n\"\n", + " f\" - MAE_02 over calibration period: {mae_cal02_with:.4f}.\\n\"\n", + " f\" - MAE_08 over calibration period: {mae_cal08_with:.4f}.\\n\"\n", + " \"\\n\"\n", + " f\" - NSE over validation period: {nse_val_with:.4f}.\\n\"\n", + " f\" - MAE_02 over validation period: {mae_val02_with:.4f}.\\n\"\n", + " f\" - MAE_08 over validation period: {mae_val08_with:.4f}.\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "4359bb87-4099-4e10-b539-b1b192cc6c06", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of fit test without noisemodel:\n", + " - NSE over calibration period: 0.7746.\n", + " - MAE_02 over calibration period: 0.0951.\n", + " - MAE_08 over calibration period: 0.0897.\n", + "\n", + " - NSE over validation period: 0.7037.\n", + " - MAE_02 over validation period: 0.1279.\n", + " - MAE_08 over validation period: 0.1144.\n", + "\n" + ] + } + ], + "source": [ + "sim_cal_without = model_without.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val_without = model_without.simulate(tmin = tmin_val, tmax = tmax_val)\n", + "heads_sim_without = model_without.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "\n", + "nse_cal_without = ps.stats.metrics.nse(obs = head_cal, sim = sim_cal_without)\n", + "nse_val_without = ps.stats.metrics.nse(obs = head_val, sim = sim_val_without)\n", + "\n", + "q02_obs_cal_without = head_cal[head_cal <= head_cal.quantile(0.2)]\n", + "q02_sim_cal_without = sim_cal_without.loc[q02_obs_cal_without.index]\n", + "\n", + "q02_obs_val_without = head_val[head_val <= head_val.quantile(0.2)]\n", + "q02_sim_val_without = sim_val_without.loc[q02_obs_val_without.index]\n", + "\n", + "q08_obs_cal_without = head_cal[head_cal <= head_cal.quantile(0.8)]\n", + "q08_sim_cal_without = sim_cal_without.loc[q08_obs_cal_without.index]\n", + "\n", + "q08_obs_val_without = head_val[head_val <= head_val.quantile(0.8)]\n", + "q08_sim_val_without = sim_val_without.loc[q08_obs_val_without.index]\n", + "\n", + "mae_cal02_without = ps.stats.metrics.mae(obs = q02_obs_cal_without, sim = q02_sim_cal_without)\n", + "mae_cal08_without = ps.stats.metrics.mae(obs = q08_obs_cal_without, sim = q08_sim_cal_without)\n", + "\n", + "mae_val02_without = ps.stats.metrics.mae(obs = q02_obs_val_without, sim = q02_sim_val_without)\n", + "mae_val08_without = ps.stats.metrics.mae(obs = q08_obs_val_without, sim = q08_sim_val_without)\n", + "\n", + "\n", + "print(f\"Results of fit test without noisemodel:\\n\"\n", + " f\" - NSE over calibration period: {nse_cal_without:.4f}.\\n\"\n", + " f\" - MAE_02 over calibration period: {mae_cal02_without:.4f}.\\n\"\n", + " f\" - MAE_08 over calibration period: {mae_cal08_without:.4f}.\\n\"\n", + " \"\\n\"\n", + " f\" - NSE over validation period: {nse_val_without:.4f}.\\n\"\n", + " f\" - MAE_02 over validation period: {mae_val02_without:.4f}.\\n\"\n", + " f\" - MAE_08 over validation period: {mae_val08_without:.4f}.\\n\")" + ] + }, + { + "cell_type": "markdown", + "id": "59bfe11a-f913-49fb-85f4-477a86b0905f", + "metadata": {}, + "source": [ + "The performance metrics show that the model without noisemodel performs better both in the validation and calibration periods." + ] + }, + { + "cell_type": "markdown", + "id": "1f7746d2-1c4f-4501-8cf3-fcf08dd16029", + "metadata": {}, + "source": [ + "The quality of the 95% prediction interval is tested by computing the Prediction Interval Coverage Probability (PICP) to assess the share of values falling the wanted interval. \n", + "The computed PICP is close to 95% for all three periods." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "24978a49-9375-49bd-a656-22d25948e70f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The computed PICP in the Calibration Period is: 0.954.\n", + "The computed PICP in the Validation Period is: 0.967.\n", + "The computed PICP in the Total Period is: 1.000.\n" + ] + } + ], + "source": [ + "periods = [(ci_cal, head_cal, \"Calibration\"), (ci_val, head_val, \"Validation\"), (ci_tot, heads_sim, \"Total\")]\n", + "\n", + "\n", + "for period in periods:\n", + " low = period[0].iloc[:, 0].reindex(period[1].index)\n", + " up = period[0].iloc[:, 1].reindex(period[1].index)\n", + " bound = pd.DataFrame({'low': low, 'up': up})\n", + " within = period[1][(period[1] >= low) & (period[1] <= up)]\n", + "\n", + " #PICP = len(within)/len(low)*100\n", + " PICP = ps.stats.picp(period[1], bound) #new pastas feature\n", + " print(f\"The computed PICP in the {period[2]} Period is: {PICP:.3f}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "631b3290-4769-497f-8baa-b57ca92396ae", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cd9e3265-fbb9-4b21-8dd5-a64009d6f5a3", + "metadata": {}, + "outputs": [], + "source": [ + "\n" + ] + } + ], + "metadata": { + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Groundwater_modeling_challenge/GERMANY/GERMANY_old.ipynb b/Groundwater_modeling_challenge/GERMANY/GERMANY_old.ipynb new file mode 100644 index 0000000..646971e --- /dev/null +++ b/Groundwater_modeling_challenge/GERMANY/GERMANY_old.ipynb @@ -0,0 +1,1865 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "e3d6450e-e05d-4ed1-9809-8d38a85c5a75", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Applications/anaconda3/envs/mude/lib/python3.11/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Python version: 3.11.4\n", + "NumPy version: 1.24.3\n", + "Pandas version: 2.2.2\n", + "SciPy version: 1.10.1\n", + "Matplotlib version: 3.7.1\n", + "Numba version: 0.57.0\n", + "LMfit version: 1.3.1\n", + "Latexify version: Not Installed\n", + "Pastas version: 1.5.0\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd \n", + "import matplotlib.pyplot as plt\n", + "plt.rcParams[\"figure.autolayout\"] = True\n", + "from scipy import stats\n", + "import pastas as ps\n", + "#ps.set_log_level(\"INFO\")\n", + "ps.show_versions()\n", + "\n", + "import logging, sys\n", + "logging.disable(sys.maxsize)" + ] + }, + { + "cell_type": "markdown", + "id": "eec050d4-66f4-4833-83fa-a4184fd17cc4", + "metadata": { + "tags": [] + }, + "source": [ + "Definition of the extremes of calibration and validation periods according to the Groundwater Challenge instructions. \n", + "- Calibration period: data used to fit the model. \n", + "- Validation period: data used to test the model's predictive performance." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "90bc90ca-d57d-4ba4-a9e4-f3e3d1069c4b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "tmin_cal = \"2002-05-01\"\n", + "tmax_cal = \"2016-12-31\"\n", + "tmin_val = \"2017-01-01\"\n", + "tmax_val = \"2021-12-31\"" + ] + }, + { + "cell_type": "markdown", + "id": "6a0749f6-61ab-43a5-b318-3b0eb4f9197a", + "metadata": {}, + "source": [ + "Importing the data. \n", + "- `head`: Time series data of observed groundwater head levels, loaded from a CSV file.\n", + "- `stresses`: Time series data of various stressors, loaded from a CSV file.\n", + "Data is indexed by dates for time series analysis. \n", + "This specific stresses dataset includes: \n", + "- Precipitation data stored in the `prec` variable in [mm/day].\n", + "- River stage data stored in the `river` variable in [m].\n", + "- Evaporation data stored in the `evap` variable in [mm/day]. \n", + "Two different head datasets are provided, they are both imported, nonetheless, they are the exact same and cover the totality of the avaiable head observations. \n", + "Using the complete head observations dataset, two subsets are created, one covering the calibration period (`head_cal`) and one covering the validation period (`head_val`)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9cbcf01d-d6ca-48e2-9b2c-f7033d0b1e88", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "path_head = \"data/heads.csv\"\n", + "path_stresses = \"data/input_data.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3527d61e-adea-4bfd-978d-6ea84684b170", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "head = pd.read_csv(path_head, index_col=0, parse_dates=True).squeeze()\n", + "heads_full = head = pd.read_csv(\"data/heads_full.csv\", index_col=0, \n", + " parse_dates=True).squeeze()\n", + "\n", + "stresses = pd.read_csv(path_stresses, index_col=0, parse_dates=True).squeeze()\n", + "prec = stresses.iloc[:, 0].rename(\"prec\").dropna()\n", + "evap = stresses.iloc[:, 8].rename(\"evap\").dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0cb980e4-7407-4f42-b267-c9c96776bca5", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "head_cal = head[(head.index >= tmin_cal) & (head.index <= tmax_cal)]\n", + "head_val = heads_full[(heads_full.index >= tmin_val) & (heads_full.index <= tmax_val)]" + ] + }, + { + "cell_type": "markdown", + "id": "594f1db7-54a2-4685-b583-b80f9b29fd01", + "metadata": { + "tags": [] + }, + "source": [ + "This plot provides a summary of the observed groundwater head levels and stressors over time. \n", + "The visualization helps identify trends and patterns before model fitting, as well as getting a first idea of the order of magnitude of the head levels and stressors." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "679b1230-a093-41d8-a035-bdd309c1fb81", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "axes = ps.plots.series(\n", + " head=head,\n", + " stresses=[prec, evap],\n", + " tmin=tmin_cal,\n", + " tmax = tmax_val,\n", + " labels=[\"Head\\n[m]\", \"Prec\\n[mm/d]\", \"Evap\\n[mm/d]\"],\n", + " figsize = (12, 8))" + ] + }, + { + "cell_type": "markdown", + "id": "dd2c3f54-cb93-41da-8eb2-9ee3e919c69c", + "metadata": {}, + "source": [ + "Validation of imported datasets. This is done to make sure they meet the requirements to be used in PASTAS models." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e40d064f-9a86-41a1-9e85-5aee42d13e04", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.validate_oseries(head)\n", + "ps.validate_stress(prec)\n", + "ps.validate_stress(evap)" + ] + }, + { + "cell_type": "markdown", + "id": "09a2d3f7-e19f-4759-a72b-d3361a30a78a", + "metadata": {}, + "source": [ + "Model is built, a non linear model is chosen, out of all the possible combinations, a recharge FlexModel is chosen with a DoubleEExponential response function.\\\n", + "A noisemodel is added." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "667dff50-7866-48dc-a0b3-4883f93d1235", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ml = ps.Model(head)\n", + "ml.add_noisemodel(ps.ArNoiseModel())\n", + "\n", + "rch = ps.rch.FlexModel()\n", + "func = ps.DoubleExponential()\n", + "sm = ps.RechargeModel(\n", + " prec,\n", + " evap,\n", + " rfunc = func,\n", + " recharge=rch,\n", + " settings=(\"prec\", \"evap\"),\n", + ")\n", + "ml.add_stressmodel(sm)\n", + "\n", + "ml.solve(report=False, tmin=tmin_cal, tmax=tmax_cal, fit_constant = False)\n", + "axes = ml.plots.results(figsize=(10, 6))" + ] + }, + { + "cell_type": "markdown", + "id": "c5983605-f811-4ba6-a254-7fb6c265460a", + "metadata": { + "tags": [] + }, + "source": [ + "The resulting fit is not satisfactory yet, the parameters are therefore visualized to identify possible changes that may increase the fit." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "fae88599-7509-4ae7-b884-8d6d509dc822", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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initialpminpmaxvarynamediststderroptimal
recharge_A0.8510360.0000085.103621Truerechargeuniform0.1699520.763270
recharge_alpha0.1000000.010000.990000Truerechargeuniform0.1020940.468671
recharge_a110.0000000.010005000.000000Truerechargeuniform96.301396189.938466
recharge_a210.0000000.010005000.000000Truerechargeuniform0.1010002.766707
recharge_srmax250.0000000.000011000.000000Truerechargeuniform25.183560220.508247
recharge_lp0.2500000.000011.000000FalserechargeuniformNaN0.250000
recharge_ks100.0000000.0000110000.000000Truerechargeuniform7.45185724.677829
recharge_gamma2.0000000.0000120.000000Truerechargeuniform0.0976052.756310
recharge_kv1.0000000.250002.000000FalserechargeuniformNaN1.000000
recharge_simax2.0000000.0000010.000000FalserechargeuniformNaN2.000000
constant_d0.000000NaNNaNFalseconstantuniformNaN374.244504
noise_alpha1.0000000.000015000.000000Truenoiseuniform16.03684796.385590
\n", + "
" + ], + "text/plain": [ + " initial pmin pmax vary name dist \\\n", + "recharge_A 0.851036 0.00000 85.103621 True recharge uniform \n", + "recharge_alpha 0.100000 0.01000 0.990000 True recharge uniform \n", + "recharge_a1 10.000000 0.01000 5000.000000 True recharge uniform \n", + "recharge_a2 10.000000 0.01000 5000.000000 True recharge uniform \n", + "recharge_srmax 250.000000 0.00001 1000.000000 True recharge uniform \n", + "recharge_lp 0.250000 0.00001 1.000000 False recharge uniform \n", + "recharge_ks 100.000000 0.00001 10000.000000 True recharge uniform \n", + "recharge_gamma 2.000000 0.00001 20.000000 True recharge uniform \n", + "recharge_kv 1.000000 0.25000 2.000000 False recharge uniform \n", + "recharge_simax 2.000000 0.00000 10.000000 False recharge uniform \n", + "constant_d 0.000000 NaN NaN False constant uniform \n", + "noise_alpha 1.000000 0.00001 5000.000000 True noise uniform \n", + "\n", + " stderr optimal \n", + "recharge_A 0.169952 0.763270 \n", + "recharge_alpha 0.102094 0.468671 \n", + "recharge_a1 96.301396 189.938466 \n", + "recharge_a2 0.101000 2.766707 \n", + "recharge_srmax 25.183560 220.508247 \n", + "recharge_lp NaN 0.250000 \n", + "recharge_ks 7.451857 24.677829 \n", + "recharge_gamma 0.097605 2.756310 \n", + "recharge_kv NaN 1.000000 \n", + "recharge_simax NaN 2.000000 \n", + "constant_d NaN 374.244504 \n", + "noise_alpha 16.036847 96.385590 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ml.parameters" + ] + }, + { + "cell_type": "markdown", + "id": "ae40c00e-20ea-4743-83de-8d1d70985be0", + "metadata": {}, + "source": [ + "The parameters which initial values are the furthest from the optimal value are detected and initialized with a closer value. This strategy seems to work, the fit has increased from 67% to 77%." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f68ff908-2722-4f57-a3b7-e419601272e2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fit report head Fit Statistics\n", + "=================================================\n", + "nfev 48 EVP 76.93\n", + "nobs 5359 R2 0.77\n", + "noise False RMSE 0.15\n", + "tmin 2002-05-01 00:00:00 AICc -20245.28\n", + "tmax 2016-12-31 00:00:00 BIC -20192.61\n", + "freq D Obj 61.10\n", + "warmup 3650 days 00:00:00 ___ \n", + "solver LeastSquares Interp. No\n", + "\n", + "Parameters (8 optimized)\n", + "=================================================\n", + " optimal initial vary\n", + "recharge_A 0.620716 0.851036 True\n", + "recharge_alpha 0.564358 0.100000 True\n", + "recharge_a1 66.305608 10.000000 True\n", + "recharge_a2 1.298371 10.000000 True\n", + "recharge_srmax 896.525802 250.000000 True\n", + "recharge_lp 0.250000 0.250000 False\n", + "recharge_ks 9999.923178 100.000000 True\n", + "recharge_gamma 6.047352 2.000000 True\n", + "recharge_kv 1.000000 1.000000 False\n", + "recharge_simax 2.000000 2.000000 False\n", + "constant_d 374.368442 374.669930 True\n", + "\n", + "Warnings! (1)\n", + "=================================================\n", + "Parameter 'recharge_ks' on upper bound: 1.00e+04\n" + ] + }, + { + "data": { + "image/png": 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Cv//+i4MHD3La4+Pj8eLFCzRt2pRtk0gkOHfuHNavX4/c3FwIhaW/h4yMjNjj9fLyQmxsLNasWYNNmzYp9c3NzcW4ceMQERGB5ORkFBQUsLHotWvXxpUrV+Dn5wcA7KCzSpUqpZaNQCAQdMngwYMxZ84cpKWlgaIoXLx4EXv27MGZM2cAyMY1oaGh2L59O7p06QIA2LJlC6KiohAWFoaZM2ciKysLYWFh2LFjBzp37gxAphCKRCJ2P9nZ2Vi1ahVOnz7NhvrUrFkTFy5cwKZNm5RyfmjK1atX8ccff6BTp04AZBP18oSFhaFq1aq4e/cu6tevz7a7urpi2bJl7Pc6depotF7Dhg3x008/AQDmzJmDJUuWwM7ODqNGjQIgi0cODQ3FzZs30aBBg2KPuVKlSjAyMoKZmRkcHBxKfK7kj+PatWsoKChAnz594OzsDAAcgwMfaWlpnIlwhhs3bqBSpUrYu3cv+47r1asXQkND1W5vzJgx+OGHH9T2+eqrr9j/AwMD8e7dO9SpUwdCoRASiQSLFi1C//79ldbJzc3Fs2fP2GMjVCyI4l1OiEQibN68GQEBAZBIJBAKhdi0aRPnAa1pP023VRJUKTdSqRTVqlVjX0byMIrzzJkzceLECaxYsYK1+vXt25dVxFQpWfoARVEwM/p8bvu6devylo/6FKpUqYL09HT2e2ZmJm+mb0CWBTQxMRGbNm1iFcwLFy4o9TMyMoJEIlG5T1dXVxgZGeHChQsYMGAAAJmyHxcX98nJVho3boyIiAj2e2pqKt6+fcsZRNStWxeurq7YvXs3/ve//2m03ZK+WBm2bduGqlWrsknxGDp16oRbt25x2oYPH446deogMDDwk5RuPmiaVjlrvmDBAnTp0gVNmjTB9evXUVBQwC7Lz8/nXMvbt29DJBLBzs6uTOUjEAgEbWFnZ4du3bohPDwcNE2jW7dunGeaJl5ZKSkpyMvL4yTytLGxgbu7O/v97t27+PjxI6uYM+Tl5aFx48Ylkvno0aOwsLBAQUEB8vPz0bNnTzYmOCUlBcHBwbh8+TIyMjLYyenHjx9z3n2KVl5N1yuJN11pj7kk68kfR8OGDdGpUyc0aNAAvr6+8PHxQd++fdUmK+XzjANkirefnx9nYjk1NbVYw5aNjQ1sbGzU9pFn7969iIiIwB9//IF69eohISEBU6ZMQfXq1TF06FC2H/Ewq/h8PhrIZ4i/vz98fX2RnJwMV1dXlYqyJv003dan0qRJEzx79gwGBgYqMz+eP38ew4YNQ+/evQHIsjTLl2fw8PBAQUEB4uLi0Lx5cwDA/fv38fbt23KRuSLw6tUrfP/99xgxYgQ8PT1haWmJuLg4LFu2DD179izTfXXs2BHbt2+Hn58fKleujODgYJVKX+XKlWFra4vNmzejWrVqePz4Ma8LlouLC65cuYK0tDRYWFgovZDMzc0xduxYzJw5EzY2NnBycsKyZcuQk5MDf3//TzoeX19fzJkzB2/evEHlypURHx8PAwMD1K5dm9Ovc+fOOHTokMaKd0lfrIDMs2Dbtm0YOnQoDAy4j1dLS0vOwAaQnRdbW1tO+/r163Ho0CGcOnUKgOz3JR9W8vDhQyQkJLDnEQD+97//oUuXLnB0dMT79+9ZS87x48eVZLxz5w727t2LhIQEADILiEAgQFhYGBwcHHDv3j00a9aM7X/+/Hn4+PiU6DwQCASCvjFixAhMmDABAPDbb79xlmnilaXOlZmBUWSPHTumNDFrbGxcInk7dOiA0NBQGBoaonr16hyDiaaeaObm5pzvmq5XEm+60h5zSdaTPw6hUIioqChcunQJJ0+exLp16xAUFIQrV66o9Gjj84wDZIp3YGAgp+369ev4+uuvAcg82MaPHw+xWIz8/HycPHkSX331VYk94mbOnInZs2fjxx9/BCCz0D969AiLFy/mKN7Ew6ziQxTvckYkEmmkJGvST9NtfQrffPMNWrVqhV69emHp0qVwd3fHf//9h8jISPTq1QteXl5wdXXFwYMH4efnB4qiEBwczHEFdnd3x7fffotRo0Zh8+bNMDAwwJQpU1TGwxJkWc1btGiBkJAQdubd0dERo0aN0lhR1JQ5c+YgNTUV3bt3R6VKlbBgwQKVFm+BQIA9e/Zg0qRJqF+/Ptzd3bF27Vp4e3tz+s2YMQNDhw5F3bp18eHDB97tLVmyBFKpFIMHD8b79+/h5eWFEydOaFRSSx0NGjSAl5cX9u3bh4CAAFy7dg21a9eGkZERp1/nzp2xYcMGiMXicvsd/fvvv3j8+LFS7GBJyMjI4JRri4uLQ4cOHdjv06ZNAwAMHTqUjf9//vw5Bg8ejPT0dFSqVAmenp44fvy4kiWBpmmMHj0aISEh7EDG1NQU27dvx/jx45Gbm4v169ezg6CPHz/i0KFDOHHiRKmPh0AgEPSBb7/9llUwfX25IWeaeGW5urrC0NAQly9fZic937x5gwcPHrBu0XXr1oWxsTEeP35cardyBnNzc17Lq6aeaGW1XnFoesyKnnGfcq4oikKbNm3Qpk0bzJ07F87Ozjh06BD7flRE0TMOkFXwefTokZJ1PSEhAZMmTUJeXh66deuGDRs24Ouvv8br169hZWUFoOQecTk5ORAIuGm1hEKhUhgd8TCr+BDFm8CBoihERkYiKCgII0aMwMuXL+Hg4ICvv/6adS0KCQnBiBEj0Lp1a9jZ2SEwMFCp7uC2bdswcuRItG/fHvb29li4cCGCg4N1cUifBcbGxli8eDEWL16sso+i+z9fOIC85wGD4iy9lZUV9u7dy2mTn3FV3PY333zDSdLFt83atWsjJiZGrXwmJiZYu3Yt1q5dqySjqnUAaORqHxwcjBkzZmDUqFEqz2PPnj3VxoqXBT4+PiUqK8d3vPPmzeOU9/P29i52m5qWF2RiGxXp3r07unfvzrvdFi1aoGXLlhptn0AgEPQVoVDIuo0renlp4pVlYWEBf39/zJw5E7a2trC3t0dQUBBHobK0tMSMGTMwdepUSKVStG3bFpmZmbh06RIsLCyU3rWlQVNPtLJarzg0PWY+z7jSnKsrV67g1KlT8PHxQdWqVXHlyhW8fPkSHh4eKmVU9IwDZNZuoVCIhg0bsv0ePXqEN2/eoFGjRjh06BBatmzJWr/lPeBK6hHn5+eHRYsWwcnJCfXq1cP169exatUqpUl64mFW8SGK9xdIccqNpaWlWgXJxcUFp0+f5rSNHz+e893BwQFHjx7ltCnWSSYQyoquXbsiKSkJT58+5a0hTigdhoaGnDqjBAKB8DnDWCz50MQra/ny5cjKykKPHj1gaWmJ6dOn4927d5ztLFiwAFWrVsXixYuRmpoKa2trNGnSpMy81zT1RCur9TRBk2Pm84wrzbmysrLCuXPnsHr1amRmZsLZ2RkrV65kk+LxoegZB8gU7zp16nC8Ma9fvw5ra2u4uLjg999/54RdfQrr1q1DcHAwxo0bhxcvXqB69eoICAjA3Llz2T7Ew+zLgKJLYp4hEAgEAoFAIBAIhM+IyMhIzJgxA7dv31Zy++Zj3bp1ePDgAdatWweJRIJ3796VOO9LSfjtt9/w119/4eTJk+W2D4LuIXW8CQQCgUAgEAgEQoWla9euCAgIwNOnTzXqP2zYMKSkpKB+/frw8vLiJDktD4iH2ZcBsXgTCAQCgUAgEAgEAoFQjhCLN4FAIBAIBAKBQCAQCOUIUbwJBAKBQCAQCAQCgUAoR4jiTSAQCAQCgUAgEAgEQjlCFG8CgUAgEAgEAoFAIBDKEVLHu5RIpVL8999/sLS0BEVRuhaHQCAQCAQCoUygaRrv379H9erVNSq9pG88fvwYGRkZuhaDQNAqubm5MDY21rUYXyR2dnZwcnIqth9RvEvJf//9B0dHR12LQSAQCAQCgVAuPHnyBCKRSNdilIjHjx/Dw8MDOTk5uhaFQNAqQqEQEolE12J8kZiZmSExMbFY5Zso3qXE0tISgOylZGVlpWNpdEN+fj5OnjwJHx8fGBoa6lqczwZy3koOOWelQ1/P29OnT1G3bl2l9rt37+Krr77SgURF6Os503fIeSsd+nreMjMz4ejoyI51PicyMjKQk5ODiIgIeHh46FocAkErREZGIjg4mNz3OiAxMRGDBg1CRkYGUbzLC8a93MrK6otWvM3MzGBlZaVXAwZ9h5y3kkPOWenQ1/OWmZkJiqJA0zTbJhAIYGlpqfPnqb6eM32HnLfSoe/n7XMOpfPw8ECTJk10LQaBoBUSExMBkPte3/n8AncqKDRNY/yua5ix/4auRSEQCIRyJSkpiaN0A7K8GcnJyTqSiEAgEAgEAqF8IYq3nvAqOw/HbqXjz3gx3ubk6VocAoFAKDfc3NyUEjYJhUK4urrqSCICgUAgEAiE8oUo3nqCUM6d692HfB1KQiAQCOWLSCTC4MGDOW2DBg367JI4EQgEAoFAKD0uLi5YvXp1hdlPcRDFW0+Qyrld5ktoNT0JBALh80YsFmPHjh2cth07dkAsFutIIgKBQCAQCOXF9u3bYW1trdQeGxuL0aNHa18gHUEUbz1BKqdrF0iluhOEQCAQyplLly4pxXjTNI2YmBgdSUQgEAgEAkHbVKlSBWZmZroWQ2sQxVtPkB+E5hcQizeBQCAQCAQCQTt4e3tj0qRJmDVrFmxsbODg4IB58+axy1etWoUGDRrA3Nwcjo6OGDduHLKystjljEXz6NGjcHd3h5mZGfr27Yvs7GyEh4fDxcUFlStXxsSJEzm1pvPy8jBr1ix89dVXMDc3R4sWLXDmzBktHjlBE3JzczFp0iRUrVoVJiYmaNu2LWJjYwEAZ86cAUVROHbsGBo2bAgTExO0aNECt27dYpcPHz4c7969A0VRoCiKvbcUXcApisKmTZvQvXt3mJmZwcPDAzExMUhOToa3tzfMzc3RqlUrpKSksOukpKSgZ8+esLe3h4WFBZo1a4Z///1Xa+emJBDFW0+Qt3jnSYjFm0AgVFxat26tVKZIIBCgVatWOpKIQCAQCOHh4TA3N8eVK1ewbNkyzJ8/H1FRUQBkz+i1a9fi9u3bCA8Px+nTpzFr1izO+jk5OVi7di327NmD48eP48yZM+jTpw8iIyMRGRmJnTt3YvPmzfjzzz/ZdYYPH46LFy9iz549uHnzJr7//nt8++23SEpK0uqxE9Qza9YsHDhwAOHh4bh27RpcXV3h6+uL169fs31mzpyJFStWIDY2FlWrVkWPHj2Qn5+P1q1bY/Xq1bCyskJ6ejrS09MxY8YMlftasGABhgwZgoSEBNSpUwcDBgxAQEAA5syZg7i4OADAhAkT2P5ZWVno2rUr/v33X1y/fh2+vr7w8/PD48ePy++ElBKieOsJ3BhvongTCISKi0gkwpAhQzhtgwcPJsnVCAQCQYd4enri559/hpubG4YMGQIvLy+cOnUKADBlyhR06NABNWrUQMeOHbFgwQLs27ePs35+fj5CQ0PRuHFjfP311+jbty8uXLiAsLAw1K1bF927d0eHDh0QHR0NQGap3L17N/bv34927dqhVq1amDFjBtq2bYtt27Zp/fgJ/GRnZyM0NBTLly9Hly5dULduXWzZsgWmpqYICwtj+/3888/o3LkzGjRogPDwcDx//hyHDh2CkZERKlWqBIqi4ODgAAcHB1hYWKjc3/Dhw/HDDz+gdu3aCAwMRFpaGgYOHAhfX194eHhg8uTJHK+Ihg0bIiAgAA0aNICbmxsWLlyImjVr4siRI+V5WkoFUbz1BKJ4EwiELwWxWIydO3dy2iIiIkhyNQKBQNAhnp6enO/VqlXDixcvAADR0dHo3LkzvvrqK1haWmLIkCF49eoVsrOz2f5mZmaoVasW+93e3h4uLi4cJcve3p7d5rVr10DTNGrXrg0LCwv2c/bsWY4rMUG3pKSkID8/H23atGHbDA0N0bx5cyQmJrJt8l5rNjY2cHd35yzXFPn70N7eHgDQoEEDTtvHjx+RmZkJQDYxMGvWLNStWxfW1tawsLDAvXv39NLibaBrAQgy5PMMEcWbQCBUZJKSkiBVSCIpkUiQnJxMrN4EAoGgIwwNDTnfKYqCVCrFo0eP0LVrV4wZMwYLFiyAjY0NLly4AH9/f+Tn56tdX9U2AUAqlUIoFCI+Ph5CoZDTT51FlKBdmDxUiiFiNE0rtSlS3HI+5O8ZZn2+NuY+mjlzJk6cOIEVK1bA1dUVpqam6Nu3L/Ly8kq87/KGKN56grzFO48kVyMQCBUYNzc3CAQCjvItFArh6uqqQ6kIBAKBwEdcXBwKCgqwcuVKCAQyZ1lFN/PS0LhxY0gkErx48QLt2rX75O0RygdXV1cYGRnhwoULGDBgAABZWEFcXBymTJnC9rt8+TKcnJwAAG/evMGDBw9Qp04dAICRkREnqV5Zcv78eQwbNgy9e/cGIIv5TktLK5d9fSrE1VxPIMnVCATCl4JIJMLgwYM5bYMGDSLWbgKBQNBDatWqhYKCAqxbtw6pqanYuXMnNm7c+MnbrV27NgYOHIghQ4bg4MGDePjwIWJjY7F06VJERkaWgeSEssDc3Bxjx47FzJkzcfz4cdy9exejRo1CTk4O/P392X7z58/HqVOncPv2bQwbNgx2dnbo1asXAFn28qysLJw6dQoZGRnIyckpM/lcXV1x8OBBJCQk4MaNGxgwYICSV52+QBRvPYFbTqzoZnmR+RHd153HzsuPdCEWgUAglDl8Md47d+4kMd4EAoGghzRq1AirVq3C0qVLUb9+fezatQuLFy8uk21v27YNQ4YMwfTp0+Hu7o4ePXrgypUrcHR0LJPtE8qGJUuW4LvvvsPgwYPRpEkTJCcn48SJE6hcuTKnz+TJk9G0aVOkp6fjyJEjMDIyAiCrZjJmzBj069cPVapUwbJly8pMtpCQEFSuXBmtW7eGn58ffH190aRJkzLbfllCXM31BKmKGO/N51Jx+2kmbj+9jcEtnXUgGYFAIJQtfDHeUqkUa9aswfLly3UkFYFAIHy58NXOPnz4MPv/1KlTMXXqVM5yec+lYcOGYdiwYZzl8+bN49QCB2T1vuUxNDTEL7/8gl9++aU0YhO0hImJCdauXYu1a9eq7NO2bVvcvn1b5fLQ0FCEhoZy2hRdwuUNkYDMUq7Y5u3tzWlzcXHB6dOnOX3Gjx+vdj+6gli89QRaRVZzKQn3JhAIFQw3NzfehCshISHE6k0gEAgEAqFCQhRvPYEb4130RUiuEIFAqGCIRCJMnz5dqZ3JbE4gEAgEAoFQ0SBqnZ6gqo63QFDyNPwEAoGg70yePJnNjstAMpsTCAQCgfB5wbh+W1tb61oUvYco3nqCvOJ948lb3PnvHQBAWIr6dwQCgaDviEQibN68ma3dKhQKsWnTJpLZnEAgEAgEQoWEJFfTE+TzBvxz+xn+uf0M9xZ8CyGxeBMIhAqKr68v1q1bh2fPnqF79+5o1qyZrkUiEAgEAoFAKBeI4q0nHDp8GIAdp+3dh3xOAqInT56Q8goEAqFCEBYWhlGjRrGJJRcsWIAtW7ZwaoISCARCaYmMjERiYqKuxSAQtMLFixcBkPteFzx8+FDjvkTx1gPEYjF+/XUx7Aev5LTffyjGjevXAFgCAJxdamDL5k1kYEogED5rxGIxR+kGZJUdAgIC4OvrS9zNCQRCqcnNzYVQKERwcLCuRSEQtIpAICD3vY4QCoXIzc0tth9RvPWApKQkSHnaL1+7gcOHD6Hy10NkDUIDjBo1igxMCQTCZ01SUpJSXU6gKKs5eb4RCITSYmxsDIlEgoiICHh4eOhaHAJBK0RGRiI4OJjc9zogMTERgwYNgrGxcbF9ieKtB1hYWPDWtL15LxmQFqnklMAAUjoXR48exZgxY7QpIoFAIJQZTB1vReWbZDUnEAhlhYeHB5o0aaJrMQgErcC4l5P7Xr8hWc31gLi4OPBditQn6dwGoSEA4NmzZ1qQikAgEMoHkUiELVu2cCYcBQIByWpOIBAIBAKhwkIs3nrA/fv3AR6Lt6m5JSBX55YSyi5Xt27dtCYbgUAglAf+/v7w9fVFTEwMAKBVq1ZE6SYQCAQCgVBh0anFOzQ0FJ6enrCysoKVlRVatWqFf/75h11OURTvZ/ny5ZztxMTEoGPHjjA3N4e1tTW8vb3x4cMHtfvesGEDatSoARMTEzRt2hTnz58vl2PUBHd3d4BSvhQ13dzh5OzCfqeEBmjdujUpuUMgECoEIpEI33//Pb7//nuidBMIBAKBQ1paGiiKQkJCgq5FIRDKBJ0q3iKRCEuWLEFcXBzi4uLQsWNH9OzZE3fu3AEApKencz5bt24FRVH47rvv2G3ExMTg22+/hY+PD65evYrY2FhMmDABAoHqQ9u7dy+mTJmCoKAgXL9+He3atUOXLl3w+PHjcj9mPry8vHhjvC0rWUP89Cn7nRIa4sqVKxCLxdoUj0AgEMoNsViM6Oho8lwjEAgEQoXkjz/+gFAoJPmZyoCSGk5zc3MRFBQEZ2dnGBsbo1atWti6dStv3z179oCiKPTq1ascJJehU8Xbz88PXbt2Re3atVG7dm0sWrQIFhYWuHz5MgDAwcGB8/nrr7/QoUMH1KxZk93G1KlTMWnSJMyePRv16tWDm5sb+vbtqzaz3KpVq+Dv74+RI0fCw8MDq1evhqOjI0JDQ8v9mPl4+PAhr6t52mMxOJdIaMhm/SUQCITPnbCwMDg7O6Njx45wdnZGWFiYrkUiEAgEQhmRl5enaxF40bZcW7duxaxZs7Bnzx7k5ORodd8VidIYTn/44QecOnUKYWFhuH//Pnbv3o06deoo9Xv06BFmzJiBdu3alech6E+Mt0Qiwf79+5GdnY1WrVopLX/+/DmOHTuG8PBwtu3Fixe4cuUKBg4ciNatWyMlJQV16tTBokWL0LZtW9795OXlIT4+HrNnz+a0+/j44NKlSyrly83N5dRny8zMBADk5+cjPz+/RMeqyPPnz3kVb1ogBCUUst8poQGEQiGcnZ0/eZ9lASODPsjyOUHOW8kh56x06PN5E4vFGD16NKSFlRukUikCAgLQsWNHnbqd6/M502fIeSsd+nre9E0ewueBt7c36tevDyMjI+zYsQP16tVDaGgoZsyYgXPnzsHc3Bw+Pj4ICQmBnZ0dANmzf/ny5diyZQuePHkCe3t7BAQEICgoiN1uamoqpk6diitXrsDNzQ0bN25kdYVXr15hwoQJOH/+PF6/fo1atWrhf//7H/r3769WrrNnz+LIkSOYPn06xGIxWrZsiWHDhmHYsGF48+YNrK2tAQCXLl3C7NmzERsbCzs7O/Tu3RuLFy+Gubm5RuckLS0Nly5dwoEDBxAdHY0///wTQ4YMKaMz/mUhbzgFgNWrV+PEiRMIDQ3F4sWLlfofP34cZ8+eRWpqKmxsbAAALi4uSv0kEgkGDhyIX375BefPn8fbt2/L7Rh0rnjfunULrVq1wsePH2FhYYFDhw6hbt26Sv3Cw8NhaWmJPn36sG2pqakAgHnz5mHFihVo1KgRduzYgU6dOuH27dtwc3NT2k5GRgYkEgns7e057fb29mqzhS9evBi//PKLUvvJkydhZmam8fHycfToUd4Y78fi/+Do5IJ3hd8pgRBff/01bt68iZs3b37SPsuSqKgoXYvwWULOW8kh56x06ON527ZtG6t0M0gkEuzatQsNGjTQkVRF6OM5+xwg56106Nt5I1Y5QmkJDw/H2LFjcfHiRbx+/Rrt27fHqFGjsGrVKnz48AGBgYH44YcfcPr0aQDAnDlzsGXLFoSEhKBt27ZIT0/HvXv3ONsMCgrCihUr4ObmhqCgIPTv3x/JyckwMDDAx48f0bRpUwQGBsLKygrHjh3D4MGDUbNmTbRo0YJXLpqmkZaWhr59+2Ly5MkYOXIkrl+/jhkzZnD2e+vWLfj6+mLBggUICwvDy5cvMWHCBEyYMAHbtm3T6Hxs3boV3bp1Q6VKlTBo0CCEhYURxbsUlMZweuTIEXh5eWHZsmXYuXMnzM3N0aNHDyxYsACmpqZsv/nz56NKlSrw9/cv95xfOle83d3dkZCQgLdv3+LAgQMYOnQozp49q6R8b926FQMHDoSJiQnbxgzaAgICMHz4cABA48aNcerUKWzdupV39oNBMaaapmneOGuGOXPmYNq0aez3zMxMODo6wsfHB1ZWVpofsAJisRgnT55EpdY/Ki17+PgJKEoAy2pesgahAc6dO4ewsDC9SESUn5+PqKgodO7cGYaGhroW57OBnLeSQ85Z6dDX8yYWi3HkyBGldqFQiIEDB+rc4q2P50zfIeetdOjreWO8+giEkuLq6oply5YBAObOnYsmTZrg119/ZZdv3boVjo6OePDgAapVq4Y1a9Zg/fr1GDp0KACgVq1aSl6rM2bMYCv6/PLLL6hXrx6Sk5NRp04dfPXVVxyFeeLEiTh+/Dj279/PUbzl5QKA2bNnw93dnU3Y7O7ujtu3b2PRokVsn+XLl2PAgAGYMmUKAMDNzQ1r165F+/btERoaytFJ+JBKpdi+fTvWrVsHAPjxxx8xbdo0JCcnw9XVVbMTSgBQOsNpamoqLly4ABMTExw6dAgZGRkYN24cXr9+zcZ5X7x4EWFhYVpL4KdzxdvIyIi9+by8vBAbG4s1a9Zg06ZNbJ/z58/j/v372Lt3L2fdatWqAYCSku7h4aHS39/Ozg5CoVDpIr148ULpYspjbGzMGzduaGj4SS/LtLQ0AIB1u0HKCwUGoGma/UoVxng/evQINWrUKPU+y5pPPQdfKuS8lRxyzkqHvp23tLQ0zrONYerUqXrzbNO3c/a5QM5b6dC386ZPshA+L7y8vNj/4+PjER0dDQsLC6V+KSkpePv2LXJzc9GpUye12/T09GT/Z8b+L168QJ06dSCRSLBkyRLs3bsXT58+ZUNDFV3B5eUCZKV8FasENW/enPM9Pj4eycnJ2LVrF9tG0zSkUikePnwIDw8PtXKfPHkS2dnZ6NKlCwCZDuLj44OtW7dyJiMImlMSw6lUKgVFUdi1axcqVaoEQOau3rdvX/z2228oKCjAoEGDsGXLFjb0obzRueKtCE3TnFhqQJaAp2nTpmjYsCGn3cXFBdWrV5fVwZbjwYMH7E2uiJGREZo2bYqoqCj07t2bbY+KikLPnj3L6Cg0x83NTeUNQwkNAbrIFZMSGEAgEJBZMgKB8Fnj5uYGgUDAcTWnKAqTJ0/WoVTKxMbG4vz582jXrh0p40ggEAgaIK/wSqVS+Pn5YenSpUr9qlWrxoaMFof8RBAzZmbeHytXrkRISAhWr16NBg0awNzcHFOmTFFKoKaoiPMpbIoTwkzukUmTJinJ5OTkVKzcW7duxevXrzkhqVKpFNevX8eCBQsglMvjRFBPaQyn1apVw1dffcUq3YDMOEvTNMRiMbKzs5GWlgY/Pz92OXNfGRgY4P79+6hVq1aZHodOFe///e9/6NKlCxwdHfH+/Xvs2bMHZ86cwfHjx9k+mZmZ2L9/P1auXKm0PkVRmDlzJn7++Wc0bNgQjRo1Qnh4OO7du4c///yT7depUyf07t0bEyZMAABMmzYNgwcPhpeXF1q1aoXNmzfj8ePHOknzLxKJMGTIEJzhWUYJDUFL8uW+G/BaiQgEAuFzQiQSYfPmzRg1ahTnmXbixAn4+/vrULIi/P39sXPnTvb70KFDsX37dt0JRCAQCJ8ZTZo0wYEDB+Di4gIDA2WVw83NDaampjh16hSbMKuknD9/Hj179sSgQTLPUalUiqSkpGKt0XXq1EFkZCSnLS4uTkn+O3fulMrg9erVK/z111/Ys2cP6tWrx7ZLpVK0a9cO//zzD7p3717i7X6plMZw2qZNG+zfvx9ZWVms18WDBw8gEAggEolAURRu3brFWeenn37C+/fvsWbNGjg6Opb5cei0nNjz588xePBguLu7o1OnTrhy5QqOHz+Ozp07s3327NkDmqY52QnlmTJlCubMmYOpU6eiYcOGOHXqFKKiojgzFCkpKcjIyGC/9+vXD6tXr8b8+fPRqFEjnDt3DpGRkXB2di6/g1WBWCzmDO7koQwMQcnXIy9UvEk5MQKB8Lnj6+vLsTbQNI2AgAC9qOf94MEDpedyeHg4YmNjdSQRgUAgfH6MHz8er1+/Rv/+/XH16lWkpqbi5MmTGDFiBCQSCUxMTBAYGIhZs2Zhx44dSElJweXLl0tUWtLV1RVRUVG4dOkSEhMTERAQoDZZMkNAQADu3buHwMBAPHjwAPv27WMnV5l3U2BgIGJiYjB+/HgkJCQgKSkJR44cwcSJE4vd/s6dO2Fra4vvv/8e9evXZz+enp7o3r07KZ9ZCqZNm4bff/8dW7duRWJiIqZOncoxnM6ZM4eTuG7AgAGwtbXF8OHDcffuXZw7dw4zZ87EiBEjYGpqChMTE861qV+/PqytrWFpaclmwS9rdGrx1uSmGz16NEaPHq22z+zZs5Wy3MnDxFHLM27cOIwbN67Y/Zc3SUlJSpl9Xx1fD9tvJ8hczeUt3gJZOTHiak4gED53+J59EokEycnJOk8emZiYyNt+8eJF4nJOIBAIGlK9enVcvHgRgYGB8PX1RW5uLpydnfHtt99CUGhYCg4OhoGBAebOnYv//vsP1apVK5EHanBwMB4+fAhfX1+YmZlh9OjR6NWrF969e6d2vRo1auDPP//E9OnTsWbNGrRq1QpBQUEYO3Ysm9PJ09MTZ8+eRVBQENq1aweaplGrVi3069evWLm2bt2K3r17s8cpz3fffYd+/frh+fPnavNLEbj069cPr169wvz585Geno769etzDKfp6emcHF8WFhaIiorCxIkT4eXlBVtbW/zwww9YuHChrg5B/2K8vzT4Ek4w7uWU0BD1GnjiYaEnpsDQCJs2bdL5oJRAIBA+Fb44b32ZWFTlotimTRstS0IgEAifD2fOnFFqc3Nzw8GDB1WuIxAIEBQUxKnbzeDi4qIUYmltbc1ps7GxweHDh0ssFwD06NEDPXr0YL8vWrQIIpGIk628WbNmOHnypNrt86Gu7G+fPn2Qn5+vcjlBNeoMp3zhYHXq1ClRucbyDinTqas5AcjKyuJ8z753oSiuW2gIE7mEDLMCZ+tN/COBQCB8CkycN5NcRigU6s3EYu3atTF48GBO29ChQ4m1m0AgECoQGzZsQGxsLFJTU7Fz504sX76cLWtGIJQHRPHWMYzVh5YUAADenA4rsngbGOC//4riVJavWk1iQggEQoXB398faWlpiI6ORlpaml5NLLZt25Z1ERQIBGjXrp2OJSIQCARCWZKUlISePXuibt26WLBgAaZPn4558+ZptO758+dhYWGh8kMg8EFczXUMY/WZ/0A2wKOl+UAB42puhPTnz2FWqTBRHCVEQEAAfH199cIqRCAQCJ+KSCTSu+dZRkYGxo4dy7rBMyVlyLOXQCAQKg4hISEICQkp1bpeXl5ISEgoW4EIFR6ieOsBNA1QlID9UmTxNgSoIqcESmigN8mHCAQCoSwQi8VISkqCm5ub3jzX0tPT9TbxG4FAIBB0j6mpqV7kJCF8XhDFW8eIxWIEjBkDxxmHZQ1SKeiCouRqlEDI9hWYWupN8iECgUD4VMLCwjB69GhIpVIIBAJs3rxZL9zNq1WrBoqiOAl8BAIBefYSCJ8RkZGRKisUEAgVjYsXLwIg970uePjwocZ9ieKtY5KSkiCVS9hI01JOVnMj46LMikKzSnqTfIhAIBA+BbFYzCrdgP67cytm1tUH9NFbgEDQNbm5uRAKhQgODta1KASCVhEIBOS+1xFCoRC5ubnF9iOKt45xc3OD0EDuMsgr3gaGyCsogGnhoi5+veDv31b7QhIIBEIZo891vNPT05UUbZqm9UI2hrCwMIwaNQo0TYOiKGzZskUvvAUIBF1jbGwMiUSCiIgIlaUBCYSKRmRkJIKDg8l9rwMSExMxaNAgtv67OojirWNEIhHWrf8NS1MKG6RcizclKLpE4mcvdCBhxURfLUX6KheBUNbocx1vVS9Pc3NzLUvCj1gsZpVuQDYpMGrUKL31FiAQdIGHhweaNGmiazEIBK3AuJeT+16/IeXE9ICBcvViaVoCuiBP9kVoCKF5ZXZZYlIqxGKxtsWrcISFhcHZ2RkdO3aEs7Oz3pRo01e5CITy4MSJE0ox1PoSSqPKXSw7O1vLkvBz6dIlXot8TEyM2vUkUhpzDt7E8N8vIDLqNHmfEAgEAoGgRYjirQdI5YO8pVxXc8rIlF1EGRgjOTlZ2+JVKBhLkXxc6ejRo3U+AFUV76pruQiE8oC53xWVR19fXx1JxKVatWpsDW8GfbHGfwr/3E7H7qtPEJ38Dv4RN8kEH4FAIBAIWoQo3nqAhJtdraiONyWAwLjItZEyNEFcXJy2xatQ8FmKpFJpsZai8kZdvCuBUNHgu9+lUqne3O92dnYIDQ2FUCirKiEQCLB48WK9sMYDQI0aNXjbXVxc1K736L+X7P/G1dz0ZuKRQCAQCIQvAaJ46wERu/6Q+0aDlhSw3wRGRVnNKUNjzJ49mwySKiBMvKs8FcHCRiDwwXe/A9C7iUWJRAJANikQGBioN9bhrKws3vbiXOGfPFSe2NCHiUcCgaD/pKWlgaIoJCQk6FqUcuHMmTOgKApv377VeJ158+ahUaNG5SYToeJBFG8dIxaLMWPmLAAALZUN8hhXc0UERibECvqJtG7dGhRFKbW3atVKB9IUIRKJsHnzZlYZ0ad4VwKhrBGJRFiyZIlSu75MLGZkZGDMmDGcNpqm9Sb8w8LCgre9uORv2dn8CvurV68+WSYCgUAgEMqbDRs2oEaNGjAxMUHTpk1x/vx5lX2ZyRTFz71799g+3t7evH26detWLvITxVvHJCUlgXV8ZlwvaSmrhMtDGZoQK+gnIhKJsGXLFo7yTVEUTpw4oUOpCIQvB7FYjOjoaDg7Oyst05eJRb5yYoD+yFdai7fylCOBQPhSyMvL07UIvOirXAT9Y+/evZgyZQqCgoJw/fp1tGvXDl26dMHjx4/Vrnf//n2kp6ezHzc3N3bZwYMHOctu374NoVCI77//vlyOgSjeOsbNzQ0CoaxkGE0XKdtsZnM5KIEQv4USK+in8vr1a86gWh8sWSS5GuFLICwsDE5OTujYsSP69eun5H2iLxOL1apV4/WM0Rf5ShuaYmXJbym3tbUtM9kIBIJ+4O3tjQkTJmDatGmws7ND586dcffuXXTt2hUWFhawt7fH4MGDkZGRwa4jlUqxdOlSuLq6wtjYGE5OTli0aBFnu6mpqejQoQPMzMzQsGFDTqjKq1ev0L9/f4hEIpiZmaFBgwbYvXt3sXIBwJEjR+Dm5gZTU1N06NAB4eHhSq7fly5dwtdffw1TU1M4Ojpi0qRJGlebiIiIgJeXFywtLeHg4IABAwbgxQvVZXq3b98Oa2trHD58GLVr14aJiQk6d+6MJ0+eKPXduXMnXFxcUKlSJfz44494//49u+z48eNo27YtrK2tYWtri+7duyMlJUVpG4TiWbVqFfz9/TFy5Eh4eHhg9erVcHR0RGhoqNr1qlatCgcHB/bD5G8BABsbG86yqKgomJmZEcW7oiISibDg18UAwIntVuVu3q5DJ63IVRERi8XYt28fAgMDlZbp2pJFkqsRtAljddbmxI5i7WlANunFvACFQqHehFfY2dlh48aNHOVbn8I/mNCUkiZ/i4m5pNQmEAh0HmpDIBDKh/DwcBgYGODixYtYsmQJ2rdvj0aNGiEuLg7Hjx/H8+fP8cMPP7D958yZg6VLlyI4OBh3797FH3/8AXt7e842g4KCMGPGDCQkJKB27dro378/Cgpk49ePHz+iadOmOHr0KG7fvo3Ro0dj8ODBuHLlikq5Nm3ahLS0NPTt2xe9evVCQkICAgICEBQUxFnn1q1b8PX1RZ8+fXDz5k3s3bsXFy5cwIQJEzQ6F3l5eViwYAFu3LiBw4cP4+HDhxg2bJjadXJycrBo0SKEh4fj4sWLyMzMxI8//sjpk5KSgsOHD+Po0aM4evQozp49ywmlys7OxrRp0xAbG4tTp05BIBCgd+/eSmM+gnry8vIQHx8PHx8fTruPjw8uXVJ+t8nTuHFjVKtWDZ06dUJ0dLTavmFhYfjxxx+LDd0qNTShVLx7944GQL979+6Tt3VL/JZ2DjxKN5x7jL569SotEAjor8aF086BR9mP04xDtHPgUdq394/0kydPyuAIPp28vDz68OHDdF5enq5FKZbff/+dpiiKBsD7EQgEWjuvfOftyZMntEAg4MgkFAr15lrrGk3utatXr9IrV66kr169qkXJ9Bu+8/b777+z95pAIKB///13rciyd+9epd+dRaMudLP/7aUXrVitN9dN/pxdvXqVnjJlCj1lyhS9kU+e5cuXa3wtr169Spu6teS8VwDQQUFBZSLL5/Q+0Cf09byV5RhH28THx9MA6Pj4eF2LolPat29PN2rUiP0eHBxM+/j4cPo8efKEBkDfv3+fzszMpI2NjektW7bwbu/hw4c0AM5z5s6dOzQAOjExUaUcXbt2padPn65SLpqm6cDAQLp+/fqctqCgIBoA/ebNG5qmaXrw4MH06NGjOX3Onz9PCwQC+sOHDyr3r4qrV6/SAOj379/TNE3T0dHRnP1t27aNBkBfvnyZXScxMZEGQF+5coWmaZr++eefaTMzMzozM5PtM3PmTLpFixYq9/vixQsaAH3r1q0Sy6yOiIiICn3fP336lAZAX7x4kdO+aNEiunbt2rzr3Lt3j968eTMdHx9PX7p0iR47dixNURR99uxZ3v5XrlzhXF9NKckzh1i89YCP+TIXc2sLUzRr1gyDBw8GFCze0vxcAMCps+dJ7dUSwmdpU2Tp0qU6tWQpWrD0yfr3OTBs2DA0b94c06dPR/PmzYudxdYmurAuq5NFn+rY2/qOxwuJOVZE3kbLli316rm2bds2tGjRAqtXr8bq1avRokULvZJPLBYjMDBQ4/CUv//+uyiPiBw3b94sVzkJBILu8PLyYv+Pj49HdHQ0LCws2E+dOnUAyKy2iYmJyM3NRadO6j0rPT092f+rVasGAKzLtkQiwaJFi+Dp6QlbW1tYWFjg5MmTSjG48nIBshjcZs2acdqaN2/O+R4fH4/t27dz5Pf19YVUKsXDhw+LPRfXr19Hz5494ezsDEtLS3h7ewOA2vhgAwMDjqx16tSBtbU1EhMT2TYXFxdYWlqy36tVq8ZxYU9JScGAAQNQs2ZNWFlZseUgi4tLJvCjGAZG0zRvaBgAuLu7Y9SoUWjSpAlatWqFDRs2oFu3blixYgVv/7CwMNSvX1/p3itLiOKtB3woVLxNDIUQi8XYuXMnx9U84+8VoAsVb4GhCYn/LSF8tbsZKIrC//73P8yYMUPLUinj7++PtLQ0REdHIy0tDf7+/roW6bMgNjYW4eHhnLbw8HDExsbqSKIi5GOanZycdK646bKOvara0wAgMLXSq+cak9Wc1rNcEPKsWbOmROEpJiYmAJSfg0ePHtWbYyIQCGWLvLusVCqFn58fEhISOJ+kpCQ2bloTDA0N2f8ZhYd5Fq1cuRIhISGYNWsWTp8+jYSEBPj6+iolUFN04+VTnvjeVQEBARzZb9y4gaSkJNSqVUutzNnZ2fDx8YGFhQUiIiIQGxuLQ4cOASg+uRufUiffJn8+mGXyz2Y/Pz+8evUKW7ZswZUrV1i3e5JUrmTY2dlBKBTi2bNnnPYXL14ohUOoo2XLlkhKSlJqz8nJwZ49ezBy5MhPllUdRPHWAz7kyRRvUyMhG+tLFxQp3rRUAjr/IwBZZnOAxP+WBRRFgaZpLFmyROcKEYNIJIKrqyuSkpLIYFhDVJWSuHjxopYl4SIWizFy5Eh28EDTNEaNGvXFXldVmbgBgCpMMKkvzzV9z2ouFouxcuVKpXZ1CdZUtdM0rRfHRCAQypcmTZrgzp07cHFxgaurK+djbm7OJjY7depUqfdx/vx59OzZE4MGDULDhg1Rs2ZNXiVHkTp16ihNlsfFxfHKryi7q6srjIyM1G7/3r17yMjIwJIlS9CuXTvUqVNHbWI1hoKCAo4c9+/fx9u3b1lPgeJ49eoVEhMT8dNPP6FTp07w8PDAmzdvNFqXwMXIyAhNmzZFVFQUpz0qKgqtW7fWeDvXr19nPTXk2bdvH3JzczFo0KBPllUdGivemZmZGn8IJYOxeH/MyoSFhQUEAgE3uRpH8TYGoD/ZdT8HVNXuZgbW+mRpCwsLg7OzM2shXb58ua5F0ntq167N267r38fff/+t1EbTNI4ePaoDaWSoejlpI7kWk4lbYGqFyt8EwLBqkQWcEsgUb315rjFZza29h8OyaQ+2XV/kS0pK4p0YmDp1qsrwlNatWwN6nKmdQCCUL+PHj8fr16/Rv39/XL16FampqTh58iRGjBgBiUQCExMTBAYGYtasWdixYwdSUlJw+fLlEhkmXF1dERUVhUuXLiExMREBAQFKFko+AgICcO/ePQQGBuLBgwfYt28ftm/fDqDIuhwYGIiYmBiMHz+etdQfOXIEEydOLHb7Tk5OMDIywrp165CamoojR45gwYIFxa5naGiIiRMn4sqVK7h27RqGDx+Oli1bauyKXLlyZdja2mLz5s1ITk7G6dOnMW3aNI3WJSgzbdo0/P7779i6dSsSExMxdepUPH78GGPGjAEgSw44ZMgQtv/q1atx+PBhJCUl4c6dO5gzZw4OHDjAm5AvLCwMvXr1KvcqHxor3tbW1qhcubJGH0LJiDp9FgAQf/UyWrZsicGDB3PKidFSCaSFireg0OI9aNAgEv+rISKRiPND5EMfLFmKJcVomsasWbNUxqIQZKhSZD98+KBlSbikp6fztmsyCClPFCehFMtSlRcnTpwATdOw8RkLq6Z+qD58XdFCA0O9yhpuZ2eHxeu2oFKL72DzzWhQhsZ6JR9fOTEAxbrbUZSQ2yAwwJIlS/TimAgEQvlSvXp1XLx4ERKJBL6+vqhfvz4mT56MSpUqsc+T4OBgTJ8+HXPnzoWHhwf69eunkWWYITg4GE2aNIGvry+8vb3h4OCAXr16FbtejRo18Oeff+LgwYPw9PREaGgom9Xc2FhmcPL09MTZs2eRlJSEdu3aoXHjxggODua1XipSpUoVbN++Hfv370fdunWxZMkSjcZWZmZmCAwMxIABA9CqVSuYmppiz549xa7HIBAIsGfPHsTHx6N+/fqYOnUqMah8Av369cPq1asxf/58NGrUCOfOnUNkZCScnZ0ByMZd8rHzeXl5mDFjBjw9PdGuXTtcuHABx44dQ58+fTjbffDgAS5cuKCdEE9NM7adOXOG/Wzfvp12cHCgZ8+eTf/111/0X3/9Rc+ePZuuVq0avX37do2zwG3YsIFu0KABbWlpSVtaWtItW7akIyMj2eVQkYF62bJlbJ/27dsrLe/Xr5/a/f78889K69jb22ssN02XXcbPJ0+e0FZN/WjnwKO0XY9ZNACaoii6at95bOZZ05pedNUf5tPOgUdp83odtZ6FWxX6mo1VEb6M4YofXWc1p2maPn36tM5l01dUnTMmIyvfZ9++fTqSVgaTEVXxs23bNq3JoHjeVN1j0dHR5SqH/G9QPqs286nab6FWM6yrgzlnd568ZuWbFrxQ77KaL1u2TOk6qquEsHfvXtrUrRXnvFOGxmX2O/lc3gf6hr6eN5LVnKBrFi5cSItEIp3tf9u2bXSlSpV0tv+SUtGzmusz5ZLVvH379uxnx44dWLVqFRYvXowePXqgR48eWLx4MVasWIFt27ZpukmIRCIsWbIEcXFxiIuLQ8eOHdGzZ0/cuXMHgGzmQv6zdetWUBSF7777jrOdUaNGcfpt2rSp2H3Xq1ePs86tW7c0lrssSUpKgrDyV5w2mqYhLciV+y4Fncd1NddWQqSKAF+NbEV0ndUckFmx+FzipVKpzq3x+oqq2DGKonRem/j169e87W/fvtWuIHLw3WMURZW7qzHzG2SeX4pQQkO9CvkAAImcK/e6TVv1Luu6YlZgoHjPHaXni8AAp0+fLmvRCAQCocRs2LABsbGxSE1Nxc6dO7F8+XIMHTpU12IRCGWKQWlWiomJwcaNG5Xavby8SpQNzs/Pj/N90aJFCA0NxeXLl1GvXj04ODhwlv/111/o0KEDatasyWk3MzNT6lscBgYGJVonNzcXublFyjATy56fn4/8/HxVqxWLi4sLrJp2BwCYe3yNjCPLAIDNYg4AkEpYRZxJrgYAz58//6R9fyrMvnUpgya4uLhAIBDwKt8URWH27NmYPHmy1o5D1XmLjIxUmX397du3en+eyxNV50zVtf31119hb2+v03PWsmVL3vbmzZvr7F7j2y9FUZ/8HCsOFxcXUBQFM/e2vMspoSwrrEQiwb1790qUobSsYc7DE/FTtk1oaon8womBjh076nySDuC/94VCIZydnXmvZbNmzZRivCmBEFu2bMGsWbM++Zj0/X0gFouRnJwMV1dXvbh+DPp63vRNHkLFJykpCQsXLsTr16/h5OSE6dOnY86cORqte/78eXTp0kXlcnXJPQkEbVIqxdvR0REbN25Uyqq6adMmODo6lkoQiUSC/fv3Izs7m9dS9fz5cxw7dkypbBAA7Nq1CxEREbC3t0eXLl3w888/c2rq8ZGUlITq1avD2NgYLVq0wK+//qqk0MuzePFi/PLLL0rtJ0+ehJmZmQZHqI6iy8Bk2hZa2LBttFTKJlcTyFmMjh49WurzXZYoZhjUR9q3b4/o6Gj2e82aNfHw4UM2q3lmZiY6d+6sVZnkzxtTvkgVf//9t8o6hV8SfPfa2LFjsWHDBnbSgqIoiMViREZGals8DhkZGbztiYmJePnypVZlYc7brVu3eEu07Nq1Cw0aNChXGYYMGYK/n1vxLqMMZIq3QCDAo0ePdH7tACBkzVrApRcAWbkzQPae0sa50pSxY8ciNDQUUqkUAoEAY8aMwc2bN1XW5ra1q8L5TgkNyvyY9PF9EBUVxT4jKIrCuHHjtP68Lw59O285OTm6FoHwhRESEoKQkJBSrevl5YWEhIQylWfYsGEYNmxYmW6TQCiV4h0SEoLvvvsOJ06cYK06ly9fRkpKCg4cOFCibd26dQutWrXCx48fYWFhgUOHDqFu3bpK/cLDw2FpaakUED9w4EDUqFEDDg4OuH37NubMmYMbN26ofYm1aNECO3bsQO3atfH8+XMsXLgQrVu3xp07d1Rms5szZw4nE2FmZiYcHR3h4+MDKyv+waSmTL18ElIaaGX2An9cuIAFCxbgukAuCY5UwlrAzWq3gqGdE16f3ICoqCiEhobqbPY+Pz8fUVFR6Ny5s1IdQ31CLBbjzJkznLbU1FT2f5qmsXHjRkyfPl0r55LvvJ05c0altRuQ1fhu1qxZucumr6i71+7du6dUb1mb11MVfF5BgMxDp2vXrlqRQfG8ValSBcHBwUr9OnbsWO73V9euXdF+7GL8x7OMEhpAKBRiw4YNxSZCLG/y8/Oxe/dunL94CQ6FireBtcw7SigUYuDAgXpjMe3atSsGDBiAS5cuoXXr1mqvYWxsLF69fg2O6i0QQiAQlMkx6ev7QCwWo3fv3pyyfqGhoTp/PjDo63kjFWoInxOmpqakOgPhs6BUinfXrl2RlJSEDRs2sIPenj17YsyYMSW2wLq7uyMhIQFv377FgQMHMHToUJw9e1ZJ+d66dSsGDhwIExMTTvuoUaPY/+vXrw83Nzd4eXnh2rVraNKkCe8+5d1RGjRogFatWqFWrVoIDw9Xmebf2NiYzawoj6Gh4Se/LO0M8/EizxCHt67B3nk3QdM0zBtIYOIks0DQdFFWcyP7WjCyrwVpbg5en1iPR48eoUaNGuo2X+6UxTkoT2JjY9UqtYDMkqXtcyl/3jw8PFS6w9eqVatENQorMor3mlgs5nVF08X1lCcsLAyTJk3iXWZgYKD13wtz3uTDZeTJy8srd5nEYjHu3rkF6/ZNlZZVtq2KwzExejO5lJ6eDlBFKVAExuYAZOW6dP28lScsLIythCAQCLB582aVWVkvX74MQNHV3AB9v/++TI9J394HfM9/qVSKuLg4vbqW+nbe9EmW0hIZGYnExERdi0EgaIWLFy8CIPe9Lnj48KHGfUuleAOyxGi//vpraVdnMTIyYmepvLy8EBsbizVr1nASpJ0/fx7379/H3r17i91ekyZNYGhoiKSkJJWKtyLm5uZo0KCBykRN5YlYLMbT9GcwtHUELZWwA4SC13IJhqQSNrkaA+OKTuJWygZd17IViUTYvHkzRo0apTRITElJQWxsrN4oJfqEqnrG2kgYpgqxWKwy14Wuk75ZWFjwtpubm5f7vtesWQMI+F85b99noUWLFtiyZYt2ynkUw+HDh0HJeR0JjEwBFF+uS5solh9kktP5+vryWnJr167Nk1xNiKpVq2pDXJ3x6tWrErUTPn9yc3MhFAp5vXsIhIqMQCAg972OEAqFKo0b8pRa8QZkMUCPHz9GXl4ep93T07PU26RpWknwsLAwNG3aFA0bNix2/Tt37iA/P1+jun4Mubm5SExMRLt27Uos76eSlJTEDkZpSQHbLsl+y/5PSyVsjLcicXFx6N69e7nK+LnTunVrNnZeHsbCLBQK9aI+r7+/Pw4fPsxbl3rlypUlqh35pcBk6S7Oo0GbqJvAE4lEOr3PVE3UZWdnl+t+xWIxVq5ciUptB/IupwwMQdO0WsVRW/z888+Ij4+HSY2iiVuqUPGePXs2fvzxR50/KwDZRIaihwyT1ZxPPnNzc44VH5AlV/vtt9/KJLmavqIqfExVO+Hzx9jYGBKJBBEREfDw8NC1OASCVoiMjERwcDC573VAYmIiBg0axOsZrUipFO+XL19i+PDh+Oeff3iXSyQSjbbzv//9D126dIGjoyPev3+PPXv24MyZMzh+/DjbJzMzE/v371dK5AbILIG7du1C165dYWdnh7t372L69Olo3Lgx2rRpw/br1KkTevfujQkTJgAAZsyYAT8/Pzg5OeHFixdYuHAhMjMzdVK2wMLCApSw8DJI5RTvnLfs/5TAANKP3AEzs87Hj/wKuTa5lPIKr3IK0KeJfg7cRCIRtmzZwlqHGKsPM2gNDAzUCyubWCzmVboBYP/+/VixYkWFHRyXFpFIhM6dO+PkyZOcdpqmVSog5Y2bm5vKZWKxGGKxWGfX0c3NjTcTtjbKidE0DQj53VcpAyMA6hVHbSAWi7F48WKZTDwWb13Lx8BMZCii7lq6ubmBEigo3kIDtlyhro+pvFCV/NTU1FTLkhC0jYeHh8aejwTC5w7jXk7ue/1G4zre8kyZMgVv3rzB5cuXYWpqiuPHjyM8PBxubm44cuSIxtt5/vw5Bg8eDHd3d3Tq1AlXrlzB8ePHOdlG9+zZA5qm0b9/f6X1jYyMcOrUKfj6+sLd3R2TJk2Cj48P/v33XwiFRYOmlJQUToZhsViM/v37w93dHX369IGRkREuX74MZ2fn0pyOTyIrKwsUj8WbzvuA/FdPIM3NQf6b/yD5wE10IjCWDSb0wV1u6PZ4TNt3Aw+ev9e1KBpB0zTHQvrrr79ixYoVOpRIhjpLKanlzY9YLFZSuhm04T7Nh0gkUumFwkwI6AompIF5PgoEAixevLjclS7GM4EqRvHWdcgH5zcop3hTRrLnra7lY1AVYvHNN9+ovJYikQh9v/+B2ygQ6s0xlRcPHjzgbSfPUwKBQCBom1JZvE+fPo2//voLzZo1g0AggLOzMzp37gwrKyssXrwY3bp102g7YWFhxfYZPXo0Ro8ezbvM0dERZ8+eLXYbaWlpnO/65LK7YsUKwHUwAICWs3gDwH/bJkFgYAQ6NxvSnHecZQJj/lhNbSOVG/uJ3+Sgtr36Mm66QDEWko/AwECdu5DyWSPl0ZUiqc+om6yIj4/XWVx83bp1VXov6Po6+vv7482bNwgMDIRUKsXs2bNhY2NTrl4fIpEIS5cuxZJ/03iXU5QAFEVpZRJAHfLeCooWb4FAoPOQlAKJ7NmgKsTi33//VetR8e23vog+cIv9TgkMMGjQoApr7QagMoRMVbk/AoFAIBDKi1JZvLOzs9mELDY2NmxN2gYNGuDatWtlJ10FJzY2FpGRkUUDPAlX8YYkH9JcWeylJEfB4m0qU3B17WouflFkcZeo1mt1SlJSklqlG9APizJjjVTFvn37tCiNbhGLxYiOjoZYLFbbLy4uTuUyVZYubXD37l2Vy8o7nro4xGIxq3QDRUm5ijvXn8rMmTNRw1W1Gz6ERpg9e7ZGE7JagWPxNsGAAQN0GpJC0zR6bbiIb1adRVWH6pg+fbpSH8YVXhWvXr/hNgiFiIiIKPdrr0uaNWuGvn37KrUvWbKkQh83gUAgEPSPUine7u7uuH//PgCgUaNG2LRpE54+fYqNGzeWKKnZlw5T55dxv6QVFW85pIqu5iYyi/fu3bt1NnjYtm0b5kZEs9/3HTysEzmKg7EkF8fWrVtVWim1ha+vr8plK1eu/CIGiitWrICzszM6duwIZ2dnlYqYWCzG7NmzVW6HmRDUNupi9SmK0rnFm28iqjiFrSwQi8V49OSpyuWUkYnWJgFUIe9BwbV4m2DXrl06/f3lFkhx+2km0l7l4G56Jn744Qfefurur2fPn3O+UwIDrVx7XTNu3Dilti/huAkEfSctLQ0URSEhIUHXohAIWqHUMd7p6ekAZBlgjx8/DicnJ6xdu7ZMSox9Kbx9+1b2T2G8paKruTx0ATfTOyUQgjIy1dngQSwWY+zYsZwsuQei4/QiVloRkUiEli1bctqcnZ2VlPGdO3fCz8+Pk5hP26hznaZpGjExMVqURvssX74cM2fO1MgaW5wng64mpYq7hi1atNCpVZdvIkpbCdaYCg6KOSsAQGBoIlumQ4WIkxhP3uJtaAqapmUl0XREbn7Rvd7rt4vYvu8v3n7qPCqqVOGWDqO+gBhvgN8zRpclBwkEwpfD5MmT0bRpUxgbG6NRo0a6FkcnnDt3Dn5+fqhevTooisLhw4c5y2maxrx581C9enWYmprC29sbd+7c4fTJzc3FxIkTYWdnB3Nzc/To0UOjMd6GDRtQo0YNmJiYoGnTpjh//nyJ912WlErxHjhwIIYNGwYAaNy4MdLS0hAbG4snT56gX79+ZSlfhWb48OGA0AAUo7wWWrwnTpzIa6F9vPI7PP19DKT5MiVcYGKps8EDo/QUvHvBtlk164XAwEC9s8rGxsbi0qVLnLZHjx4hLCyM13X00qVLOrN8q3OdrugwLtCKSCQSpKSkKLWrqkktv54uFLjiPCxomsaoUaN09jsRiUQYPHgwp00bcb7yFRykH5TLmlGFircuFUGRSIRp06bJ5OHJah4SEqKz6/axgFstZO8d5WSWxb0PKllbcxuEFT/GW9VzhUAgfDqK5YT1BX2Si6ZpjBgx4ovWj7Kzs9GwYUOsX7+ed/myZcuwatUqrF+/HrGxsXBwcEDnzp3x/n3Re27KlCk4dOgQ9uzZgwsXLiArKwvdu3dXW0lr7969mDJlCoKCgnD9+nW0a9cOXbp0wePHj0u077KkVIo3Q15eHu7fvw8jIyM0adIEdnZ2ZSXXF8Hz589h3aaori0tlaBKlSqceuUCgQC1atWSLS/IRcErMVtaTGhqyZbG0jZFWYqL8vNJct7pRay0IoqzWwwjRoxQaXn8888/y1MkXopznQaAVq1aaUka7aMqUzNFUexvQJ6HDx8Wu01duHUzsfrFKd+6mtwRi8XYuXMnp00bcb5ZWVlsWI30I4/SWKjc6loRZPKXcCzeQgNAqFu3bHmLN1CUab0kvHnzlrsNQcWP8Vb1XNF1hQEC4XPE29sbEyZMwLRp02BnZ4fOnTvj7t276Nq1KywsLGBvb4/BgwdzkhdKpVIsXboUrq6uMDY2hpOTExYtWsTZbmpqKjp06AAzMzM0bNiQ49336tUr9O/fHyKRCGZmZmjQoAF2795drFwAcOTIEbi5ucHU1BQdOnRAeHg4KIoq8jiFzNjy9ddfw9TUFI6Ojpg0aZLGuVgiIiLg5eUFS0tLODg4YMCAAXjx4gWnz9q1azF+/HjUrFlTo21WRLp06YKFCxeiT58+Sstomsbq1asRFBSEPn36oH79+ggPD0dOTg7++OMPAMC7d+8QFhaGlStX4ptvvkHjxo0RERGBW7du4d9//1W531WrVsHf3x8jR46Eh4cHVq9eDUdHR4SGhmq877KmVIp3Tk4O/P39YWZmhnr16rEzB5MmTcKSJUvKVMCKilgsxsiRI1Gp1fdsGy3Jx8uXLzkZuKVSKdLS0rBt2zb4+PjI2goHrQITC50puiKRSFbvVq48UMGbdL10W1SV1ZZvMMbw6NGj8hJHJZokgavIMJM5ZYliRQNt4e/vj8uXL6tVvnWV/E1XMd5ubm5qFW+mRKIuFUGxWIw5c+YA4Fq8AUBgaKrT55uixZvOy1HqU5wy+VxhQAiBsMLHOnPCBxTQdb4FAuFzJDw8HAYGBrh48SKWLFmC9u3bo1GjRoiLi8Px48fx/PlzTg6KOXPmYOnSpQgODsbdu3fxxx9/wN7enrPNoKAgzJgxAwkJCahduzb69++PggKZF+jHjx/RtGlTHD16FLdv38bo0aMxePBgXLlyRaVcmzZtQlpaGvr27YtevXohISEBAQEBCAoK4qxz69Yt+Pr6ok+fPrh58yb27t2LCxcuYMKECRqdi7y8PCxYsAA3btzA4cOH8fDhQ9YjmKAZDx8+xLNnz1gdBwCMjY3Rvn171ls1Pj4e+fn5nD7Vq1dH/fr1lTxaGfLy8hAfH89ZBwB8fHzYdTTZd1lTKsV7zpw5uHHjBs6cOQMTExO2/ZtvvsHevXvLTLiKDO8FLXSX4BsUu7i4ICwsDBRFsRZvJsGargYP06ZNg0uNohk8obm1zq1VfDRr1ozXYqqOs2fPan3wr0kSuIoc4y0SidhZanlomuZ1NW/durXOPD40oVmzZmqz1FepUkWL0hShqxhvkUiEqtWqAwAkH5QVb6G5tWyZDhVBjnVUwK22KTQx02k5sasPX3O+t2jmpdSnuOtoZ8e956jCY6zIIS4ikQgzZszgXabrCgMEwueIq6srli1bBnd3d/zzzz9o0qQJfv31V9SpUweNGzfG1q1bER0djQcPHuD9+/dYs2YNli1bhqFDh6JWrVpo27YtRo4cydnmjBkz0K1bN9SuXRu//PILHj16xL4HvvrqK8yYMQONGjVCzZo1MXHiRPj6+mL//v0q5apTpw42btwId3d3LF++HO7u7vjxxx+VlOLly5djwIABmDJlCtzc3NC6dWusXbsWO3bs0Khq0IgRI9ClSxfUrFkTLVu2xNq1a/HPP/8gK0s5nIrAz7NnzwBAaTLG3t6eXfbs2TMYGRmhcuXKKvsokpGRAYlEUux2i9t3WVMqxfvw4cNYv3492rZtyxn41q1bl3eATNAU2YBPUZlQHExJPzAWb1lJMV0laxKLxXj89D/2u8C8sl66LcbGxpb4vtSFG2Jx5cQAmctVRUUsFiMqKkqpXSgU8k6ciEQibNmyRe1khYuLS1mKWGI8PT1VLtNlHLMuYrzFYjEyXsnKWUl5FW/ZC1WXVmUmb4ChrSNsOnLzPyxcslyn5cT2Hz/H+U4bmuL777/ntBV3Ha0qVeJ8pwoTe86ePVvvnttlSWkywBMIBH68vIom/eLj4xEdHQ0LCwv2U6dOHQBASkoKEhMTkZubi06dOqndpvy7kqmOxLhsSyQSLFq0CJ6enrC1tYWFhQVOnjzJidNVlAsA7t+/j2bNmnHamjdvzvkeHx+P7du3c+T39fWFVCrVKJzt+vXr6NmzJ5ydnWFpaQlvb28AUJKNUDyKug9N08UaVzTpo8l2S7Pv0lIqxfvly5dFcXByZGdn67UFSp9o3bo1ACD3v3sAAMnHotmxFi1acPoygynGGsNavAtredM0jZEjR2p94JScnMxNQGRoDAkEeue2qCrGuzh0MSh7/fq12uW2trZakkT7qIrFnDp1aqmVwpkzZ36qWJ+EuntPV/H6uorxTkpKApjkarnK1gChhQ0A3cZ4M1aKyt8EKC2bO3+RzrLRL1++HNF/7+O03UzPwYEDBzhtxV1HqeLvi8kyX8HdzVVZn4jFm0AoOfJjI6lUCj8/PyQkJHA+SUlJbNy0JhgaFoUtMnoE4/25cuVKhISEYNasWTh9+jQSEhLg6+urlEBNcczGpzwpjjGYyinyst+4cQNJSUnFekpmZ2fDx8cHFhYWiIiIQGxsLA4dOgRAv5K76TsODg4AoGRhfvHiBWuJdnBwQF5eHt68eaOyjyJ2dnYQCoXFbre4fZc1pVK8mzVrhmPHjrHfmRt7y5YtFTr5U1kiEokwevRo0AX5AIDXJ4oy/SnGrTCDKSYGVtHVnIGJTdQW0dHRnBhvQBanqW9WBFUx3sWh7UGZJtl3dWHBFYvFiI6OLnfFTJWrvaqHn1gs5uRD4OPs2bOIjY0tMxlLiqp7T5cTlLqM8WbKD0pzi+KTpfkydz7G4q1LrxnG4m1cTTkumDI0wejRo7V+P4nFYsyaNYtNPsdgYGkLI+dGoAyN2bbirqOi3i0/capvz+2yRFUFhIp8zASCNmjSpAnu3LkDFxcXuLq6cj7m5uZsYrNTp06Veh/nz59Hz549MWjQIDRs2BA1a9ZUW7aToU6dOkrPa8WwGkZ+RdldXV1hZGSkdvv37t1DRkYGlixZgnbt2qFOnTpKidUIxVOjRg04ODhwPB7z8vJw9uxZ1kjZtGlTGBoacvqkp6fj9u3bbB9FjIyM0LRpUyVPyqioKHYdTfZd1pRK8V68eDGCgoIwduxYFBQUYM2aNejcuTO2b9+ulKmQoJqRI0cChYoGLZXFd1MUpTQjpziYksglV5Nn165dWhuwisViLFmyhJPVHAAExuZ6Z0Vo1qwZ+vbtW+L1tD0o8/f3V5vwDdB+srCwsDA4OTmhY8eOcHJyKleLn0gk4s14GRgYyKvsaJqMbuXKlWUiX2lgXOYU0WVGZb4kdtooS3jixAlQzPMut+gZUfDuOQBAYCpzg9al9ZWxjDITovJQRqaQSqVaD+1hBpgCnizm9j/Mh2jiHzCqLnPtLM5N/83bd9wGuee3vj23yxJi8SYQyofx48fj9evX6N+/P65evYrU1FScPHkSI0aMgEQigYmJCQIDAzFr1izs2LEDKSkpuHz5comeoa6uroiKisKlS5eQmJiIgIAAjeJvAwICcO/ePQQGBuLBgwfYt28ftm/fDqBo8jswMBAxMTEYP348a6k/cuQIJk6cWOz2nZycYGRkhHXr1iE1NRVHjhzBggULlPolJycjISEBz549w4cPH1jL+pdkFc/KymKPG5AlNUtISMDjx49BURSmTJmCX3/9FYcOHcLt27cxbNgwmJmZYcCAAQCASpUqwd/fH9OnT8epU6dw/fp1DBo0CA0aNMA333zD7qdTp06ckmXTpk3D77//jq1btyIxMRFTp07F48ePMWbMGADQaN9lTakU79atW+PixYvIyclBrVq1cPLkSdjb2yMmJgZNmzYtaxkrJGFhYWjevDkoqtDiIJWAoigsXbqU1+oXFxdX5GpeGB8pLIzxZtDmYJ6RhRIoKt5mepfVHADGjRtX4nWKG5TdT32Ev0+cLpPJjtjYWJw8efKTt1OWiMVijBo1ip0MKO/602KxWMl1FpC5grVp00Zp1lLTQfP+/ft1ZkFVlRVTG4quKnbv3l3sBE9Zw3gn8Fm8Je9eAgCEZlayvzqM8WYmJWiJsuItKKwzru067ExWbsrAkHe5wNAYlTsMB6DeTT8sLAxLli7ltDEWb32sRlGWyFu8TZwbwr7/YhjYiojFm0D4RKpXr46LFy9CIpHA19cX9evXx+TJk1GpUiV2LBscHIzp06dj7ty58PDwQL9+/UpkGQ4ODkaTJk3g6+sLb29vODg4oFevXsWuV6NGDfz55584ePAgPD09ERoaymY1NzaWeQp5enri7NmzSEpKQrt27dC4cWMEBwernDSXp0qVKti+fTv279+PunXrYsmSJVixYoVSv5EjR6Jx48bYtGkTHjx4gMaNG6Nx48b477//eLZaMYmLi2OPG5ApxI0bN8bcuXMBALNmzcKUKVMwbtw4eHl54enTpzh58iQsLYv0nJCQEPTq1Qs//PAD2rRpAzMzM/z9998QCos8t1JSUjil7Pr164fVq1dj/vz5aNSoEc6dO4fIyEg4OzuzfTTZd1liUHyXIjIzM9n/nZ2dsW7dOt4+VlZWny5ZBYYpJQaAtXhDKgVFUeysoWId6dmzZyMmJobram6qfFNoayDBWs0o7iQBUxJI32DcmEtSrkvdufz99zDMv20BgYkFnvi5YXPo+k9KvPT3339r1E+bruYLFy5UUtBomkZMTIxSUqeyQFWMN8Nvv/2G6dOno0aNGgA0L8fFlNzTt2z7ukBVOANN01izZg2WL19eLvtlvRP4FO+ctwAAgansvaHLGG+RSISpU6diTxa/xZuBpmksWrSIrQVa3jJ1794dFz+onidnvJ8iIiKwcOFCpfPHTHxYtOB6/jATp/pYjaIskbd42/8o88qz9Z1ALN4EQgk5c+aMUpubmxsOHjyoch2BQICgoCClUl6AbEyj+N63trbmtNnY2ODw4cMllgsAevTogR49erDfFy1aBJFIxKnI1KxZs1IbPvr374/+/ftz2hSPR5VsXxLe3t5qx3cURWHevHmYN2+eyj4mJiZYt24dr+7JwOcVOm7cOLXGN032XZaUyOJtbW2NypUrq/wwywnq4ShZhQNRmpZCKpUiJiaG1+onkUjYG0pVjDegPdc5ZoAKRZdVIzO9TNLDl8m5OFSdS7FYjDGTprHnX2jt8MkWME1mV9XJVNaIxWJs2rRJK/ti0KSc2k8//cT+Lx8/beTgiip9f4ZhlRpK6+jSusxMEiiiK1dzdZMbK1asKDcrLnNtGVdzqZyrOfO/sFDx1mWM9/bt2xEZGclv8TYy4XzfvHmz1uQMCAhQmuSUh6mPrspNn5n4oBS3UWjx1sdqFGUJX7k0A2uHCm3lJxAIwIYNGxAbG4vU1FTs3LkTy5cvx9ChQ3UtFuELpkSKd3R0NE6fPo3Tp0/j1KlTMDY2xs6dO9k2ZjlBPenp6ez/bHKbQldzmqZVDozj4uIKs5rzx3hrW8GYMGGCkuIt1FNXc75MzsWhyuJ96dIlwKAo6QZlYMRagkuLn5+fRv0mTZqE2NhYrFq1qlyTPKlLXKJYO7OsYMqpyccfG1ZxgXldb/b77t27WQWhWbNm+PrrrwEAVb//BWa1msH6a+XJFW27VcujqhyJQCCAubm5VpLWycMX3y3P5MmTy2W/bKk8RvErzGkBFFm/KQNDUEamOovxdnV1xfDhw3Hv3j1AIlFaThlyk5sxnhTawNzcnH1XvL2wS1m2wlhtVS7jqia1mG1W5Kzmqrw8mNABAoFQcUlKSkLPnj1Rt25dLFiwANOnT9fYsnn+/HlOmTHFD4FQGkrkat6+fXvOd6FQiJYtW6JmzZplKlRFh1NHkE2uJsWECRPUZtG7ffu2zF1aoY63LlG0oAiM9TNm7tKlSyVyMwfUW5flswFTQv7Yy5IgEomwbNkyzJo1S22/W7duce6foUOHsslCyhJ1L5X9+/cjNjZWqT5mWeDr68tJMFh9hCxJRkHWK+Q+vgWapjF58mQ4Ojpi4MCB6N69O86dOwehmSwxl5lrc97t7ty5U+tZ/8ViscoYbxcXF7Rs2bLQCinL7aCN0mcikQhLly5VeZ8dOnQIYrG4XNyO/f39sebRUWTmyTx8GOiCPEjzP0JgaAKhqRUK8j5oPfZ2+/btSElJKWqQixljoIyUFTVtyWlhYcFJxPnsjzlwGLC4SDaB7Bn0zTff8F47ZuJjZng0d0ExCntFQJWXB2VsppchKGKxGElJSXBzc9M72QiEz42QkBCEhISUal0vLy82GRiBUFaUKrka4dM4e/Ys+z+bXI2Wok+fPhCJRGjTpg3vetWrV8fgwYPZmt8CIxNOOS9tu68mJycrWbxhZKp3lpOwsDD8+OOPJVpHnfdAjRo1WBdNAGw5n0+Nv545c2aJY6fDw8PLxfKtKgswg3w5wbJkzZo1ENo6o1Kb/mzMLwAY2Rddi4MHD2LNmjVo3rx5sRMVDNeuXStzWdURFhYGZ2dnrFmzhnd5amoqOxFE0zRmzZrFm5SlPFCMR5OnvJ8h7NyXVIrMuCMoeP8KWTdOFE0mFl5zbcfeMrVXGSihchkZgaFyPVptyblv376iSU6pFJIcbi1TqjC3xr///qvSg8Lf3x+TJk/hrlf4/qjIMd5McjpjxwawaNyNbacoAa8Lui5ZsWKF1qpIEAgE9ZiamvKWGWM+BEJpKJHFm/DpiMVi7gC7UIGjpRLExcXB29sbISEhXKt4IT179kTPnj1BS2nQtCxeT2hiAUl20SBMm5Yic3NznuRq5nqVKZZJKlSW7sYPHz4sSooHmas5IEvq8ClWYLFYXCo37t27d5e59ZkZrDKY1+sIQztHvD23E6ClSrXmywKxWIyVK1fCYcR6GNk5w1hUl10mMFBfT5OW5Kv1PDA1VVaaygtN6ovzERgYiB9//LFMFKDt27fj0KFD8PPzQ5UqVTjL1IURlHe4ikQqBSAEQOPNqc14c2ozAED6IROwqgJBYWZzbQ9q2rdvjyNHjrDfKZ77TWCsfA9p41nH/C5sukyRNdBSSHMyOX0EhsYyN/28D2qtuBYWlgCeF61XaMVXlZStIiHvIcAwa9asMvvNfSqrVq3C7Nmz2e80TWPkyJE4e/YsfvjhB3Tv3l2H0n2eREZGIjExUddiEAha4eLFiwDIfa8LVIUV8vHJire6eEGCMoqup0yyIdBSzJ49Gz/++COaNWuGoUOHIjw8nO03dOhQmJubs4N56ccsCE2tIFBQvLVpKcrOzmYt3pKPWRCaWEBgZKZXmWI1rfWsSHFZnllPBfAP0kuDKrdkXSASieDj48Nm+rTrPg0AkPfiIXISz+H48eNl7pLMuIQa2cnKPJi6NGaXCcyt1a4rycmEgaUtAEBoXpnzmwDAdSMuZ0p7z5VV9nVXV1f2eI8cOQJ7e3s8efKEXa44qVJaaJrG3L/uwNnWDCPbaRhuRBWF1sgj+SBTJJkEax4eHnj//n2ZyKkJTIkTBkqo/GqU98Bg+NTJNk1gXaUFcok4Pyp7pAjNKqEg7wM7gcuHlCkNKJWAEgjZTO1MjLc+KKBlDV9dXRahUblVaSgJGRkZHKVbnp07d2Lnzp1sGVdVxMbG4vz582jXrl2535P6Tm5uLoRCIYKDg3UtCoGgVQQCAbnvdYRQKERubm6x/UqkePfp04fz/ePHjxgzZozSrL+6sgIEBeSSq8kPfrZv347x48fj4sWLaNOmDZo1awaxWMzGv0o/MIp3UZy3tuP0XF1dQVGy2sr0xyzAxAJCE3O9csEpTRkxhlWrVmHy5MlKg9HWrVtzBuaUgREoikKrVq2K3ebRo0exe/duALL6kfJZr+Pj40ssIwB07NixVOupQywW85bXEJoXVS0o6wGrusRfwmIUb05fqypKivfly5fLLXZZkdLec2VhbVaKVQbw/PlzhISEaOSWz7iaa3Ke7qZnYuflRwCAQS2dYWKoHBetKNvHXEvAwASgueeGseAyJRKzsrIwd+5czJ8/v1g5ygLFyQg+7wkmj4A8r169KjeZGJjfhbyrueL5A2S/kYK3z9gJXL5ryPj90HkfQJlYQFCoeFfUGG+xWCxL6sczkQIAAjMrrVzD4pBPuKqKS5cu4ejRo7yW72HDhilN1JdH7o/PBWNjY0gkEkRERMDDw0PX4hAIWiEyMhLBwcHkvtcBiYmJGDRoEFsfXh0lUrwrVeIOPAYNGlQyyQgcRcvUtQUMLO0AyCxAigPvZs2aqZy5ln7MBFAdArnBoKrEOuWFSCRCVXt7ZENm8TYAYOPWRK+sJkxSoeJcf42q1YaZa3O8i9kHuiAPgGoLpEgkQrfufmCihimhIYYMGVLscbdp04Zj1f7jjz/w+++/s/W/z507V4ojVJ8IrbRw3JHlJxkE5RedwiT++o1nHCw0s1a53qBBg3BGTkYhj2VSm7W8mXsuICAAEokEAoFAbbWCskQxVpkhMDAQtra28Pf3V+tqDmjuPj0momii6OX7XDjamKnsy1jhHafulyUWkXKzhitavAFg8eLFWlO8RSIRBgwYgD/++AOALMM6w5sz21HZexjnWctga2urFdmmT5+O7UlF+UD4EBT+RtRZrxmLd2ULU7wrkNUmFwgE2LRpU4l+G5+LdZW51ykD/sGQ4rPi6NGjiIyMRNeuXbXq2i1fTtK8QWcITS2QeVX5txweHo5GjRpxkq/FxsZylG6m3/jx4/X62mgDDw8PNGnSRNdiEAhagXEvJ/e9flOiUfS2bdvKS44Kze2n7xB19znGdajFiQOo+p2cOwitXL5GEfnsrJIsmUVP3hLIJNbRluIrFovx8mUGzGwBurAW70cDC2w8eQNjfBpqRQZN8Pf3h6enJ1q0aKFS+ak2ZBUAoCDrDbKuFyUO41NCxGIx/jlxAvYDvwEgS65WXIzk0aNHeV3JR48eDV9fXwAyq6zAzBpC88rIf6l5vEhxidBKg7wyz0kqJZft+VOTyfHRv39//Lb+hlK70LwyjL/ygKGdE7JunESR7U5WYu363xnIypMpJKrc0ssjHleVAuLv7w9fX18kJyfj2fMXGDxmCiq1/hGZsYdVXtuSWJtVoRirLM/IkSNhb28Pe3t7tdvQNFTkyesP7P8vs1Qr3hwrPFXkLi2P9ANj8S5SbgsKCrB9+3YMGzZMI3kAIOVlFm48eYvejb8qcRhU0T1PsRbvp5tHgy7IR2XvYRCaKive2sodMHnyZIRPCgUgcxPnQ2hhw/6v6l5nHn/GAlmsvcBI9WSJKj4n6ypbP96QX/GWn0yRnxgNDQ0t1rW7LLGzs4OzszMeP8uAXVdZSb/c/x4gV3yH0y85ORlOTk6gaRoURWHLli24desW7zbLI/cHgUAgED4NnWY1Dw0NhaenJ6ysrGBlZYVWrVrhn3/+YZfL3OuUP/Jxt97e3krLNclgvWHDBtSoUQMmJiZo2rQpzp8/Xy7HCAB9Qi9hzakkhESptjTRUmmxGYXlXXFpST4AwLxuUYk3bddiTU5OBi0X482w5LT26hJrirxFQR3G1WpzvqelpSn1SUpKAi3306GEhsWe+8jISN52xhLLxPdV/W4uqo9YB+Ov6gDQbGBfHtdcXpmXL6MkP1Avj1h+VVnAhebWsP9xEWy/nci55xk5JHSRkqXKOl7W8g4bNgzNmzfH9OnT0bx5cyUFUSQSoWWbdtiYZoOvArbAokEnVGqj/tn0qZMDxSntfn5++Omnn8pchpfvVcc1yVvh5XNayCNhXM3NuBbIv/76q0Ry9NlwCdP23cD++JI9g1iXZHCt3ZLsN+ykAFNnXB5tZcUWiUSoXVv2TFBl8TaoVDShoupel0hlmvfjlPsAAIGxGaRSKQICAjSqJ6/KuloelRXKAsb7RMBTCg6QhQ+8efOGd2KUce3WBhkZGXj06BEqew9n2+T/Z0hISGAnj2maxqhRo8pl4pVAIBAI5YNOFW+RSIQlS5YgLi4OcXFx6NixI3r27Ik7d2SzvOnp6ZzP1q1bQVEUvvvuO852Ro0axem3adMmtfvdu3cvpkyZgqCgIFy/fh3t2rVDly5d8Pjx41Idxz+30rHuFH+tUADIK5ANlOIfvea4mnNgFGkNB70Fb/4DAJg41ue0azOjuCzGu9CClas/CdX4UFXLVRG+Wr2KWFhYcLK5M9YUdeeeL0s9IJtcWrFiBXbt2gUAMK4uU/xNXVsAQLFKElA+GaDlJ3nk3TQFJjKrYHnEhDLZm/kQmFiwSeyM5CZHGDnyJUXKSJfeP/Buoyx/G5oqINcfv0XamyKl1Nydv1QggzYSE/LF7svz77//lnib73LyVS5r315uokQ+TlkOKY+rOQC0a9euZHJ8kMlx7sHLEq3HDa2QK9FYkA+6IBfSvI+yRQru5h8/fizRfj4FAyPZ/c8kpqMLuOfcwNqB/V/Vvc4o3pKcdwBkVSgAzSdtmeeUIkzeCn3E398f6zfwjwkEZpVw69YtrF27lnf5n3/+WZ6isdy7d08mj/z7R0Vcujw0TcPIiD+5Z3nk/iAQypq0tDRQFEXqZRO+GHSqePv5+aFr166oXbs2ateujUWLFsHCwgKXL18GADg4OHA+f/31Fzp06ICaNbkZdM3MzDj9FGPRFVm1ahX8/f0xcuRIeHh4YPXq1XB0dERoaGipjmPsrmtYGfUAl1Nfq+1H06rdgpm4Yj4LK4O88vj+xgm2XT7brtYzivNYvPURxuWwOOQzlKtKmJaVlVVkuZNbR925d3Z25m2naZqtiS3vDklLCtC+fXuNlNvyiPFm4q0pA2OY1ipyVxQU1gtmas6XJcz9rcqVlsHKqwesC61BgwYNwqW0TBRIiyZVmARdipTlb0OVh4yia+r7j6oVUj4+dXKgdevWn1xpQhMlSrG+8KlzF1T2lffaoJjyiSpczU2cGnAmekobpyYtYTy9fHI1eYs3pAWF8skUVfO63pz17t69Wyr5SoN15UJX8sKwpLwXqZzl8hZvVe8RNqv5x8K66SayScSKmlwNkN2rk6dN510mNK2E3bt3Iyoqine5g4MDb3t5Ic0rCt8wdnCFje+EYtdR9Vwrj/cCgUAoGTdu3ED//v3h6OgIU1NTeHh4qPTsIxTP4sWL0axZM1haWqJq1aro1asX7t+/X+x6Z8+eRdOmTWFiYoKaNWti48aNSn0OHDiAunXrwtjYGHXr1lWZM+dT0Zs63hKJBPv370d2djavsvP8+XMcO3ZMycoEyGbhIyIiYG9vjy5duuDnn3+GpSX/4DsvLw/x8fFKpTt8fHzUlnPKzc3lpInPzJQNFDOziywe6W+zkZ+vnNiJ3UaBBC4uLmxmcnkY1/GCggLk5/MP1uWz5UkyXyL/7TMYWjvA0NaRjQUzMjJSuX5Zc+/evaKYzY/cl/+FixfRQoWVVxfY29tj4MCB2Llzp9p+lLwlm6KQn5+vdD5dXFwgkLOKCQyMIBAI4OzsrPLcaxIPTcnFUlMGRjh75iymTJlS7Hrldc2fPXsGG9/xsKhfZDlhLN5//vknLl26VKYxhMxvg1HO1FGpxXd4e2YbduyMwBkHbmb1DxL+CZayPE+Kk38MLi4u7D7EYjHirhf/QpAnOTkZjRo1KrVc9vb2GDRokNr7nDI0AZ2v2lJ769YtPHz4UOXEilgsxsiRI+EcWOSGu2f/Aczu05J3HVY5lfttKVq8Jdlv2f8tm/VEZsw+AKW/Zjm5qp+jfNjb22P8+PH47bff2PhuZjIUkOXUMKhkDwtPH7y7tIdtP3bsmNpzVZZImHNW+Dfj7+Ww6xGIDylXYd12IAwrF4XTPH/+nPf48wtkSrtP+za49FbWZmBqgd9ClsPe3r7Yc1a/fn3e9rp167Lrauv9owlisRijR49GpY6jeZcrhjYo0rBhw3I/nvz8fFStWhWAchI4y0bfghIa4FXkapXr16tXj7f9U593+nQdCfpLXl6eSq8LXaIvcsXHx6NKlSqIiIiAo6MjLl26hNGjR0MoFGLChOIn1ghczp49yyaOLCgoQFBQEHx8fHD37l2VhouHDx+ia9euGDVqFCIiInDx4kWMGzcOVapUYT2oY2Ji0K9fPyxYsAC9e/fGoUOH8MMPP+DChQto0aJFmR6DzhXvW7duoVWrVvj48SMsLCxw6NAh1K1bV6lfeHg4LC0tlUqaDRw4EDVq1ICDgwNu376NOXPm4MaNGypnsDMyMiCRSJQSDNnb2+PZs2cq5Vy8eDF++eUXpfbDx08BkL28byQkQCi+zrO27DRnvH6Hmzdfo2XLloiJieH0YGa6c3JyVMYDKyZRyX/1RKZ42zmxivfp06fx8mXJ3CxLS0ZGhkqLd3ufbmjfogkmT56sFVmKIyMjAxEREbzLzGq3LvoiZ8mWSqXYtWsXGjRooLRO1+7dwTgVUwbGoGkaK1euROfOnVXuvzjkre2My60m1sfly5eXKAGVJmRkZGDVqlUc5QoosnjTNI22bdti3LhxKo+5NPj16Anl1Gpq4Kmh/vgZ/7kuy9+GqqRLGzduBEVRiIqKwoYNG2BWtwNbA10Trl27BjOzkie8YsjIyFCrdFs09IXttxPx8sgy5CSqzqK/YcMGtG3blneZfB4OBsrQBN9++y2WLVumtCwvr1CBlVO8FS3ekvdF18ysdmtW8S75NZM9a8XPXqp8jqrCwcEBAlMrVOkpm5RlJkMB4O2FCNj3WwiDSlVlv/cC2SSsumdEWRIVFYWrGdVh6tKQPXcFb5/h2Y6poAyMYd12IATG5hCYWED6MQuPHj3iPf779/MAmOG/J48gNXaFwMgElLE5bt68qdH5UjU5PW3aNFSpUoWVVV+4desWpFIpZ/JQHr4KCPKIxeIS30elgZnUFxgqhzpZNPhGreLNuKkr8qnPu5ycnFKvS6i4eHt7o379+jAyMsKOHTtQr149hIaGYsaMGTh37hzMzc3h4+ODkJAQ2NnJqvZIpVIsX74cW7ZswZMnT2Bvb4+AgAAEBQWx201NTcXUqVNx5coVuLm5YePGjawR7tWrV5gwYQLOnz+P169fo1atWvjf//6H/v37q5Xr7NmzOHLkCKZPnw6xWIyWLVti2LBhGDZsGN68eQNra2sAsufa7NmzERsbCzs7O/Tu3RuLFy/WyAMtIiICq1evxv3792Fubo6OHTti9erV7GTaiBEjOP1r1qyJmJgYHDx4kCjepeD48eOc79u2bUPVqlURHx+Pr7/+mnedjRs3wsnJCatXrwYgy/oeFxeHFStWsIr36tWr0blzZ8yZMwcAMGfOHJw9exarV68u81AqnSve7u7uSEhIwNu3b3HgwAEMHToUZ8+eVVK+t27dioEDB8LEhPtiGjVqFPt//fr14ebmBi8vL1y7dk2tm6KiOyaTJVQVc+bMwbRpRQPozMxMODo6om7jFsB9WQr/2nUboKuXsuVjcowsptLYzByeni64fPkybLtMYpenb5/Mltfp2LGjSutJlSpVEBxclAk9P+MxUKsZDG0d2baOHTtqLZNpWloaqBOyG5LO/4CXR5ahSg9ZrWChhS2io6OxcOFCnWRWDQ8Px549e9CoUSOMHz9elghOhfupsVycvGK5LFXnM9PSBbEnZcmIKEOZ4r1x40ZMnz6d9/qdOXOmWJnlFW8m2279+vWxb98+tev9/fffWLVqVZla3VTJy8SEAij2mEtDJRs7DDv2ltNGSyW8VnCBmTVvoqk8FY81BwcHdO3atSzEVOneGRUVhblz5yI0NFT2TJF3W9aA3r17f9LvRe19JhDC9tuJAIAqPWbhkRrFu0mTJirPFRMDThfks8dHGRrjwYMHqFKlipL8np6e2Lx5Myc8Q6mOt3yOiMLfKUVRGDhwYInuLeZZa2pZCV27ttR4PUbOkDNPYFzdHQCQ//opu+xjWgKkH7MgMLGAQaWqyH/1hF1W3s9csViMPn36oEq/RbIGhXNHF+SiIOs1DCxsYGDtgLxnybz30bZt23Duwh1YePrg+rV4WDa2ZxVvTX/HNE3zVjd5//49nj9/Dnt7e3Tu3BmGhiW778sLT09P/Pzzz/j4+BbM3JStFnwl4uR58uQJvvrqK7Rq1arcvBry8/ORkZEhy76uQY4RRVRN1H3qfcl49REIioSHh2Ps2LG4ePEiXr9+jfbt22PUqFFYtWoVPnz4gMDAQPzwww84ffo0ANn4ecuWLQgJCUHbtm2Rnp6uNGEUFBSEFStWwM3NDUFBQejfvz+Sk5NhYGCAjx8/omnTpggMDISVlRWOHTuGwYMHo2bNmhxrpLxcNE0jLS0Nffv2xeTJkzFy5Ehcv34dM2bM4Oz31q1b8PX1xYIFCxAWFoaXL19iwoQJmDBhgkaVnPLy8rBgwQK4u7vjxYsXmDp1KoYNG6Z2wu7du3ewsbFRuZygOe/eycLA1J3PmJgY+Pj4cNp8fX0RFhaG/Px8GBoaIiYmBlOnTlXqwyjrZYnOFW8jIyM2tszLywuxsbFYs2YNJ0Ha+fPncf/+fezdu7fY7TVp0gSGhoZISkriVbzt7OwgFAqVrNsvXrxQW2bH2NiYtzB6yquiWeGPEqgdcORLZA8CmqZh4Vl0E8gP8OLi4lQmYJN3dQfADv4M7YoU77y8PK0NetLS0liLN2gaOYnnkNu8D4wdXGFgaYv8F6k4efIkWrdurXY7ZQ1TMxgATp06hZUrV2LChAkQCAS8tbzzX8tl81WIA1d1PtOfv2D/ZxRmiUSCR48e8V4/Dw+PYuWWV9KEplagKIqdMVaHuv2WFg8PD96JKMqYOwNc1vvO+aicHbvgzX+cySUGw8rVUJD5Qqn9PWUOysCI4yoMABcuXMDIkSPLRE5VM6tSqRRXrlxh7zNKqHzvUIbGoPP5s4A/ffoUrVu3hkRKI/VlFlyrWpQoZpu5bnyTTCbOmpf4c3V1VfkcYSZFpXk5EBrIFBfGUnf16lWl3zu7HUq14g0A6WHjUc3/NxjaVJd1pygYGhqW6nn2IV9a4vVOnz4NI1HR7zTv6T3MmDEDK1asAAAUvHsOIxMLGFg7cBRv5pqVF2lpaZBKpexzhs7PU+pT8OY/GFjYwNBGhLxnybhy5QqcnJxYZVEsFmPs2LGoXDjxAloK6ccswKoKBCYWyNPwd6wuf8qGDRvwyy+/lPqalQc1atTA5s2bEXQyHQDw+t/NEJhYoODdc9h1m6qULE+RdevWYd26dWzpLn9//3KTdfLkydj9ShbK8/56JCwby018UQKV2ex/++033vaS3pexsbH4+++/Ua1aNfj5+cHKSr03AOHLxdXVlfVumjt3Lpo0aYJff/2VXb5161Y4OjriwYMHqFatGtasWYP169dj6NChAIBatWopeVTNmDED3bp1AwD88ssvqFevHpKTk1GnTh189dVXHIV54sSJOH78OPbv389RvOXlAoDZs2fD3d2drYTk7u6O27dvY9GiRWyf5cuXY8CAAWxYn5ubG9auXYv27dsjNDRUydiniLxFu2bNmli7di2aN2+OrKws3jwLMTEx2LdvH5vbh1B6aJrGtGnT0LZtW5VhUIAsbJLPy7mgoAAZGRmoVq2ayj7qPKFLi06Tq/FB07SSghkWFoamTZuiYcPiB4537txBfn6+yvJRRkZGaNq0qZI7XFRUVKkGTwuOJrL/P0h9pLZvboGEk8SHQVFBUIV8pmlATvG2dWLbtJ3VXF7xBgDJ+1cAAKGlTGHUZtZfQKFmsBzr16+Ho6Oy8iaj6JzK16ymKEplwqHklKLERsyAuLgERcXdv1yLtxV69+6ttr88ZX3dRSIRpk9XTkjEuJqX175NzJS3lf/6P853poa9QeXqoIT8MVzWXw9RaivLREkikYjXrZqiKLRt25ZN5EfxuMLLew0IzKwBHmv+shP30DnkHLZdTCuxXFu2bOFdZmBVRePtMBZ9sViM6OhoTqkpPz8/AAAll3WZKlS8+Sa2WPdkuWcXzdMv781T0FIJBMbmEJpXZkvtlYYPeeoT9CnCxAJDUrQenf+Rk5E9/63sBSyfxAyQuUGWJ8zgjTnHfPH5Re8C2TNu2rRpcHJyYpPgJSUlya4NVXiv0VJIc2WTxoLCST5Nkqvxvb8YXrxQngTTB/z9/dGqcJA/7Mc+eHfxD+SlPwBQvMWbgaZpjUuulZRt27Zh1KhRCAkJYXNoZN+JRtadaLaP0Lxyme9XHqY04oIFCzBu3Dg4Ojpix44d5bpPwueLl5cX+398fDyio6NhYWHBfurUkZU+TElJQWJiInJzc9GpUye12/T09GT/Z8bvzDNFIpFg0aJF8PT0hK2tLSwsLHDy5EmlSkTycgHA/fv3lbw+FCvMxMfHY/v27Rz5fX19IZVK8fDhw2LPxfXr19GzZ084OzvD0tIS3t7eAMBbJenOnTvo2bMn5s6dW6Yhel8qEyZMwM2bNzVyBefzclZsL6kndGnRqeL9v//9D+fPn0daWhpu3bqFoKAgnDlzBgMHDmT7ZGZmYv/+/byWqpSUFMyfPx9xcXFIS0tDZGQkvv/+ezRu3Bht2hSV7enUqRPWr1/Pfp82bRp+//13bN26FYmJiZg6dSoeP36MMWPGfNLxbN4arjbWNl9CQyQSoVv37twFhTPZqrJoM4hEItngkNlehmywZWBpy1oitZnVXCQSQSSSDfSYuEMmVlNoaQtALr5TS6jLQvjoEf/ECCdDuZyrn6ofnFgsxu49Rd4XTEKcJUuW8LojhoWFwdHRETdu8EcvOznJJk7klUihqVWJ4kbL47rzxecLDE0ABXf8stx35nvlbcl7JOS//g85SbL8CIaVq6t05bZq1kupTZMEdyWhf//+SvcIRVGoVq0aNm/eDKFQyG/xLpy8MLRzhuPECNj5zWSXMb//TWdlEzsLj5U8a7avr69Sm4F1NRjZ1+K0CdTEt5qbmyMsLAzOzs7o2LEjnJycWKuBSCSSDS7kJgyYjPypqal8m5P1KcbiDUkBCt7JBloGNiJWjtKQk1dQov6sYio/mWBiwSkzVvDuuUw2a+1mumYqYQjNrQHwV5BQVLyBojrPYrGYrerAln+USln3fjPXFhoPLkQiEe/9BcisCprkstAFgsIJsNqusqSITDk1oYkF78QXH5qWXCsJYrEYY8aMYQeBAhNZUljJx/d4dXQlCpj3qUXJFW9V7ztF+EojAjKrIoHAh/xzWSqVws/PDwkJCZxPUlISvv76a05VC3XIe8kwzyNmInflypUICQnBrFmzcPr0aSQkJMDX11dpfKn4vuBTnBS9waRSKQICAjiy37hxA0lJSahVi/vOVCQ7Oxs+Pj6wsLBAREQEYmNj2TGoomx3795Fx44dMWrUKI3KxBLUM3HiRBw5cgTR0dHFhgE5ODjwejkbGBjA1tZWbR91ntClRaeK9/PnzzF48GC4u7ujU6dOuHLlCo4fP86ZCdqzZw9omuYkUWAwMjLCqVOn4OvrC3d3d0yaNAk+Pj74999/IRQWvUxTUlI4A4J+/fph9erVmD9/Pho1aoRz584hMjJSZcknTREYmfLW8mVgag13/rYb73JN4hnlraZ0Xg4KCi3MzIBLmxZvALCwLBy8Mwl/smTyGFjIbmZtZ5Xk1AzWFLmBl8Co6CWhyuKWlJQEWs5Kzlg1FWdbgaIM0OpgZkYpQzmLt4kFTKvVQsTLrzjlvFRRHtdd1b1o2ehb9pxpaikDZDWEN5xJxrXHb9i2dzn58Ft3AbMP3AQAXE+QTU7QkgJk3foX2fcvIu9Z0TWgpfnIfyNzGzWoXI2j2C77rmjGXAb3hatq4qO08NWGZ+4Zf39/xMTEoCPPb52xeFu1kCX1MK8js8bxlbszMij5I/rvv//m7s/UCtWGr+W6rkKmQP7444+824iPj8eoUaPYgQ9N05g1axbrdj106FBOPgTG1ZzvN8AqAPIKDo/FGwAKCsNuDG2+AlCySR35a5GVWzLFm1FMGeUWAHLTrnMsvAUqLN7ljZubGyihAesWLZ+IjiH/lWxyysCW+5ulaRpHjx6FSCSSxdkLiyzekBSeI4GwRN4Fv//+OwCAMjJlrfDMvtLT00t0bNqioPDdm/FSNrEj/ZgFuvD4heaaxVqW5FmnKZcuXeLct4LCCSy6sG48k+1fU8u8PLNnz9bIQq/4vCAQSkKTJk1w584duLi4wNXVlfMxNzeHm5sbTE1NcerUqVLv4/z58+jZsycGDRqEhg0bombNmpxJUVXUqVNHaTweFxfHK7+i7K6ursWOX+/du4eMjAwsWbIE7dq1Q506dXg9f+7cuYMOHTpg6NChHDd3QsmhaRoTJkzAwYMHcfr0aY3CHFu1aqXk5Xzy5El4eXmxEz6q+pRHGJlOFe+wsDCkpaUhNzcXL168wL///qvkfjF69Gjk5OTwxpY5Ojri7NmzePXqFXJzc5GcnIw1a9YoBdmnpaVh3rx5nLZx48ax+1aXDa8kUIVKm7zbg0SuvjCjeH/j8y3v+osXLy52H8zsDLtNxtJROFAtLhFXWZObWzirp+RqLpOzuPiYsqZx48Yql5m6NodFQ+VzT1FFCoHMpa9IYeNTaN3c3CDguNnKHs6KD3QAGr0c2O0ouE0fEpviaY4QVfv+XOy66uq/lxaxWMxbU9um8xhYNZdVFyiJG86M/Tew7Ph99NlQlBk5JvUVbj19hz2xT5D88DF+XbIEAEBLC/AqcjUyDi+GJOs1258uyEfBG5lyZuLSmLV4O9ua4YdmjjA1LLqWBoW/CYYtW7aUqaso3/VmBudhYWFo2bIlzl1NUOojNJU9y4QKpYz4lJ+P+fwKqjoUk7oY2jlxJpTY9srVVSZQun//Pm+ceGBgIMRiMZycnDiu5saiuhCYWil5FYjF4qLSjfIWb/AnOlTMW1GSCSXus5ZGZglqqP/000+QSqWsq2/G0ZXo08KVk9lZVxZvgBueIOWxeBcwk1GVqiote/BA5lbt7++PLl1l3la0pADZiWcBFE38aHquT5w4AYGxOaqP3IhqI9ZzJuFUhXjpmuzC3BHZ7wvvd1rKWpP5zpm2YMIUBMbmsPEZVxTHXxh+JmUs86VQvDW10OvrNSN8HowfPx6vX79G//79cfXqVaSmynL7jBgxAhKJBCYmJggMDMSsWbOwY8cOpKSk4PLly2wYjCa4uroiKioKly5dQmJiIgICAjSKvQ0ICMC9e/cQGBiIBw8eYN++fdi+fTuAorFLYGAgYmJiMH78eNZSf+TIEY08PpycnGBkZIR169YhNTUVR44cwYIFCzh9GKW7c+fOmDZtGp49e4Znz55prfpQRWP8+PGIiIjAH3/8AUtLS/Z8fvjwge0zZ84cDBlSFG44ZswYPHr0CNOmTUNiYiK2bt2KsLAwTt6AyZMn4+TJk1i6dCnu3buHpUuX4t9//9WopG9J0bsY788ZZnAbHx/PtjHKtux/2cCwij134CYQCPD7779rlDVVMYNpQaEbrmGha+bKlSvLJQ5NFRLWIlZo8S4cADITAXwWsPKEL5kFILMgV/1uLmy/nYDK3wQoLOT+DCq1HcD+z6fQikQi9Onbl/3OuJrzWRg0tdjZdp0Ku+7cmOpn+Zq5aJUXzICdD4sG3wBQ7RXAx6HrT5XaPuYXKfaxd5KKYlDlLKL5b4rWoyiKTUYoNLWE8VeyGrYULdvO3fm+cK0quwcMFRTvsnQVFYvFCAwM5F2Wnp6O0aNHQyqVshbUnPuXkFtouWfcRuWTZDEDbsai/ClyHT1aVAKOMjRm3VcVMbQVqfTyYUpDKcJcbzNz7u9MYGSKaiPWKylvrAs3ikI6+CZzGPJfybw/jKrKXIJLMpEoUZgoSHmhrKDywbjaUgZGrOU+J+kyIiIiOPeLrizeSUlJbCiRNDeH102/4L1sECcwNFGyjspbbQyNCydCpRLkphf9vgWmVhpN3sli4QPgOGUvDCxtYWjtwIYwlEcsXFkQFhaGxHuyY123JoRtlzATKRrmPqBpusxdzRlsOo/leKQwpexYl3gz61JtV5PJFCZnA4FQGqpXr46LFy9CIpHA19cX9evXx+TJk1GpUiXWiys4OBjTp0/H3Llz4eHhgX79+pUoJ0RwcDCaNGkCX19feHt7w8HBAb169Sp2vRo1auDPP//EwYMH4enpidDQULaEGZMs2dPTE2fPnkVSUhLatWuHxo0bIzg4WKMJqSpVqmD79u3Yv38/6tatiyVLlii9w/fv34+XL19i165dqFatGvvRRbWfikBoaCjevXsHb29vzvmUT76dnp7OibGvUaMGIiMjcebMGTRq1AgLFizA2rVr2VJiANC6dWvs2bMH27Ztg6enJ7Zv3469e/eWeQ1vQA+ymlckGIu3vCWsQModDNI0jXy5tkl1PuKHR480LlWiqAwxLoaGhS6GNE0jJiYG33//fckPoIRs27YNT55mwuQrK9bizVisDCrZgzI04cxCaQNVyTAM7YoUDKumfnjzb1HWfMVSVdZt+uPdhV0AVCdOcnRyBhJlgyP5rObJycmca6lOeWWo1/xrZDVQn3hEZoXntxICZR+/DAAutVxBCW7xLmNiegHNLWVuVS2QVKgMMbFX8i7B5nZfsVZUeeVMWuhuCciS9jGTOwBgXlifly4ovBYUBXcHSyS/yIKpSyN8SL5SJHMZuoryuZkzx7Vt2zZW2WSSIr1P+AdmddrC2MGVVYzk60QLTCtB8v4ljh07pjJURVO5GAwq2eOrMcpWhYJ3L2BQqSoMbZ1QpQr/K0BVEi3mHN65p3xfG1jYsPHIDJyJMMbircLNHAA+PrkDQGZBpwyNERISgsmTJ2v0fJQoPGtfvOfPHK/I+fPnZeLJu03nfQRAc6wSTPy5wNgMAlMrSD/IrKcXL1785Pwg6nBzc4NBoXcEn7UbgCw+/v0rGFjawsCqKvIKFTaA63VUwEyUSiWQZL4EXZAHysAIQnNrHDlypNj3RlJSEoSVq3PajKrWQF76A0ilUp26mvPFczJJ8xz8N8oa5JLnMRURhCWweJdXKJdixQFFi7eFZ2dkXj1Y4u2mpaUVO8AXiUTw8fHByZMnS7x9wpcHX8lKNzc3HDyo+v4UCAQICgri1O1mcHFxUXqXWltbc9psbGxw+PDhEssFAD169ECPHj3Y74sWLYJIJOI8F5s1a1bq+79///5KobDyss+bN0/J45ZQelSVBZaH8WqQp3379rh27Zra9fr27Yu+cka18oJYvMsQxuKdk5ODo0ePIuzCQ+yISeP0yZNI8cdu2cyMNDcHM/1/wIkTJzTex9u3bznfmcRThnKxfeWdZRcoKk/DDnQKrTDSj+/ZrNOGto5sHUd5jh49inHjxnEsc2WFqmOXt34y2XxZeGJrGVTFBdvaFVlJBGqymv+fvTOPj+H84/hnd5NsNncIOWwiSBAEIXHWWQRNUFWKBKVoq47iR9Go1lFHibbqVvd9loiQusURCSEkCBKSyH2fm83u/P6YndmdPZJNhFDP+/Xykp19ZuaZZ2dnn+/z/X4/36ZNm1bYXwB4lppbaZvKcvzeRKj5vgOHdb5nYG7Dhpjqe24rE2U+donC0335idKw4YkssOgXRZiWXHuOrsDEEqDkyLtB9435XIUqudANrOjvoXl7X463tyY9coxhat7OB47fH4aoiVIpdcOGDcr+MoJYRTmQlxTQ2xSiZqr56aph5+plRvT5oVHvFwCtRnfhgwvIPr8ZAB3OrevYzs7OWn+AmDHUpj4PADIDbkQOxxBnhL0oTY83n8/H5MmTUZ7zCrLCHPD4AhjaNKxSlIK64Z1VqJ+wI/Md5S760MeqX1/FKJNJleHJKuHme/fufaNRRmKxGDPmzAdQgeENQJZPf5fUPbiqi3LsGCkWthildoGpNfbt21fpdbi6usLAjJvKZVhPmWOnreTm2yCzUIKOy87j+4NRnO1MxAWT206pPFfK8xTjVYUIhpp+zjKpY7LSAu4bis+HyfHWVwBOHX3mAklJScToJvxnWb9+PW7fvo3nz59j9+7dWLVqFVvWjECoDYjhXYMIHZqx3s/FgRuxOCgGK0Mec9pcvfcMPy6kc3YpuYxVVNR34qZuCEqz6LBbAyu7av84VwdlCKniFlKZwKsuBmzatIlzbV27doWvry82bNgAX19fjvp8TaCeA8+gquDMF5pwyrNw1JbVUO8/g7mllXJ/Rai5n5+fhmdOHw8JX6Q9FFgVSzulx54vsuB4594ESUlJWLRkWYVtLDwH6Xxv4cKFaNWqFRYuXMhuMxQoxzm7iDaKVMXDMgslGDR4CADt5aZUKU2kPfGMsSSAsr2ArzSwhSp1mV+nPJU6YrEYs2fPhkWnYeAbiWAzaI5GG8uPRrP32aihvpArJtdMHjFUFNktuypXzO3s7GBhrPREl0h1h2Zr61fbtm3ZSABVih9fR9bpNShLpb3iBtYOWLxUu65EZGQkjh49qrGdGcOjx09o3S8ll5taoerxZnPC1ULNBQIBNm/ezNZILsukQ8SqKhipaXjr5/Fmj68Qi2MiEXg8HqysrDhty3M187yZKKM3Safu9OdpV1f3ApwuD+7PP//M/s2kPjERJYzXni8y1/r9iM8swr5bLyFXjK1YLMa0mdyUGKN6ymeTeinQt0V4fDbSCyQ4fjcZucXKBRdGNE/52aoY3orxqkqZvZqGEQbi8bVHnjAVHAws6kNdLLKmqIoOCYHwvhEXF4fBgwejRYsWWLx4MWbNmqW3B/rq1aucMmPq/wiE6kAM7xrGuHF7AMC9R5q1pAEgLOYFKMbQU0wCquLVUa/tLCvIhLysFDyB4VvNPWQnNGp1vAGV8Pc6DTiT0qCgIGVNXwXXr1+vUc+3LoVDRuyNgSlXBKDCBQtdk+qsbKUyN8/AEODxsWfPHg0jvaK6t+zptdTGVmfWwiUAaM+Uw6TNsB3JNYprOtQ8Li5OayksVax70YaSarmQoKAgGBgYYPHixXj48CEWL17MGjblMuU9klNEGzeqHteswjIVjxzX410Y/S99DIV4H1NKj0EqUdY27tRY+Vkb1qn6Qoi+TJ8+nfb8A+AbqS2E8AWwUjGmzQwp1uPNZz3eytxbE9dOdDuPgYjkNYXK2gFinmnWA9VFUlISoqIfwuaTmRrvsSkRBVmQS4ppr3IdB412AHD06FFQFAWT5t1gP+53GFjR+W48Hg+mpqb4a8NGrftJeFyBQNXUD2YRQlUo7KeffkJCQgImTJjAtlUvjaWvl1HD8C7Sz+PNltpSWxhYtkxz4UlXnvebyv1lCDlPC6ElPnuks025wuOtHrackJDAht4xYzTAux8AKO9JRWSIeqrAqC03Mf94NPaGK+/B7r36cNoY1lcYj7Uorqa6yPLPpdv49dAVLFz5JzZu3Ai5nGKfsao10Fk9EpUSbJVR089ZZrz5xtqfS+V5aaDkMvAEBtVSNr9+/TouXrxY4cI+MSAI/2UCAwPx6tUrlJaW4smTJwgICICBgX5Ztp6enhpl0lT/EQjVgRjeNYzQThG2qD4RV/Dv5avgKzxdTNibthBlXYwbN06ttiClNdz8TSMWi7FhwwalYJKK4A/THwPFhObgwYO4ffu2htoyQ0hISI31S33iCAAi186waM8VkLEb9SvMGDEbheFd9OiasoGg4gdzega3pA/PUKh1AUUsFleaM8Iz4hreZWmaizYNXFqiS5cuEIpbQGBsBqF9U1ZTAKC97TWJq6srBIrJoKw4D0kbvoTk1WOtbRlNAyaaQSbjejSLi4vh6+uLMhWhwRyFV6q4TNk2s1DCyUFVJTt0A3LD9iHtIJ0jJivI4KQM5GQpQ9a7u9qgvjF9HPXvRE2HisqKVBdghDBp2gWG9RtplO5a/9dfkLGGt7miPfce44ssULfftwiNL0FuiXLhoWtvb70VYOPi4mBord344auEs2ur+6zKv//+Cx6Ph3qD58LItgnqfvI9+158fDyri6DqQQSAtDzdmg7GDelybzKVnP1PPvmEjRJhwmLV+6Zv6oy64b3jegLORFeecywWi+Hv78+5ps6dO2PWrFkabZlnm6qXF8AbVai98eAZzmTQRleFoeaKRSmTJl4QWCi83gID8E2t8OWXX2Lbtm2swKedbT3F8bj3pPrzKyWPNlTPx6ax20L+pdOHSl/cByWXQWBsprGw+bb5e4+yksj/toVg050C/J1gjqVLl8LAyg58IxFdESFPKehUlk7XnDewqMddiK2Amn5+uLq6gsfjsQsDpS+jkXl6DQBg+PDhgFzGVnWojvr67t270bt3bzg5Oel8hmj7zSQQCLRTQVuZMeYfgVAdiOFdQ2SdWw8AsOz8Oay6j+V4dVR58CQBbi1oJWZKLoNAIMCmTZv0FlcD6MkRo7wHaCqbvy2+/PJL1GFynVUMJalaLd6jR4+iQ4cOuHXrlsYxAKBx48Y11idtHmbLzkrBILlU6Rmp2+9bAMpQ8/LcFNbgE6iEpmvzclirhbTzjUzA5/M1HsZJSUk4cuRIhX1WL/WUf/0AfFtw8ygzCiUICwvjlL1TDXd98uQJJ3LgVW4JAkOfIEdPr586YrEYc36kUyLkJQWQ5WegPFe7ERMdHc2JZjCwsodF5+GchYGgoCAUlyrHnjW8Jcr7JikzT+kVVzO8KakEedf2oTxL6blhjCAAKMhVlhzj8XjoaKaYrFpzlc1rUv8gLi4OlMr9ZOE1BPU+nQ/bEUtg7Kwsa1f64j4oimKNHIEi1Fy9fJyhjZPW8/CNzfROR4mIiNCZhpCteEYBSvXwirx9Pj4+Gn1jBKyYaAh1w/vCjUjOa9UIFCacljGsAa7qP2PUlFfX460lX/2bvXc4yvnaSEpKwu7duznhyLdu3UJSUpJG6gpjrBnW5z6zKqv3+jocC1cuxDEK4tooiVcKx5i17AUAqDtgOsTfbIeRbRNMmjQJJYrvoGMD+nshU9Md0DWZZBbIkpKSsGP3PgD0IgC76FuvESiKwqNHuj3yb4rbt2/j7j2lCCQTPWJgUQ98kQXrKS4vzALk5WxOP1WmXCSy8Z0Nfahp/RSxWIzJ337Hfp/Sj/6Cogf0wsaAAQMAKCMZXicknqIoTJw4UeszRN/KGwQCgUB4fYiqeQ2Q9NdYGNkpJyyWnT9HcdxNrW35plaIfXAHdp6ASGiIhISEKhndDOPGjcOrV69w//59paGr8O6Fhoa+UZVdVQyNhICMm5PLTpytG9CCSgpvuC5FQX4F4mavi9DJHUJ7pcBZWfpzGDdw4zZS8XTJS/IhMLWGgZU962nQpgxrZmYBQFlHkm9sCmlhFs6ePcvmqgLa8+eMbJugPC8dQsdWAA8wdm7LeX/alG/ww3BPnFqkFLzJLKANVat69oDCjjC0doA0XRnKe+TIEdZYWhnyCCeiXuFcTBrOTO9W0RDppFtvb+zaFQEbK1O8ApAduglUuRRmrfuqtOLhxIkTePXqFbvFdtSvMDC3gcDUmqMeX1yiDPNkcrxfpqQBoCed58PC4VyWAKAOrCwsoDyidqSZiexnm52Rjtu3b7OfUyMbUyBTYTCq3IO6NACqg5mZGWdxwaQFvSgiMLGEiQsttpZ38wjywvaBz+ejpaszsqASam7ADeU3ques9Tx8kYVWxXx1mJrZhg7K+7v0ZTTSj/xMqySrRqUoQvWNG7aBVWY0Xjx5qHE8qVSpus4uFvB46Ny5M5Yu+xXrXwCQlyN171zYjlgMnoER7sY+g5eXF6vMrupNY7yqpS+j2WOpGnqMt5WtjGBlCwgM8eyZ9rQddVRTGVTJKJDAsY7udA5Gr8JAJdRcLpfj2bNn6NKlC3g8HpsSIU1TGN51GoBnYMSqT1emlvo6CM2sAdCe2rxr+3S2mzVxNHZHn4Gh+wCYd/gUeTcOsga4RcfPkHlyJbJz8wAYISuTNubYHG9FqLlqFQrVUpjFZeWITsrD7nMx4CtKW8nLilCW8hRGNg1h4tIRpc+5de2DgoIQHByMgQMHchZxagK5nAJfkY9x6tQpnTnSRnYubAqBvJi+VlXl9ZLnERA19oSRTUOt+6tTk88PhudJqUBzOmqMVtOnSUhIgJubGzIVyub1hszDi5WDtJaT0weKohAUFKQxN9Cn8sb7SnBwMGJjY2u7GwTCWyEsLAwAue9rA10VlbRBDO/XpDw/A7LCLMiKuD/IRirGniqGdR3ZiUBxYQE2btyIJUuWVOvcpaX0jzSbU63wwhw7dgxJSUnVMuirirpKLkCX3ZGXlYBvJIJBHQeOl1IbNRmyo27oWngO4bwuiv6XY3jzDIyU5cQoOcrzMyEwtYawgRskSbQxcurUKY0yOzl5eZzXTITDxIkT4e3tzY69qgeeZ2iMeoN/gKiJJ8oLsiAwtdIoZQYAwz/1hYUx1yg7GJGILz9yhmuL1rgRTRszAjPuPSdXWfw4EUWbrbEp+RrH1wepTI41W/cCRs2Q+pJ+oMhLC5B15neO4c0XmUNeko+bN5ULTUzes2nLXih6cIEV85KDD2bVIKdYiqSkJCS+SmU9mwITK6wOXAvb4b+goZMjdoSHY/78+fj333+191HFc0rJytCxY0ds2bIFEyZMQGc3J6y99wICkTmMbBujTFFDuyZzNA8dOgS+UCkOqG3yXhx3A1R5GUb7+cFv4hRMDs6ildl5fE2Pd30d+gQKQ72y/HRWwVml1Fv6sSWcvFYGJp3B2MkdVN0fgLixGhP6kJAQNGzzHWcbY4AOGfoZ1gdeASWXQZL0EDmXd6LOxxMhMLVCxIUIBAUFwcfHh82flsvlbC1ixthTV5lnngOyohzISwvBNzaDobWDWmqNbuQ6FNqzi8oqNLyVOd5K5Ws+n48mTZpALBZjy5YtmDx5MmQyGWRFOZAV5UJgagVDm4bsvR0aGvrGnrkyAzqCofBOEEqehXMWAlT57LPP0MIzDQsj6IUSNtwcYBcXk1NSYWTjhD8U9azlaukPqhSWlnP+HrX1JgpKy2H10SgA9G9f6YtomLl/DNMWPZD97ybW89/MqzuSJUIUPbiADRs2oEuXLuyk8HVZEfII267GY3QnJ3zXy4UuC6QjNUjYoDmsuir6q6h1XlCgVBDPOvsXxN9sp7VK+AKNSBt1ajrHOykpCReu3kCD5mMVqTPKz1UoFKJnz544UaL8HE2ad0Nx7OVqny8yMlJjmz6VN943JBIJBAIBAgICarsrBMJbhc/nk/u+lhAIBHoJjBLD+zXJDFoNAKx3lEG95IpcWgq+oTGMxS1g/MVSALSHdenSpfj666+rNWHz9fXF4sWLUfoyGpRcBqGdCwysHVCe8+qt1fLmCwyAcvUSQRSkmS8hdGgGI5uGlRreNSnuwuTMMRNTVdGa1L1zIc1JRl1MZbcJLOorPd5yGSTJsRDau8JAJU/24sWLGue5eSsc4CsNLZ7C8Favoy4WizF69Gjs3bsXFp2GQdTEEwBgoCUnMvf6AUz+cgzaiOnQyO1femHNuSeITqaN/D/PP4WrrT0QTU/2mVJVDKqeQZGhoEpq2Oq0mrACEjs6lUE9r5TxEtF9sGYNKXUExmawHxuIzOC1KIr+l+NByykqw9Spc4H6n7Db+CoLEQYCHry8vCoxvJWCT1S5FBRFYfLkyfD29kbiiwRIXj2GqFE7GNZzZg3v//3vfzrrfVaFpKQkrF77O5xm9aywHVPiadCgQeBJlTnpNp/MZHO8ywsyYWBuwyl5pwrjIa8sJJS595mwVUnyI1AS7ftIkpWr4TxTaxjWa8iJnqiIGzduoE4rpXcfUOa6MwJqTPQFkz+9+/A/MGnWBYBywYRR0WaefapGjTQrCcIGzWH50SgkJ3OF9HRRLtdueGcVVfxDyPTxwAXaKKFk5ejRowfbrwkTJsDb2xtPnz7FiRMnsD/lOUSN2ikWdJQLfb1798aFCxdq3PjOK6G96gEzJqPN/BGIjY3Ft99+q9EuISEBxhQFSUoyhPZNYdVNqfsgUHi02YU+hQ6Deqi56mdQoGJ4pxdIOHoMAG20SxIfQFaYA4GZNYRiN6SmpqJ58+Yo7jYNNnYu4BuZoCDyJCuiWROe7w2X6Ofc9rAEHLrxFJ/I8nQKQZq17qfSYc3noSw/U7lIbGXPpm0BAPgGMLCsj/IcZexNUFAQ7O3ta+wzjouLUwq/qX1XXVxc0KRJE+xdc5hNMTAWt3gtw/vkyZPYsmULZ9ubqk1emwiFtObKnj174ObmVvkOBMJ/gODgYAQEBJD7vhaIjY2Fn5+fXiU1ieH9mkgVOX+qgkHaKM9Lh5F6DqdiIlBdI9nLywtisRhJSUkojb8LURNPmLbqjbyre3DgwIG3YnhTTIkTtUmNNPMFhA7NYFivIfC4Yk9HTf7wnz17luMNYoyWgrtnWA+2KoZWdspyYnIZylLosDvzNt7IDvkTAJCcnMzxZiUlJeHW7QhYdlQp8aWS068uUMTksAsdmunst1xSjLyrezBs9TTWE9irWX1QFIXxO+gQTgGfx5n8qhve169fZ/tpYshDiSJSuKqeuJOnglijm+4bd0KYfvhnNPhmGwws6kNgagVp5osKj2fVdRSKov+FHDwwHp3kzFycOHECDb4dwrbjGxqz12SgCCOtyNjkKJszdW8VIdlPnz5V5kYqPPAAcPnyZU5IenWJi4sDz1BUaTumpr2zszOt+BxKlwM0bdmTfWaU52fQofkq/VSFLzLXW4CRoihWvZwJg9barrwM0uxk1tg3rOuo1fCmZFLWqGFCq7OysvAwjisuyAh7CRRq33Z2tP4Akz9t7NqZbct429WviRPGq/hOmjbrigMbvsSvetzDTMkraxND5BQrw+Qrq+fN9NHI0V1xIBkuX76MpKQkNkddLBZDLBbD1NQUO+dsUCzocCMU4uLi4OjoiK1bt3LSTV6XXMW1ODvUQ8+2bXWGEGZlZYGiKJS+uAehfVOYNFNGYwjM6AURJv+fKqcXI1TLiQHctJr8UuUYqhvd9L4FACiUJNyFWaveEDVqR9fLffESDT+nP1fTVr1REHkSAL34JK+kTGBVKZIbYOO/MTr1EVS/+/m3lOXx2rVrp0gPoCDNolNWjGycOIa3ZadhsOrmh6yQP1F47ywA4JdffsHixYvZyJrXxdXVlS0vqCoWCdDCTm3btkX+qNEwbtiavucq0GTo27cvQkNDKzxfeno6Fi5ciMzMTDYF4L+sau7m5oZ27drVdjcIhLcC89tA7vt3GyKuVlOolT9SR1aoKcrCCBOdPHmy2qc1NKQnxYUPaUEWsxY9AQBXrlyp9jGrglThOVGvu1yWkQAAMLJxrvQYNaEUWy6T41nCS0yaNImznZl45d8+zm57tX2a8n1re2U5MUoOqYqAmKEi55aiKI4xTZfaUlOkVikJpq5w7OtLK6oLRLrLwTBe5Q4dOnDUZ9s3VEZOFJRKUSRR3mdMrqUqQUFB2LZtG1ITlUaUU0NnvVWxAWD/kROc16p5h4otkGbT48R4OJlr1Aajxpubr/Scp2TTnjb13EymbJWBIu+/ovzD8jyl0jJTe5kx5kpLSyEroI1DgZooUU2EvEZERLCieHJpKWTFeRptcq/tBbPQcOjQIQ3DkYnGkGlZIFBFIDJHnz59KjU8GXE71vCWVWxwpu5WCkppq4hgZGTEKROoWs7I2JD+zkhe0Z8PW8nAsj54BkLWc8qEvzOq15LUp3QYOZ+vISrZpUsX9u/yXKWX0cihuV51shmPt0BNM+Leo2fIKSrDzENRCI1Jw/8O38PHqy+x9Z7ZEH12wULK5nir4+XlBYMCWtvByFZ7asBXX32llxCevjCGt6WIftbn5ORobZeTk4O6desiP5x+1vFVUg4E5jYA34A1wJmyfOqq5qos+LniFCiZwmgvVYi6iRq1Q3R0NGcR0tDagV1EoSgKbdq00TxQFdD2HKvT92uN57E6xU/DOdUi2rVrh/DwcAQGBsJMTj+XDOs3Qt1PZqJOvykAwEYM1O0/lXOsioTKqopYLIZnp48AaEYWRUREQCwWY+umjci9sgsAXRnAotPnnHQShrsPHlVYGpNh8eLF2LBhA3x9fdG1a1ccOnTota+DQCAQCPpBDO8apKJSL1S5VHOjwljfu3dvtX/EPTxo9eSSuFuQSyUwsLKDoU1DZGZm1ujkTxcySofHO4P2gpo06wLLrqPYyZc2Lly48Fp9kMspfPLHNQzf8QCUmheSKeumqmArTX+OPIX3w8DKTlkSTS5DWYoydFRVNZzjlbcWQ9igBec8jNcCAOrV4xp69+/fV/SF7lvO5Z2aF6GSXztp0iT2s7MUGWKjH71ymZbPDfcUaDG8r1y5gokTJ0KuYizzROZ6q2IDgKUd16uirVSQXBFazFcY3jY2NjCs6wjx1L3aD8rjo6xc2fdiGT3mjMAYE/LKjLmBgL6v6tThpmxwoOTIvboHckkRiuNucow5X19flOfThre6Qfu6Cz1JSUmYM2cORK4dmYtDaeIDzYYqi1GBgYEa4894khnPvC7jgS+ywL///lvp58coLjNeTeYeYJ4RGt0rLUD2BdqQ0VYRoUxazhqjgHKRBQA2XmaMGNrYlRfnobwwGzweH/U/X4RsQ/o7wIS/M3oEksQH4PF4uHnzpobHUCwWY8iQIQCAnEvb2e1Gdi561clm9CbKJNySZn9t24XBc//AsTvJmLgrAocjk/AsowhB91PYPvL5fAgU6UHy0gI2x1sbk4bTpeKM6jfW+VzbvXt3pf3VlzxF6EpZYS4uXryI9PR0re0kEgm6dOkCeUk+Sl/c57zHNxLBsI4DG91DKYxmGSuuZgbw+OyCye3btxF66RoqglkwKom/A4qSw8i2CfimVuCrqOrzhSYwslUqwN+/f58V3qsqSUlJ+GriJO1vKr5LOQoDVR15cS7ntbm5Oby8vDBjxgy0cLACQIelm7XqDXOPATCw1l7fnoFJKaoJ+Ob0d0WmlrLDRI1MmDAB+zYGstute4yFWdsB3GMYm0E0YjXs/FZV6dzXr1/Hb7/9Vp1uEwgEAqEaEMO7BlH/4VSFbyTSCCVjSlepe1SrwogRI+hjlEsgUUz+mXq5NTUxqAipwvBWF3Aqy1CGH1t9NAqmLXsq31SbrG7evPm1FgmeZxbicVoBskopmCnOwzMwgkFdMTvRlKuF3Zbn0l4rVnkdAI+iMHvWTBQpQuNVDTYm5Fkqk2PaiecQ2nPLlvGFJjBx64EG3/yNm0+VntikpCTWC89XLAKUvrincQ2qRj6T+8rgVIc2+tPySzkeb/VQc4A2vCmK4hhxAlNrrTXGdeHo2pLzmjEMVVHm9NJ92LFjB8w8BrI5v+pYfzyJUzYtv1RhhDMlphQREqZudO6w0ID+TJ4/f15hX/OuH0Di2i9QlvIES5YsYY05Ly8viCj6nhRYcA3vEydOVHjMyjh16hQAoM7His/VUAjJy2iNdnKV70RF48945nWh7+d37RptKDHjTElpA7RDhw54/vw55s6dq7EPE1pr6tZdQ6BK3avG5MseOHCA3Vaqct2lCVEAaMG2v58KUaAIVaYoCuYKQ0FWSIdD29trrzXesCGdviEryELWmd8B0FUA9KmTffT4PwCA7GyuR1ggskBskmbEUVRiLgDa4N+8eTOMHVsBoBfmvvnmG50RBr/MnsLmBWuLFABqVuWcMbx9+/VG79698fvvv2ttx9REb9q0KSTJMRrvM6HxcqkElGKhT15CLxbzeHzwhab4+++/AQBXr17lRPFog83VL8lHWSq9ECNq7AmeEXc/Yyd3zuvTp09XeFxdnDp1SufiFJPGRan8xpbnKxco1FPBRo4cyf49bnAfAFzdjYrKtjHURGmxpKQkPEyi9WEYHQoG1Xz4zwb7QChTpt1YdviM01bYwA18oQmE9k21esMJhOqQkJAAHo+HqKio2u4KgfCfgRjeNQhTrkQbAnMbJG/4Eqn75rHbVL3g1c1zVg3PZLxuQsUEUpuCaU0il1OQ8xSlWsq4XiZ5cS47uQOUExm+sRkafL0N9Yf/onIcebUXHgBgxCalonb7QeNh0rg9nGYdQ4OvNrLbmZxGBibsUNTEkw1FXrL4FwwfPpwVylP18DGfT3qBhCM6xCy2CEytYNlpGAws6uOOyJOtqc2EsYLHZ0N1K9MDUC+zZGtBT6SyisqQW6K8Z7QZ3snJdGk51ckXcx363mOphfT1yYrzkB8ZhPybmnXI1cW0KIrSGSoNABbtfTiT5iLFEDIe72I1HQAmrFYfhUhVJWBVenjS3wMDVXVnAC9evHithZ6UlBTO4lHBnSCOAZpzcRuKn9xA4X1lOTimxrtZoaZQmDRHe310BibioKLPLykpCfv20aWmmAUeucLza25uDrFYjOXLl2Ps2LGc/Xx7eLJ/M4sebJ/V6subt+0PAyt7XL58mV2MUf3cVA2HcoqHa3GZ9CIFX8AaceV5tDGkWnNelbIy5QJZmaJ0l5FtY5SUaiqzq1//+mu02J6BeV2UqJS2EljUg2nzjzT2CY1JY73kEyZMQNtutFr/T1PHoW/fvhrt2ePxeXCxocfYSK2eN4N61Et1oSgKhYrFtvIKIqrGjh3L5mbXqVMHJYpFEE6fBv2PPqbqIqS8XCmwZlaHXQRt2rQpJ2Rclbybh5F2YAFnW8nTWwAA87YD4DD+T857QqfW3Nd6iM9o4/HjxzpDqZnfF1lJPpI3TUTGP8uRFbKOfV/1mfvJJ59wNB56tNE0sg3r6VderLpQFAWKomhxNUWYv1wlXWX27NkaCz+d3JzZv5mUAfqFIQxVKioYWNqBQCAQ3hZXrlyBr68vHBwcwOPxNJwbFEVh0aJFcHBwgEgkQs+ePfHwIVdzSSKRYOrUqbCxsYGpqSkGDRqkMU/LycmBv78/LC0tYWlpCX9/f+Tm5lbYt5o6d01CDO8aRDXPs/hpOCiZlJ08FkYFQy4pgiRROUGnVPLCK1Ms1oVYLGZDSZljM54bfevfVhdV1WxKqmkgqXryDK1pESeRSwcYWNSDqFE7tnYsUP2FhxdZRcgqUk4kE0qMYOLeR7OhjJuDX5b2jI04YMqL2dStg/j4eKVRqTK5YcKTU/O4BkB5Np2LamBpByNFOSiBmTV8fX0xbtw4OoxVYAD7sYHKME9pKVL3zkXh/VBknfkDFCVHtkq9a0YNmqGOqREMFaHXL7OUHh2egZGGd0n5norhrQhJ1zfE+sg/tEeqJP4Ocv7dyOaBqqLu8aZPytNop4syGYUhUwLYMSmK4Sr15melIykpqUqT9IMHD3Jef+rdEwBtQDIiewyvEw3SuHFjjlGSfX4LpJkvUPzkBkqeRyA//Dgyji/lpDfMmzcPYrEYPQ2ecIx0SiZFacJdzvELokKQd+so0g8vAkB7bHkGwgqfEYwXHgB7TzBRKPXrKxceduzYwea2hoeH4+C29WhhT4+NUMyNdOCphAwzGNZzBnh89nNXNWikKurPAHArPhvBwcGclIjiOHqRLDU1Vet1pKUpo0XKMl+AkkkhEFng76MhWtszXL9+HSJnZUh95ulASBVRLSLntlr3ySuR4nEqfW9v27YNsQn0AsgP076uVKSqW0tnAIChrXbDe+vWrRXury+qSu2U2jNsw4YN7Oe4Y8cOdnuLFi0gSXyAjJMrtR5TXXSP0UowsLJlF0GLi4vZe1yu8myn5DLkXt6pEbVT9JCu/KBNQNJY3JJjMFtbW2u00Yf69evrVC9nkCQ9RHluCoofXUNpQhSk2fRCZJmKcODs2bM5+9QxNYKDJfdeVy05CUDj+QFUv6Z3en4pOi47jwG/X4WLiwsECsObWQDh8XiYPn26xn4u9bkiaMYN6Xx5q49Gw7rnOHa7ttQgfdGmG0J4f1FdyHyXeBf79S726X2hqKgIbdq0wbp167S+v3LlSqxZswbr1q3D7du3YWdnh759+3JKO86YMQPHjx/HgQMHcO3aNRQWFsLHxwcymdLOGDVqFKKiohASEoKQkBBERUXB39+/wr7V1LlrEmJ4vya//vor5syZAwCQFSjDITNOLEPSX2ORumc20vbPR36EUkCt8MEFyKUS5F2j82EZb1h16dSpEwBAkvIU8rJSCEwsYWTftMa8LrpgDG+Kkmt4lAFuiLJhPToUUFUJWlWhtbp5t/eSlIsdznWEoMCDafNule8ol6H40VXOJgGfh6dPn7JK1AJTZX4x45HPKOAa3qyolLU9x+vPMxJh586d2LhxIwTWDTihi5S0BJKkh8g68zsK759D4toRKIhUGk5Dhw7lnIPH46G+OT0xTM3nnl+b1xtQej0raqONoKAglJTTk3318jaq+daMwcV4vPv06aMhlFYZd806sn9TsjKkH13Mvj5+cC8aNmxYpQffvXv3OPmjPT7qwopIOU7bx4rlAZrK81UhKiqK63FSLOBkHF/KGsvqMKJSY0ePRGG0sjyaXCoB5DLkhu1XbisrRu6l7Sh5HsHeUwLzuigs1O7xHDduHKe8FCv6pthXPSeYyW1lvH7f96Xr+AobNOe0M1AolHO2WdmCLzRhDSBZkbKMYrma4X3hQSKCgoKUkR6FOexYffLJJ9BG+/btlS9k5ezCpd3YtZgxY4bWfRiYiJ+86wcgL85D1unACtsDwK34LDYdhNFpKC/KxYYNGypc8W7hQBtiujzeUqkUCxcurPT8laFagk918VAgEMDHx4fzOTJ8/fXXAIDi2Ct4scJHwzsNivudYg1vxeddWFiIrKws1vAuenCebftq2xSt/SzPS9PQOci5tB2yknw6z9tO+fv2119/6bzeinBxcVGWQ1OgLmrIPLsBAJQcKdun4dW2KeyitK7fWncxN0WGMWoZtBmzIlHlVQ20cS4mDekFEjxKLcAvwSoe7wpS1QDAXm1xgCnpaNlpGGe7tlKV+mDR4VM4Tt0Dy84jqrU/ofbp2bMnvvvuO8ycORM2Njbo27cvYmJiMHDgQJiZmcHW1hb+/v7IzFQ6ReRyOVasWAEXFxcIhUI4OTlh6dKlnOM+f/4cvXr1gomJCdq0acNZuM7KysLIkSPpaiomJnB3d8f+/fs5+2vrF0ALC7u6ukIkEqFXr17YuXMneDwex4t5/fp1dO/eHSKRCI6Ojpg2bZrejqr169fD1dUVxsbGsLW1xbBhyu+Ktj5dunQJPB4PZ8+ehYeHB0QiEXr37o309HScOXMGbm5usLCwwMiRI1FcrHSChISE4KOPPoKVlRXq1q0LHx8fjuNr165dMDMzQ1ycUkNo6tSpaNq0abWdbu8SAwYMwJIlSzTmrgDtcV67di0WLFiAoUOHolWrVti5cyeKi4vZKL28vDxs27YNq1evRp8+feDh4YE9e/YgOjqaLScbGxuLkJAQbN26FZ07d0bnzp2xZcsWBAUF0dFQWqipc9c0xPB+Tb799lt2spgbth/SnBTk3TwMyMohL8kHVV6G0pf3OeJjWWf+QPL6sZBm0qGRmzdvfq26oEZGCgEkeTlKntIeJdOWvXH5cvXrfVaGTE6xZXqEfHoiqI5qiLKBRX0YWNpy8gYN6jgA4MHA2gE6SvBWygNFjesxnRvCsy5XWb34aXiF+xbcPcN5LTTg02rYCmOCr2KwZpdS2B4Wr+nxzs8AJZfBwNyGE5prpMinXLp0KSfvWVaUg08HcRXAKbUwfW2hM0y4uTqq4fCqqHq8metQrdGri0OHDrGfkbomwb179/DNN98A0Aw1b9++vUaOcGmiZvk2XVCycpS+iFK5AD47IejYsaPO/dQJDFQaW2KxGNZGynvCspOyvN78+fOrpPSuSmy+ARwmrAegOUaV4eXlBe/mygUMgcLYY54FAACVFBQmasTA3EbrYsHt27excydXrE9dUFB1ZVcbbRzp+9OwriMrAChq2hm2IxZrtDUwt2HTGCiZlPNcY8LIGV7my2Dk0BzGYlqIkFmI8/b21lnObcyYMZzXzIIUjy/A7sP/6LyGLl26sB76UkWNclmJptK8OlfjMhXpIBRHpV6XqjlDSwd6zEQOrjrbLF6sOX5VRVquoioP+l4WCAQaivCqeHl5cSaYqnobgGbqBaN3wRjezH3GY9ID8jPwYoUPXqzw4da5ViPn0g7277xbR5F/6ygb3WHd+yv2vQcPHlRLYK1Ro0asJgRDSbwyl15eVsIRqQToFCPVcoeTJk3SOm6txVYVnltbGk11F+/+vao0WkLjS1hhQyaySJfmSyMbblQYXUJNM8rIsVlrjW36YO45GABg1d1f63EJ7wc7d+6EgYEBwsLCsHz5cvTo0QNt27ZFREQEQkJCkJaWhuHDh7Pt582bhxUrViAgIAAxMTHYt28fbG25i64LFizA7NmzERUVhaZNm2LkyJEoL6cXAktLS9G+fXsEBQXhwYMHmDRpEvz9/XHr1i2d/dq0aRMSEhIwbNgwDBkyBFFRUZg8eTIWLOAuEkZHR8Pb2xtDhw7F/fv3cfDgQVy7dg3fffddpeMQERGBadOm4ZdffsHjx48REhKC7t256VTqfWJYtGgR1q1bh+vXryMxMRHDhw/H2rVrsW/fPpw+fRqhoaH4809lSk1RURFmzpyJ27dv4/z58+Dz+fj000/Z8oljxozBwIEDMXr0aJSXlyMkJASbNm3C3r17a7Sc7rtIfHw8UlNT0a9fP3abUChEjx492EoskZGRkEqlnDYODg5o1aoV2+bGjRuwtLTkzAc7deoES0tLts2bOndNQwzvGoDJs5YX5+HV5onI1aZarYq8HPLSQvTq1QuJiYmvXQ+0WTNleF/hA1oh3LRFd8Q8flJtBdnKGLHpBnz+oicQFqbGSEhIwMWLFzlhHyXPbiPtwALWOLHs+gXH8LbuNQFmHgPRYNJmXCvQnR9cEWkKD7BTHRMM66j0Khc9uoqs04EofHABaQd/BEB7O1atWsXWyeYYOwCKJDI0btxY6fE2UxpI0YbN8fOpGCw784izD09gyAoLqaKq5GvZ5Qtlfw8txPHjxzFu3Did19S1a1eNbbYWXG+HiSF9Ddq82Ub2TbniaorwQX1WVu3t7TU8pqq4u9NCSYzhzTexAPgCSCQSDeGjtH1zOd5dBkaUiYNcBkoqQeF9OsS39CWtyiyTyTBr1iz2M6uMiIgIzmtLpSg3jGwbw8i+KYSKMNLqlgR6Zqmsj6max10R9+4pQ3OPHj4EU9D3LRM+rHovqoqyMcasgZUtrKysNI6rOllgqOjz00Z9c2OY8crA4/Hh8NVGQGCI+p8qJ0DlualsKoTAoh67qKORXiIvZ404JpzZ3v831OlLe2BL4unPpiKDlBEHYyiKucSWJiy1dKrw82LrIZfS93lFmhtNbem2N55lwalREwiMlc8lqqykQlVzAHC1NYORgA8YmcJAiyI8w4wZM5CUlISLFy9W614rU3i8eTwg/vkzXLx4EQkJCZX+Zhw+fJiNhJIX5yLt4I9s9EdpEndBTN3jbWVlhZycHGWouZ6LS2WvHiHtwAIURv+LAkWEV7EihUTo0AwCc2UElrpHDECl41RYWMh5xqQd/gklKour+vRz/PjxWre3dbSqcD+BFsO7OlFqSUlJ+Of0Wa3vMd579fr2DL2a1cfYzg0xsgMdKWbawBUGdRtotBv8xRicOnUKU6ZMwalTpyos9aiKatlIw/raS+UR3n1cXFywcuVKNGvWDGfOnEG7du2wbNkyNG/eHB4eHvj7779x8eJFPHnyBAUFBfj999+xcuVKjB07Fk2aNMFHH32Er776inPM2bNn45NPPkHTpk3x888/48WLF+ziUIMGDTB79my0bdsWjRs3xtSpU+Ht7Y3Dhw/r7Ffz5s2xceNGNGvWDKtWrUKzZs3wxRdfaMyLVq1ahVGjRmHGjBlwdXVFly5d8Mcff2DXrl0orUT34+XLlzA1NYWPjw8aNmwIDw8PTJs2jdNGvU8MS5YsQdeuXeHh4YEJEybg8uXL2LBhAzw8PNCtWzcMGzYMFy9eZNt/9tlnGDp0KFxdXdG2bVts27YN0dHRiIlRilxu2rQJKSkpmDZtGsaNG4effvpJ5wL0fwkmrUx9McfW1pZ9LzU1FUZGRhppSOptVNPmGOrXr68zda2mzl3TEMO7BhCLxRr1oyvDzMwMFy5ceC1PN4PqD2tpQhTKC7IgEFlA1NiLVZB9ncmfOg+S8xDxQhnSZ2pkQOev9uypYdyVvriHvOv0JEvU2At8oTJPTSAyR91+tAf1VFzVPIcMjNCZubEBOrVqAiMePVEtvB8KSlKI7OBAlCZEQSAQYPPmzZg9ezZevnyJixcv4kVcDAa0UgrR8Hl0SBXj8RaYWLIiWo8KaWOjrFzpUZGVFCD/9nEURmvmgzKGt3HDNqzKfHleOqTp8aAoqsLQem2Kzw5W3LDGxvXp8ET1nDxDGyfYj1nD2cYY5/qsrLZv3571HKp74lW9MPKSAlByGXg8PgQmlrh8+TJnUszUd9aW+5+67wftJdUAZIX8iaS/xrJ5zwKBAJ07d8bGjRvBV5R9EwgEOr83ZmbcPMiSAuV9aljXEfZj1sDObxUMbRqCoiidIl/auH37NhYuXAipgdJIywvTNCC0sWzZMs5379wPA9HF2QLftTdFy5Yt2VxUgFuajsmbNrBugICAAI3jaqvpzHitmc/P3FyzRrM65qDbGpjXhUnTzpz3DKzsVEqz1WU93nItn+2r7dOQvHECWxlAFZnC8KtsAYip1MCgVEtvjR49emjd58mTJzBQlCyTFSpqVJfks/XdAaBtsVJsslPjunCwNEaJVIbnxUJ8PpKu2UzJZaDKy9CjR48Kn81CAwHcFOHmDSZu1Ij2YPjrr7/QsGFD9O7dG05OTli1qmrlnhjD24BHG9OmpqZ6/2aoTnxLE6KQvHECss78jqwzXPGzcsW9xxhbISEhWLBgAQSKvGZtGg+6KH1xD1nBa9nPoPjJdZQmPQSPx4dZq95sO/UojG3btsHJyYkdJ23RKK6uruwzRlach9LnkZzcbah81rrQde95Olecd25YR9PArU5E2alTp9gFDUkydxFXXlKgtb49A5/Pw8+DW2H+QHrhUC60wLyVGzTapeaVwsfHB+vWrYOPjw9Onjyp18IlT2VR3MRV/ygjwruFp6dSMDMyMhIXL16EmZkZ+48xMJ89e4bY2FhIJBJ8/PHHFR6zdWtlFAUzP2FSmGQyGZYuXYrWrVujbt26MDMzw7lz5/DyJdexodovgBZLVDc8O3TowHkdGRlJV0xR6b+3tzfkcjni4+NREX379kXDhg3RuHFj+Pv7Y+/evZzwcG190na9tra2MDExQePGjTnbVFO4nj17hlGjRqFx48awsLCgo3MAzhhYW1tj27Zt2LBhA5o0aYIffvihwv7/11B/BlEUVelzSb2Ntvb6HKcmzl2TEMO7htA2KdbF+PHjKw3/rApisZj1boCSoyjmEgDAvI03nj9/jm3btrGTv4YNG1Y7xJbh2J1kzmszlLBGBSdHU0F+xCnIy0ogMLWCuccAjfcZSqX65/MCwJYrz3HhEf3wW/ZzAHr16oUATx7mdLbE0u/8cOvWLdbIVvUSMYsEYrEYG/za48+RHvjUowGGeDSAvb095MX5kEtLweMLOGW+VCm8fw5Jf4yEvDgPJc811eMNFbmfIhflBKZQJVeyItEwbWGGrRpwxX3c7OjX6h5vEzVlagAwUKi26+PxbtSoEfgKcS5VjymTG8kKClFydnJtWEeMB0k5sLCm35NmJSLjBJ0jJteS+y8vzkP+zcN49fd3oGTlHKNT9biqIbVffvklNm/ejNDQUCQkJOj0mqqvaDsbaA83FjWmvdbffPONxvfhWUYhnmcUgqKUYb7jxo1Dhw4dsHjpMja/OfGPUZBL9MvPUq/728BKhH1fd8P/vuhDh7+pCC2qil8xRpFlp2FISkrSWCjQ5s1iDaYyepKhupKvCxexciXZxIU76S5JuMfqVwjM64HPhJpr+WypsmKU56WxYluqyIpy9NKzUL8mpia1yLktnj9/rn2xxMhUWRNeJc9XVWfi9L4t7N+7tmyAcRadF3Ys/BmOnQwGoLznL1++XOki5agOSo2Kev2najW+y8vL2XBDiqIwZ86cKtVNlioW+iQlxZg1axY6dOiAzz//vJK9aMRiMddDIC9H4f1QjXBxiUKN3tDKDnyRBQ4dPwk7/9XsgiEnb7qKmJmZofAe7eE1bdmL3a4qTJaUlISvvvqK/b5RFKU1GkUsFmPkqNF0G0WKg+q16HpWq6JrwVNoIMBfo9phSq8m+Kyd0ujlS+nvkIEWw/u3336r8kL248eP2aivosdqddIVYfLe3t4VHsPc2JAVg9v1hJ4YNrM1x7JP6Wiki48zWLV+hpMnT6IyBCoCcqZu2he4CO8+qgvscrkcvr6+iIqK4vyLi4tj86b1wdBQKWrIGCPMc2316tUIDAzEnDlzcOHCBURFRcHb21tDrEx94V+bYaP6m8ucY/LkyZy+37t3D3FxcRVGJAH0gvOdO3ewf/9+2NvbY+HChWjTpg0nlU+XM0L9elVfM9uY6wfo36ysrCxs2bIFt27dYsPs1cfgypUrEAgEePXq1X8it1sf7Ozo57K69zg9PZ31RNvZ2aGsrEzDkaDeRlV8lSEjI0PDo13T565piOFdQ4jF4kpXDQHlqldNo/pgKLx/DpRcBlETT5xJM8XESZPZh4RcLsekSZNey/PNhHfXNZRCVpiDC5sWsga9eo4mfdJyjpKzLhYf17/8WXFZOZYGx7KvH9+/g0uXLmHMMF9MGdINs2bNRKdOnXD27FnWyNaFbxsHBI5oC2NDAT3pp+SQKvIiGZVeRnGWQdXTLMtP1zDAhHYucJx5FBaegwDQIbOqOe9MfpQ2tP0YuDdQnu/S7J5oYE3/YFrZOXLa8QyUsdU5F+mavAaWdgCPr5fH+0L0C4ia0KvAqoYVkxupWr6uLD0BAGA7chkcxq+DREQb+NnnNrDeTWbSrQ1pRgJStk9F6j7N+tJjx47VCKm1sbFhPZHjxo3T+OFt0qSJRqhaC0s5MoPWaIShmrcfxP6tOskvKJXi49WX0Xv1ZXy24TooiuLkUavm8etrdDPoqvvLlEzLPL0GJQlRbJguAEhSnrB/G9o01MjnZupeMwhMrVnRQmlmIlq1agUbm8rTOJZ+ofxcTZqpfsbxyLtxgPV4C8yswVN47LRFMzCUxt/Bq+1T2dQBACiJv6sxsdKGl5cX514tfXkPckkxDKzsIGzghg0bNL18ydm08JysJJ+ziCFTMbzLc5U/2nn5+bh+kM7Tv/Q0BzyFDgOlWKyoLMcbAIZ7OmJab3oRwaTVx6g3eF6F7Rnmzp2r9/P3zj160UHVc3/kyBH8+OOPeu3v4OCg8z1mUkFJitj0D2Mnd4gateOok8uKdRveqoKL2ujduzeKn9wAJZPCsK4YBla0t+zYsWNsG1VFfgZd0Sj3YujFEtV7j1n4VM331kVFNcQ/aW2P/3k3Z9MQAKA+n/6OC21doC3vWV2EqjJoDQ1FCH9pIYpir3De17e0ZlM7bhRLfqkU7Rsqvfb7bnHz+n18fDjPbnV4RiZsNAFVXgbDumKImnTQ2Z7wftCuXTs8fPgQzs7OcHFx4fwzNTVlhc3Onz9f+cF0cPXqVQwePBh+fn5o06YNGjduzBER00Xz5s01UiHVU8WY/qv33cXFRaltVAEGBgbo06cPVq5cifv37yMhIQEXLlyo2gVWQlZWFmJjY/Hjjz/i448/hpubm9ZItOvXr2PlypU4deoULCwsMHXq1Brtx7tKo0aNYGdnx6kUUlZWhsuXL7PPpPbt28PQ0JDTJiUlBQ8ePGDbdO7cGXl5eQgPV6YX3bp1C3l5eTqfbTV17pqGGN41yK+//lppG30nTFWlVatW7N/l2cnIu0GXVjL18IG55yBOW7lc/lrllDIK6UnP46OBSPrLH6XPI9mVSQBa85dL1erKqnqiGLYePav3ooSqyJlcWsrW5VaF6VNVFhnEYjF69OjBTuJsfGYBPD47IWdQzVUHuOVqShLofF6+Si3twgcXOIZsRSvN2lZCm9Qzxf+8m2HBQDc425iirhl97GZtuKFazKROmpuK/IiToGRS8AwMITCvW+kKK0VROPBUOblkcmUBwMmJVqUXi8WsR0aa/lz7cVTUl8uzk5H4xyjWa6mONCsRci11ze3s7CoNqX369Cm2b9+OIUOGYPv27VonrIMG+aLo4QUUq3mXDCzqsSWCVL3R0clKD/mdl7kIj89mDQOBWR3lPuVlHGExfdBVfogJBS96cAHpB3/khPaWpTxhcz+NG7VDfj43b1k1x7tOv28h/m43AEBeVgpZYRZHRKcinOqa4OLsngDAevQlr54gZftUSF5GQ16cB6pcCh6PD0OF8aTN462KND0eOZe2ozTxIXKvHwBkUp3CUerMnDmT/ZuSSlD8hBY5MW3VG48ePdJob1GfNjBlavdSeb6K4JtMytZMl2YlQZIcC2n2K5SUAxYdaDVWxuPN4/Eq9ajweDx837cpurnSCxsmrh11ih2qoq9xdTUuAz+epZ9d6qXE1FMXdKGtLBWDqveAEaKsN2Qe6g3hLiBQpdqfG6tXr0ZWVpbO6hljx46FjY0NqLISSJLoXEfjRnSkSVxcHG7fvo0dO3Zg7dq1WvdX9VLcvn0bM2bMwJOX9DZZcS77Xuap35AZvBbpR37Wea0M2nQS1PFwUn6GDvw8yCXFEJhZc5TZGTZu3Kj370tQUBBS0jNhxCzm5mcg98pulCTcQ9ohWgFfV363Os51uYuojnVM4Gyj/E06Ekn3qVQqQ0kZ/ZwKCwvTme/NRE7Jy0qQd+soAFqThfB+M2XKFGRnZ2PkyJEIDw/H8+fPce7cOYwfPx4ymQzGxsaYO3cu5syZg127duHZs2e4efNmlZxDLi4uCA0NxfXr1xEbG4vJkyfrlRs7efJkPHr0CHPnzsWTJ09w6NAhtiwi4wmfO3cubty4gSlTprCe+pMnT+pltAYFBeGPP/5AVFQUXrx4gV27dkEul3M0kWoCa2tr1K1bF5s3b8bTp09x4cIFzu8XQKfW+Pv7Y+rUqRgwYAD27duHQ4cOaeTBv68UFhayEQkALWoWFRWFly9fgsfjYcaMGVi2bBmOHz+OBw8eYNy4cTAxMcGoUaMAAJaWlpgwYQJmzZqF8+fP4+7du/Dz84O7uzv69KHLA7u5uaF///6YOHEibt68iZs3b2LixInw8fHhfKbNmzfH8ePHAaDGzl3T1KrhvWHDBrRu3RoWFhawsLBA586dceaMUmmax+Np/actT46iKAwYMEBr8XZ1Fi1apHFMJiThdfDy8uIYwOrUq1dP4wtZU/Ts2ZPzOi/sACu0ZtFpOOoNmY96w35ia/zq8r7pQ2YBPeEuVwtBlMlkrDGk7oljxLIYXm39WuO4okbtsDjODs4/nEZOUZnG+6rkFCs9QGn752vkI6v3qSqIRCKOaJZl5+EaNY2zQrj1CstSlefIvfQ35z15WSnKXinLHfB4PA11TQZdEy8ej4cpvVwwsTsdwi5W5Hw/LhSi4dwgWPeiPcNMfnB++DFAXg5pFj0BEzo01+nxvvIkA15L/8WYv8ORI6evs/D+OU6tXsYrCyhDlzn5lSpQ8nJOSLG8JB9lOox0XWjzgmlj3LhxFYrVeXl5oXv37pAkx2q85zBhPeoPWwSekYjNt8oo4BqTy0MeQSg0htDJHQ2+2Q47Rf58VdXM+Xw+OnfurPW90aNHV7hvniJSQtSwDc6dU96XxsbGbO1y40btYO4xkH2v6CH93ffz89O7j851TWBlooyc6eZSBz/99BO++OILABTKGYV1hZgY43Xk8XgwMNCe4ywvyUfavrnIu7qH3aZP5MUvv/zC5vQD9KIEAJg074bnLxI1jJ0SvsKLqFZeqjiOW9kg89QqZP+7GUWPrgKUHPnhtJFh4tJBsT+9sKGPZx6gr33Hlx1YxWnGsKwMfcZg0cmHKOYrjCk51/DWdwFj3LhxenmGCu8G63xP173erh19renp6Vi9ejXatWuHTp064ccff2RrizM5lCWKhVdRY2UqUocOHfDll1/iyZMnGscGlFUYmDSP33//XWkgqiywyEsLUBT9r14LYfposbRWKS1GGRixi7AiHXnP+i5iBwcHw8i2CQQic8gKc1D6MhrluSlIP7gApYpz+Pn56ZXDr/o9HeHpiFXDWkNoIMDf4+jxvpeUhyORSej92yX0W3uZTePSFXLOLBjJCrNRcPsEyguzWbV1wvuLg4MDwsLCIJPJ4O3tjVatWmH69OmwtLRkn68BAQGYNWsWFi5cCDc3N4wYMUKjBGVFBAQEoF27dvD29kbPnj1hZ2eHIUOGVLpfo0aNcOTIERw7dgytW7fGhg0bWFVzJhWvdevWuHz5MuLi4tCtWzd4eHggICBAqw6OOlZWVjh27Bh69+4NNzc3bNy4Efv370fLli31vjZ94PP5OHDgACIjI9GqVSt8//33GjbK9OnTYWpqimXLlgEAWrZsiRUrVuDrr79GcnKytsO+V0RERMDDwwMeHh4A6IVzDw8PtqTmnDlzMGPGDHz77bfw9PREcnIyzp07x9GfCQwMxJAhQzB8+HB07doVJiYmOHXqFKdi0t69e+Hu7o5+/fqhX79+aN26NXbv3s3py+PHj5GXp5wH1NS5a5JaNbzFYjGWL1+OiIgIREREoHfv3hg8eDAePqRVV1NSUjj//v77b/B4PHz22Wcax1q7dm2VEuFbtmzJOXZ0dOWh0PoQHR2t4c3k8XhYvXp1lR5mVUUjJIKSIyt4LaTZyRCIzGHSrAtMmnjBsssI1mtXVSiKws+nHuJ5Ju0BoUpyOe+rGo0JCQmsN7J///6QZiQg9+oeFD8NR/KmiaCkEhQ9DoOsMAevtn3L5uwxHLtb8cPo7kva6C/LfImyFO0TN/U+6YuVlRVk+Rlsrrxpi54cwauCu8EaeZJ5Nw5B8uox8iNOoiztGev1Lrh7Bql753DCkjdu3IimTZti06ZNnHu2ImEddbwacUM8LTp8CggMYdqMVkRnvNUlzyLYa9CV37jpyjNkFEhwNY42rEpfRiPrzB+c0jyqdZeZvCV1cSAGqlwKuVzO+Z7mhe1H8bPbyDhReVQIAMTExFRJ+Kwi9u7di6KYy8i7eRgpu2YiXxHKLTC1gqiJJ6y6+bG5w5mKEnkdnOvAyICPuy9zUWxiC3OPgeDxBWz5L30VwwH6+19RyUAvLy+MHTtW5/5MmTWhY0uAbwBHR0fMmDGDsxhi1rov+3fBndPIvbwDW7durZJ4I4/Hg4Ol8tm1/JvPsGjRIqWSvcLwNlQoKTPiahRFsXXK9UHf3LZ165SLW6Uvo1Genw6BsRlMm3/EeQ8AfjhGP7+FitJlDCVxN5AZ/DtSds4AQEcQFESeZI20wgfnIc1VemfkKiklN2/e1KufAj4Pvm1oj3tFGhaqVCSuCAByOYVnGcpxUq+pzuPx9H6uffrpp5W2Kc9L01qBANAd2aB6DTNnzsTNmzfxww8/YOHChaxoEuNhZdTHTVw6wKrXeFa0siL27dunUS6PMbxVPd76MnbsWL1UhI0NBejgTD9f/Xu3RcnTW4q+aze8IyP1S5GysbGBYR36PinLfKFR+gwA9uzZo5cHvY8bfT+YGgmwYlhrNFR4wD2dlb8Lsw/fw6u8UiRml+B2Qja7XTVUk4Gp4CGua45O7dsg63SgRhvCu8+lS5c0IkhcXV1x7Ngx5OTkoLi4GLGxsQgMDGTnHnw+HwsWLEBCQgLKysrw4sULzJtHR704OzuDoii0bduWPZ6VlRUoimKdPXXq1MGJEydQUFCAtLQ0LF68GDt37uQ4wLT1CwAGDRqEuLg4lJaW4uLFi8jKyoJYLIaxsdLR4eXlhXPnzqGgoACFhYW4d+8e5s+fX+lYfPTRR7h06RKys7NRXFyMe/fucSLAtPWpZ8+eoCiKExkzbtw4jRKvixYtYr27ANCnTx/ExMSgtLQU9+7dQ48ePUBRFLsA8ffff+P+/fscbZ9p06YhKysLDRpo6ke8bzDjpv5PNYJh0aJFSElJQWlpKS5fvqzhpDQ2Nsaff/6JrKwsFBcX49SpU3B05KZS1qlTB3v27EF+fj7y8/OxZ88ejSgmiqI4jpiaOndNot1N8ZZQD3taunQpNmzYgJs3b6Jly5YaXuh//vkHvXr14qgLAnSpnjVr1uD27dt6rYQBdO5HVbzcEomEM9FlQj6lUimkUq6aal5eHn766Sf8888/GDx4MH7++We27ZvC1tYWLi4uXC8IJUfO+S2o//kidpNlx89g1qo3CsvyK+zP7du3cf7qTfT+qCOrNHkvKQ/bwxLYNst/mo/Z06dALpdDIBBg/fr1sLW1ZY87evRojB49GosWLUJISAjyrh/gnCNTxQiTZiXCqJ4z+3rFsRugHp3XapBQFIUlp2kPppGNU4XjMmrUKE6f9KFLly44cOAAss9tgEnzbjCsq6izKilG+pGfOXm3DPKSfKTunsW+zji+FAaW9SFVlEJi+PTTT+Hn54fQ0FD4+fmhb9++7AS/U6dOEIvFevVVqGXeatpCKYjDhCsXxVyCZefPIWrkgSJJqdZjP0rh5q+rpwH4+/ujbdu27L7MaqKsMAvS3FQYqokaUdJSCAQCTJ48GZs2bUJubi7kkiJk6BEKqoqvry82bdqEL7/8kj13db5Dtra2+HXJL6xX21DtnjFr7Y2imMtYcD4DVvYJAIDURxHwcHTGrQw+9qbZwbS52jXKKo7IUGXcuHEYM2ZMhX3fsmULJk2ahBs3bqBz585IT09nDSZpegJkxXkQmFhCKHZD0stojTJiwga0wZlx4lcUPw5DWFgYvLy8qjxubvZmiEmhn22OVkJIpVKkpNDh2eWs4U2PH2OQCQQCDTX5ijAyMtKrP/3791d5RaHg7hlY9xgLy64jsWLVN6zAHlPZAACKn2h6H4u0VB1gkZUj5/xm1P+MXplXDU0vLy/Xe9wGtKiHP/99DKFDc4hcOrLGmi4qO/a9pIprkHfo0EHv59q0adPYyAh1LC0t2e9zVvBaZIduhPjbHexCY2G07tzP8+fPc6I1tN1rtra2aNq0KZ48eYLSxIcwdmwJyw5DIcvPpBdAKiA0NFRjUsqWslMpfaUNX19fjB8/HvXr12e/U6rfh8rYNsYDWUVlaGAlwsdudoiSy2BUvxHs/NfQmhQqOfdPnjzR67hpaWlsDXWmhJs6MpkMjx49qlTUp1l9Exz4ygv2lsacc4sEgLWJISciDACuPclAJ2crAEDbtm3h7+/P8RQxuhAd3JtizS+XIBKJUBB1BgTCm2T9+vXw8vJC3bp1ERYWhlWrVulVo5tAeJ+pVcNbFZlMhsOHD6OoqEhrSGZaWhpOnz6tIS5UXFyMkSNHYt26dVUypOPi4uDg4AChUIiOHTti2bJlGga9Kr/++itrQKty7tw5mJiYaGzv2LEjW+g9OFh3GF9N0r9/fw1PUMnzCJQmPoCxo3KFR2BqjcBTF5AlEsOjLgWhWjTF77//jts5xqjrPQWrf9iAdoYBmD59OqKyeADoxnWEFBqJ7bF582akpKTA3t4eNjY2Wq9Vn7y6stSnHMO7zMgS386bjx9//FHDyEgvAZhbN/v85gqPu3fvXvTo0UMvgSkG5vOUS4pQlvoMQge6rnBZ5gtI1Grg6oIqK9YwugHac8yIODD/M+e7f/8+7t/XngutDX8XHnY/VX54lh2HsX8zYnbSzBeQZr+CYR0H/HEjEZZmweArnOwyOfAoj4esIsUxku8DDVprGA09evTgfK5MCCgAlCU/0mp4f/3117h//z7mz5+POXPm6H1N6nzzzTcQCATs56cqgFEVmjdvDkdHRyQmJqI49iowcAb7Ht/IGPU+nY88oQ3ysumw2nu3ruLGjqVo8OXvgFCLUamWc1sRRkZGej8DXFxckJGRAR6PBxsbG2RmZgKgUPI0HGat+8K0eTdIXkZzapgKzOvCwLwuKFk5m6t74cIFZGQoF1D0HbdWAKLMBehhL2f7nJ1Ne8uk6QlAS7qkGEB/zgDQvXt3vRc8AWDXrl2cvlWEnZ0dmy9YEHkKFp6DYGjtADP3PujSpQt+/PFHxCTnAqDvj6yQP3UfTAclT8NRFHMZJk07c8TgysrKqvTsbiPKRVSpDay6+6Pk2W2tHk2GBw8eaP3dYDiXRD9rpVmJkLx6hOLH3AWF8PBw7Nq1S+/nWqtWrfDgwQON7ba2tpywPEpaitS9c2HStDPyb59gP2NtUBSldXzU77Vhw4Zh2bJlyL28E3Z+KwEAZm28KzW8AWiEETLK9eo57+p069YNPB4PGRkZ7HeqOr/D9wCM9xuB2VdLIeWbQujQFHX7fYOss+vZ8P+SkhK9jp2TkwOeIf2Z60qN4vP5ePHihd59TQMQpbbtm6bAsiju1C7k7nO0KFcKXn322Wdwd3fH1atX6Wto+wniygDkJiM4OAlHjx7Fb2v/gJruOoFQo8TFxWHJkiXIzs6Gk5MTZs2axXrbK+Pq1asYMEB3hFFhYWFNdZNAqFFq3fCOjo5G586dUVpaCjMzMxw/fhwtWrTQaLdz506Ym5tj6NChnO3ff/89unTpgsGDB+t9zo4dO2LXrl1o2rQp0tLSsGTJEnTp0gUPHz7UKYA0b948Tn52fn4+HB0d0a9fP1hYVC90u6YZOHAgtm3bhpIS7o96+uFFMGs7AMZO7mwuo2H7z7D/GWBYzwkBA5Xlhm7fvo2LFy/CftzvAACrriNx785pZPGt4dxMDDyJRUsHc2zxawcrYz5CQ0MxcuRIjXIL6v1avXq11lIADJKUOJi5c4UMTJp2Rtr1A8jIyOB4vv/6JwxAEcrSnnEUoLUhl8vRsGFDnfV/dREYGIiHDx+i9MU91vCWFWbrbD9x4kQcO3aswtz5TZs2sZ7P0NBQ9O3bt8Jxq4yBABofO40fL2bB0MqO9cwzQlYMxXE3YNnxM2SbN8EDWT38MMgDeSVSeC5TlnyyNqIQtWc+BGZ1NK7TxMQEAwcq84cHDhyI9evXIzc3F3k3D8GkWVdaJK2sGHJJMWRFOZg1axbEYjEGDhyI4OBgXLp0qVrXyHx+Xbp0ee0xa926NRo3bgyqXIIXK3zo6/54Eiw8B8HAnGvAyAqzUJ6Xhowzf7JiU8VxN1EUcwl1Pp6MAjW1dicnJ426pQAd5jR37twqhXwzvHr1is3PLYq9ArPWfWHuMRClL+6hWKVOtsCUDhOVFeWwn3vv3r1ZD19Vx009K/zly5fYt28fJK+4qQVMjveVK1dw5coV7Nu3T6/j5+TkcO6niujUqRMbskhJS5F38zDqfDwJVt388PTBBSwLl+DFi3QYi21AycpBVVFpniHz1CrwDIzYUm5mZmaVPtfU+aiXFB2XnAXqOcPUrTubqsIzEsG0RU+UPLvNhuvz+fwKx+Dbz+bCsMXHKHp0DXnX9mq8T1GUxveyIgYOHIh27dpxjO9OnTpxorgYpJkvkJf5QmO7OosXL+bc17rutYEDB+Kff/7Bw4cP8ervqXAY/yeM6jWEkW0TraKYqshk3BQkHl+hvF1JzW4PD48qP/MrIqzsIQ5F0ulPZq37QV5WgpzzdHk6qVSq1+cQHBwMnuLRqqsiwOjRo7VXBqkin/uUw2OJUr35RSEP5k07wNPJGqP/vo06pkbYOLU/ZsyYAQAYsSUceJmLvp09MKAVvZD60UcfVWnBmkCoKoGBgQgMrF5ag6enJyfcm0B4X6h1VfNmzZohKioKN2/exDfffIOxY8ciJiZGo93ff/+N0aNHc3I/Tp48iQsXLuhURdXFgAED2BXfPn36sCVG1L3pqgiFQlYEjvkH0GW83qV/2oRqKGkpCm4fR8bxZcg8xa0hu+vmS4AvYPcPCQmh3xAoJ07m7T7BkrA8hL/IBQC0FlvBoY4ZDA0NkZmZibCwMKSlpVXYL/X6yuoUP6JX3uVlJWwZLGMnuo7snj17OMfaGkEbt6q5mRVRWlpa5XFkhIMYNWWALv+ii6SkJDafRRuJiYmYNGkSe3ygZu6dL0cMgfFt7n1bmnCP87ogUilUtisyHdklMmy4ksBpY5pNi79pW1w4cuSIxnlHjhwJAJBmvkTy5olI3fM/pO37ARlHfwEAzJ49m2178eJFNk+4OlhaWtbImDVq1EgjN6zkeYS2U6IslTYIih+HIfv8ZmT8sxwZx5ag+NE1JP3lryFG9ddffyE8PBwjRoxgRWv4fD62bNmCRo0aVbvP/v7+AOiqAGUKY6hOn6/BN1YKg7B5ryqCU2VlZTV2rzFhr2WpcZwa44wug0wmQ1lZGbZu3arX5ymXy/U+t2o5OYDWVyjLfAGBqTUsO36GNJkpjBV53TwtdbSrguq1DRgwoMrjVNfCBDMH0vd5Xe8psB35K8RT98K653jU9Z6Cep8q7z2pVKrzOH/++SfKKDoKpaKSdQYGBlXqX3R0NE6dOoUpU6bg1KlTuHHjRpXE91Tp1KmT1vsa0H6vMR5+aUY8W0LLogM395xnJILAQrtCOtuG9XhXbHgnJSXVyPOV+Rfg2xJigbKigIXnYPAUpQXPnz9f6e+foaEhjIyMwFNUulC911TZt2+fXseq7J+1mQgrP2uNge7KaKTxO+/gUXoxopPzcflJJi7FZePEvVR8vjkcd17mAgCcbMw1Pk8C4V1EJBJpLTPG/CMQ3lVq3fA2MjKCi4sLPD098euvv6JNmzb4/fffOW2uXr2Kx48f46uvvuJsv3DhAp49ewYrKysYGBiwyrqfffaZhsp3RZiamsLd3V2v2oPvOmKxWPcEWF6OophLkKgobAPAzedKLy3jAVEvlyUHH6fv07me1iZGWLiQrt391VdfoV+/fmwdb11UtoovL8lH8qavkLprJorj6JxnYQM38AyEyCmhJ/hyOYXv9t1BIejFF1WvX0W8Tt3GstQ41rtZ0fmio6O11kplhEiq4/HUlye3L4MqVH6GsiI1tfmCTLxYNRiS5EeQynmYvOMmtl2jFcnF1iL0cqDw4tx2ncfXtqqs6imTFWRqCDCpq5Lfv3+fnfRXFX3FuPRh6dKl6N27N/u69GU0p0a7JPUpytLjIc1WivsVRJxE8SPdQZeenp7w8fGBl5cXDhw4gBcvXuDixYt48eKFhuFYVRgVVIBC6s6ZKM/PgMDMGjaDfwD4Apg074b6w34CwP3c9VHN1hfmnqbKy1h1akAZ7ssIfU2YMAGJiYlsuTldVCQkp46Pjw+rog8AkJUjK2iN1ra5V3Zr3V5VzMzMKlWa18WXXRrB1kIInpEIxk7uEJhYsoJrQvumEDWl06gqUu3fsWMHeIrnr1xHKS8ej6dTJb8ifHx8sG7dOvj40BEfM2fOrDDkXRfVKYPz119/AaArLlByGUxb9IRVN38YOTSHwKIe6n+2EA0mbWH1ChhELh2V21iPd8Wh5ur1gF8Xc2NDTGsjQPIm5RxEVWytMmXzpKQkrF+/HjwDOoJFrsPwrk4VDl0M93LE+tHtMbtfU3bbP1HK59rfYfH47dxjRCXmstsa1qn6vUAgEAgE/an1UHN1KIrSCH/btm0b2rdvr6Gc+8MPP2gY4+7u7ggMDNRZr1IbEokEsbGx6NatW/U7/g4xYcIEvHjxghUfUid19yxAYIg6H0+CuccA+P+0AQn7aHEhRnWRryg7lrp3LniGQog/nQOpIZ3runLJT8gKO8Q5JlMz29vbW6uRySwITJw4ERRFgcfjwcnJCS9eKEMay1U82OUFmTAwt4HTrKPIA7DgUDg6NRMjSGH8A/ob3gUFBZU3UmP48OFsfmF2yJ/IOb+lwnxHRsE7LCwMQUFBCAkJQf/+/dkJ7ptEwOfhl1Hd8dNJOv9cplq7mEEuQ/aFrbDzW4moV8rJvPTcauy4UHE+YdeuXavcJ6lUiqCgIM71+/j4wMfHByUlJfj7778r2FtJVdSb9eX8+fOwtramlUplUqQdmA+70atQEHkKuVd0R73oQt24FovFNbbQIhaLMW7cOOzYsQNUuQTphxfBzm8VRM5tUKfftzBrpVxEUM0brcnFCqZ2+9mzZ5EVvBbC8X9BYGbNRlI4Ozuz1ysWixESEoLbt29j8+bNOHLkCEcRtkuXLlX+TsTGxkIkErF57WVpz5D972bU6TMJkpQnkEuKkB26SaPSgD70798fgwcPxv79+5GUlITRo0cjICCg2rocIiMBAnxa4Lt9d7W+b9XNHyVxtxATE4Pbt29rVdkWiUTgG9MLJ7pC57ds2VJj99jjx4+rpOBaVbV8hnHjxuGbb75BaepT5IXth1U3P1h2GQHLLiM47ax7jUfqntkA6NJ19T8LAAAk/unHerxRicebK8xXM3Tp0gXluanIvbYPVh+NgpnHADadYPLkyfj888917hsXFwe5XM4a3hX9ltR0bup3vV3xKq8U+269xN5bynSY2wncBdoRno6wNq289Nz7RHBwMGJjNUtJEgj/RcLC6Dkxue/fPvHx2svraqNWDe/58+djwIABcHR0REFBAQ4cOIBLly4pw51B51IfPnwYq1ev1tjfzs5Oq6Cak5MTGjVqxL7++OOP8emnn7JqibNnz4avry+cnJyQnp6OJUuWID8/v0qemHedX375BX/++adGGQQWmRRFDy/Q3hin9qjj5YPs20Hw9fXF4iVLWY+3NDsJ8uI8xG/6GmN/D8KFRxkoeKZ9Usms1uualE2YMAHe3t54+vQpXFxc2LIR2vIMix9fh4XnIPb13jsZuPU0HQCtDJZ/+4RedVsBoH379pU3UsPHxwdNmjTBs2d0yHFFEyWhUMhJd2AMzLeJX6eGkJTLsHz+9zrDGMtePUJ2yJ+w7j0R4AFDnGT4sxKjG1D1uirx9PSs1Hg+cuSI1nHYtm0bduzYAblct/gUA2Ng1HRFgLFjx7KRNdL0eCQGDqtkD90w4l9viu3bt+PEiRPIzc2FNPMFMoN+Q/3PFsK8DdezXJJAfy/fxGJFhw4dcPbsWchL8pH0lz/nPW1lHL28vODl5YUtW7bUyELU5MmTOZFQBZEnUfzkBmSFWRWKmFUGc399/fXX7LbXvdd8WjugU+O62LN3H35YGgibT2YAfAEEptYwsnFi879Pnz6t1fCWSqVs3r62UPNDhw5VaORVFbFYjEmTJmHz5oqFKrt37469e/e+lsEfFxcHR0dH5F0/ACOHZjBponn9Rvau4JtYQV6cC6Gd8j52nKqsBU/JpODxeDA0NGTLGzJUZ3FHH8RiMaysrFBw/xwsOw2DsbglzD0HoyDiH+Tk5KB169Y6xTFdXV3B4/HAN6g41BygvfU13f9h7cXYp2J083gAU6q+U+M6+LpHE3RqrF3f5n1EIpFAIBAgICCgtrtCILxV+Hw+ue9rCYFAoNWeUadWDe+0tDT4+/sjJSUFlpaWaN26NUJCQtC3r7Im7YEDB0BRFJtTWh2ePXumUAemSUpKwsiRI5GZmYl69eqhU6dOuHnzJho2bPha1/OukZOTgzZt2uicDEiSY1H06CpMm3eDee/JcBv+P/xvQEs2dw1QTvxkRbmI2TobCeG3dRq8+tTMVvcGjh8/Hhs2bNBoVxB5iq6drJK3+TSfnuBnh25EwR39azxXdxLz9OlT2NvbV2hY+fr64uTJytV53zQCPg+TujfBpGsnsWPHDnz//fdaF10K74eyJYK2Ggs13lfHz89P60Tb19cX3377bYX7VmRYy2QyuLq6csIqx44dC4FAgJMnT8LLy6vC2tevy+jRozVSWqqLao3zN0VOTg7r9S15Go6cS9th3fNLAEDWufUoeniR9XjPnz+/xsfN19dXZwRNZWHZNbEQpe3zkhXop4yui+p6bvXBxkyIGZO/RNd2rdhyjBadPod1j7Gw8Z0NebkEN+LSsPHyM4zs4ARLEe3J3Xv5AV61GAlja1olXr20H8CtKlBTBAQEVGp49+/f/7XHSzWCI+t0IKReQ1D64h5sv1jKtuHxBTBx7YjCe2dhZN9U57GMjIxQWlqKGTNmYN++fbC3t8fSpUvf6KIns2CXfWEr6vb7FtY9v4Q0KxGl8XcQHR2Njh07Yt26deyCyorVgdgYLQNElhA6ta40xxsA0tO1RCy9Ju2crOHbxgGn7r0CAEzr7Yqh7Rpge1gCPvcUo6WDZY2fszYRCoWQyWTYs2cP3Nzcars7BMJbITg4GAEBAeS+rwViY2Ph5+fHqdWui1o1vCvKCWaYNGkSJk2apPcxKWYZV4WEhATO6wMHDmi0+a9y7949/Pjjj1i6dKnW9zP/WQF5cT7M232CksY98eOV5xA1pj3EVHkZp2wSU29aFx999FGVJ2a6VFPLc1OQuHY4KFk5DCxt4TBxI3h8WnCoPE//iYmvr+9rTRZTUlKwY8cOzJw5Ezk53NC8Ll26vBNGtzrjxo3DqVOncOzYMe0NFB5CdfV7bQwaNEjrdrFYjJUrV1ZYKowRGdNFXFwcbt++jbCwMHTt2lWr9+9N4eXlxSquvw5jx459a/0uKSmBhYUFCgoKkH/rKKQ5ryAwrcMRehs2bBiWLFlS4+f28vLC2LFjNQQozczM8Msvv9T4+bSdnykHpy8tWrSAl5cXp8/Dhg3DlClT2IibN42XlxecnZ2RkJCgKIc2GAJTK9T/dAEeA1h+5hEORyTi8NddEHT/FRaeecGKxUlzXqE855XGMWsyjYCBSQVST91ShRH6e122b9/OaiDkXtkFgK68YeM7G9LcVAjtXGDuOQiUXMaJelJFmp0MiUSCoKAgrF27tsoCq9Vl7dq1+P3331F4NxhCh+Ywa9Ub9YcGoPDBvwCAezFX0KFDB4wdOxbBwcEotm0Nm0++BwDUH/4L+xumS9UcoEukvgl+HtSSNbyb1DdDw7qmWDSo5Rs517uCm5sbK5RKIPzXYcLLyX3/blPr4mqEN8+SJUuQmJioUYqNITt0I7LPb4ZcWgoj28aoN4g2pipS1NXGlStXkJRUtTzLinLxqfIygJKjPDcFGSd+hVxSjLL0eJQmataj1UVNhNyMGzcO2dnZOHXqFAYOHIiBAwfi1KlTbD7Nu0h1wuu1UZF37X//+x9WrVql8/1hwyoP3/by8sKMGTPeqtHNcPr06Wp5q1u0aIGRI0ciPDy8QiX7N4FqxYeSJzdQePc0+7pfv37VEr3Slx07diA8PBz9+vVD48aNERAQUC39hOqyfv36KrWfOnUq2+fAwECEh4fj8OHD6Nmz51sxuhk6dqRFuChpKdIOLIAkhVt54llGEdotDsXCfx5ytmurSf4m0ggYGHG8/v37w8xMWbuex+PVeHRAQkICtm/fDg8PDwB0dYHE379A2oEFkJXkw8imIWwGzmDbl8TfQeLaEUje9BXSDy+CRPEbsGaNdqG9N0mnTp0AAFln/kDR4zDwDAxh3nYAzNsOgO0XS2Dezgc7d+9BRkYGTFsoS5oxRjcAyMt0G9f6PDerQx1TI1yc3RMBPi3Qv6Vmih6BQCAQ3jzE8P5AEIvFOHr0qIbqNg2FgoiTeLX1WxSpqDdLtXhbKoKiqCorsnp5eaFXr16VtiuJu4nEtcORsn0qKB2TliZNmnBe17Q30sfHB6dPn8bp06ffeg53VamJWrBA5d612bNnIzExES1bcj0nbyrPsqYJCgpCeHi43qksXbp0wcOHD7Fv375aWSwQi8UaJdEY3oSnWx0vLy+cPXsWz549eyueblU0FM71aA/U7uIOAMyaNYv9W5r5Aqm7ZyP7wlYU3DmN1L1zYWWgjCqqZ2qIpHV+SPprDCQvozWOZWFh8UYXDcRiMc6cOYOCggIkJibi4sWLePny5Wur82tj3LhxuHPnDuc3iZIUIfPkSk65MKpcitxr+yCXFKE8N5VTAlA9CultYG1tTf8hL0fmieXIvbaPLa3H4wtQp+/XaPD132jwzXaIGtFep4wTvyIzeC3kZaWQlRRAmpGg8XsFvPnnZiMbU0z4qBGMDMjUj0AgEGoD8vT9wAgLC9MqVAfQatiZ/yxH+pFfkHf9ILLO/FHl49+5c6fK+1y4cOG16jwzrF27luPdetveyHcJsVjMKZtVXfQpSyUWi/HgwQNOjeB3ORpAHS8vL+zbt0/HopSSd+W6li5dqiGu9TZD3muT2NhYvbQ43mT+dlXx8vJSGmsAQMlRcPsEskM3QJL0EK/+noIxTSn8PcIV1ld/g6woF7LCbK3HysvLQ1CQ/voWr4NYLH4r0QFhYWHYvl1ZzrA0IQrJmycjK+RPpB9bgperP0XZq0da962sdN2bgKttQSEvbB+SN05A4p9+yD6/BbKiXBiY14WBoiZ5eUEWSp5HoCj6XyT95Y/kDV9CXlqIhIQEnDp1Cl9++SU6d+6M48ePvxPPFwKhtklISACPx9NayvR9wNnZ+a2lvxDeP4jh/QEyc+ZMDBw4UOf7Jc/CkXt1N8pVahnry9WrV6vVJ9U6zxYWFlXen/EU1LZ3613i/PnzMDJ6vfIwVcknVa8R/L4RFhbGWTyYPn06nJ2dMX36dFAU9U5d16FDhz7YRaaEhASti0pt2rTBhg0bkJiY+EY8tK/Dp59+qvO9jJRkLJ7gi4/bNUNoaGilxzpy5EhNdu2dYNy4cXBwcGBfy/LTUXjvLEriKtYVYSqVvE18fHw0FulkBZmQF+eiIOIfJG+cgIyTq5B7bR/yI07SUVqKnG6qrIStkCGTyWBmZoZNmzZh7ty5b0WkkUAgEN531q9fj0aNGsHY2Bjt27ev0O44duwY+vbti3r16sHCwgKdO3fG2bNnOW127NgBHo+n8Y8pYVrTEMP7A+X06dNaQ91el8GDB1d7X8Zw27t3r9772NravjOeyHcRiUSC6dOnV2vfN5lP+q6iuniwdu1axMfHv7Mr1x/yItP58+cRHh6O77//Ht9//z3Cw8MRFRWFr7/++p3xdKuiWq7sdWnWrFmNHetdQjUkXxs+Pj5s6bo3kXdeFcLCwli1enWocgmKYy8jL2wfcs5vhrwkX+dxTpw48YZ6SCDUHuol/t4V3tV+EfTn4MGDmDFjBhYsWIC7d++iW7duGDBgAF6+fKm1/ZUrV9C3b18EBwcjMjISvXr1gq+vL+7e5ZZFtrCwQEpKCuefsbHxG7kGYnh/wDx9+hQikajyhnrSpEkTjBs37rWPo82joI06deogNTX1nfJEvouszvWliQABAABJREFUXbsWFEXB0NCwSvsxNY4JhHcRLy8vrFmzBmvWrHnnFx+8vLyqlJ9eETWlLv6uMXPmTI6omypCoRCnTp3Cy5cv32jeeVWoid+68+fPv35HCIRapmfPnvjuu+8wc+ZM2NjYoG/fvoiJicHAgQNhZmYGW1tb+Pv7c8r6yuVyrFixAi4uLhAKhXByctKovvP8+XP06tULJiYmaNOmDW7cuMG+l5WVhZEjR0IsFsPExATu7u7Yv39/pf0CgJMnT8LV1RUikQi9evXCzp07wePxOCVYr1+/ju7du0MkEsHR0RHTpk2rdkUJHo+HDRs2YMCAARCJRGjUqNEbFUL9L7NmzRpMmDABX331Fdzc3LB27Vo4OjpqLUsM0PPfOXPmwMvLC66urli2bBlcXV1x6tQpTjsejwc7OzvOvzcFMbw/cIqLixEQEABbW9tqH8PV1RXbt2+vsrBaRTBhvxWVRPivTkDfFGVlZZg+fTosLCxgbGwMsViMPn36oFWrVggICMCIESNgaWmJXr16vZPhugTC+8yuXbtea//a9vK+DQoKClCnTh3ONisrKzbk723lnetDRRU59KWiFAQC4X1i586dMDAwQFhYGJYvX44ePXqgbdu2iIiIQEhICNLS0jB8+HC2/bx587BixQoEBAQgJiYG+/bt05iHLliwALNnz0ZUVBSaNm2KkSNHorycFqMsLS1F+/btERQUhAcPHmDSpEnw9/fHrVu3dPZr06ZNSEhIwLBhwzBkyBBERUVh8uTJWLBgAWef6OhoeHt7Y+jQobh//z4OHjyIa9euvVZqS0BAAD777DPcu3cPfn5+GDlyJFv+i6AfZWVliIyMRL9+/Tjb+/Xrh+vXr+t1DLlcrvV3prCwEA0bNoRYLIaPj4+GR7xGoQjVIi8vjwJA5eXl1XZXahSBQEAB0PufhYUFVVZW9kb7ZGZmpnFeoVD4Rs/5JikrK6NOnDjxxsftvwQZs+pBxq3qvMkxGzZsWJWer8y/DRs2UImJiTXen5qkJsdt+/bt1JAhQ6jt27e/fsfeIFu3bq3W5wmAMjMzoyjq3f2Ovs9znMjISAoAFRkZWdtd+SDo0aMH1bZtW/Z1QEAA1a9fP06bxMRECgD1+PFjKj8/nxIKhdSWLVu0Hi8+Pp4CQG3dupXd9vDhQwoAFRsbq7MfAwcOpGbNmqWzXxRFUXPnzqVatWrF2bZgwQIKAJWTk0NRFEX5+/tTkyZN4rS5evUqxefzqZKSEp3nZ2jYsCEVGBjIvgZAff3115w2HTt2pL755ptKj1UV9uzZ85++75OTkykAVFhYGGf70qVLqaZNm+p1jJUrV1J16tSh0tLS2G03btygdu/eTUVFRVFXrlyhPvvsM0okElFPnjzRu29VeeYY1KgV/wFBURQAID9fd/7W+0h2djamTJmCoKAgNGnSBKtWrcLYsWORmJjIacfn8/HTTz/B1dUV+fn5VQ5jrgrJyclYunQpNm/eDJlMhtGjR2PFihXv7dhLpVIUFxe/8XH7L0HGrHqQcas6b3LMtm3bBqFQWCUdCycnJ4waNQrAu/17U5PjNnToUAwdOhTAu33Nn3/+Obp06YLNmzdXqgUhFAohkUhgamqKKVOmYMGCBcjPz39nv6PMuDNzHQKhIjw9Pdm/IyMjcfHiRa2pI8+ePUNubi4kEgk+/vjjCo/ZunVr9m97e3sAQHp6Opo3bw6ZTIbly5fj4MGDSE5OhkQiYb9fuvoFAI8fP9ZITVLXa4iMjMTTp085z2mKoiCXyxEfHw83N7cK+62Nzp07a7x+X1XbaxtG64OBoiiNbdrYv38/Fi1ahH/++Qf169dnt3fq1AmdOnViX3ft2hXt2rXDn3/+iT/+qHp1p8oghnc1KSgoAAA4OjrWck/eHJGRkTpLUsnlcvz0009vuUc0GzduxMaNG2vl3AQCgfA2efnyJSwtLWu7G4TXRCKhlc2LioqwcuVKrFy5spZ7pB8FBQXk/iNUiqrBK5fL4evrixUrVmi0s7e3x/Pnz/U6pupCFGNYyeVyAMDq1asRGBiItWvXwt3dHaamppgxY4aGgJq6Ia7NSFNfXJLL5Zg8eTKmTZum0ScnJye9+q4P+hiLBCU2NjYQCARITU3lbE9PT680XfbgwYOYMGECDh8+jD59+lTYls/nw8vLC3Fxca/dZ20Qw7uaODg4IDExEebm5h/slyc/Px+Ojo5ITEysVgmwDxUyblWHjFn1IONWdciYVQ8ybtXjXR03iqJQUFDAKfNGIOhDu3btcPToUTg7O8PAQNPMYITNzp8/j6+++qpa57h69SoGDx4MPz8/ALSxHBcXV6k3unnz5ggODuZsi4iI0Oj/w4cPa7Sqy82bNzFmzBjOaw8Pjxo7/oeAkZER2rdvj9DQUI4+RmhoaIUVlfbv34/x48dj//79epVtpCgKUVFRcHd3r5F+q0MM72rC5/PfCYGXdwELC4t3asLwvkDGreqQMaseZNyqDhmz6kHGrXq8i+NGPN2E6jBlyhRs2bIFI0eOxP/+9z/Y2Njg6dOnOHDgALZs2QJjY2PMnTsXc+bMgZGREbp27YqMjAw8fPhQb1FXFxcXHD16FNevX4e1tTXWrFmD1NTUSg3vyZMnY82aNZg7dy4mTJiAqKgo7NixA4DSAz137lx06tQJU6ZMwcSJE2FqaorY2FiEhobizz//rNaYHD58GJ6envjoo4+wd+9ehIeHY9u2bdU61ofMzJkz4e/vD09PT3Tu3BmbN2/Gy5cv2ZKd8+bNQ3JyMitmun//fowZMwa///47OnXqxHrLRSIR+3z7+eef0alTJzZ19o8//kBUVBT++uuvN3INRNWcQCAQCAQCgUAgvDYODg4ICwuDTCaDt7c3WrVqhenTp8PS0hJ8Pm12BAQEYNasWVi4cCHc3NwwYsQIpKen632OgIAAtGvXDt7e3ujZsyfs7OwwZMiQSvdr1KgRjhw5gmPHjqF169bYsGEDq2ouFAoB0Lnlly9fRlxcHLp16wYPDw8EBASweebV4eeff8aBAwfQunVr7Ny5E3v37kWLFi2qfbwPlREjRmDt2rX45Zdf0LZtW1y5cgXBwcFo2LAhACAlJYVT03vTpk0oLy/HlClTYG9vz/6bPn062yY3NxeTJk2Cm5sb+vXrh+TkZFy5ckUj97+m4FFEOYNQTfLz82FpaYm8vLx3bqX+XYaMW9UhY1Y9yLhVHTJm1YOMW/Ug41bz3LlzB+3bt0dkZGSFJUkJBABYunQpNm7cqCEiXFPweDwcP35cr4WB12Hv3r3w8/Mj930tUJVnDgk1J1QboVCIn376iV0lJOgHGbeqQ8asepBxqzpkzKoHGbfqQcaNQHi7rF+/Hl5eXqhbty7CwsKwatWq16rRTSBUBeLxJhAIBAKBQCD8JyAeb0JFfP/99zh48CCys7Ph5OQEf39/zJs3T6sQnDpXr17FgAEDdL5fWFiosY14vP/7EI83gUAgEAgEAoFAIKgQGBiIwMDAau3r6elZ5frbxL9JUIUY3gQCgUAgEAgEAoFQASKRqEbLjBE+PIjhTSAQCAQCgUD4TxEcHIzY2Nja7gaB8FYICwsDQO772iA+Pl7vtiTHm0AgEAgEAoHwn+DGjRvo1q0bZDJZbXeFQHir8Pl8yOXy2u7GB4lAIMDVq1fRuXPnCtsRjzeBQCAQCAQC4T+BUCiETCbDnj174ObmVtvdIRDeCsHBwQgICCD3fS0QGxsLPz8/vapTEMObQCAQCAQCgfCfws3Njag7Ez4YmPByct+/2/BruwMEAoFAIBAIBAKBQCD8lyGGN4FAIBAIBAKBQCAQCG8QYngTCAQCgUAgEAgEAoHwBiGGN4FAIBAIBAKBQKgVEhISwOPxEBUVVdtdqRbOzs5Yu3ZtbXeD8B5ADG8CgUAgEAgEAoFAIFSZgoICzJgxAw0bNoRIJEKXLl1w+/Zt9n2KorBo0SI4ODhAJBKhZ8+eePjwIecYEokEU6dOhY2NDUxNTTFo0CAkJSVx2uTk5MDf3x+WlpawtLSEv78/cnNzK+xbTZ27piCGN4FAIBAIBAKBQKgWZWVltd0Frbyr/fqv8dVXXyE0NBS7d+9GdHQ0+vXrhz59+iA5ORkAsHLlSqxZswbr1q3D7du3YWdnh759+6KgoIA9xowZM3D8+HEcOHAA165dQ2FhIXx8fCCTydg2o0aNQlRUFEJCQhASEoKoqCj4+/tX2LeaOneNQREIBAKBQCAQCP8BIiMjKQBUZGRkbXflP0uPHj2oKVOmUN9//z1Vt25dqnv37tTDhw+pAQMGUKamplT9+vUpPz8/KiMjg91HJpNRy5cvp5o0aUIZGRlRjo6O1JIlSyiKoqj4+HgKAHX06FGqZ8+elEgkolq3bk1dv36d3T8zM5P64osvqAYNGlAikYhq1aoVtW/fvkr7RVEU9c8//1AuLi6UsbEx1bNnT2rHjh0UAConJ4fdNywsjOrWrRtlbGxMicViaurUqVRhYaFe49GwYUMqMDCQff33339TFhYW1Llz5yiKoqjDhw9TrVq1ooyNjak6depQH3/8sd7H1pc9e/bUyn1fXFxMCQQCKigoiLO9TZs21IIFCyi5XE7Z2dlRy5cvZ98rLS2lLC0tqY0bN1IURVG5ubmUoaEhdeDAAbZNcnIyxefzqZCQEIqiKComJoYCQN28eZNtc+PGDQoA9ejRI619q6lzV0ZVnjnE400gEAgEAoFAIBD0ZufOnTAwMEBYWBiWL1+OHj16oG3btoiIiEBISAjS0tIwfPhwtv28efOwYsUKBAQEICYmBvv27YOtrS3nmAsWLMDs2bMRFRWFpk2bYuTIkSgvLwcAlJaWon379ggKCsKDBw8wadIk+Pv749atWzr7tWnTJiQkJGDYsGEYMmQIoqKiMHnyZCxYsICzT3R0NLy9vTF06FDcv38fBw8exLVr1/Ddd99VeVx+++03zJ49G2fPnkXfvn2RkpKCkSNHYvz48YiNjcWlS5cwdOhQUBRV5WO/i5SXl0Mmk8HY2JizXSQS4dq1a4iPj0dqair69evHvicUCtGjRw9cv34dABAZGQmpVMpp4+DggFatWrFtbty4AUtLS3Ts2JFt06lTJ1haWrJt1Kmpc9ckBjV+RAKBQCAQCAQCgfCfxcXFBStXrgQALFy4EO3atcOyZcvY9//++284OjriyZMnsLe3x++//45169Zh7NixAIAmTZrgo48+4hxz9uzZ+OSTTwAAP//8M1q2bImnT5+iefPmaNCgAWbPns22nTp1KkJCQnD48GGOMabaLwD44Ycf0KxZM6xatQoA0KxZMzx48ABLly5l26xatQqjRo3CjBkzAACurq74448/0KNHD2zYsEHDqNTFvHnzsHPnTly6dAnu7u4AgJSUFJSXl2Po0KFo2LAhALDv/RcwNzdH586dsXjxYri5ucHW1hb79+/HrVu34OrqitTUVADQWGSxtbXFixcvAACpqakwMjKCtbW1Rhtm/9TUVNSvX1/j/PXr12fbqFNT565JiOFNIBAIBAKBQCAQ9MbT05P9OzIyEhcvXoSZmZlGu2fPniE3NxcSiQQff/xxhcds3bo1+7e9vT0AID09Hc2bN4dMJsPy5ctx8OBBJCcnQyKRQCKRwNTUVGe/AODx48fw8vLibOvQoQPndWRkJJ4+fYq9e/ey2yiKglwuR3x8PNzc3CrsNwCsXr0aRUVFiIiIQOPGjdntbdq0wccffwx3d3d4e3ujX79+GDZsmIah9z6ze/dujB8/Hg0aNIBAIEC7du0watQo3Llzh23D4/E4+1AUpbFNHfU22trrc5yaOHdNQULNCQQCgUAgEAgEgt6oGrxyuRy+vr6Iiori/IuLi0P37t0hEon0OqahoSH7N2P0yOVyALRhGxgYiDlz5uDChQuIioqCt7e3hoCauiGuzYBSD/OWy+WYPHkyp+/37t1DXFwcmjRpolffu3XrBplMhkOHDnG2CwQChIaG4syZM2jRogX+/PNPNGvWDPHx8Xod932gSZMmuHz5MgoLC5GYmIjw8HBIpVI0atQIdnZ2AKDhPU5PT2c90XZ2digrK0NOTk6FbdLS0jTOnZGRoeHRZqipc9ckxPAmEAgEAoFAIBAI1aJdu3Z4+PAhnJ2d4eLiwvlnamoKV1dXiEQinD9/vtrnuHr1KgYPHgw/Pz+0adMGjRs3RlxcXKX7NW/enFPaCgAiIiK09l+97y4uLjAyMtKrfx06dEBISAiWLVvGhrUz8Hg8dO3aFT///DPu3r0LIyMjHD9+XK/jvk+YmprC3t4eOTk5OHv2LAYPHswa36GhoWy7srIyXL58GV26dAEAtG/fHoaGhpw2KSkpePDgAdumc+fOyMvLQ3h4ONvm1q1byMvLY9uoU1PnrkmI4U0gEAgEAoFAIBCqxZQpU5CdnY2RI0ciPDwcz58/x7lz5zB+/HhWeGvu3LmYM2cOdu3ahWfPnuHmzZvYtm2b3udwcXFBaGgorl+/jtjYWEyePFmvHNzJkyfj0aNHmDt3Lp48eYJDhw5hx44dAJRe9blz5+LGjRuYMmUK66k/efIkpk6dWqVx6Ny5M86cOYNffvkFgYGBAGjjcNmyZYiIiMDLly9x7NgxZGRk6BW+/r5w9uxZhISEID4+HqGhoejVqxeaNWuGL7/8EjweDzNmzMCyZctw/PhxPHjwAOPGjYOJiQlGjRoFALC0tMSECRMwa9YsnD9/Hnfv3oWfnx/c3d3Rp08fAICbmxv69++PiRMn4ubNm7h58yYmTpwIHx8fNGvWjO1L8+bN2UWNmjp3TUIMb0KNw+PxcOLECZ3vJyQkgMfjISoqqkbP6+zsjLVr19boMQlVg3wGBAKBQCB8WDg4OCAsLAwymQze3t5o1aoVpk+fDktLS/D5tKkREBCAWbNmYeHChXBzc8OIESOQnp6u9zkCAgLQrl07eHt7o2fPnrCzs8OQIUMq3a9Ro0Y4cuQIjh07htatW2PDhg2sqrlQKARA55ZfvnwZcXFx6NatGzw8PBAQEMDmmVeFrl274vTp0wgICMAff/wBCwsLXLlyBQMHDkTTpk3x448/YvXq1RgwYECVj/2ukpeXhylTpqB58+YYM2YMPvroI5w7d45NHZgzZw5mzJiBb7/9Fp6enkhOTsa5c+dgbm7OHiMwMBBDhgzB8OHD0bVrV5iYmODUqVMQCARsm71798Ld3R39+vVDv3790Lp1a+zevZvTl8ePHyMvL499XVPnril41H9Fz56gN+PGjcPOnTsB0LknDg4O+OSTT7Bs2bIaEXtITU2FtbU1+0BTJyEhAY0aNcLdu3fRtm3b1z4fg7OzM2bMmMGqUhL0h7knfv31V/zwww/s9hMnTuDTTz/Vu+xFRkYGTE1NYWJi8qa6SiAQCASCTu7cuYP27dsjMjIS7dq1q+3uEN5Bli5dio0bNyIxMbG2u1Jj7N27F35+fuS+rwWq8swhHu8PlP79+yMlJQUJCQnYunUrTp06hW+//bZGjm1nZ6fT6Ca8uxgbG2PFihUaAhNVoV69esToJhAIBAKB8M6wfv163L59G8+fP8fu3buxatUqtqwZgfA2IYZ3DUJRFIqKit76v+oELQiFQtjZ2UEsFqNfv34YMWIEzp07x76/fft2uLm5wdjYGM2bN8f69evZ98rKyvDdd9/B3t4exsbGcHZ2xq+//sq+rx5qHh4eDg8PDxgbG8PT0xN3797l9GXHjh2wsrLibDtx4gRHhfLZs2cYPHgwbG1tYWZmBi8vL/z7778VXuOiRYvg5OQEoVAIBwcHTJs2rSpD9NpQFIXisvJa+Vede6JPnz6ws7PjfJbqHD16FC1btoRQKISzszNWr17NeV891Lyiz6CsrAxz5sxBgwYNYGpqio4dO+LSpUtV7jeBQCAQCASCLuLi4jB48GC0aNECixcvxqxZs7Bo0SK99r169SrMzMx0/iMQqgKp412DFBcX18qXsLCwUKN8QlV4/vw5QkJC2FyMLVu24KeffsK6devg4eGBu3fvYuLEiTA1NcXYsWPxxx9/4OTJkzh06BCcnJyQmJioM1ynqKgIPj4+6N27N/bs2YP4+HhMnz69Wtc4cOBALFmyBMbGxti5cyd8fX3x+PFjODk5abQ/cuQIAgMDceDAAbRs2RKpqam4d+9elc/7OpRIZWix8OxbPSdDzC/eMDGq2tdbIBBg2bJlGDVqFKZNmwaxWMx5PzIyEsOHD8eiRYswYsQIXL9+Hd9++y3q1q2LcePGaRyvss/gyy+/REJCAg4cOAAHBwccP34c/fv3R3R0NFxdXat13QQCgUAgEAiqBAYGsmJnVcXT07PGNYkIHy7E8P5ACQoKgpmZGWQyGUpLSwEAa9asAQAsXrwYq1evxtChQwHQwhQxMTHYtGkTxo4di5cvX8LV1RUfffQReDweGjZsqPM8e/fuhUwmw99//w0TExO0bNkSSUlJ+Oabb6rU3zZt2qBNmzbs6yVLluD48eM4efIkvvvuO432L1++hJ2dHfr06QNDQ0M4OTmhQ4cOVTrnh8inn36Ktm3b4qefftJQG12zZg0+/vhjBAQEAACaNm2KmJgYrFq1SqvhXdFn8OzZM+zfvx9JSUlwcHAAAMyePRshISHYvn07li1b9mYvlEAgEAgEAqESRCIRXFxcarsbhP8IxPCuQUxMTFBYWFgr560qvXr1woYNG1BcXIytW7fiyZMnmDp1KjIyMpCYmIgJEyZg4sSJbPvy8nJYWloCoIW4+vbti2bNmqF///7w8fFBv379tJ4nNjYWbdq04fSxc+fOVe5vUVERfv75ZwQFBeHVq1coLy9HSUkJXr58qbX9559/jrVr16Jx48bo378/Bg4cCF9fXxgYvL1bXmQoQMwv3m/tfOrnri4rVqxA7969MWvWLM722NhYDB48mLOta9euWLt2LWQymYb6Y0WfwZ07d0BRFJo2bcrZRyKRoG7dutXuO4FAIBAIABAcHIzY2Nja7gaB8FYICwsDQO772iA+Pl7vtsTwrkF4PN5rhXy/TUxNTdkVvD/++AO9evXCzz//zHqPt2zZgo4dO3L2YQyrdu3aIT4+HmfOnMG///6L4cOHo0+fPjhy5IjGefTJNebz+RrtpFIp5/X//vc/nD17Fr/99htcXFwgEokwbNgwlJWVaT2mo6MjHj9+jNDQUPz777/49ttvsWrVKly+fJkNqX/T8Hi8Kod7vwt0794d3t7emD9/PseTTVEUJ++e2aaLij4DuVwOgUCAyMhIDYOd5EwRCAQCobpIJBIIBAI2OotA+FDg8/nkvq8lBAIBJBJJpe3eP6uA8Eb46aefMGDAAHzzzTdo0KABnj9/jtGjR+tsb2FhgREjRmDEiBEYNmwY+vfvj+zsbNSpU4fTrkWLFti9ezdKSkogEokAADdv3uS0qVevHgoKClBUVMQuXKjn01y9ehXjxo3Dp59+CoDO+U5ISKjwmkQiEQYNGoRBgwax9QWjo6NJmQU9WL58Odq2bcvxSLdo0QLXrl3jtLt+/TqaNm2qs9ahrs/Aw8MDMpkM6enp6Nat2xu9FgKBQCB8OAiFQshkMuzZswdubm613R0C4a0QHByMgIAAct/XArGxsfDz89OrohMxvAkAgJ49e6Jly5ZYtmwZFi1ahGnTpsHCwgIDBgyARCJBREQEcnJyMHPmTAQGBsLe3h5t27YFn8/H4cOHYWdnp6FMDgCjRo3CggULMGHCBPz4449ISEjAb7/9xmnTsWNHmJiYYP78+Zg6dSrCw8OxY8cOThsXFxccO3YMvr6+4PF4CAgIgFwu13k9O3bsgEwmY4+9e/duiESiCvPRCUrc3d0xevRo/Pnnn+y2WbNmwcvLC4sXL8aIESNw48YNrFu3jqN4r0pFn0HdunUxevRojBkzBqtXr4aHhwcyMzNx4cIFuLu7Y+DAgW/rUgkEAoHwH8TNzY0stBM+GJjwcnLfv9uQcmIElpkzZ2LLli3w9vbG1q1bsWPHDri7u6NHjx7YsWMHGjVqBIAOBV6xYgU8PT3h5eWFhIQEBAcHg8/XvJ3MzMxw6tQpxMTEwMPDAwsWLMCKFSs4berUqYM9e/YgODgY7u7u2L9/v0aZh8DAQFhbW6NLly7w9fWFt7d3hQ8WKysrbNmyBV27dkXr1q1x/vx5nDp1iuQPV4HFixdzQsnbtWuHQ4cO4cCBA2jVqhUWLlyIX375RauwGlD5Z7B9+3aMGTMGs2bNQrNmzTBo0CDcunULjo6Ob+PyCAQCgUAgEAiEtwaPqk7BXwKBQCAQCAQC4R3jzp07aN++PSIjI4nnj/DBsHfvXvj5+ZH7vhaoyjOHeLwJBAKBQCAQCAQCgUB4gxDDm0AgEAgEAoFA+I+TkJAAHo+nIWBLIBDeDsTwJhAIBAKBQCAQCATCO8uiRYvA4/E4/+zs7HS2T0lJwahRo9CsWTPw+XzMmDFDo03Pnj01jsnj8fDJJ5+8kWsgquYEAoFAIBAIBMI7TllZGYyMjGq7Gxq8q/0i/Pdo2bIl/v33X/a1rnK2ACCRSFCvXj0sWLAAgYGBWtscO3YMZWVl7OusrCy0adMGn3/+ec11WgXi8SYQCAQCgUAgEN4xevbsie+++w4zZ86EjY0N+vbti5iYGAwcOBBmZmawtbWFv78/MjMz2X3kcjlWrFgBFxcXCIVCODk5YenSpZzjPn/+HL169YKJiQnatGmDGzdusO9lZWVh5MiREIvFMDExYavNVNYvADh58iRcXV0hEonQq1cv7Ny5EzweD7m5uey+169fR/fu3SESieDo6Ihp06ahqKhIr/FISUnBJ598ApFIhEaNGmHfvn1wdnbG2rVr2TZr1qyBu7s7TE1N4ejoiG+//RaFhYXs+zt27ICVlRWCgoLQrFkzmJiYYNiwYSgqKsLOnTvh7OwMa2trTJ06FTKZjN3P2dkZS5YswZgxY2BmZoaGDRvin3/+QUZGBgYPHgwzMzO4u7sjIiKiSmNJqBoGBgaws7Nj/9WrV09nW2dnZ/z+++8YM2YMLC0ttbapU6cO53ihoaEwMTEhhjeBQCAQCAQCgfAhsXPnThgYGCAsLAzLly9Hjx490LZtW0RERCAkJARpaWkYPnw4237evHlYsWIFAgICEBMTg3379sHW1pZzzAULFmD27NmIiopC06ZNMXLkSJSXlwMASktL0b59ewQFBeHBgweYNGkS/P39cevWLZ392rRpExISEjBs2DAMGTIEUVFRmDx5MhYsWMDZJzo6Gt7e3hg6dCju37+PgwcP4tq1a/juu+/0GosxY8bg1atXuHTpEo4ePYrNmzcjPT2d04bP5+OPP/7AgwcPsHPnTly4cAFz5szhtCkuLsYff/yBAwcOICQkBJcuXcLQoUMRHByM4OBg7N69G5s3b8aRI0c4+wUGBqJr1664e/cuPvnkE/j7+2PMmDHw8/PDnTt34OLigjFjxrClWPUdS4L+xMXFwcHBAY0aNcIXX3yB58+f1+jxt23bhi+++AKmpqY1elwGUk6smsjlcrx69Qrm5ubg8Xi13R0CgUAgEAiEGoGiKBQUFMDBwQF8/vvlo/kvlRPr2bMn8vLycPfuXQDAwoULcevWLZw9e5Ztk5SUBEdHRzx+/Bj29vaoV68e1q1bh6+++krjeAkJCWjUqBG2bt2KCRMmAABiYmLQsmVLxMbGonnz5lr78cknn8DNzQ2//fab1n4BwA8//IDTp08jOjqa3fbjjz9i6dKlyMnJgZWVFcaMGQORSIRNmzaxba5du4YePXqgqKgIxsbGOsfi0aNHcHNzw+3bt+Hp6QkAePr0KVxdXREYGKg1fxcADh8+jG+++YaNCtixYwe+/PJLPH36FE2aNAEAfP3119i9ezfS0tJgZmYGAOjfvz+cnZ2xceNGALT3tFu3bti9ezcAIDU1Ffb29ggICMAvv/wCALh58yY6d+6MlJQUnbnH6mNZU3wI5cTOnDmD4uJiNG3aFGlpaViyZAkePXqEhw8fom7duhXu27NnT7Rt25YTHaFOeHg4OnbsiFu3bqFDhw5696sqzxyS411NXr16BUdHx9ruBoFAIBAIBMIbITExEWKxuLa78UHDGJkAEBkZiYsXL7LGoSrPnj1Dbm4uJBIJPv744wqP2bp1a/Zve3t7AEB6ejqaN28OmUyG5cuX4+DBg0hOToZEIoFEItHwAKr2CwAeP34MLy8vzjZ14yUyMhJPnz7F3r172W0URUEulyM+Ph5ubm46+/z48WMYGBhwDBsXFxdYW1tz2l28eBHLli1DTEwM8vPzUV5ejtLSUhQVFbHXYGJiwhrdAGBrawtnZ2fOuNra2mp401XHjYkicHd319iWnp4OOzs7vceSoB8DBgxg/3Z3d0fnzp3RpEkT7Ny5EzNnznzt42/btg2tWrWqktFdVYjhXU3Mzc0B0D9KFhYWtdyb2kEqleLcuXPo168fDA0Na7s77w1k3KoOGbPqQcat6pAxqx5k3KrHuzpu+fn5cHR0ZOc6hNpD1UiTy+Xw9fXFihUrNNrZ29vrHXareq8xUZtyuRwAsHr1agQGBmLt2rVsrvSMGTM4AlTq/QJoA1o9AlQ9qFYul2Py5MmYNm2aRp+cnJwq7LOuAF3V7S9evMDAgQPx9ddfY/HixahTpw6uXbuGCRMmQCqVsu3Uv2s8Hk/rNmZMtO3HXGtNjCWhepiamsLd3R1xcXGvfazi4mIcOHCAjV54U3ywhveVK1ewatUqREZGIiUlBcePH8eQIUP03p/5cllYWHzQhreJiQksLCzeqQnDuw4Zt6pDxqx6kHGrOmTMqgcZt+rxro8bSaV7t2jXrh2OHj0KZ2dnGBhoTuEZYbPz589rDTXXh6tXr2Lw4MHw8/MDQBuRcXFxFXqjAaB58+YIDg7mbFMVGmP6//DhQ7i4uFS5X82bN0d5eTnu3r2L9u3bA6BDzVWF2yIiIlBeXo7Vq1ezKRKHDh2q8rlqiuqOJUE/JBIJYmNj0a1bt9c+1qFDhyCRSNjP6k3xfiXu1CBFRUVo06YN1q1bV9tdIdQC8fHxmDt3Ll69elXbXSEQCAQCgUColClTpiA7OxsjR45EeHg4nj9/jnPnzmH8+PGQyWQwNjbG3LlzMWfOHOzatQvPnj3DzZs3sW3bNr3P4eLigtDQUFy/fh2xsbGYPHkyUlNTK91v8uTJePToEebOnYsnT57g0KFD2LFjBwDlAs7cuXNx48YNTJkyBVFRUYiLi8PJkycxderUSo/fvHlz9OnTB5MmTUJ4eDju3r2LSZMmQSQSscdv0qQJysvL8eeff+L58+fYvXs3m6NdG1R3LAnamT17Ni5fvoz4+HjcunULw4YNQ35+PsaOHQuAFhYcM2YMZ5+oqChERUWhsLAQGRkZiIqKQkxMjMaxt23bhiFDhlSaK/66fLCG94ABA7BkyRIMHTq0trtCqAV69uyJlStXwt/fv7a7QiAQCAQCgVApDg4OCAsLg0wmg7e3N1q1aoXp06fD0tKS9fAGBARg1qxZWLhwIdzc3DBixAiNXOWKCAgIQLt27eDt7Y2ePXvCzs5Or4jQRo0a4ciRIzh27Bhat26NDRs2sKrmQqEQAJ0jffnyZcTFxaFbt27w8PBAQEAAm2deGbt27YKtrS26d++OTz/9FBMnToS5uTkryta2bVusWbMGK1asQKtWrbB37178+uuvel97TVPdsSRoJykpCSNHjkSzZs0wdOhQGBkZ4ebNm2jYsCEAutzcy5cvOft4eHjAw8MDkZGR2LdvHzw8PDBw4EBOmydPnrApCW8aomoOeiWuslBzRhCBgcl/yszM/KBDzUNDQ9G3b993MkSuIoyMjADQPwYFBQVv9dzv87jVFmTMqgcZt6pDxqx6kHGrHu/quOXn58PGxgZ5eXnv3Rznv6Rq/r6zdOlSbNy4EYmJiW/k+Iyi+7///lupoNx/nQ9B1fxdhaiavwF+/fVX/Pzzzxrbz507BxMTk1ro0btDaGhobXeh2lAUpZGT9LZ4n8ettiBjVj3IuFUdMmbVg4xb9XjXxq24uLi2u0B4D1m/fj28vLxQt25dhIWFYdWqVXrX6NaHCxcuoLCwEO7u7khJScGcOXPg7OyM7t2719g5CIQ3CTG89WTevHkcqXrG492vX7/3bjW4pnhXV+qrglwu1wg5edP8F8btbUPGrHqQcas6ZMyqBxm36vGujlt+fn5td4HwHhIXF4clS5YgOzsbTk5OmDVrFubNm6fXvlevXuWUi1KnsLAQUqkU8+fPx/Pnz2Fubo4uXbpg796979R3h0CoCGJ464lQKGRzVFQxNDT84L/w7/MYlJeX11rf3+dxqy3ImFUPMm5Vh4xZ9SDjVj3etXF7l/pCeH8IDAxEYGBgtfb19PREVFRUhW28vb3h7e1dreMTCO8CxPAmEAgEAoFAIBAItYZIJKpWmTEC4X3igzW8CwsL8fTpU/Z1fHw8oqKiUKdOHTg5OdVizwgEAoFAIBAIr0NwcDBiY2NruxsEwlshLCwMALnva4P4+Hi9236whndERAR69erFvmbyt8eOHcvWHSQQCATCm2Pr1q2wtLTE559/XttdIRAI/xEkEgkEAgECAgJquysEwluFz+eT+76WEAgEnOpXuvhgDe+ePXuCVFIjEAiE2uHly5eYOHEiAFrkkMfj1XKPCATCfwGhUAiZTIY9e/bAzc2ttrtDILwVgoODERAQQO77WiA2NhZ+fn5atcDU+WANbwKBQCDUHtnZ2ezfZ86ceevVBQgEwn8bNzc3Us+Y8MHAhJeT+/7dhl/bHSAQCATChwefr/z5efToUS32hEAgEAgEAuHNQwxvAoFAILx1ZDIZ+7e9vX0t9oRAIBAIBALhzUMMbwKBQCC8dcrLy9m/zczMarEnBAKBQCAQCG8eYngTCATCB0ZxcTGSk5NrtQ9yuZz9u6SkpBZ7QiAQCITaIiEhATweD1FRUbXdlWrh7OyMtWvX1nY3PgiuXLkCX19fODg4gMfj4cSJE5Xuc/nyZbRv3x7GxsZo3LgxNm7cqNHm6NGjaNGiBYRCIVq0aIHjx4+/gd7TEMOb8EEiEAhquwsEQq3RtGlTiMVivHjxotb6oGp4l5aW1lo/CAQCgUAgvPsUFRWhTZs2WLdunV7t4+PjMXDgQHTr1g13797F/PnzMW3aNBw9epRtc+PGDYwYMQL+/v64d+8e/P39MXz4cNy6deuNXANRNSd8kBgaGnJyTAmEDwnG233+/HmMHz++VvqgWs6ReLwJBALh/aSsrAxGRka13Q0N3tV+EarPgAEDMGDAAL3bb9y4EU5OTmxEgpubGyIiIvDbb7/hs88+AwCsXbsWffv2xbx58wAA8+bNw+XLl7F27Vrs37+/xq+BeLwJHySGhoa13QUCodapze8B8XgTCATC+0fPnj3x3XffYebMmbCxsUHfvn0RExODgQMHwszMDLa2tvD390dmZia7j1wux4oVK+Di4gKhUAgnJycsXbqUc9znz5+jV69eMDExQZs2bXDjxg32vaysLIwcORJisRgmJiZwd3fXMIq09QsATp48CVdXV4hEIvTq1Qs7d+4Ej8dDbm4uu+/169fRvXt3iEQiODo6Ytq0aSgqKqrW+Gzfvh2WlpYIDQ3Fpk2b0OD/7J11eFNJF8bfpO5KBahQChSX4u7FXRZbWBb3BRYr7rroB4s7iyyyLLB48WKFoqVFKkAppZS6pEnm+yPkNjdSo21SOL+HPCRz5849d3I7mXfOzJkSJXi/dwDQqVMnDBw4ME/lEznH398frVu35qX5+Pjg/v37yMjIyDLPrVu3CsQmEt7ED4FEIsGAAQO46SmKgkPR80YQ3zuKz7tIJNKaHSS8CYIgiia7d++Gvr4+bt68iaVLl6JJkyaoVq0a7t+/j7Nnz+Ljx4/o1asXl3/69OlYtmwZZs2ahefPn+PAgQNwdHTklenr64vJkycjMDAQZcuWRZ8+fbggnGlpafD29sapU6fw9OlTDBs2DAMGDFCZDqxo1+bNmxEWFoYePXqgS5cuCAwMxPDhw+Hr68s758mTJ/Dx8UG3bt3w+PFjHDp0CDdu3MCYMWNyXS8rV67E5MmTce7cObRq1Qo9e/ZETEwM/Pz8uDxfvnzBuXPn0K9fv1yXT+SOqKgolefM0dERYrGYGxjSlCcqKqpAbKKp5sQPwdmzZ7Fv3z7s27cPY8aM4QlvkUgEIyMjLVpHEIWHovBOT0/Xmh0UXI0gCKJo4unpieXLlwMAZs+ejRo1amDx4sXc8R07dsDFxQUhISFwdnbG2rVrsWHDBs7LW7p0aTRs2JBX5uTJk9G+fXsAwLx581CxYkW8evUKXl5eKFGiBCZPnszlHTt2LM6ePYsjR46gTp06au0CgGnTpqFcuXJYsWIFAKBcuXJ4+vQpz9u+YsUK9O3bFxMmTAAAlClTBuvWrUOTJk2wadMmGBsb56hOpk+fjt27d+PKlSuoXLkyAMDW1hZt2rTBgQMH0KJFCwDAkSNHYGtry30mChaBQMD7LO8DKaary6Ocll+Q8CZ+CBTXczPGoK+f+einpaXpjPBOTU3FmzdvULFiRW2bQnynKApeEt4EQRBEbqlZsyb3PiAgAH5+fmq3hXz9+jXi4uKQnp6erdCsUqUK997Z2RkAEB0dDS8vL0gkEixduhSHDh3C+/fvkZ6ejvT0dJiZmWm0CwCCg4NRq1YtXlrt2rV5nwMCAvDq1Svs37+fS2OMQSqVIjQ0FOXLl8/SbgBYtWoVkpOTcf/+fXh4ePCO9evXD8OGDcPGjRthZGSE/fv346effqIgv4WAk5OTiuc6Ojoa+vr6sLOzyzKPshc8v6Cp5sQPgaKwFolEPOGtTfGhTKNGjVCpUiW0b98ekyZNomnwRL6jK1O8SXgTBEEUTRQFr1QqRceOHREYGMh7vXz5kls3nRMUZyLKvY3y34lVq1Zh9erVmDJlCi5fvozAwED4+PioLJdSFuLqPJfK/SqpVIrhw4fzbH/06BFevnyJ0qVL58j2Ro0aQSKR4PDhwyrHOnbsCKlUitOnT+Pt27e4fv06+vfvn6NyiW+jXr16uHDhAi/t/PnzqFmzJve8acpTv379ArGJPN7ED4Fig56amqozXj9lAgICAABnzpzBmTNn0KlTJzRp0kTLVhHfE7oivBU7PykpKVqzgyAIgsg7NWrUwNGjR+Hu7s5zasiRBza7dOkShgwZkqdrXL9+HZ07d+YEq1QqxcuXL7P1Rnt5eeHMmTO8tPv376vY/+zZM3h6eubJNkDmRR87dix8fHygp6eH33//nTtmYmKCbt26Yf/+/Xj16hXKli0Lb2/vPF/rRyYpKQmvXr3iPoeGhiIwMBC2trZwdXXF9OnT8f79e+zZswcAMGLECGzYsAETJ07E0KFD4e/vj+3bt/MC840fPx6NGzfGsmXL0LlzZ/zzzz+4ePEibty4USD3QB5v4odAKMx81NPS0nRGfGTHu3fvtG0C8Q08evQI0dHR2jaDh64MOinaQcKbIAiiaDJ69GjExsaiT58+uHv3Lt68eYPz589j8ODBkEgkMDY2xtSpUzFlyhTs2bMHr1+/xu3bt7F9+/YcX8PT0xMXLlzArVu3EBQUhOHDh+co+NXw4cPx4sULTJ06FSEhITh8+DB27doFINOrPnXqVPj7+2P06NGcp/7kyZMYO3ZsruqhXr16+O+//zB//nysXr2ad6xfv344ffo0duzYQd7ub+D+/fuoXr06qlevDgCYOHEiqlevjtmzZwMAPnz4gIiICC5/qVKlcObMGVy5cgXVqlXDggULsG7dOm4rMQCoX78+Dh48iJ07d6JKlSrYtWsXDh06xIsdkJ+Qx5v4IVBc452amsr7rEseb2USEhK0bQKRR548eYJq1aqhbNmyCA4O1rY5HLoy6ETCmyAIouhTvHhx3Lx5E1OnToWPjw/S09Ph5uaGNm3acE6PWbNmQV9fH7Nnz0ZkZCScnZ0xYsSIHF9j1qxZCA0NhY+PD0xNTTFs2DB06dIF8fHxWZ5XqlQp/P3335g0aRLWrl2LevXqwdfXFyNHjuSWIFapUgVXr16Fr68vGjVqBMYYSpcujd69e+e6Lho0aIDTp0+jXbt20NPTw7hx4wAAzZs3h62tLYKDg9G3b99cl0vIaNq0aZZLMOWDKoo0adIEDx48yLLcHj16oEePHt9qXo4g4U38EMi3pABUPd66LLwTExO1bQKRR+RTnUJCQrRsCR9defZJeBMEQRQ9rly5opJWpkwZHDt2TOM5QqEQvr6+Klt5AYC7u7uKmLK2tual2dra4sSJE7m2C5Dtmd2pUyfu86JFi1CyZEletPJatWrh/PnzWZavibCwMN7nxo0bIykpiZemp6eHyMjIPJVPfF+Q8CZ+CLLyeOvyVHPyeBddFKfBicVitWvftIEuerx1+W+QIAiCKLps3LgRtWrVgp2dHW7evIkVK1bkaY9ugsgPdKMnSBAFjLLHm6aaEwWN4mh6cnIyrKystGhNJroieHXF804QBEF8v7x8+RILFy5EbGwsXF1dMWnSJEyfPj1H516/fh1t27bVeFzZs00Q2UHCm/ghUPZ464r4yI7s1i8Ruouih1tXhbc2Ba/iNEJd/hskCIIgii6rV69WCXaWU2rWrInAwMD8NYj4oSHhTfwQFFWPd1xcnLZNIPKI4jMWHx+P4sWLa9GaTHRl/2xdGQAo6mRkZPC2SyQIgiDyBxMTk2/aZowglCHhTfwQFFWPNwVXK7ooPmMVKlRARkaGTqzz1pWgZkXlb1CXmTZtGjZs2IAHDx6gbNmy2jaHIHSKM2fOICgoSNtmEEShcPPmTQD03GuD0NDQHOfVfi+QIAqBrDzeuhxRmdZ4F10UnzFAts6sfPnyWrImE/J4fz8sW7YMgGwf2uPHj2vZGoLQDdLT06Gnp4dZs2Zp2xSCKFSEQiE991pCT08vR30ZEt7ED0FWHm9dFre6bBuRNcrC+/Pnz1qyhA95vL8/qJ0giEyMjIwgkUiwb98+nRjsJIjC4MyZM5g1axY991ogKCgI/fv35/aGzwoS3sQPQVYeb10OYEYd6qKLsvBOTk7WkiV8yOP9/ZGRkaFtEwhC5yhfvjxq1KihbTMIolCQTy+n5163EWrbAIIoDBSFd0pKCi+isi6L248fP2rbhCKD4neqCygKS0B3hLeuLLNQ/L7S09N17vsrSohEIm2bQBAEQRBENpDwJn4IFD17ymJDl4U3ALRr107bJug8oaGhcHZ2xqJFi7RtCoeyx1tXYgkoDggkJSXh7du3WrdDKpXyBseI3EHCmyAIgiB0HxLexA+BordR2fOoy1PNAeC///7Ttgk6z8yZM/Hx40fMnDlT26ZwFIWp5klJSXB1dcXu3bu1agdA082/BRLeBEEUBGFhYRAIBN/lXtZNmzbFhAkTtG0G8YNBwpv4IVAM3qQsgGJjYwvbHCKf0cXgXEVBeMsZNGiQ1u3Qxe9QKpXq/MAcQMKbIAgitxw7dgwLFizQthlELliyZAlq1aoFCwsLODg4oEuXLggODs72vKtXr8Lb2xvGxsbw8PDAn3/+qZLn6NGjqFChAoyMjFChQoUC2ymEhDfxQ6DYyVcWQLoSbTor3r17p20TdBpdnKYsf+aEQlkzq8vCWxsUBY93hw4dYG1tjZcvX2rblCwh4U0QhDp0tW3QBbtsbW1hYWGhbTOIXHD16lWMHj0at2/fxoULFyAWi9G6dess+1ehoaFo164dGjVqhIcPH2LGjBkYN24cjh49yuXx9/dH7969MWDAADx69AgDBgxAr169cOfOnXy/BxLexA+B8vRaRXTV412/fn3o6ekBAFxcXODv769li3QXRe9yXFwc9uzZg8TERC1alGmTpaUlAN1c4y1HPjigTTt00eMtX+axfft2LVuSNbrQiSW0y6NHj/Ds2TNtm0FomaZNm2LMmDGYOHEi7O3t0apVKzx//hzt2rWDubk5HB0dMWDAAMTExHDnSKVSLFu2DJ6enjAyMoKrq6tKvJQ3b96gWbNmMDU1RdWqVXn9kc+fP6NPnz4oWbIkTE1NUblyZfz111/Z2gUAJ0+eRJkyZWBiYoJmzZph9+7dEAgEiIuL4869desWGjduDBMTE7i4uGDcuHE5HsjeuHEjypQpA2NjYzg6OqJHjx48mxSnmru7u2PhwoX4+eefYW5uDjc3N/zzzz/49OkTOnfuDHNzc1SuXBn379/P8b1/+vQJTk5OWLx4MZd2584dGBoa4vz58zm6ByKTs2fPYtCgQahYsSKqVq2KnTt3IiIiAgEBARrP+fPPP+Hq6oo1a9agfPnyGDJkCAYPHoyVK1dyedasWYNWrVph+vTp8PLywvTp09GiRQusWbMm3++BhDfxQ5CVx1tXg6uZmprC1dWV+7x48WKK/KwBReHdv39/DBw4EL/++qsWLcq0ST6iTh5vPsrPsi56vOUoLxvQNUh4/xiIRCKsXbtWRWB//vwZ1apVQ6VKlehZILB7927o6+vj5s2bWLp0KZo0aYJq1arh/v37OHv2LD5+/IhevXpx+adPn45ly5Zh1qxZeP78OQ4cOABHR0demb6+vpg8eTICAwNRtmxZ9OnTh5tplpaWBm9vb5w6dQpPnz7FsGHDMGDAABVvoaJdmzdvRlhYGHr06IEuXbogMDAQw4cPh6+vL++cJ0+ewMfHB926dcPjx49x6NAh3LhxA2PGjMm2Hu7fv49x48Zh/vz5CA4OxtmzZ9G4ceMsz1m9ejUaNGiAhw8fon379hgwYAB+/vln9O/fHw8ePICnpyd+/vln7vcru3svVqwYduzYgblz5+L+/ftISkpC//79MWrUKLRu3TrbeyCyRr4UzNbWVmMef39/lbr28fHB/fv3ua04NeW5detWPltM+3gTPwiKHWdlAZSYmAjGGAQCQWGblSUGBgYoVqwYQkNDAQCnTp2CjY0N/v33XzRq1EjL1ukOY8eOxdmzZ7nPp0+fBgAcOXJEWyYByBS4RUF4S6VSSCQSboaFNuzQRY+3HF0ZrNAEia3sefXqFV68eIEOHTpo25Q8c+jQIc5DpzhwpbgzwZs3b+Dl5VXYphE6hKenJ5YvXw4AmD17NmrUqMHzuO7YsQMuLi4ICQmBs7Mz1q5diw0bNmDgwIEAgNKlS6Nhw4a8MidPnoz27dsDAObNm4eKFSvi1atX8PLyQokSJTB58mQur/w3+ciRI6hTp45auwBg2rRpKFeuHFasWAEAKFeuHJ4+fcrztq9YsQJ9+/blnvsyZcpg3bp1aNKkCTZt2gRjY2ON9RAREQEzMzN06NABFhYWcHNzQ/Xq1bOsu3bt2mH48OFc3W3atAm1atVCz549AQBTp05FvXr18PHjRzg5OeXo3tu1a4ehQ4eiX79+qFWrFoyNjbF06dIs7SCyhzGGiRMnomHDhqhUqZLGfFFRUSoDSY6OjhCLxYiJiYGzs7PGPFFRUfluN3m8iR+CrDzeUqkUS5cu5Ym3giIjIwO3bt3KkQfN0NAQTZs25aXFx8ejf//+BWRd0WTDhg3aNkEtylPN7969i6CgIG2aBECziJwyZYpW7SCPd96Rj9oTmilTpgw6duwIPz8/jXlmzpyJUaNG6ezMIsUprooobpep6/EIiIKnZs2a3PuAgAD4+fnB3Nyce8kHZl6/fo2goCCkp6ejRYsWWZZZpUoV7r2zszMAIDo6GoCsfVy0aBGqVKkCOzs7mJub4/z584iIiNBoFwAEBwejVq1avLTatWvzPgcEBGDXrl08+318fCCVSjmnhCZatWoFNzc3eHh4YMCAAdi/f3+2S74U71MuxCpXrqySltt7X7lyJcRiMQ4fPoz9+/dnOWBA5IwxY8bg8ePHKssa1KHsWJO38Yrp6vIUhEOOhDfxQ6BJeMv/qGbMmIG2bdsWuB39+vVD06ZNceXKlWzzGhoaYs6cOSpCOyIighshJnQX5anmT58+RYUKFbTundQkvE+ePFmg1/z99995o/xFyeOti8H7FNH2M1WUuHr1qtr0yMhILFq0CJs2bcKTJ08K2aqcYWRkxL1XHBxQFBMUiJMwMzPj3kulUnTs2BGBgYG818uXL7l10znBwMCAey/vN8nb8FWrVmH16tWYMmUKLl++jMDAQPj4+Ki0S4p2AeqFjfKgl1QqxfDhw3m2P3r0CC9fvkTp0qWztNnCwgIPHjzAX3/9BWdnZ8yePRtVq1blrR/PyX3mx72/efMGkZGRkEqlCA8Pz9JuInvGjh2LkydPws/PDyVLlswyr5OTk4rnOjo6Gvr6+rCzs8syj7IXPD8g4U38EKibaq6vrw9zc3ON+QoC+fTnf//9N9u8hoaGMDU1xd69e1W2eyps76Sukp1nSpuCSdnjLUfbwfykUikEBsaAngEvXe7FKAhu3LiBlStXYvr06dwuAuliBtNyDSAwlHX8yOOdOxQHLnR9KrwuoegdVuTTp0/ce12N+6EovBW3uVO8p8jIyEK1idBtatSogWfPnsHd3R2enp68l5mZGRfY7NKlS3m+xvXr19G5c2f0798fVatWhYeHR45mXnh5eeHevXu8NOVZHXL7lW339PSEoaFhttfQ19dHy5YtsXz5cjx+/BhhYWG4fPly7m4wC3Jy7yKRCP369UPv3r2xcOFC/Prrr/j48WO+2fAjwRjDmDFjcOzYMVy+fBmlSpXK9px69erhwoULvLTz58+jZs2a3KCKpjz169fPP+O/QsKb+C6JiIjA4cOHuQ6pOo+3UChU2Uqic+fOhWKfpr2BTcrUhXWzwYBAyBtlla+9UqQobINW0GQnrA8fPlxIlqiivMZbjra/t1SRBK4T/0bJ0Xt46QXZYVfsZMgFjl+8HYp1mY5inaYC0G2Pt0QigUgkQkBAgM6IXF33wusqmoS34m4Xurp3u+J3Lo9KfeHCBXTs2JFLz+vf8YsXL7B48WKdvXcib4wePRqxsbHo06cP7t69izdv3uD8+fMYPHgwJBIJjI2NMXXqVEyZMgV79uzB69evcfv27Vzt5ODp6YkLFy7g1q1bCAoKwvDhw3O0Nnb48OF48eIFpk6dipCQEBw+fBi7du0CkOlZnjp1Kvz9/TF69GjOU3/y5EmMHTs22/JPnTqFdevWITAwEOHh4dizZw+kUinKlSuX43vLjpzcu6+vL+Lj47Fu3TpMmTIF5cuX13rw16LK6NGjsW/fPhw4cAAWFhaIiopCVFQUr12fPn06fv75Z+7ziBEjEB4ejokTJyIoKAg7duzA9u3beWvzx48fj/Pnz2PZsmV48eIFli1bhosXL/Ki3ucXJLyJ7xI3Nzf07t2b8xQrbycmMDCCvomFijfy9OnThdKh1bRuxKHbTFjV7gazik15URqbNm3KW2cEACEhIQVqY1EgO7H26NGjQrJEFflzpCy8C8Pj7efnhz/++EOtp/Ztgmw9sJ4J367IyMgCW9uqOBVW3rF/lir72zMpLVv3p+se7xEjRqBmzZpYu3atts0BoLqum9Z5a0ax/de0xrMoCG9FG+UDeMqReHfs2JGnGRqTJ0+Gr68vRo0a9W1GEjpF8eLFcfPmTUgkEvj4+KBSpUoYP348rKysuG0kZ82ahUmTJmH27NkoX748evfuza1hzgmzZs1CjRo14OPjg6ZNm8LJyQldunTJ9rxSpUrh77//xrFjx1ClShVs2rSJi2oun91RpUoVXL16FS9fvkSjRo1QvXp1zJo1K0cztKytrXHs2DE0b94c5cuXx59//om//voLFStWzPG9ZUd2937lyhWsWbMGe/fuhaWlJYRCIfbu3YsbN25g06ZN+WbHj8KmTZsQHx+Ppk2bwtnZmXsdOnSIy/PhwwfeGvtSpUrhzJkzuHLlCqpVq4YFCxZg3bp16N69O5enfv36OHjwIHbu3IkqVapg165dOHToEC84YH5BUc2LMEeOHMH69euxZcsWimKqgb1792LPnj3IkDAYlfBCemQIJBIJXH87CoGePsyvLFI558uXLyhWrFi+2hEYGMibXp5dwAZ9m+IqPywnTpzgrWn69ddf0bp1a/zxxx9a2YdZF1AWa/r6+ryBE22ud5TbYW1tzUtXnMZaUME72rZti/T0dJQqVUrl2ZBIFDy2AiHAZJ9TU1ORkJAAKyurfLdHUezI19cZCKQQscwo6rrg8X779q3awQeJRILdu3cDkEXi/e233wrbNBWUhXZKSkqBfHffA4rPlqb18IqiVtvLQTShaKPiPszK/PPPP+jWrRsePnzIdVIB2TrTuXPn4vfff1cZyJXvBnH06FHs378//40nCgV18WPKlCmDY8eOaTxHKBTC19dXZSsvQLa3tXKbaG1tzUuztbXFiRMncm0XAHTq1AmdOnXiPi9atAglS5bkBR+rVatWnva8btiwYZbxdJSPhYWFqeRRvnfl+sju3ps2barSVru6uma5zpzQTE6cA/JZE4o0adIEDx48yPK8Hj168PZ5Lyh+zN56EeX48ePw9fXlHrxx48bh+vXrOtEJ1HUem9WAU/+VsKrfGxDqQ6AnG3OycSmjkrcgpgJXr14ds2fPznF+ob4RnJyceGnKASSCgoKwdu1aPHz4MF9s1BUkEglvf8WsUBbeynWmzfWO6YZWsKzTAyYWNrz0xMREAMD69evh4OCQ74GcUlNTuXp58+aNynGx4lTpr6JcLtg+fPiQr7bIUSe89aBb+3inpKTA1dUVbm5ukEgkPC+pogdRVwKZKc/MyS5a74+M4jRE5eds7dq1GDp0KM/LnRtvX2EibzsA2e+UJvEdERGBCRMmoEaNGmjWrBmGDh2KOXPmoHTp0ti7dy/q1q3Ly6/4LOnatprE983GjRtx7949vHnzBnv37sWKFSvULq0jiO8F8ngXIbp16wZANvrXpUsXbh3J48ePtWmWzqE8zU4kEiHaqAQAwLJWVyTcO8EdK65mupK21+ACAAQCFe+VpkAiBbHPoBzGGC5cuIBatWrBxsYm+xPygfnz52P+/PkYNmwYNm/enGVe5U60o6Mjz8tdkHWTHUmNxsNGqI8AMX/7OrnXaty4cQCAn376Cc+ePcu36yp2xvX1VZt4iTRT8DZq3BQTx43GrFmzEB8fz+3Lmt8o7iSQKbx1K6q54qBDTEwMb+BHF9dTKw9M6co+8bqI4qCE4owTsVjMreFTDK4mfy8Sibh2V16GqalpQZurEUWP940bN1S81nIOHjyIO3fucJ+3bdvGO648SHP9+nXuvTbvj/jxePnyJRYuXIjY2Fi4urpi0qRJmD59eo7OvX79epa70Sj+vRCErkAe7yKI8t6FuhhxV5soTxNU9goIFKI5u7iobkMQEBBQMIYpoM5rxluPLBCoXYd0+PBheHh48NIKct/WNWvWwMfHB7/88kuBXUOZ+fPnAwC2bNmSbV7lH1blJQIvXrzQ3p68QpnofS/ib9ei6LUCZEsb8hPF511dICnFqeanzpxBly5d4O3tDQC4du1avtoiR/Ge5QJbKNAtj7eijVFRUTyxLZFIeEsGsprmW1goDwaQ8NaMuhkXAH8tt+I2Y9HR0fjf//4HMzMznD17FowxVK9eHSVLltTqAJHyGm9NtiiK7qy4evUqBAIBFi5cyKUpRk4niIJm9erViIyMRFpaGkJCQjBr1iy1A8bqqFmzpso2aYovgtBFSHgXQZR/bEl481HuFCtvDaMovJ2dS6icr9gJKSgSExNVhEa1atW4923atFUR2ADQs2dPvH79mhcRsyCXGsiDf/zzzz8Fdg1lcjPVUVnE3rp1SyXP6tWrv9kmTXz48CHbtWf6evxmVtlmTVGW84ri8z99+nT4+vryRJmEN4VaJn4bNmwIoOAGnRQHw+SDTspTzbXt8f7zzz+59y9evOAN/EgkEpQokdlW6EKANfJ45xxF4a040KUovBUF+bFjxzBmzBiIxWK0bdsWycnJCAkJwZcvX7Q6w0zxb+TYsWM4d+4c93ngwIEq2+FkV5Z87bfi9kr5PRBIEAWFiYmJ2m3G5C+C0EVIeBdB0tPTeesPtebRA3DrowD9d9xDQpruRNRVnDIIAOXLl8/8IBBw67sBwNrOPtvzC4rg4GCNx6yzmda9bds2jBgxgvtcUM+AvX1m/RTWNkp6enrZZ/qK8swBdYNQd+/e/WabNNGiRQv4+PjwImoqozx6rzwjI78Fp/LA07Nnz3giUizJfFbEX6edV6hQAQDw6tWrfLVFjvyeBUZm8F25Cbdv34ZQaaq5tj3eissa/vrrL0ydOpX7LJFIeNv7hYeHF6pt6tAkvKOiorINIgN824Dt7NmzUapUKV7kWF1GcXBL8e8jp/t1Kw5qFOYA0du3b7Fr1y7OfuVBunnz5gEAF4VXPoAmp1GjRnj37h1SU1PBGEN6ejrXHj19+lTtNdPS0rQ+CEYQBPG9Qmu8tQRjDFKpNFciQ05qaipvypk295U99EYPwBdsvvoav/vkbG3o48ePYW5urtajmx9kK5z1MzvQ1rZ2gEAIQ+ey6ONTH7t37oBQKIREIsnTd5Mbnj17xk3xXbVqFe9YTtaUrlixgvPShYeHw93dPd9tVKzLz58/53u0d3Xo6enleE2tWCyGoXNZZHx+i5NHDyMkJASTJk0CAOzevRsDBw4s0IGUoKAgAMC+ffvQu3dvtXn0hAKUL1+el3fu3Lnc8YIW3gBfKKaLFTzeX4V3mTKyIINv375FWloaL6JsfiAX3s4/r4aBbXE07TUUFfvP4uXR5c5+eno6b2BAeYDi8+fPsLKyyvEUyfxA+W9E/pvg6emJ5ORkPH78WOMa4K1bt2LixIk4ffo0GjdunOtrL1iwAACwbt06rFy5MtfnFzaKHu/Pnz9DLBZDX18/x9uGKQrvnIr1/GDChAk4duwYHj58iMjISDx//lxtPvn0cGNjY8ycOZObtTVixAjeTA1DQ0PUqVMHN2/eRP/+/TVeNz4+HiYmJhqPFxXOnDnDtbsE8b1z8+ZNAPTcawPlJcBZQcJbSwwdOhQnTpzA48ePUbx48Vydm5aWxusE6sIUw/03XuL4g/dY0bMqGniqepHlvHnzBlWrVgUg68xqChj2LWS1FYzQ0IQ31dzS2gbWjfrDql4vhGS8h0CwE1KpFJ8+fVKJkJ3fKG5dMXnyZN4xBwfHbM83NzdHlSpV8PjxY/j7+xeI8FYUGJGRkQUuvEViKewHrEb6x1DE/Lsi2/x3P4jh/PMf0EuKRocOHSAWi+Hl5YX69etz0cJz0yDmlaxEo1AoxM2bNxESEoLGjRvj8+fPBRqoTl1k8lu3bmHy5MmYPXs2MhTWeMsjnNvb28PS0hIJCQkICQlBlSpV8tUm+d+kga2srTOv1BxKM8217vFWh0XNzjAs5obU1Me87/jOnTsIDw/HjBkzUKVKFUyfPh2tW7dGt27dMGTIkELZ3k+Tx1v+/4ULF1SEd1JSEs6ePYthw4YBkAX2y23kf8WB3vzedqugttdTDiYWExMDJycntcK7W7duKlsvKbYhhbkNkNyOdevW8dKtra15dij+js6fPx83btzAw4cP0aRJE5Uy5V7zrGZcxcXFFWnhnZ6eDj09PcyaNSv7zATxHSEUCum51xJ6eno56seQ8NYS27dvBwCUKFECkZGRcHBwwP3791G9enW1YpQxBvPq7aFnaon09HSkpotg1bAv0sKfIP3tkwLxUuWGuAwh4uLT0G/bHYQtba8xn+Io3Lt37wrE652d50ygn1m/Aj0DWNXrBQCINCgBR0dHREVF4f379zkW3nPnzkV4eDi2bNnCm46aHXPmzNG8xVgO+55yAde3b1/89NNPBboVjPLa5Kx48+YNJk2ahJkzZ3Je/Zxw+81n6Nu5Qt/OVaPwzsjI4Or5TpQEgAAScwcAsmnd7dq1AwDu2QoNDeVFJy4IFKeASqQMIR8z60pPIICNjQ3q1KmDatWqFdjUd8YYkpOTsWTJEpVj8mAzxsbG0POoC/kDJvd4CwQC1KtXD+fOncOZM2cKTHhzCPWhrLy17fEuXry4igi1bTEUAJDw6CPS0jKFilQq5Qa6Dhw4AAA4d+4czp07h+HDhyMpKQlmZmYAZN9LdHQ0HB2zH0zLDQmpIrhNPQVxXBTebx6CpKQknhdcXQdg8ODBOHLkCPc5L1ujKa4Bzs/4It26dUN4eDj8/f3z/W9VWXjLB1bVea99fHzg5eWFxYsXc2mDBw/m3ufUS/6tZLV86K+//uJFc1asL4FAgPPnz0MsFqsVz9OmTUOvXr2yvHZsbCyc1ez4UVQwMjKCRCLBvn37+EvNCOI75syZM5g1axY991ogKCgI/fv3z1FwShLeWkBZwCxatAhOTk6YNWsWBgwYgD179gAAktLFiIpPhaeDBcRiMexajwQAfI4+g1NPo2HdoC/QAAhf1gFxcXEF7qHNDxQ7ahEREdoR3goe73Qxv+Po5uaGqKgohIeH50gwisViLNt1AqKYcPTq1Uvz1haCrx4wprosQJ290hwu2Vb0SM+bN483hTk/EBjIGhGWkY7k5GSkp4tw8PQldG3ZAJaWlry8scki3H79Ca0qOqNhw4b48OEDHj16pHYvaU0Isxg4+JwG/Hv2Agb81BPTp0/HzJkzIRNv6s9R7DgaGRkVaCwExe9w/r/PsNs/c2q3UJhpn6ZGOSYmhreePre0a9cOkZGRMDc3zzLf/fv3UcOtDuR1JlZ40Lp164Zz585h3759mDp1KjeIExMTAzs7u28a1FHrGVX6PoKCghAcHIxy5crl+TrfQlb7YIvEUk7I2traZuvp7datG+rVq4cRI0Zgz549mDp1Kv755x906tQpz/bt9Q+DiaE+enjLdmJYelMmgPWtnWDo5ImwsDDeVlDqliAd/fcszKu3Q0rQdUjTEvP0N6EoPPPL4y2RSHD8+HEAsi2CWrRowR1LT0/HggUL0KRJE7Rq1SpP5ScmJsGm5XBkfApD0qNz3PIT+b24uLjg7du3AGTP+7Rp03jCW3Ete357+TWRlcAvXbo0/ve//2H06NEABCp/mwYGBhoHgXv27IlBgwZh165dAGQDx/LfjRo1auDBgwcIDQ1Vu6tGUaN8+fKoUaOGts0giEJB7tii5163oeBqWkD5B/Xz589YunQpBPpGOHj2OtcZ8ll9DS3/uIaHEV+QLsqcVugf8Ahhn/lBVnQ1EumXL18QHh6OxMREiEQifEwUwb7zVBg6eeL9+/cFcs3spnooCu8P8XzR6+bmBiDnwZP+fRAOx58WocTwbRrvJ12UAedf1sN50FoAAq6DKd+n++7zUDgNXAPT8plrLQ/ciUAZ3zO8PZfVMXHiRO79xo0bc2RzTklLF8Fl/CG4jD8ICIRISUlB7yV/Yc5dKVqMXqySv+v6Kxh1IBDdZ23mpjvnNgiVvp5CB1KQ2Tx9iE/D/If6+O1KKlJSUjKnUikIB2URoTzdtyDWZhqVqABj92o8j7ei6JaReU+KHkk9y2Iwr9IK0NPH69evc33t0NBQCASyTvd///2HR48ecWu8NCGVSpGh8EwpPl9du3YFIIs9sG3bNsTHx2P//v0oVqyYSgwC+blJ6dmvxU9NTVUdXFIj4m/evAkvLy/MmDEj2zILAmXhrTgzRpSeGXAqJ4Nb58+fx7x58+Ds7MwFaZNP784L0YlpmPXPM0w+8giir2v0n8dk1r2hgwfOnj3Lm36ubgmSfedpsGs9CvadfgeQt6CMivWUXTC+pKQkHDt2TGPMhi9fvuDcuXM8Mav8d7pt2zYsWrQIrVu3znJ6dFacCgcsvTvCrs1YAFAR3i1btuTyVqhQARYWFggICMD9+/dVBrPy8reaG+TfSVaxKTw9PdG8eXPoWdih5Ji9iHKsk6tr7Ny5E4wxMMYwZ84c7r28s57XeiYIgiCyhoS3FkhKSoLA0AQGDh4wdCqD5ORkmJUoC9dJR1F88AZcCooGALyPk3Xmu268hQfhmR2TmM+xKt6Mwlx3lhuaNm0Kd3d3WFpaonPnzvjvrRBmXo3gPHBNgQnv+NQMmFdtA4G+IYxKVoRpuQa844rCOy2DX49y4T1x4kSNgWzk7PEPw2/HXgAAhAbGGu/nQ2wiDIu5wdChFJotOYP972XTwxMSEiAWi7H2+jsYOXmiWKcpvPMyJAyhMVmv3x83bhw3ndDAwCBfA+29i02CQE8fAj0DCI1M0a1bNwSmybyyn0o0UskfHifr9AfEZAalc3V1zdU19RW8wwI9A67DHvg2TpZmYAwTz8xOZpo4Uzh8TJANuGy88gqNl/vhY0IaT/hHR0fnypbskEoZnPovh2PvhUiRag7EpyhtevTowb0vPngD7NqOh2XtbvDz88v19bdu3ZrrcwBApDDLQzHCebFixbhZM8OGDUPFihW5AEzLli1TKaf7pluoNOccohOznmGi2UOoXvSpmypf0IjFYsDOHYbFMwNECgwyl+5kpKfBostsuE09hfqtOmLoUNkU9OXLl+PGjRuYO3cudu3ahTNnzmi8xrd4SlNFmd9ZXIrq9HCpKFVlmry6ejRxl8XXMCklE1h5Ed5JycmwbTUCpuUb48WLF7wtrZSZPHkyunfvjkWLFqk9XqVKFbRp0wb/+9//uLSPHz9ytt24cYO3xd20adNybS8APBLzp02HhIQAyBT51tbWePnyJRZuPogmrWSzlmrUqAFvb29eIFNAFrQxv2fPvHjxAovXbYVj0/7QMzTBgQMH1ApvA3tXDFiwAxIpg5eXFyxrdYWemTWSXRvgasgnfIj/tq0Jy5YtCyCzfgiCIIj8hYT3NyKW5FzoJKZl4PrLT/jnySe4/nYExX9ZB+eBqxGfzmBQ+ycu38F7ESo/7D/veZT5QainIrB01eOtuOfp2bNnEZ6UKawKSnhfEJeHXZsxsKzbA079lqFYl+m84wJ9ReHNn2peunRp7n1WU+0yJFLM/ucZL01TEK+k1Exh8iZOgntvk2Bg5cCt/VQW/4pIs+ng6evrc9eNjIyEi4tLlvlzyv2wWLRc65+ZIMx5hHfF+s3tWk3FadlW9Xph18WHWLd+AwSSTLHh0H0WDIqVkm2rp1A/px5HIkMixfKzwYiITcHaSy/h6urKLWe4ffs2jh8/DolEgsjISERFReXKNkXEYjEmT8t8rtIFmuMrVHDK9JiNHz8eDRrIBoKERrI1wCZu1TB9+nS152aFfA2xOvQsi0Ggbwg9czsIjc3h2GcJbFuPAiAb0JHje+IJDt97y33euXMn917x71NdpHT5YMiF5x+ztDM2Nhb6NsXh9HPmfupGzmVVpprrWdhx75XFTm5JFUkwfO99jNgbkCORFJ+YDOef/4DzgJUwcPCAwNAUQsPM9bEi+7IwdqkEANhw8wO2bNkCqVSK33//HQ0aNMCcOXMwcOBAtGnTRuM1lIOh5ep+FNqp5K8ivJjC8l0myVAr1LLaI96u/USNx7Li8utEWNTowA0UahLVQOYWbepmCUilUrx79w4AcPDgQS5dvhXa0aNH0ahRI94zmZffOZV6F+pzsTXkHm9LS0u8SDHF1jfm6LtNFoPheWQC1l96Cd9ZcwAAeuZ23GDMgAEDcm2HJsQSKeas34Xt74rBpG4fWDcZiH79+uHjR9WBwuK/bsS1JAfsvBkGAOjZvRt3bOCOu2i4LPcDeIrIl3m8ePHim8ohCCJrdu3aBWtra22bQWiBH1p4b9y4EaVKlYKxsTG8vb1x/fr1XJfRcPllzP/3ORhjiPr0mUtPFUmw9dobvPkk60BKpQyNl/thwPa72BTAn0qXIDCDfolMkXcxKBqlpmv2nJhbWIBJFQWjQKPHWyplCI5KxNQD/jh7P39HsaUapkEfuCNbD5ealg6HnnNRrPtsyKfbpqdmTlPUNA05PiWDm06ZF+IEFgAgWwOvBv4ab/516taty/usqQOSkKraida0ljkhSbXza+0gi+7866+/QijVPF137cWXvCjUT9/Ho/nKKzjzJDNytWLQpsjIyCz3lM4pY/96yPusOO1WjqaBBoFeZl7l6a4B4V/Q+X83cS9MvfdPcQKyVf3eWHglGjP3XsLObVt4+QyLuSEuLg6KYxYLTwehjO9/3OekNFm9yrfTGTBgALp164b9+/ejXIehKOPzM8RiMeJTM/ApMftIlEmpIki+fhfHTp3F9qsvuWPMox7cp52G+7TTqvckFEIiZTh87y1CP6diw4YNvOOMSVCzZs1sr6+MYvRygZEZBF+FooG9K0qO3AnnXzag5OjdcBl/EMaulWFRvR2i3FrhUlTm9/MwIg5TjmYOjrVp0wb//ZdZh8alaqBY99nQM88UxepQjpWgyMePH1Fi2BYYOZfh0gxsS/DyWHh3QslRu2Hh3Unl3rIiNCYZHdZf5/4ebr/5jNEHHqD87LM49+wjzj6L4mYOZcXnhEyhX/yXdXD97TA8hmZ+T1KbzJkbpkay0Cjq1rwLBALcuXMHP/30Ezp37ixLMzSBvm3JHN2PJpLT+R7vxLQMuCvMgBboGwICIQzsXKBv7QShsexgVoH8zCs1B9PPeUDO5HQxum+6hf3P+X8r8vbnzadkxCRnoFKlSvjpp594AckA1UBsir9Z0bHxKNbVF5a1u+LZM9mA5tmzZwEAho6l4TxoLYxL1YCnpycAICA8Fk1W+HGDPowxvP6UBLFEinPPolBn8UX4BUcjITkNFarX5l1X+DVuRXBUIi6ZNIbLb38j1dQBYw7I2rygD7Lf53brrmPVhRDYNeoL25KlUWLENjj1Ww4A2L9/P+9+ZNuDqv4e5mTQp/uf/nDqvxJCI9n6fMuanWDTYhh+u8Vg0+xX6Fs7Q2hsIVuW8pVFZ76u5SxbmldWdkuT1NmX/HW5SPjnZMSZuwOQBWOsXr16rsoiCF2iadOmmDBhQoGU7e7ujjVr1hRI2d8rmzZtQpUqVWBpaQlLS0vUq1eP19eQL5tTfq1YoRpklzGGtm3bQiAQ4MSJE1led8mSJahVqxYsLCzg4OCALl26qCylyc2184MfNrjaoUOHMGHCBGzcuBENGjTA5s2b0bZtWzx//jxX02OT0iTYcTMUO27KRMgv5YA2TeriXlgsVp4PwaIzQdgywBs7b4bhS4p6j0d8Wc1RwNWRli7iebwNHT3w/v17tVuxLDv7ApuvyQThocexCKtZFnfefMbtN7EY09wTel89jP6vP4OBoX5pe8SnZGDCoYfoWqMkOlXVvNWZSIO3f8bxJ+hbxxU/bb0DEw+ZoLBrOw5fru5GosCUE1cPHjxAZFwqnK2MObs/J6XDe+FFVHe1xpYBNREVn4bKJa3UXudjQhqeRcZDAAGKW5ugnJNF9pUHvohUFgzFXD1R3M0DscwcaW+fws/PD6U8y8BIX+bxjU/JwP3wWJSwUY0WGxqmOpDAGMPmnXsAQ37nz8m1NFClE+7ERcH6YypgoH7rltNPPuD0kw8Y00zW4dzgJ1tTOWr/A9QpZYukdDES08TosPwUTk3pAEC2RZBxuYY4+zQKK3pWhZG+ENGJ6WCMoaSNqdrryG09cDcCD8LjVNa+lxy5E5IUfmyCkJAQlCpVCgB/EEbPzBpuU08hLeIJxDGhWHkuGNamBhjSyAPj/nqI93Gp+GnLbbxe3A6JaRm4/CIabSs5w1BfqLbjaNt8CM7snwqnfgr7DQuFiIuLg5lQAkB9EKGTjyKxpnc1uLm78wbVdh/+B3Zfvb+h4RHofeA1vqSI8GSuD8yN1DeJkbGJqL/oHEwS3yFoywRMuS2ATbNMYWFUqbXa8wDgyMMoHHkoG0jzcrKAu50pLGp0UMghhKWTK/xff0ZdD1ssPfsCnsXMUc3FGk8j41HdxQbu9mZ4/SkJj9/FoUu1EhAIBHgWbwC3qacQc/oP2DT5BdL0JIgTY2DiLuswy7fuUiTBrgKg5s92x41QDG4o+y7btGmDtm3b4r///oNjr/kAAEOHUph1+A4uvk6Ci40pxrfMFNG+x5/C9/hTDKjrhgVdKsH/9WeUtDGBi63sWVt8LQaA6t/mZ0Hm37Vty2Hc/ykhtxAVFcXtLa4OxhgCwr9gzslneBaZgFH7HyBkYVtMOvxIRWhHJ6bj7NMo/BMYia0/14STlbFKWbHxqhH70/Uy/yYl6ZkDhmWdZHa/ik7EhefRaFneAbfffIZEyiCWMgxpVBu79u7Dk/AY/HPyXzj1XQZDRw982DUeiYmJsLBQ305JpQwfEtJQwlp2XYmUce2z4lTzrhtvwdxIH8WNpJCPneuZ28FtykleeeEruiAw8BHqN2wEPYGAN5tEjnEt2dIHkViKyUceITZZhJU9q2LtpZcY2qgU3nxKRmkHc5SyN0OtRReRIlIaYBHqIy0tDdEJafBZdxOACeLsquPo2SuwbjoIblNPITXsIT4dXwwDAwOsW7cOHh4eaNeuHUJCQmDXfiIM7F2R9OgcLMvWg2nZeniwtgekUilimAUc+yyBsatsSzTHXvPx/ulmpIjEmHb0CcI/p2DonvsImNkSU/5+jEsvolG/tB1uvZYNgP+y8x6KWxogo8NCnsnm1dsh/X0QBu64A5GhJYQADsW6qf1OANlg4YqdRzH/4jsYOnoAevqARIybN2+iYcOGSMuQoOOGm7AzN8KhYXW537K9/mGY9c8zHPrVG3XKOHHf6bpLL9G4rD283WwBAM+jVJcTWdaUDUBZ1u4Ky9pd1dp1+vEH/BOouhVcmzXXUKeULf4OeIc0sRRbf/bG88gE1PWww/MPCTj1+ANmta+AFJEYvbfcBgB0q14Cxx7KZriYlKmH1Jf+uQqKSRAEkRUlS5bE0qVLucHT3bt3o3Pnznj48CEqVqyoMtj+33//4ddff0X37t1VylqzZk2Og71evXoVo0ePRq1atSAWi+Hr64vWrVvj+fPn3KzB3Fw7PxCwggz1q8PUqVMHNWrUwKZNm7i08uXLo0uXLjlaY5iQkAArKyu4TDjMjVRrC6koDUJDWWfS3EgPSemavU/Z0bqCI84rTR01MRDCxEAPhvpCRCVkejssjPWRmKbeWzu5pQdWXsz6hzslxB+mZevlyU6hIOeRv5VJCDgFS2+Z8OlfuwT23c2/Ke96oiRIDLOOLF3QJD25BPPKsqjA1ib6iEvNPgAWAFQraYnAd/kfgCynOFgYIjpR/fZG6RGPYORatdBs8XI0x4eENMTnsO4Km2LsCz4J8ncvcN925fExPhnbbkZkn/kHQ5wQDX1LB+6znZkhPifnfiuuvNC3VgkcuJd1GyVO/Ax9i6xnJRQU+smfIDYrlm/lpUe9gpGTZ76VVxDEXdsL68Y5n27e27s4YpNFuPBCdcmGrmGpL0WCWAhpegrerumF+Ph4lR0sdJ0HDx7A29sbAQEBFN1Zi0ilUqxYsQJbt27F27dv4ejoiOHDh8PX1xdPnjzB+PHj4e/vD1NTU3Tv3h1//PEHF8xw0KBBiIuLQ8OGDbFq1SqIRCL89NNPWLNmDRexf+PGjVi9ejXevn0LKysrNGrUCH///TcGDRqE3bt382wJDQ2Fi4sLhg0bhsuXLyMqKgqurq4YNWoUxo8fz+XL7rpNmzbF1atXeWXnREbt2rULs2fPRkxMDHx8fNCwYUMsWLAgX+Mz7d+/H/379y8yz72trS1WrFiBX3/9VeVYly5dkJiYiEuXLvHSHz16hA4dOuDevXtwdnbG8ePH0aVLlxxf89OnT3BwcMDVq1fRuHFjtXk0XTsrctPm/JAeb5FIhICAAJVALa1bt8atW7fUnpOens6Lll0QEZLzilx0A/gm0Q1ARXQDQGqGFKlq1iFrEt0AshXdAPIsuoG8i24AnOgGkK+iG4DWRTcATnQDyLHoBqBV0Q1Ao+gGUKiiGwBefPy2NcYFTX6LbiBz+iqhiqLoBlBoohtAtqIbgNZEN4B8Fd0AdF50A8iV6AaAQwGqnmldJUH8Q69AJPKR6dOnY+vWrVi9ejW3xeiLFy+QkpKCNm3aoG7durh37x6io6MxZMgQjBkzhtvmDgD8/Pzg7OwMPz8/vHr1Cr1790a1atUwdOhQ3L9/H+PGjcPevXtRv359xMbGcjPb1q5di5CQEFSqVAnz58tmbRUrVgxSqRQlS5bE4cOHYW9vj1u3bmHYsGFwdnbm7W2f1XWPHTuGqlWrYtiwYVyQzey4c+cOBg8ejMWLF6Nbt244e/Ys5syZk38VXcSQSCQ4cuQIkpOTUa+eqg74+PEjTp8+rTJ4kpKSgj59+mDDhg153j5ZHtfD1tZW7XFN185PfkjhHRMTA4lEwlsbC8jWqmkKuLRkyRLMmzevMMwjCIIgCIIgiCJJYmIi1q5diw0bNmDgwIEAZMFrGzZsiK1btyI1NRV79uzhpvtu2LABHTt2xLJly7i+uY2NDTZs2AA9PT14eXmhffv2uHTpEoYOHYqIiAiYmZmhQ4cOsLCwgJubGxeXwMrKCoaGhjA1NeUJND09PV4/vlSpUrh16xYOHz7ME95ZXdfW1hZ6enqwsLDIsfhbu3YtfHx8OGdf2bJlcevWLS6OxY/CkydPUK9ePaSlpcHc3BzHjx9HhQoVVPLt3r0bFhYW6NatGy/9t99+Q/369bn4KbmFMYaJEyeiYcOGqFSpkto8mq6dn/zQQ5vKawTUrZGWM336dMTHx3Ovt2/fqs1XmMT7H+F9zvj8Fmn/LsSm3hWxsEMZFP+gGiwu8WFmMIOq9kKs61Eev9YqhvRIWbCB6KMLkPz8CjJiM70std2sUMHJHHPa5c4T8WH3BISv6IyYM2swqomH2jzpUZn7wM5pKyv/i98OLk2aloToo/OhL5DCUE+Ajb0qYkpL9WUp8vnc/7LNkx0OyW/w5epuRG4flavz2lh/RPiKLoi9JAsIlvwi90H7FLExNUDnKg7oXytzza5PeXu0r8j3NDXyVPV6NSptg/nty2B6aw/YmxmghLUxdgysgVFNPFDWwQyNSttgRRcvlfNyyhTXCPSqLPO+Wsa9zCZ31lR0zv1sgWJ6KdlnUsOXq5mjmXG3DkKaoRpcbXC9ktjSpxL+GlwDUft+B2P5t1Vbbghf1gHhK7vi/dYRAACz6Mf4/PccxF3fh5RzskjhlYtnrht2s1UfLyCn/FK3JCo7q18+I0mJh+ij5tks/WsVR8dKDihlZ4L/9amKWW3Lwjj6GcJXdMmTLd4uljgzsiYuj6uN93/+itjL25EcdA2dqjihjJ0RLJC37x8A/MbXwc5ODviw+zckPvwPoo8535+5YnELPJ/bEoeH1caZUbWxf2BV3J5cD7cn14Pf+DqY0bo0jPSFMDPk7wYQd30fMr5kridrWS7zb1ZxK73N/fM3sJU48XOWxx9Oa4DpTZ2zzJMVkxo5IunJRZX0yJ3jUNfdGs3K2uL2lIZY0Kk8fByS8Gc3D8xq44nGnupnbiTcO4HEB6cQd/NAnm0CgE8nsl429mH3b7CKVQ2gqafUDVjUObNz6GJtjL8GlEfc9X2IOb0a0vQUSJK/IObflRDHf8SAOi4Y4JaIpDt/I/bCn5lldCwLZ7HqwL6R4Nvalb41ndG9Gt+J4GRphK5VHeFgYYilncvh3u/1ETiNv61m24pKjgeLzNgnrcvbY2AdfgBEgsgNQUFBSE9PR4sWLdQeq1q1Km9njgYNGkAqlfICX1WsWBF6epltqLOzM7ctaKtWreDm5gYPDw8MGDAA+/fvR0pK9r8Hf/75J2rWrIlixYrB3NwcW7duRUQEf3lVVtfNC0FBQSqeXXWe3u+dcuXKITAwELdv38bIkSMxcOBAtdv27tixA/369YOxceZs3pMnT+Ly5cvfFNRuzJgxePz4Mf766y+NedRdO7/5IT3e9vb20NPTU/FuR0dHq3jB5RgZGcHIyCjLct/9byDs2v8GfStHWN5ci9gKPbjgYgDw/s9fYeDogbSwQDx5cA/XPxlh6dngLErUjGNGFCL8D8K2RhuUKumIS5NbQL4vbgm9BFT1sMeAPcsAyPbfNa/eHnomFoi/dRCx52WiNBzASTVlp766A8Pi5WDTeCA6uUmwZeRM7tiABmWQIWEwMdRDRkYGSo3bC32rzDoTx0fj46GZmDF2KDaIYhErlaBNWStMaVse6+ZNRnyaBEmPzqFcuXK8Bla+RqaCcRzqLjuGhLvHeDa9XtoJHz9+REBAAFp4eGDUUllAusS0DARHJaK6qw0XiKhJkyYID7yGsp1G4nN67saWjA2E+HdMQ5RxtMDnz59hbz9OVidhD2HiXh1WxnqIT+NP50+4/w+qs9e4fPkyAGDz1/TE+yfRq2oxNO/VHCPX7YRN01/UXjPxwSmYVmgKz7gAhDo14R3zqeiIP/t7cwNCC7vzO+RL0zJw7tlHtKrgCCsTA2zYsAFT1u5Fk5qV8d9f27h8qampsPwYiC5dusDExATNyztjStvy3PFiNhYIjkrEsMYe2HUlCPPOqY9YrkjS08sYvewPAMDvv/+OR6GP8OT8b3CbeoqXTxQdioS7x2HfIXP7orCv39+A7Xdw/WUMStmb4fT4Jnj2Khwt5hyCsYssyn/Mvyuhb1McJp61YeTkCSYWQRQdCqPi5dAm+QI83UpiQ0x5qOPixMawNzeCAAIkpmfAXF8K1xY/IyX4JiQJ0Uh+dgWGTqWR+vI24q/vAyCLVqocrT0wMBDp74PwftOv0DOzgujrYJHifYoTP0Oa8gWGjjkbnJrUqixefEzE6ccyEZb+8CS+PLoIp0HrIJCIwL5Ght/QsSQ6LgMgyYA49h1ezG0BY+P2YGwaTpw4gapVq3LbpSnSfdMtBITnbOulY6Pqo7qLtcqgY1R8GkRiKdqvvYrIO6cQe34jAMDFxQXhb9/BofcCmLhXAwCs/akaOlYpzgvgFRwcjCE/Nc3Vtm2pJxcgxcgWDZwY9h85AWtTQxz9+wh69+4NAEi8dxyJANafXK5y7rK/LmFjoCyw2vzOFTH7n2dY0KUSBtR1Q6pIgmsvP6Ghpz3MvgbQS01NhUcDWdDD2KiXePnyJWDphDUXglEO77DqCf/n8dOJJXAWR+HVq8zBwtoe6qdZD3O2x7DmsgGtDIkUe/zDMbx9XUgSohF/S7Z11pcvX7jtZKRSxqu7oKAgRK3rhXpDFiDUtBwM9YSIfXgW5lU0B/EDgKh9U3DszHmExaaiU9Xi+HXgAFwNDEH626cAoPK3CQADHd/BxNgYI9p6c2l65nYwcqmInetXoE61iihubYLL956i2+BxSH19F0YlK8Kx51xZvfyzDHZVRuDzmTX4fGaNrAChPiAVw9bWFgdHZAq+AfWtMKB+5vPar4EE/m8+o24pO8SmiPC3331M6Ja57m7GjBlYtKg9xBIpHoR+Qp0yzjB2qwLGpHDqIxPVHUqKUMXLE4svRqChQSjKGCVg7ixfADLP1eezG2DXZgwAwMua4UWcrJ5LpLxGeNRLVE55iH1bJgEAjj98h503w/C/vjXgYGmE048/oGEZezhYGMPQQB/nnn3Eql5VYWVigMD9S7B7927MnZvpKUt+fgULM7U2AFn7DgATttsjJiYGpl4NYd2wPySpCXiycTQO792JeVc+wbR0LaS9ewZXt1IwTI/DrXXjMOjn/mg4aBqqutiiakkr6OsJMeP4EzyMiMPRkfVgqCeEvp7sN27VT8iWh7NaISEtA252mYIn4etvaE03G6y99BKWxgYY3LAUEhISsDCLsggiK0xMNA8AZ+XkUkyXr+VWPCYPLGxhYYEHDx7gypUrOH/+PGbPno25c+fi3r17GrfpOnz4MH777TesWrUK9erVg4WFBVasWIE7d+7w8mV13bzwg4bSUsHQ0JALrlazZk3cu3cPa9eu5badBIDr168jODhYZXeey5cv4/Xr1yrfbffu3dGoUSNcuXIly2uPHTsWJ0+exLVr11CypPpdRjRdO7/5IYW3oaEhvL29ceHCBXTtmhkx9MKFC3mewvD5v3WQJH1G9CGZSDUpXRrRR+bC2L0aHHsvhGPcU4THf4Q4XraG2s3NDRUrmqNLeUvUXX0v19cL2Pw7WEY6XJ/uxoml/8JwbBo3MFC1qup62KSHqtscqWPlypWYPHkyRJHB+HhwBoTDh/OO6+sJoc9z4vAbz/d//gqAISQkmGuo5GtsbJIj8P6prAPo7e3NE94PHjzAtWvXsHfvXo22KQ+KfPjwAU5OTqjpzl+rIV+LP6Eyg0e1OmjVpj0MHT1g3ag/lyfm9B+w/7qP7bN5Pth+IxRvY1OwvEcVruG3s7PjGsySJUsi/EgUZu29jD2PE1Hb3Rb/LhmBjM9vIUn+AgMfH/Tt2xcHDmR6aObPn49Zs2ZBKpXC0toGSVYe8PYsjk1XXuHYQ9maP8akiL3wJ2Iv/AmBiwtqT++C+18Fk1ycZoWFsQF6eGc2Is7Ozkh9dRdx9kJERkaieHGZl3zChAnYsmULhg4diuLFi8PR0REjRozg7rVpOQc0LeeA1NRU+O1cisj/rsHAriRSgm/CacAqGBUvh2Jp73F/7XDoWRaDWfnGvNkT6rZdSHx4BgJ9Q3w+sxYA44T3lDbluDw7B9XC5RfR8HaTeb7MDYCPB31h22IIRB9fI/n5FQBA/M0DEBiagolSYGJigtTUVGwGMG/ePEQfW4iyHYZDaumMhDQxKpWwxLGRDWConznoYmUq+yFdO7IjFi9+gluvnqJ3797w8+PvexsWFgaBQIDU1FQYGxsjISGBm74mSfwESWLmXskfD/pCz8yGsxEADOzdIDQyhUPPeWBSCT5sGoiTAWEYtf8BqrpYY3LrsmhURibWPsSnIiYxHb80cEebpe2xdu1a/L54LDq2aIQj+3ZBKBRgwYIFXNnh4eHcKKxAIOC1XcrMaFce3TfJ4lUYHJ+EjxZlYdtS9rec8fktvlzdDYduMzGuuSdquKr3OsqjfwfObYPt297inHk3rFu3DiVKlEDfvn3x118zYVSiPCSpiei8NHMGUFxcHC5fvoy//vorW9EtigmHoX1mRGmTlChEB93BOQD2FsZcsJKccPO/I4CzLH5Ds3IOOD9YhMeP74ExV5gY6sGnIn9a4MmTmcOOGzZs4DoEq3tVwZkz77D95xr4dc8DLk9q6AMYl8l+to0yBnpC/NqwFH6N/8jrVNrY2OD06dNo1aoVUlJSsHz5cixevBgbNmzA+/fvkZ6agivrJyEmIQVGhgawMG6HjM/vIYh/D+sust8ZUXQoDB1k0egj1vQGS09GuyqZnsqqXqVx/t/MQcyE+ye5iNmf/1sLobE51gZfRpA/P4iMJOkzUoKuwVoSx4m0jJgIpATJggqlvbmPtS0tsWzOdIS/uIk/v4pNe3t73L17F2vWrMHJkyez/e6MDfTQrJxs/XwJQxOM79oI3tevY/Dgwdi9ezfnFdLXE6K2pyOSkhK54EtydqxdBneDBES8fI39YhFvX/EvX74AX84iOegqmCgNm/47g5FXZAOnFm9k92xllRldv2v1kuhaPbM97VYj833Pmi7oWdOF++zu7o45c+ao3aNcHTExssBqKS9uIOXFDdn7Rb2QnJyMz2fWIMHOBelvn2LWhg0YPXo0sFL9+tHFXSvn6HrqsDEzhI0Zf2tIS2MD1Pr6GzqhZdk8l00QipQpUwYmJia4dOkShgwZwjtWoUIF7N69G8nJyZzX++bNmxAKhShbNufPoL6+Plq2bImWLVtizpw5sLa2xuXLl9GtWzcYGhqqbGF4/fp11K9fH6NGZc5ifP065zOd5KgrOysqVKiA27dv89KUP/+IMMZ4sbMAYPv27fD29lbRMdOmTVN5jipXrozVq1ejY8eOWV5j7NixOH78OK5cucLtxKMOTdfOd9gPysGDB5mBgQHbvn07e/78OZswYQIzMzNjYWFhOTo/Pj6eAWAmnnWYebW2DAArXbo0q1q1KoPM9Zz5EgiZoaEh9/np06e8slxrtWIuv/3N3Kae4r1mbTupkmbT7Fdm02IYV5aPjw9XTmBgoOq1FV4+Pj4aj9WqVYt9+PCBK2vt2rUMAOvVq5fGOhCJRKzEqN2cbcbu1bjyKlasyL3/+PEjY4yx1atXc2l//fUXE4lEWdorf9nY2KhN7927Nzt06BBLS0vj2SX/Ds6ePcsYY1x+oxLl2ewTT5jQ2JwZu1Xl7JZKpdl+35UrV2YA2Jy585jPgLHsfuATFXvevXvH+6zpWRKJRGzaln+Y+9RTzMSzNpff0tKStVh1hbMrL1y7do1nw5AhQ3h1oPxSfhb79eunkseuhDv788orNn7qzBx9X/PXbWf/+D/npXl5eTHrZoOZY9+lLCVNxLvmp0+fuPevXr3KsmyhUMi2bdumkj5y5EgmkUhz9F3KkUgkbPXq1Wzy5MnM399fpUyJRML+/vtv3rXV2eTo6JilzYyxHNm1e/duBoC1bt2aS6tTpw4DwDZt2pTj+5IjlUpZeno6q1SpEgPA9G2KM0DA2TV48OBclynH19eXd4///PMPO3LkCGOMsTFjxqith5lq2jMIhNx7i5qdVMpVfk2aNEnjMX27klxZnxLTuPTFixez7du3M6lUykQiEXvw4AGTSqWsZ8+eXJ6MjAzu3kQiETtx4gQTiUTsQ1wqKzXiT2ZWoSkDwGrUqJHnOpOTk78hxdeKFStUzpPfp2n5Jqzh8EXMsWoT3vMmJzY2ls2YMYM7ZttqJHfu4MGDs732rl27WFhYGJNIJLzfMAAsJCSEV4cAmKmpKROJROpuO9/o1q0bA8CMXCozy9rdVGz+/fffNd7PvXv3WFmvCgwCIatevToDwKZNm/ZN9kRHR7Ny5crx6ln+qlatGtu7d2+W9syePZuXtm3btnyqqW9D3seJj4/Xtim5JiAggAFgAQEB2jblh2bu3LnMxsaG7d69m7169Yr5+/uzbdu2seTkZObs7My6d+/Onjx5wi5fvsw8PDzYwIEDuXMHDhzIOnfuzCtv/PjxrEmTJowxxv7991+2du1a9vDhQxYWFsY2btzIhEIh16cZOnQoq1WrFgsNDWWfPn1iEomErVmzhllaWrKzZ8+y4OBgNnPmTGZpacmqVq2a4+syxlirVq1Yp06d2Lt373j9F034+/szgUDAli1bxoKDg9n69euZtbU1s7KyykVtZs++fft09rmfPn06u3btGgsNDWWPHz9mM2bMYEKhkJ0/f57LEx8fz0xNTXPc3wHAjh8/zktr3rw5W79+Pfd55MiRzMrKil25coV9+PCBe6WkpPDOy+21lclNm/PDCm/GGPvf//7H3NzcmKGhIatRowa7evVqjs+V/ygpvpYsWcK2bNmSZUfG1tZWpawyZcows0rNVTqlR48e5X028ayjUl6HDh14ZR08eJA7dvfuXfb06VPeg82YrEP++vVrZmNjwy5evKj2/uR/wPXr19dYByKRiDn2W57ZidZwz/JOrVQqZUuXLmVbt27lyujUqZPac3777Tc2YsQItmvXLiaVbRKd5atdu3bcH1LZsmUZAHbt2jXGmOx7BsD27NnDGJN3YAXMru04tvnqq+y+asYYY40bN+Zdr1KlSjwhNnLkSCaVSpmTkxMDwNq3b59lvZ04cYIlJqfyyjQ3N2ft1137JuGtTrgGBwdnWXczZ85kPXr0YAkJCWqPh4SEMMYYW7lypcqxNWvWqKQdOHCAMcbYunXrWLly5VhYWBhLSkrijk+dOpWVL1+ehYeHc2Jz9erVjDHGXrx4kaWtxsbGagds2rRpk6f6kiORSNhPP/3EK/P48eO8z+/evWMpKSmsb9++XNqFCxfYhAkTsrQ5p/zzzz+88549e8aJndevX+fpvkQiEatRo4Zau4YNG5anMhlj7MCBA7yy9PT0GAD24MEDjfVw+sptXntWvY9MIM1bsIidufWYbdu2nYnFYk4QKb6OHj3KPn/+zLuvsLAwVrduXS6PoWNprmyRWKJSxt9//83c3d0ZAPbnn38yExMTBoDdv39fpc7kwpsxxurVq8eVkVV7mFMkElXbsnq5urqqtIHrzj1lzWYdYBDqsQEDBnBi1MDAQO015W2AXfuJXB3duXMnxzaoE7MikYj99ddfvLQaNWoUuPBesGBBtm2EpmPh4eHc8yX//v/4448CtZcxxt6/f88eP37MGGPs1KnM38rTp0+ziRMn8mzct29fgduTE0h4E9+KRCJhCxcuZG5ubszAwIC5urqyxYsXM8YYe/z4MWvWrBkzNjZmtra2bOjQoSwxMZE7NzsBfP36ddakSRNmY2PDTExMWJUqVdihQ4e4vMHBwaxu3brc33loaChLS0tjgwYNYlZWVsza2pqNHDmSTZs2LdfC29/fn1WpUoUZGRnl+Dd++/btrGTJkszExIR17NiRrVy58ocS3oMHD+b0VrFixViLFi1UtMnmzZuZiYkJi4uLy1GZ8n6aIm5ubmzOnDm8POpeO3fu/KZrK0PCuxBQJ7w3bNjA3rx5k2WnwMXFRaUsS0tLnvA2KV2LfYhLZe7u7kzf2pk59l3KjD28GSAT7orldevWrUDuLyQkhLvGzz//zMRiMYuKimJ+fn7szZs3jDFZB9WkdG3mNvUUs2rUX+39WlpaZnmdu3fvqj1vy5YtvHxhYWFs7dq1LD09XaNnX+5xK1mypEqHOjo6mnuveE5O6dChg8bvdN++fZzXPTU1lb1//z7LshQ79ooePmNjY/bkXRyrtfACO3Q3Ise2KZKRkcH9GGh6de7cWW26mZmZSlq7du24svfs2cM71qFDB5aRkcHu3bvHS5d3MBVRJza8vLxUvounT58yAMzKyirL50m5vG8V3nLi4uK4MitUqMC9P3fuHJdHcXDtzZs3agck8vKMXb16Ve35hoaGTCwW5+l+RCIRW79+vdrvdtSoUXkqkzHG/Pz8srxn+cvExIQ1b96cnT59ml25/YBr4wzs3Vjt2rLZHvKOmCJisZg5OzszAGzHjh1Z2sKJUoGQNV10mo058IAxljPPsqmpqcpsBGXhrfi337x58zzXmTL9+6tvM5Vfbdu2VTvYJB8oGjx4MHv06BFr0aIFN8tHHS1btmSGzmWZ29RTrFj32Sw2NpZXXlRUFBsyZIhGOxQHcJ48ecKVqzgwsXXr1gIX3vLOZW5elStXZuXLl2cZGRmsfv36vGN+fn4Faq862rRpwwBZ52/EiBE8e+QDl9qGhDdBFC10WXh/7+Smzfmho5rnB4oB1wwNDeHu7p5lfnXR0BMSEmQ/uV9JC38EJytjhIWFQRz3AR8PTEPaG9laOeXQ+8pBIPKL0qVLc+/37NkDfX19ODk5oVmzZvDw8EBGRgYAIPX1Xbxd15cLTqWMnV3W+8vWrFmTC3QgX0sLQGWdj5ubG8aNGwdDQ0NUrFhRbVnr168HY4yLbGlqmhmZuVixzCBIy5bJAs4prp/NDuX7ULShR48e3HNgbGzMravOCTNmzODe9+nTB5VKWOGub0v0quWSxVma0dfXR/369TUeZ4zhxIkTYIyhZs2avGPJyckq+RXXMSl+Jzdu3MC///4LfX191KxZExkZGQgJCcGFCxdQubLqGkShUAhDQ/7awhcvVKMJi8WyfcdNTExQvXp1CIVCNG6cGWxJXoZQKORFpvyWSJeKWFlZYfbs2QDARdt0dHREq1atuDxdunRB2bJl0bx5c7i5ueXbeiBNAWE8PT15EVZzi4uLi9qIrN9SZk62UWnUqBFevXqFS5cuoV27djA1zvz+pakJ3N+pUKj6M6Snp4fIyEgwxvDLL+qDEsoRCARo3bo1wKS44tsea3tXVVk3pomePXtqDPIjRzG2RHYBNnPDjh07cOXKFRQvXhxeXl44deoUnjx5AkdHR/To0QOHDx8GIPvNEIlU9w0/eFAWpM3AwABVqlTBxYsX4ePjo/F627dvh+hDCN5u6I/WJqG8523WrFlwdHTE1q1bwRhDYmKiyvnyejp16hRvK5abN29i0aJFWL16Na+dLSjURUnOLn9AQACePn0KfX19XiRlgP+7U1jI6yk6Olql3WUUiIkgCOK7hYT3NxIdHc2J4fbt20MgEKBPnz4a88uj86qS+WPLpJqDNigL+4IS3kKhECVKaN5O5MOHzC1xpKkJvGNNmzbl3ru6umZ5HYFAgLdv30IqleLBgwcYNGgQWrRowRNbyujr63PiWZFr165hzZo1aoW3IpMnT8bTp095ojc7xo4dC1dXVy5S57Nnz7hjyoIyN5iamiIyMhIbN27E2rVr81yOIpoCTShH5bx79y6GKwXPU0ZReNeoUQMlSpSAra2tirjW19dHmTJl0LJlS41lafo+5CQkJHACQ19fH/7+/vj06RMaNWrE5VGs659++glpaWlgjKFcuXIq5eWVJk2a8D5fuXKFJ86KFSuG4OBgXLp0CUKhUO1AQ15wcHBQm56bYDOaUNdOZPd9ZEV2wtvb2xvXrl3jDUJZm2VuzyFJS+QEhzrhnVuaNWvGvX/+/HmWwVYUWbduXbZ5XFwyB8Hyc4sRAwMDNGnSBO/fv0dQUBDat2+PSpUqISoqCkeOHOEG9zQJbzn6+jmLkerq6oqQkBBEh7/Cvr17IBAIMG3aNLRr1w6///47L69yADMAXKA0Z2f+tmMCgQAzZsyQBQQrBHK6d+60adPAGMPFixdhYGDAPWe2tpnBOD09PXnB1QoLeYCfR48ecX8HXl5eGDx4cIHuH0sQRP7Ttm1bmJubq30tXrxY2+YROgYJ73zg7t27+PDhA9fJPHDgABhjarcmGzhwoEraunXrAMVR7iy2LVAWsgUlvAHg3bt3ar2SADBq1Cie+JTTuXNnXmTvnHoD5cJm586duHjxYq68UIpMnDgRaWlpADQLC6FQiIoVK+aqw+/t7Y3w8HDetgfKtucVZ2dnjBw5EhYWFtlnzgGjRo3C77//jpEjR3JpNWvWVLFTIBDgzz//zNLDoijWDQwMcP/+fTx+/BiWlpa5tiur7UUAmbe5dm3Z9k7v3r2DkZERbG1teaJaPtNCTn56IOU0b96ce1+1alV4eWW9z7mDg0Oe6kMZTc90fghvdeUoCpDcokms3Lp1C4sXL8bx48dVjpkYG+Htmt54u7YPIBEjKSkJwLd53uV4e2duhRUXF4cLFy5wnx89eqT2nN9++y1H35viwEpOPen5gbytj4+Px717mne+yM1vQJkyZXizd5YsWYLTp0+rbXuUt9WTk5sZPQWFr68vPDw8cPnyZbRq1QoTJkzgeY69vLy43TSUUfTKKz43hYm8jTlw4ACOHZNFnZ88eTK2b99eoPvHEgSR/2zbtg2BgYFqXyNGjNC2eYSO8UNuJ5bfmJmZqUxfA2RT+zp06MBLU+edGDt2LDJKVMe6u/FfU1RD7Mtxc3Pjff4Wr1VOKFeuHE+YlS9fHi9evMDp06dx+rTqFmX6+vpwdnZGcHAwTp8+jfHjxxeIXe3bt4eVlRXi4+M15lHntflWsvI86QpGRkZYvly2z/GGDRsgEAiyHRyoUqUKHj9+DEAmyGJjYwFAZcuMnHqb1KEovM3NzTnhlR2KMyg+ffqkOWM+kpCQgLCwMJWlHeoQCAR48+YNxo4dC4lEwk0Rzi0CgQADBw7E7t27een55c3fv38/atWqxX22sVG/jVhOEAgEiImJgb29PZdmbGyMevXqcVtAKWNoaAhpeqY4kn//OfXYZoXiTAvlLcwqVKiABQsWYNasWahfvz7WrVuHsLAwdO/ePUdlK3rTr1+//s225hTF9iurKeT5UX/qcHd3V7vfbmFMJ8+OhQsXYuFC2S7Tit/PqlWrEBkZiRUrVmhs8xSXXRTEwF1OqFOnjkpafgxAEQRR+GQ1O5QglCGPdwHSvn17lY5aw4YN1eY1UxLQ8j0/lSlevDjPU6vJS1ZQZCfg5J3AsmXL4rfffsuXaaTqsLe3R2RkJP79918A6qe0Z+dhzQtZLSPQRYRCYY488vfv30eVKlUAAOfOneO8Ynnd114dit/H0KFDkZqaqnFGhSIuLi5ZrlsvCCwsLFC5cuUcd4bt7Oxw4MABHDp0CBMnTszzdXfu3KkyIFGtWrU8l6dIzZo18eTJE+6z8pTh3GJnZ8cbFFHcG1UdyksyUlNTAeSP4BAIBPjpp58AqHpq9fX1MXPmTDDGcOPGDXh7e+dYdAP8AQrl5RoFTY8ePbLNU5CzngBwy1Fq164NPz8/nRaIEydOxMqVK7Ns8+TtHABMmjSpMMxSQZ1Xm9Z2EwRBfP+Qx7uAkQcOA2QiWZMYVBaot2/f5t6bmZlx0+jMzMxga2vLCfPCFt5nzpzJcgP6gvK+qMPU1BQdOnTgOixhYWFZ2pZf1xSLxahataraqfZFFQMDA96U3Lt378LPzw+DBg3Kt2soPvsWFhYwNjZGuXLlEBAQAG9vbxw8eBABAQFYsWIFzzMLyKaO3rp1K99sKUhWrVqFv//+GxEREbk+VyAQwMzMDIsXL8aMGTPQrVu3fA3+VLFiRbi6uiIiIgJt27b95vLWrVuH3377DRUqVMCiRYuyzKspFkJ+tRnyv/2nT59qzJPXZSE7d+7EyJEj8zybIa9MnToVf//9d5Z5CrrN/fPPP7F+/foCF/iFxcSJE2FlZYXmzZvnaEZLQXH16lXs27cP1tbWOH/+fI7jEhA558yZMwgKCtK2GQRRKNy8eRMAPffaQNPSLHWQ8C5gFKflZTX1WU+PL7wVPR0ODg7cl2phYQF7e3utCW93d3eEhYXh1KlTGDNmjMrxwhTeyri7u+Po0aPo3r07Ll++XGDX0dPT++7X4Xl4eMDDwyNfy1QW3nJq1KjBDZ5069YNtWvXRps2bXjn+vr64ujRo0VmvdS3LgGZPn06pk+fnk/WZCIQCBAeHp5v5VWuXBkXL17MUV4TExNUq1YNgYGBvPT88qDKp+Tfv38/X8pTZNCgQejfv3+ht2/K6/AdHR0RHh4OExMT7m+mMATx9yK6AdlzqO63q7Bp3LgxGjdujIyMDDRo0EArQd6+V9LT06Gnp4dZs2Zp2xSCKFSEQiE991pCT08vR3FgSHgXMIprv7MKZpTVlGwbGxtOeJubm/OmPha28AZk68xHjRqlc8IbkAm3wpiyp+37LIooilFNgeQMDAzUTq91cXHBzp07VWIm6CqTJk3C0KFD0alTJ22bojMIBAIEBASgZ8+eXEApIP/+luTxL16+fMml5dc2c4B2/uaVfzPS0tJgZGQEIyMjLojk9ySKCSI/MDIygkQiwb59+1C+fHltm0MQhcKZM2cwa9Yseu61QFBQEPr375+juCGkHgqRrCKoZjUFUnG/VXNzczRv3hz+/v4AkG9bGeUWgUCAOXPmYN68ebz0H0WQzpo1Cx06dMCQIUO0bUqRQXFv+LwEviuoeAEFweDBg1G5cmXeelJC9h0q71euKJS/BfkgpzzyvYODQ4EFdywslKOuy4NJKgrvH6XNJYjcUr58edSoUUPbZhBEoSCfXk7PvW5TdHqyRZiJEyfCxMQky+BD5kaavRaKIsXCwgKTJk3CpEmT4OfnpzaaemHx22+/qaT9KJ3A9u3b482bN9i0aZO2TSkyKArv7300VigUok6dOgUS4K+oo7xMI7+mmiuPNH/Ldmm6glAoVLs1m+K9ksebIAiCIIoGJLwLgVWrViE+Pj5L73QjT1ukBN/Cl2t7VI4pCm8zMzPY2Nhg5cqVvIjC2sDU1BQnTpzgrWP/UYQ3IAvm9CPd77eiWFf5FambKHooD0bMmDEjX8pVFt4VK1bMl3K1TZcuXVTSFAcvqA0iCIIgiKIBCe9CIjuvhLWVJT6dWIwE/6yj5upiJ0uxw6uL9hG6waBBg9C0aVOsXbu2SE0bJ/IXZY93fgUqVBbe39PgjvKUc/J4EwTxPTB37lydaat37dqlshQqOwYNGqR2cJQgNEG9Xx3B0NAQr169wrJly3jprq6uhb53bG4h7wuREywtLeHn54dx48Zp2xRCi7x69Yp7v3jx4nwrV3m7Mnmwte8B5SVFNNhJEMT3wOTJk3Hp0iVtm0HoAO7u7hAIBCqv0aNHAwCOHTsGHx8f2NvbQyAQqOyQoo6MjAzMnz8fpUuXhrGxMapWrYqzZ89qzL9kyRIIBAJMmDAhn+5KFRLeOkTp0qVRt25d7nPHjh1x7dq1QonS/S0orqWkTiBBEFnx5csX7r2zs3O+lavs8S5evHi+la1ttm7dCiBzWr7iveYlUCFBEIQuYG5uDjs7O22bQegA9+7dw4cPH7jXhQsXAAA9e/YEACQnJ6NBgwZYunRpjsucOXMmNm/ejPXr1+P58+cYMWIEunbtiocPH6q9/pYtWwo8KC4Jbx1D0Wszd+5cuLm56XzHSrGDS8KbIIismDp1Kvc+P7dD/J6Fd/v27REdHY358+cD4A9YlClTRltmEQTxg9O0aVOMGzcOU6ZMga2tLZycnDB37lzueEREBDp37gxzc3NYWlqiV69e+PjxI3dcear5lStXULt2bZiZmcHa2hoNGjRAeHg4d/zff/+Ft7c3jI2N4eHhgXnz5kEsFufI1j/++AOVK1eGmZkZXFxcMGrUKCQlJWnML7dt8+bNcHFxgampKXr27Im4uDiVvCtXroSzszPs7OwwevRobncNANi3bx9q1qwJCwsLODk5oW/fvoiOjs6RzT8SxYoVg5OTE/c6deoUSpcujSZNmgAABgwYgNmzZ6Nly5Y5LnPv3r2YMWMG2rVrBw8PD4wcORI+Pj5YtWoVL19SUhL69euHrVu38rZsLghIeOsYisJbLrgnTZoEJycnrFixQltmZYmix5vWGxIEkRWKs3ryUxwrC29PT898K1sXKFasGBcB3t3dnUsvW7asliwiCIIAdu/eDTMzM9y5cwfLly/H/PnzceHCBTDG0KVLF8TGxuLq1au4cOECXr9+jd69e6stRywWo0uXLmjSpAkeP34Mf39/DBs2jNtu99y5c+jfvz/GjRuH58+fY/Pmzdi1axcWLVqUIzuFQiHWrVuHp0+fYvfu3bh8+TKmTJmS5TmvXr3C4cOH8e+//+Ls2bMIDAzkpj7L8fPzw+vXr+Hn54fdu3dj165d2LVrF3dcJBJhwYIFePToEU6cOIHQ0FAMGjQoRzb/qIhEIuzbtw+DBw/Ocrvl7EhPT1eJI2NiYoIbN27w0kaPHo327dvnStTnFXJP6hjqhHf58uURGRn5TQ9fQWJqasq9J483QRBZYWpqih49eiA+Ph6VKlXKt3IV257Jkyd/14OAAwYMwPHjxzFlyhStbilJEARRpUoVzJkzB4BsBs6GDRu4dduPHz9GaGgoXFxcAMg8kBUrVsS9e/dQq1YtXjkJCQmIj49Hhw4duO1HFbceXbRoEaZNm4aBAwcCADw8PLBgwQJMmTKFu35WKK7bLVWqFBYsWICRI0di48aNGs9JS0vD7t27UbJkSQDA+vXr0b59e6xatQpOTk4AABsbG2zYsAF6enrw8vJC+/btcenSJQwdOhQAMHjwYK48Dw8PrFu3DrVr10ZSUpLOz2jVFidOnEBcXNw3D1D4+Pjgjz/+QOPGjVG6dGlcunQJ//zzDyQSCZfn4MGDePDgAe7du/eNVucMUkk6hoWFBfde8Q9SV0U3QMKbIIjcceTIkXwvU7GNtLKyyvfydYnatWvj3bt32jaDIAhCZU2ss7MzoqOjERQUBBcXF050A0CFChVgbW2NoKAgFeFta2uLQYMGwcfHB61atULLli3Rq1cvbmlNQEAA7t27x/NwSyQSpKWlISUlhdcXVYefnx8WL16M58+fIyEhAWKxGGlpaUhOTtY4gOnq6sqJbgCoV68epFIpgoODOeFdsWJFbjaS/P6fPHnCfX748CHmzp2LwMBAxMbGcgGTIyIiUKFChSxt/lHZvn072rZt+82z4tauXYuhQ4fCy8sLAoEApUuXxi+//IKdO3cCAN6+fYvx48fj/Pnz+bbDSnbQVHMdw9XVFePHj8f48eNVtpDRVUh4EwShS3zP3m6CIAhdQrm9FQgEkEqlYIypdRppSgeAnTt3wt/fH/Xr18ehQ4dQtmxZ3L59GwAglUoxb948BAYGcq8nT57g5cuX2Yqm8PBwtGvXDpUqVcLRo0cREBCA//3vfwDAW4+dHXK7Fe3XdP+ALCBY69atYW5ujn379uHevXs4fvw4ANl0akKV8PBwXLx4EUOGDPnmsooVK4YTJ04gOTkZ4eHhePHiBczNzVGqVCkAssGc6OhoeHt7Q19fH/r6+rh69SrWrVsHfX19nmc8vyCVpGMIBAKsWbNG22bkCkXhrTjqRxAEoQ0oSi5BEIR2qVChAiIiIvD27VvO6/38+XPEx8fzppArU716dVSvXh3Tp09HvXr1cODAAdStWxc1atRAcHBwnuJ33L9/H2KxGKtWrYJQKPM5Hj58ONvzIiIiEBkZyXle/f39IRQKcxxb48WLF4iJicHSpUu5Orh//36u7f+R2LlzJxwcHNC+fft8K9PY2BglSpRARkYGjh49il69egEAWrRowZudAAC//PILvLy8MHXq1ALRNCS8iW9G0TOvvJcuQRBEYeHr64s7d+6gf//+2jaFIAjih6Zly5aoUqUK+vXrhzVr1kAsFmPUqFFo0qQJatasqZI/NDQUW7ZsQadOnVC8eHEEBwcjJCQEP//8MwBg9uzZ6NChA1xcXNCzZ08IhUI8fvwYT548wcKFC7O0pXTp0hCLxVi/fj06duyImzdv4s8//8z2HoyNjTFw4ECsXLkSCQkJGDduHHr16sVNM88OV1dXGBoaYv369RgxYgSePn2KBQsW5OjcHxGpVIqdO3di4MCBKjNoY2NjuYEQAAgODgYALgo6APz8888oUaIElixZAgC4c+cO3r9/j2rVquH9+/eYO3cupFIpF1TPwsJCJdaMmZkZ7Ozs8jUGjSI01Zz4ZhS9S4W1RoIgCEKZhQsX4sKFC9QOEQRBaBmBQIATJ07AxsYGjRs3RsuWLeHh4YFDhw6pzW9qaooXL16ge/fuKFu2LIYNG4YxY8Zg+PDhAGSBsk6dOoULFy6gVq1aqFu3Lv744w+4ublla0u1atXwxx9/YNmyZahUqRL279/PibOs8PT0RLdu3dCuXTu0bt0alSpVyjIYmzLFihXDrl27cOTIEVSoUAFLly7FypUrc3z+j8bFixcRERHBC0gn5+TJk6hevTrnCf/pp59QvXp13gBKREQEPnz4wH1OS0vDzJkzUaFCBXTt2hUlSpTAjRs3YG1tXeD3ogkBY4xp7epFmISEBFhZWSE+Pr7IrMXObzIyMnDmzBnY2Nhw++wdOnSIm8JBqEdeb+3ataO1qDmE6ixvUL3lHqqzvEH1ljd0td6Kch/nwYMH8Pb2RkBAAGrUqKFtc4giyty5c3HixAkEBgZq25QcsX//fvTv35+eey2QmzaHPN7EN1O5cmXuPXmaCIIgCIIgCIIg+NAab+KbMTc3x7Zt2xASEoLWrVtr2xyCIAiCIAjiB2H//v3clHRl3Nzc8OzZs0K2iCDUQ8KbyBd+/fVXbZtAEARBEARB/GB06tQJderUUXssr0s45s6di7lz536DVQShCglvgiAIgiAIgiCKJBYWFrCwsNC2GQSRLSS884g8Jl1CQoKWLdEeGRkZSElJQUJCgk4FhdF1qN5yD9VZ3qB6yz1UZ3mD6i1v6Gq9yfs2RTn+blBQkLZNIIhCIzQ0FAA999ogN3VOUc3zyLt37+Di4qJtMwiCIAiCIAqEt2/fomTJkto2I1dERESgfPnySElJ0bYpBFGo6OnpQSKRaNuMHxJTU1MEBQXB1dU1y3wkvPOIVCpFZGQkLCwsIBAItG2OVkhISICLiwvevn1b5LYb0SZUb7mH6ixvUL3lHqqzvEH1ljd0td4YY0hMTETx4sUhFBa9DXAiIiIQExOjbTMIolBJT0+HkZGRts34IbG3t89WdAM01TzPCIXCIjcKXFBYWlrqVIehqED1lnuozvIG1VvuoTrLG1RveUMX683KykrbJuQZV1fXHHWCCYIgCpOiN4xJEARBEARBEARBEEUIEt4EQRAEQRAEQRAEUYCQ8CbyjJGREebMmUPrSXIJ1VvuoTrLG1RvuYfqLG9QveUNqjeCIIgfBwquRhAEQRAEQRAEQRAFCHm8CYIgCIIgCIIgCKIAIeFNEARBEARBEARBEAUICW+CIAiCIAiCIAiCKEBIeBMEQRAEQRAEQRBEAULCmyAIgiAIgiAIgiAKEBLeBEEQBEEQBEEQBFGAkPAmCIIgCIIgCIIgiAKEhDdBEARBEARBEARBFCAkvAmCIAiCIAiCIAiiACHhTRAEQRAEQRAEQRAFCAlvgiAIgiAIgiAIgihASHgTBEEQBEEQBEEQRAFCwpsgCIIgCIIgCIIgChAS3gRBEARBEARBEARRgJDwJgiCIAiCIAiCIIgChIQ3QRAEQRAEQRAEQRQgJLwJgiAIgiAIgiAIogAh4U0QBEEQBEEQBEEQBQgJb4IgCIIgCIIgCIIoQEh4EwRBEARBEARBEEQBQsKb+GbCwsIgEAgQGBiobVMIgiCIIsygQYMgEAggEAhw4sQJbZvzQyGvd2tra22bQhAE8V1CwpsgCIIgtEh0dDSGDx8OV1dXGBkZwcnJCT4+PvD39+fy/EhCtE2bNvjw4QPatm3LpQkEAoSFhWnPqK8MGjQIc+fOzdU5umK7Mu7u7rhy5Qr3+cOHD1izZo3W7CGKPtSWEUTW6GvbAEL7iEQiGBoaatsMFXTVLoIgiPyke/fuyMjIwO7du+Hh4YGPHz/i0qVLiI2NzVU5GRkZMDAwKCArCw95hz0/kUgkEAgEEArJ36AJJycnWFlZadsMogiTX21ZQUH9SkLb0C9QPsIYQ4pIXOgvxliu7GzatCnGjBmDiRMnwt7eHq1atcLz58/Rrl07mJubw9HREQMGDEBMTAx3jlQqxbJly+Dp6QkjIyO4urpi0aJFvHLfvHmDZs2awdTUFFWrVuWNcH7+/Bl9+vRByZIlYWpqisqVK+Ovv/7K1i4AOHnyJMqUKQMTExM0a9YMu3fvhkAgQFxcHHfurVu30LhxY5iYmMDFxQXjxo1DcnJyruqFIAiisImLi8ONGzewbNkyNGvWDG5ubqhduzamT5+O9u3bA5B5JgGga9euEAgE3Oe5c+eiWrVq2LFjBzw8PGBkZATGGOLj4zFs2DA4ODjA0tISzZs3x6NHj7hrPnr0CM2aNYOFhQUsLS3h7e2N+/fvAwDCw8PRsWNH2NjYwMzMDBUrVsSZM2e4c7P7rfj7779RuXJlmJiYwM7ODi1btsz3tvjKlSsQCAQ4ffo0qlatCmNjY9SpUwdPnjzh8uzatQvW1tY4deoUKlSoACMjI4SHh0MkEmHKlCkoUaIEzMzMUKdOHZ7XFwBu3ryJJk2awNTUFDY2NvDx8cGXL1/yzf6s6nDz5s0oUaIEpFIp75xOnTph4MCBAIDXr1+jc+fOcHR0hLm5OWrVqoWLFy/y8ru7u2PBggXo27cvzM3NUbx4caxfvz7f7oEglPmWtgwA/v33X3h7e8PY2BgeHh6YN28exGIxd1wgEGDTpk1o27YtTExMUKpUKRw5ciRLmzT1K7+lHRs0aBC6dOmCefPmcW3s8OHDIRKJuPPT09Mxbtw4ODg4wNjYGA0bNsS9e/e44/I27NKlS6hZsyZMTU1Rv359BAcHc3myaqcB6vcWVcjjnY+kZkhQYfa5Qr/u8/k+MDXM3Ve5e/dujBw5Ejdv3kRsbCyaNGmCoUOH4o8//kBqaiqmTp2KXr164fLlywCA6dOnY+vWrVi9ejUaNmyIDx8+4MWLF7wyfX19sXLlSpQpUwa+vr7o06cPXr16BX19faSlpcHb2xtTp06FpaUlTp8+jQEDBsDDwwN16tRRaxdjDGFhYejRowfGjx+PIUOG4OHDh5g8eTLvuk+ePIGPjw8WLFiA7du349OnTxgzZgzGjBmDnTt35rFWCYIgCh5zc3OYm5vjxIkTqFu3LoyMjFTy3Lt3Dw4ODti5cyfatGkDPT097tirV69w+PBhHD16lEtv3749bG1tcebMGVhZWWHz5s1o0aIFQkJCYGtri379+qF69erYtGkT9PT0EBgYyHnKR48eDZFIhGvXrsHMzAzPnz+Hubk5ANlU5Kx+Kz58+IA+ffpg+fLl6Nq1KxITE3H9+nVucPjKlSto1qwZQkNDeR3uvPL7779j7dq1cHJywowZM9CpUyeEhIRw95KSkoIlS5Zg27ZtsLOzg4ODA3755ReEhYXh4MGDKF68OI4fP442bdrgyZMnKFOmDAIDA9GiRQsMHjwY69atg76+Pvz8/CCRSL7ZXiD7OuzZsyfGjRsHPz8/tGjRAgDw5csXnDt3Dv/++y8AICkpCe3atcPChQthbGyM3bt3o2PHjggODoarqyt3rRUrVmDGjBmYO3cuzp07h99++w1eXl6c+CCI/ORb2rJz586hf//+WLduHRo1aoTXr19j2LBhAIA5c+Zw58+aNQtLly7F2rVrsXfvXvTp0weVKlVC+fLlNdql3K/81nYMAC5dugRjY2P4+fkhLCwMv/zyC+zt7TmH1JQpU3D06FHs3r0bbm5uWL58OXx8fPDq1SvY2tpy5fj6+mLVqlUoVqwYRowYgcGDB+PmzZsAkGU7Tf3eIgwj8o3k9AzmNvVUob+S0zNyZWeTJk1YtWrVuM+zZs1irVu35uV5+/YtA8CCg4NZQkICMzIyYlu3blVbXmhoKAPAtm3bxqU9e/aMAWBBQUEa7WjXrh2bNGmSRrsYY2zq1KmsUqVKvDRfX18GgH358oUxxtiAAQPYsGHDeHmuX7/OhEIhS01N1Xh9giAIXeDvv/9mNjY2zNjYmNWvX59Nnz6dPXr0iJcHADt+/Dgvbc6cOczAwIBFR0dzaZcuXWKWlpYsLS2Nl7d06dJs8+bNjDHGLCws2K5du9TaUrlyZTZ37ly1x7L7rQgICGAAWFhYmNrz79y5w8qVK8fevXun9jhjjA0cOJB17txZ43HGGPPz82MA2MGDB7m0z58/MxMTE3bo0CHGGGM7d+5kAFhgYCCX59WrV0wgELD379/zymvRogWbPn06Y4yxPn36sAYNGmR5/W8huzpkjLFOnTqxwYMHc8c3b97MnJycmFgs1lhuhQoV2Pr167nPbm5urE2bNrw8vXv3Zm3bts3Svp07dzIrK6uc3g5B8MhrW9aoUSO2ePFiXtrevXuZs7Mz77wRI0bw8tSpU4eNHDlSoz3q+pXf2o4NHDiQ2drasuTkZC5t06ZNzNzcnEkkEpaUlMQMDAzY/v37ueMikYgVL16cLV++nDGW2YZdvHiRy3P69GkGgOu3ZtVOU7+36EIe73zExEAPz+f7aOW6uaVmzZrc+4CAAPj5+XFeDUVev36NuLg4pKenc6PvmqhSpQr33tnZGYAs0IaXlxckEgmWLl2KQ4cO4f3790hPT0d6ejrMzMw02gUAwcHBqFWrFi+tdu3avM8BAQF49eoV9u/fz6UxxiCVShEaGprlSChBEIS26d69O9q3b4/r16/D398fZ8+exfLly7Ft2zYMGjQoy3Pd3NxQrFgx7nNAQACSkpJgZ2fHy5eamorXr18DACZOnIghQ4Zg7969aNmyJXr27InSpUsDAMaNG4eRI0fi/PnzaNmyJbp378617dn9VrRu3RotWrRA5cqV4ePjg9atW6NHjx6wsbEBIGu7lWdKfQv16tXj3tva2qJcuXIICgri0gwNDXm/Sw8ePABjDGXLluWVk56eztVXYGAgevbsmW82KpNdHZYtWxb9+vXDsGHDsHHjRhgZGWH//v346aefOO9gcnIy5s2bh1OnTiEyMhJisRipqamIiIjgladYP/LPFDyNKEjy2pYFBATg3r17vCWMEokEaWlpSElJgampKQD1z3R2O+oo9yu/tR0DgKpVq3I2ye1ISkrC27dvER8fj4yMDDRo0IA7bmBggNq1a/PaJ0Bzv9nV1TXLdpr6vUUXEt75iEAgyPWUb22hKHilUik6duyIZcuWqeRzdnbGmzdvclSmYlAfgUDAlQ0Aq1atwurVq7FmzRpUrlwZZmZmmDBhAm9NjLJdgKwhkZelmKaIVCrF8OHDMW7cOBWbFKfdEQRB6CrGxsZo1aoVWrVqhdmzZ2PIkCGYM2dOtsJbuc2USqVwdnZWWbcMgNsmau7cuejbty9Onz6N//77D3PmzMHBgwfRtWtXDBkyBD4+Pjh9+jTOnz+PJUuWYNWqVRg7dmy2vxV6enq4cOECbt26hfPnz2P9+vXw9fXFnTt3UKpUqbxWTa5Q/L0wMTHhfZZKpdDT00NAQABvuj4ArhNuYmJSoPZlV4cA0LFjR0ilUpw+fRq1atXC9evX8ccff3D5fv/9d5w7dw4rV66Ep6cnTExM0KNHD5XfU3Uo/54SRH6Tl7ZMKpVi3rx56Natm9rysiK7Z1pdG1lQ7ZhAIOD6qOr6rsppWfWbs2qnqd9bdCkaKpEoUGrUqIGjR4/C3d0d+vqqj4Q8sNmlS5cwZMiQPF3j+vXr6Ny5M/r37w9A1rC8fPky21E5Ly8vXmAfALzgEnL7nz17Bk9PzzzZRhAEoWtUqFCBt+WOgYFBjtYZ16hRA1FRUdDX189yHXXZsmVRtmxZ/Pbbb+jTpw927tyJrl27AgBcXFwwYsQIjBgxgovvMXbs2Gx/KwBZ57FBgwZo0KABZs+eDTc3Nxw/fhwTJ07M1f3nhNu3b3OdzC9fviAkJAReXl4a81evXh0SiQTR0dFo1KiR2jxVqlTBpUuXMG/evHy3F8j+9xaQif9u3bph//79ePXqFcqWLQtvb2/u+PXr1zFo0CDu+0pKSlK7Xdnt27dVPmdVPwRREOSkLatRowaCg4Oz7cfdvn0bP//8M+9z9erVc2VPfrRjjx49QmpqKjdQd/v2bZibm6NkyZKws7ODoaEhbty4gb59+wKQ7Thx//59TJgwIVe2amqnqd9bdKGo5gRGjx6N2NhY9OnTB3fv3sWbN29w/vx5DB48GBKJBMbGxpg6dSqmTJmCPXv24PXr17h9+za2b9+e42t4enpyI4hBQUEYPnw4oqKisj1v+PDhePHiBaZOnYqQkBAcPnwYu3btApA5Ojh16lT4+/tj9OjRCAwMxMuXL3Hy5EmMHTs2T/VBEARRWHz+/BnNmzfHvn378PjxY4SGhuLIkSNYvnw5OnfuzOVzd3fHpUuXEBUVlWWE7ZYtW6JevXro0qULzp07h7CwMNy6dQszZ87E/fv3kZqaijFjxuDKlSsIDw/HzZs3ce/ePW4QdMKECTh37hxCQ0Px4MEDXL58mTuW3W/FnTt3sHjxYty/fx8RERE4duwYPn36xJ1/9+5deHl54f379/lSd/Pnz8elS5fw9OlTDBo0CPb29ujSpYvG/PJp3D///DOOHTuG0NBQ3Lt3D8uWLeMGeKdPn4579+5h1KhRePz4MV68eIFNmzbxIh5/C9nVoZx+/frh9OnT2LFjBzdgLcfT0xPHjh1DYGAgHj16hL59+6pEQQdk0dmXL1+OkJAQ/O9//8ORI0cwfvz4fLkPglDmW9qy2bNnY8+ePZg7dy6ePXuGoKAgHDp0CDNnzuRd48iRI9ixYwdCQkIwZ84c3L17F2PGjMmVnd/ajgGybcl+/fVXPH/+nPNGjxkzBkKhEGZmZhg5ciR+//13nD17Fs+fP8fQoUORkpKCX3/9NUc2ZtdOU7+3CKPF9eWElmjSpAkbP348Ly0kJIR17dqVWVtbMxMTE+bl5cUmTJjApFIpY4wxiUTCFi5cyNzc3JiBgQFzdXXlAmHIg6s9fPiQK+/Lly8MAPPz82OMyQLfdO7cmZmbmzMHBwc2c+ZM9vPPP/OC6KizizHG/vnnH+bp6cmMjIxY06ZN2aZNm3gBKBhj7O7du6xVq1bM3NycmZmZsSpVqrBFixblS30RBEEUFGlpaWzatGmsRo0azMrKipmamrJy5cqxmTNnspSUFC7fyZMnmaenJ9PX12dubm6MMVlwtapVq6qUmZCQwMaOHcuKFy/ODAwMmIuLC+vXrx+LiIhg6enp7KeffmIuLi7M0NCQFS9enI0ZM4ZrT8eMGcNKly7NjIyMWLFixdiAAQNYTEwMV3ZWvxXPnz9nPj4+rFixYszIyIiVLVuWF/BLHlAoNDRUY33kJrjav//+yypWrMgMDQ1ZrVq1eIHUNAUJE4lEbPbs2czd3Z0ZGBgwJycn1rVrV/b48WMuz5UrV1j9+vWZkZERs7a2Zj4+PlwwT2XmzJnDfR85JbvfW8YYE4vFzNnZmQFgr1+/5p0fGhrKmjVrxkxMTJiLiwvbsGGDyu+nm5sbmzdvHuvVqxczNTVljo6ObM2aNdnaRsHViLzyLW0ZY4ydPXuW1a9fn5mYmDBLS0tWu3ZttmXLFu44APa///2PtWrVihkZGTE3Nzf2119/ZWmTpn7lt7Rj8jZq9uzZzM7Ojpmbm7MhQ4bwAlqmpqaysWPHMnt7e2ZkZMQaNGjA7t69yx2Xt2GK7crDhw+59jG7dpox6vcWVQSM5XITaILQMosWLcKff/6Jt2/fatsUgiAIIh8ZNGgQ4uLieFNTlZFvS/blyxdu3bq2kK9blc/E0hXc3d0xYcKEXE9t3bVrFyZMmIC4uLgCsYsg8opAIMDx48eznNVSGOSkjSIITdAab0Ln2bhxI2rVqgU7OzvcvHkTK1asyPXUIoIgCKJocOrUKZibm+PgwYPo0KGDts3JkqtXr+LatWvaNiNfMDc3h1gszjaYFUEQBJE3SHgTOs/Lly+xcOFCxMbGwtXVFZMmTcL06dO1bRZBEASRzyxfvpxb1ymP8q3LhIaGatuEfEO+LZNyxHeCIAgif6Cp5gRBEARBEARBEARRgFBUc4IgCIIgCIIgCIIoQEh4EwRBEARBEARBEEQBQmu884hUKkVkZCQsLCy4/aQJgiAIgiCKOowxJCYmonjx4hAKi5aPhvpnBEEUJrlpL0l455HIyEi4uLho2wyCIAiCIIgC4e3btyhZsqS2zcgV1D8jCEIb5KS9JOGdRywsLADIKtnS0vKby4tNFqHxcj8AwNnxjVDS1vSbyyxoMjIycP78ebRu3RoGBgbaNqfIQPWWe6jO8gbVW+6hOssbVG95Q1frLSEhAS4uLlxfpyghtzk0NBS2trZatqZoo6vPZ1GD6jH/0MW6zE17ScI7j8inL1laWuaL8M4QpkNoJBPbRmbmsLQ0/+YyC5qMjAyYmprC0tJSZx7+ogDVW+6hOssbVG+5h+osb1C95Q1dr7eiOFVbbrOFhUW+9M9+ZHT9+SwqUD3mH7pclzlpL4vWwp3vGKnCpm5iCe3wRhAEQRAEQRAE8b1AwltHUNxOPUMi1aIlBEEQBEEQBEEQRH5CU811BEWPt4iEN0EQBEEQBEEQ3wBjDFIGSBmDRMrAGCBhDFLGIJXKjsnS2dd0fE2X5Zefyzv/63EGQOY3lKVLmex68nQGhq//uM+M+8z4aYrpSuUyyGxgDBCLxXgYI4D40Qfo6ellcb7itb7WBZhCvcjT+AlM6bi8DtUdk39OTU7M8ffxwwrvJUuW4NixY3jx4gVMTExQv359LFu2DOXKldOKPVJFj7eYhDdBEARBEARBaBuJlCE1QwKRWAqRWIp0seTr/7KXSCyFSCJFeoYEIomUOybPn5KegecRQjw9FwIpBBBLpBBLGcQShgypFJKv78VS6dc0BolUigwJg1giO54hkQnfjK95ZGlS7n++oP4qtL+Kz+8PPeDlE20bwSFNT8lx3h9WeF+9ehWjR49GrVq1IBaL4evri9atW+P58+cwMzMrdHsU/y4yaI03QRAEQRAEQeQKiZQhKU2MhLQMJKaJkSj/P132f3K6BKkZEqSKxEgRSZAqksj+z/j6PiMzPTVDdkyULw4xIfA+LB/KKRj0hAIIBYBQIIBQIICeUACBQJ4uf2V+Fggge+Hre8jOxdf3AoHg6/+ZeaCcrnQ+vl5D3fnycgGG2M+fYW9vD6FQoFK2uvOhmAfyvPLPAv5npXSonCdQKSc9JQmbc1jPP6zwPnv2LO/zzp074eDggICAADRu3LjQ7ZEqzDWnNd4EQRAEQRDEj0q6WIK4lAzEJovwJVmELykZiE2RvY9NFiEuRZamKLCT0sRIFkkK1C59oQBG+kIYfn0Z6evJ3usJYWQg+1+eLs9nIAQ+vHuLMqVLwdBAHwZ6MmFroCeEvlDhvZ4A+kIB9IXy9wppekIYfM2r//U8fT3ZeXpCAfTk4lgIvnDm0vnCWVFIF6XdCzIyMnDmzBm0a1dTZ6KaJyQkYPOvOcv7wwpvZeLj4wFA456P6enpSE9P5z4nJCQAkD0AGRkZ33x9kUIZqen5U2ZBI7exKNiqS1C95R6qs7xB9ZZ7qM7yBtVb3tDVetM1e4jvA6mUITZFhOiEdEQnpiE6MR2fEtMRnSB7L3ulITZJ9M0C2khfCAtjA1ga68PCWB8WxgYwN9KHmZE+TA31YGKoBxMDPZga6n39/DXdQHZMMd3EQJZuqC8TublFJhbD0a5tOZ0Ri4R2IOEN2aL5iRMnomHDhqhUqZLaPEuWLMG8efNU0s+fPw9TU9NvtuFTKiD/Ou7cD0BGWNGZbn7hwgVtm1AkoXrLPVRneYPqLfdQneUNqre8oWv1lpKS8zWLBCFHJJbiQ3wq3n9JxbsvqXgXJ3+fgvdxqYiKT4NYmvP+rZ5QABtTA9iYGspeZgawNTOEtakhbE0NYW1qAEsTA1gYyYS1hYLINtSnjZsI3YOEN4AxY8bg8ePHuHHjhsY806dPx8SJE7nPCQkJcHFxQevWrWFpafnNNoTGJAOBNwEAlatURbtqxQEAiWliLDjzAu0qOaJp2WLffJ38JCMjAxcuXECrVq1oBC8XUL3lHqqzvEH1lnuozvIG1Vve0NV6k8/qyw82btyIFStW4MOHD6hYsSLWrFmDRo0aacyfnp6O+fPnY9++fYiKikLJkiXh6+uLwYMH55tNRN7JkEjx7ksqQmOS8OZTMt7EJCP0UzLCPicjKiEtR8G87MwMUczCCA6WxnC0MIKDpREcLIzh8PW9nZkRbMwMYWGkD2EePMwEoav88MJ77NixOHnyJK5du4aSJUtqzGdkZAQjIyOVdAMDg3z5sRTqZX4VEgi4MvddC8Pxh5E4/jASYUvbf/N1CoL8qoMfDaq33EN1ljeo3nIP1VneoHrLG7pWb/lly6FDhzBhwgRs3LgRDRo0wObNm9G2bVs8f/4crq6uas/p1asXPn78iO3bt8PT0xPR0dEQi8X5Yg+Rc8QSKV5/SsbDGAFeXHyJl9EpeBOThIjPKVl6rY30hShpY4ISNqYoYW2CkjayVwlrExS3NkExCyMY6JE3mvgx+WGFN2MMY8eOxfHjx3HlyhWUKlVK6/bIESlENf+SItKGOQRBEARBEN/EH3/8gV9//RVDhgwBAKxZswbnzp3Dpk2bsGTJEpX8Z8+exdWrV/HmzRsu5o67u3thmvxDkpYhwbPIeAS+jUfQhwQERyUi5GMi0sVSyLZuCuXlNzYQopS9OTzszeBRzAyl7M3gbm8GV1tT2JkZFqlgXQRRmPywwnv06NE4cOAA/vnnH1hYWCAqKgoAYGVlBRMTk0K3R3HwUHEfb32aYkMQBEEQRBFDJBIhICAA06ZN46W3bt0at27dUnvOyZMnUbNmTSxfvhx79+6FmZkZOnXqhAULFmjsmxV08NvvDYmU4VV0Eh6/j8ejdwl4/C4eIdFJkKjxYpsY6MHBSIzaZYvDy9kKnl9FtqOFkcYp4DQ7QRVdDaJYFNHFusyNLT+s8N60aRMAoGnTprz0nTt3YtCgQYVuj5Sp306M1rYQBEEQBFHUiImJgUQigaOjIy/d0dGRc3Yo8+bNG9y4cQPGxsY4fvw4YmJiMGrUKMTGxmLHjh1qz9EU/NbPzy9fgt8WdSQMeJcEvEoQ4FWCAG8SBUiTqPYtLQ0YXM0ZSpoxFDcFSpgx2BqJIeuGvgVi3yIuFngYXOi38N2ga0EUizK6VJe5CUb5wwpvlpPoD4WIovD+nCxCfGoGrEwMoEfTdQiCIAiCKKIoTztmjGmciiyVSiEQCLB//35YWVkBkE1X79GjB/73v/+p9XprCn7brFkz2NnZ5eOdFA0YYwj+mIRrL2Nw+00sHkTEqWzNZWaoh8olLFGlpBWqlLBClZJWcLI0UvledDX4X1GD6jH/0MW6zE0wyh9WeOsaiuMAW669wbbrbxC8sC2EJLwJgiAIgihi2NvbQ09PT8W7HR0dreIFl+Ps7IwSJUpwohsAypcvD8YY3r17hzJlyqicU9DBb4sCCWkZuPkyBleCP+FqyCdEJaTxjluZGKCWuy3qetiirocdyjtb5mo/6h+pLgsSqsf8Q5fqMjd2kPDWEaRKHngpkwVWo6nmBEEQBEEUNQwNDeHt7Y0LFy6ga9euXPqFCxfQuXNntec0aNAAR44cQVJSEszNzQEAISEhEAqFWe488yMSnZCGc8+icOZJFO6FxfIijRsbCFG/tD0albFHnVJ28HKyoP4kQegAJLx1BHU7MySkinlTzSVSlqsRSoIgCIIgCG0xceJEDBgwADVr1kS9evWwZcsWREREYMSIEQBk08Tfv3+PPXv2AAD69u2LBQsW4JdffsG8efMQExOD33//HYMHD9ZK4FtdIzIuFf89jcJ/Tz4gIOILb7akRzEzNC3rgKbliqF2KVsYG+hpz1CCINRCwltHUPZ4A0B8agYUdXaGRAo9ITWkBEEQBEHoPr1798bnz58xf/58fPjwAZUqVcKZM2fg5uYGAPjw4QMiIiK4/Obm5rhw4QLGjh2LmjVrws7ODr169cLChQu1dQtaJyldjP+efMDRB+9w+00s71h1V2u0reSENhWd4WpHgeQIQtch4a0jqIv1lpCawZsalC6W0ggmQRAEQRBFhlGjRmHUqFFqj+3atUslzcvLS6ciFmsDqZTB/81n/B3wDmefRiE1QxYcTSAAarnZom1lJ7Sp5ARnK5oFQBBFCRLeOoK6KOsyj3em8FbcZowgCIIgCIL4fohPzcDfAe+w/3Y43sQkc+ke9mbo7l0SXaqXQAlrEtsEUVQh4a0jqFvjnS6WaNzfmyAIgiAIgij6PI9MwB7/MJwIfI+0DFlfz9xIH52rFUd375Ko7mKtcQs2giCKDiS8dQR1a7xFEgaJgiLPEOvW3uMEQRAEQRBE7mFMNp1805XXuP4yhksv52iBAfXc0KV6CZgbUTedIL4n6C9aR1ArvMVS3vYQIvJ4EwRBEARBFFmkUobzz6Ow6eobPHobBwAQCoC2lZ0xsJ47arnbkHebIL5TSHjrCOqCq4nEUkgVhbeYhDdBEARBEERRgzGGC88/YtX5EAR/TAQAGOkL0buWC4Y28oCLLUUlJ4jvHRLeOkJOPN5iKQlvgiAIgiCIogJjDDdexWDl+RDOw21hrI9B9d0xsL477M2NtGsgQRCFBglvHUGiJrqaSELB1QiCIAiCIIoizyLjsfBUEPzffAYAmBjoYXBDdwxrVBpWpgZato4giMKGhLeO8DEhTSUtQym4moiCqxEEQfy/vfMOb6ps//j3ZHbvXVr23hSQvUFBBEUBF0PAV5aKOHn9qTjBheir4EJQ4QUcqPDKKip7lz3LLqODlu6RpMnz+yM5JyezSZo0aXt/rouL5OTk5Mndk3Oe73MvgiAInyavRIWPtqZjzaEMMAYopBI81iMZMwc0Q3QwebgJor5CwttHePnXkxbbzHO6yeNNEARBEAThm1Rqdfh+3zUs3paO4opKAMB9HRPw8j0t0SCccrgJor5DwtuHUVXqIJMYK1uS8CYIgiAIgvA9Tt0sxMu/nsDpW0UAgLYJIXjjvrbo3jjCyyMjCMJXIOHtw6grdYBMIjwn4U0QBEEQBOE7lKu1+GRbOr7ddRk6BoT6y/HK8FYY1zUJUgm1BSMIwggJbx9GrTX1eKu1lONNEARBEAThCxy8cgcv/HwcGXfKAOjDyl8f2YbyuAmCsAoJbx/ktZFt8Pb/zkBdqYVS5PGuJI83QRAEQRCEV1FX6rB4WzqW7rgExoD4UD+8c387DG4d6+2hEQThw5Dw9kGClfo/i7pSZ1LVnELNCYIgCIIgvMel2yWYs+YYTt4sBACMTWmA1+9rg2A/ag9GEIR9SHj7GI2jAqGU673caq2p8KZQc4IgCIIgCO/w8+HreP2P0yjXaBHqL8eCMe0xon28t4dFEEQtgYS3j/H1hBRczCkBYMXjXUkeb4IgCIIgiJqkQqPFmxtOY/XB6wCA3s0i8dHYjogP9ffyyAiCqE2Q8PYRJByEapgKQ143hZoTBEEQBEF4jxv5ZZix8ghO3iwExwHPDWmB2QObQUIVywmCcBIS3j4AYwy8vpZIOEF4qyp10DIS3gRBEARBEDXNvkt5mLEqDQVlGoQFyPHpw53Rv0W0t4dFEEQthYS3DyByakPKcVBIrXu8i1WVNT00giAIgiCIesdPh6/j1d9OQqNlaJ8YiqWPd0GD8ABvD4sgiFoMCW8fQCyuJRIOSrkUgMHjLXrtdpGqxsdGEARBEARRX9DpGD7aeh5Ltl8CANzbIR4fj+0IP8PcjCAIwlVIePsAOlE4uVQi8nibVTUvU2trfGwEQRAEQRD1AVWlFnN/Oo4/T2QCAJ4e1AzPDWlB+dwEQbgFEt4+gFh4SzgYc7w1WlPhrSHhTRAEQRAE4W5KVZV46sc07L6YC7mUw8IxHfBgSgNvD4sgiDoECW8fwCTUnOOglBk93nmlxvDycjXleBMEQRCuwRjDmkPXoZBK8EDnRPLiEYSBgjI1Ji8/hGPXCxCgkOKbiV3Ru1mUt4dFEEQdg4S3D6ATFSuXiqqaqyt1KCo3im0KNScIgiBcZffFXMxbdxIAcOBKHj54qKOXR0QQ3ienqAITlh3E+exihAXIseKJ7uiUFObtYREEUQeReHsABExahklFHm8dA0pElczLSXgTBEEQLnItr0x4/NPhG14cCUH4BjlFFRj/9X6czy5GbIgSPz3Vk0Q3QRAegzzePoB5VXPe4w2YCm/yeBMEQRCuEqCgqswEwXO7WIVHvtmPK7mlSAzzx5p/9UBSBLULIwjCc5DH2wfgi6tJDfl2fFVzc8oox5sgCIJwESnldBMEACCvRIXHvt2PS7dLkRDqR6KbIIgagYS3D8B7vKWcflIkk0pgbX5UTlXNCYIgCBeRcCS8CaKgTI3Hvj2A9OwSxIYo8d8nSXQTBFEzkPD2AXiPt3hOJA4359FoGTRancV2giAIgqgKEt5EfadCo8WUFYdwLqsY0cFKrH6yBxpFBXp7WARB1BNIePsAGq1eeItDzJUy67l4lOdNEARBuIKNLCaC8ChLlixB48aN4efnh5SUFOzatcuh9+3ZswcymQydOnVyyzi0OoanVx/FkYwChPjJsGraXWgSHeSWYxMEQTgC3YZ9AL5aub+o8I25x5vPzaPK5gRB1BW2n8/BvHUn6LpWQ3Dk8SZqmLVr12LOnDl49dVXcfToUfTt2xfDhw9HRkaG3fcVFhZi4sSJGDx4sNvG8uaG00g9kw2FTIJvJ3VDi9hgtx2bIAjCEaiquQ/A526bCG8z10SAXIpiVSUVWCMIos4wefkhAEBCqD+eHtzcy6Op+1CoOVHTLFq0CFOnTsW0adMAAIsXL8aWLVuwdOlSLFiwwOb7nnrqKTz66KOQSqX4/fff7X6GSqWCSqUSnhcVFQEANBoNNBoNAOCP45n4Yd81cBzw0YPt0LlBsPAaYRveRmSr6kF2dB++aEtnxkLC2weo4IW33Ci8lSKP98Ix7fFxajqKVZVUYI0giDrH5dxSbw+hXkBFzYmaRK1WIy0tDa+88orJ9mHDhmHv3r0237d8+XJcunQJK1euxDvvvFPl5yxYsABvvvmmxfZ//vkHAQEByFcB7x2TAuAwLFEHlnEEG+073AkzUlNTvT2EOgHZ0X34ki3Lysoc3peEtw/Ah1n6ya2HmgcoZUL/VQrJJAiirsF3diAIou6Qm5sLrVaL2NhYk+2xsbHIysqy+p4LFy7glVdewa5duyCTOTZFnTdvHubOnSs8LyoqQlJSEgYOHIjIyEi88MtJqHWZSEkOw6dTu1FbPSfQaDRITU3F0KFDIZfLvT2cWgvZ0X34oi35KBtHIOHtA5RX4fGWSTjhNSquRhBEbaZcrcVvR29iUKsYYZu60je7NfySdgPRwUr0bxHt7aG4BcbMnzPK+yY8jvk5Zuu802q1ePTRR/Hmm2+iRYsWDh9fqVRCqVRabJfL5cgv12LDiUwAwPxR7eCnVDg5egLQ29JXRE5thuzoPnzJls6Mg4S3D2Atx1tc1Vwq4QSPNwlvgiBqMx9tPY9lu68gWdQ3V+2DbRIzCyvwws/HAQDn3r7HJCKptqIzU96VOga5lIQ34RmioqIglUotvNs5OTkWXnAAKC4uxuHDh3H06FHMnj0bAKDT6cAYg0wmw9atWzFo0CCnxrDhRCZ0DOiSHIb2DUJd/zIEQRBugKqa+wDWcrz9RCJcJuEQoNCvkZRrqLgaQRC1l2W7rwAAMu4Yc6J80eNdojJea/PL1F4cifswj+iv1FKIP+E5FAoFUlJSLHIxU1NT0atXL4v9Q0JCcPLkSRw7dkz4N336dLRs2RLHjh3DXXfd5fQYNp3Ue7tHdUxw7UsQBEG4kVrp8S4oKMAvv/yCS5cu4cUXX0RERASOHDmC2NhYJCYment4TpNbop/UicPL/eXGx1IJJ3jDyeNNEERtxVYuty8Kb51orAVlGsSH+ntxNO6BmXm8NTod/FH7PfmE7zJ37lxMmDABXbt2Rc+ePfH1118jIyMD06dPB6DPz7558yZ++OEHSCQStGvXzuT9MTEx8PPzs9juCKpKHU7cKAQADBSlthAEQXiLWie8T5w4gSFDhiA0NBRXr17Fk08+iYiICPz222+4du0afvjhB28P0Wk+++sCAGDz6SwsMmwTe79lEonwnIqrEQRRW0k9k211u8oHQ80rRcK7sNx32pZUB/J4EzXN+PHjkZeXh7feeguZmZlo164dNm7ciIYNGwIAMjMzq+zp7SoXskug1uoQHiA3SW0hCILwFrUu1Hzu3LmYPHkyLly4AD8/P2H78OHDsXPnTi+OrPqIvdnitmHiHG8S3gRB1FZ2XbhtdbsverwrTTzedSPUnMEsx9sHFzyIusfMmTNx9epVqFQqpKWloV+/fsJrK1aswPbt222+d/78+Th27JhLn3s1T9+msGVcMBURJAjCJ6h1wvvQoUN46qmnLLYnJibabE9RW5jSu7HwOLOwQngskxpDzY/fKMDnf1/wyYkqQRCEPSIDrVcU1vigABSHxV/Nc7xHpy9j7vHWUBs3og6TcaccANA4KtDLIyEIgtBT64S3n5+f1X5p58+fR3R07Wz50iouGAAwsJVx/CPaxwuPJZzR473tbA4+2pqO//x9oWYHSRAEUU0ClNazm3xxIVG8GFBXQs3Nc7zJ403UZW7m64V3w0gS3gRB+Aa1TniPHj0ab731FjQa/USI4zhkZGTglVdewYMPPujl0bkGH9Iokxj/HJ2SwoTH4qrmPCdvFtbI2AiCINyFLYHti8Jb7PEuVdWNbhLm7cQ0lONN1GFul6gAAPGhflXsSRAEUTPUOuH90Ucf4fbt24iJiUF5eTn69++PZs2aITg4GO+++663h+cSvGdFITPmIEUFKYXHUglnUmwNAKSUr0QQRC3DVki5L/bxFgvvkroivM3MbKvKPEHUBXJL9bUZokXzKYIgCG9S66qah4SEYPfu3fj7779x5MgR6HQ6dOnSBUOGDPH20FxGY/D2iD3eUUHGXEitjiHYz/RPVelDE6Zrd8pQqmboKPLSEwRBmGNLYFdofK9oZGUd9Hib3zV8MbeeINxFXokKgBLRwSS8CYLwDWqd8OYZNGgQBg0aBEDf17s2wxe4kUuNwjvUXy48jg/zQ16pyuQ9vjQRHPLJbgDAnlcGITGs9ve6JQjCM9gKKVf5YKi5uNVWqcr3FgZcwTzU3JcWcAnC3RRVaCFRgoQ3QRA+Q60LNX///fexdu1a4fm4ceMQGRmJxMREHD9+3Isjcx3e6yCXGsPHOY7D7pcHYsPsPogJ9kNEoOmNo8BHiv2I523pWcXeGwhBED6PLQ+rVscsCn95m0pRXHZdCTWn4mpEfUPCASF+8qp3JAiCqAFqnfD+6quvkJSUBABITU1FamoqNm3ahOHDh+PFF1/08uhcg/esiD3eANAgPADtG4QCACICTNvwFJT5hvAWtxWnfEGCIOxhr4iar3m9xdezMrVvCO/n1h7Dkz8chs7Fa61FOzEqrkbUcYKUMkgkVBOHIAjfoNaFmmdmZgrC+3//+x/GjRuHYcOGoVGjRrjrrru8PDrX4PMe5TLb6yARQabCu6hcA8YYOC8XWTuUa/z8isq6EY5JEIRnsCf0ytRa+JkVkfQmplXNvX9tU1Vq8dvRmwCAs1lFaJsQ6vQxLEPNfWuxgyDcTYg/ebsJgvAdap3HOzw8HNevXwcAbN68WSiqxhiDVuv9yZEr8OF+cjursoEK0wmpWqtDuQ8UJMouN475Wl6ZF0dCEISvw3u8zYtFAr7jVebR+JjHu0JjFMkzVh5BUYXzUU/m0fyV5PEm6jjBFGZOEIQPUeuE95gxY/Doo49i6NChyMvLw/DhwwEAx44dQ7Nmzbw8OufR6pgQ/mceai6G4zhsmdMPL9/TStjmC+HmCQHGiduHW857cSQEQfg6fHRPWIDlZLhM7f2FRDEmHm8fGJtKFFGUcacMn/990eljmOd4U1Vzoq5jbZGPIAjCW9Q64f3JJ59g9uzZaNOmDVJTUxEUFARAH4I+c+ZMh4+zc+dO3HfffUhISADHcfj99989NGL7rD9+U3gsk9oPG28ZF4wZA5oKPb59QXj7WFomQRA+DC/0wvwVFq/5UqcGwLTit7pS53WRqtKYfv71O85HGJnneFNVc6KuQ4XVCILwJWrdUqBcLscLL7xgsX3OnDlOHae0tBQdO3bEE088gQcffNBNo3Oe59YaK7Hb83iLCfWXIbdEhUIfqGwujlTs1ijcewMhCMLn4UPNrXm8fSGPWox5xe8ylRahAd5bq1aZ1dDwVzifD0/txIj6Rgh5vAmC8CFqxRVp/fr1GD58OORyOdavX29331GjRjl0zOHDhwth6r6Co8I7LEABoBSF5WrPDsgBxML7drHK9o4EQdR7BI93gKXHO7fEt64f5l0aStWVCLWyYFBTnDNr1xjgkvA2fU7txIi6ToDSdwo2EgRB1Arhff/99yMrKwsxMTG4//77be7HcZzHCqypVCqoVMaJYVFREQBAo9FAo3GP51mnrYTOgeGH+OlvJHnFFW77bFfQaDQmwjunWOXV8dQWeBuRrRyHbOYavmY3laEgZLDScpExq7DMJ8ap0WhQqAY+TjXNoS4srUB0oPdumXsu3DZ5XlCqdtpe5vfHCnWl22zua+dabcFX7eZr43EVPxkJb4IgfIdaIbx1opYnOjvtT27cuOGxMSxYsABvvvmmxfatW7ciICDA5eMmBEhxq0yf271x40aH3lNyRwJAggNHTyIo54TLn+0OKnXGCXSZWov1/9sIO13RCBGpqaneHkKtg2zmGr5it7x8KQAOuTczYF5i5ODxc4gvPOOVcZmz/ppEKATHk7p9J9KDvDQgAJpcDoBRRJy/dgsbNzp3zzt9y/QYx06cQGD2cdtvcAFfOddqG75mt7KyutGlxJWUDIIgCE9RK4R3VWRlZeG9997DN998g/Lyco98xrx58zB37lzheVFREZKSkjBs2DCEhIS4fNxVmYdw62o+Pn6oPUZ0jHfoPUc2nsOh2xmIb9gMI4Y1d/mzq4tGo8H6b/8y2dZ30BCEWwkjJYxoNBqkpqZi6NChkMup8IsjkM1cw9fs9vmlPUBZKTq3a4WtN9MBAFIJB62OISg6ESNGtPfyCPU2e+ng3xbbO3ftgR5NIrwwIj3Xd14BrlwQnl8okqBF1z5oFuP4asDN3VeAa8ZjtGrdFiN6JLtlfL52rtUWfNVufFRfbcdPTsKbIAjfodYI74KCAsyaNQtbt26FXC7HK6+8gtmzZ2P+/Pn46KOP0LZtW3z33Xce+3ylUgmlUmmxXS6XV+tmyUdqBygdP05EoB8AoEil9fqNutIsZ7CikvP6mGoL1T136iNkM9fwFbvxOcahAcZraVK4P67mlSG/XOMTYwQAGQeYZ5yrtPDq+MqttJAY/p+9aBEbhC8fT0GT6KoFOMeZihAd3H+99pVzrbbha3bzpbFUBxLeBEH4ErUmKPjf//43du7ciUmTJiEiIgLPPfccRo4cid27d2PTpk04dOgQHnnkEW8P02n4qrJSif1WYmL4isA+UVzNbC5YrKobeWGOwBiz6ItLEIRt+J9LkKjScGK4PwDgTqn3r2c81tJlStXebXdWobGeZpWeXYJ3/zzr0DGoqjmQnl2M+etPI6e4wttDIWoAfxLeBEH4ELXG4/3nn39i+fLlGDJkCGbOnIlmzZqhRYsWWLx4sUvHKykpwcWLxuI5V65cwbFjxxAREYHkZPeE3jmCrhrC2xf6eJtP24orfKsXr6dgjOGxbw+goEyD9bN7Q+ZgRXqCqM9oDcIvWCS8o4P03u98XxLeVi7H3m53Zl5lXcyNfNdSrOpjVfMHl+5FcUUlbher8MVjXbw9HMLD+Cvo3kwQhO9Qa65It27dQps2bQAATZo0gZ+fH6ZNm+by8Q4fPozOnTujc+fOAIC5c+eic+fOeP31190yXkdxxeMd4s97vH1AeJvNBUvqifAuUVVi76U8nMkswqXbpd4eTr3nVkE53t98DpmFnqnxQLgHXjyG+BnDWEMN17M7ZT4kvK3cGcu87PE291aLMe/xbfMYZuJdo61/Hm9+cTjtWr6XR0LUBFTVnCAIX6LWeLx1Op1JzpFUKkVgYKDLxxswYIBPhAnzE1GZxPE1kDB/H/Z415NQc7Fnv0LjXU9YXeZOqRqZheVoEW2/c8DU7w/jbGYRiso1ePcB7xfoIqzDCz+51LjQGGwQ4RUaHcrVWp+oQiz1YY/3nCHNsXjbBZPXHBXQ5k5ze170uk45XbfrBX4+cD0hCILgqTXCmzGGyZMnCwXOKioqMH36dAvxvW7dOm8Mz2X4iY8TuhthhqrhvuDxNp+31RePt3jCqrJS9IhwD6M+340b+eX4c3ZPu/udzdRX4F11IIOEtw/Dh5pLOKOyVcokkEs5aLQM+WVq+Cv8vTU8AWtrsr7i8ZZyHD57pDOeWX1UeM289VlVx+DR2GnPWdcpUdWPe1V9h3K8CYLwJWqN8J40aZLJ88cff9xLI3Ev/ETUGY83H5pZoqqERquD3Iv5xebz06J6KLzJ4+1esosqcDQjHwNaxgi5qzsu5CLRy+Miqg+vD6USDh0ahOLEjULc2yEeP+6/hpxiFe6UqpEQ5n3hba2OmbeLqxkXaTm0iDWtYF7qoIg0j/LSmLelqMNcv1OGWwXGVJT67O2vT1BVc4IgfIlaI7yXL1/u7SF4BK2Q4+34e0JEhYmKyjWIDLJsc1ZTWOR41xMvQmU983gfvHIHmYXlGN3J8/L39T9OYcvpbDzcLUnYVpVjTsIZoy8YY+A4x2smEDWH4LWVcPhlei8UlKsRE+yHiEAFcopVyPeRPG9retTb0TziRYuIQIXJa2VqrUNh+uZfq1xTP67XAPDQl3uRXWTeJI6o6yitFWwgCILwEnRF8jJG4e34n0ImlQhVgQu8HG7O66EgpX48xRXeD3+vCeqbx3vcV/vw7Jpj2H4+x+OfteV0NgBgzaHrwrbcEvsTZvHiky/UPqgvrNx/DX+fy3Z4f8Fry3FQyCSICfYDAIQb0md8paWYNY93vpfPK61h9Ukm4QR7ianqNwJYhprXpy4U1kS3o0XpiNqL3FrBBoIgCC9BwtvLCMLbSQ+dr7QU4+dxQvh7PZnIVYpcsPXB481zMafEK5+bW2JfkIl/PzcLqLJ5TZCRV4b/+/0Upqw4DI2jOcY2ujjwHlxfaSlmzePt7UUBvn6ahOOsphflOTA+fr0w2LBQ6miIem3HVvG5/FJapKvreDMVjyAIwhy6InmRUzcLkVlYAcC5dmIAEObvGxNVfjrDe+BrqwflZkE5Nhy/5XDeX33yeKtFCwveyousSlSIhZ8jAoSoPv/3xynhsSPeVsBY08J8oTE8kG8p5htCSLyW9lBKAwDeF962Fi148pzwePPXa29Xaq8pKmx4tvNKfS/0/OCVO05FkRD2IeFNEIQvQVekGiC7qAKbTmZa9FAd+Z/dwmNnhXd0sD601tEJr6fgvxHv8f7rXE6NhCO7m2GLduDp1Uex5XSWQ/t7Kse7UqvzuTz5crVx0lrpJeF9u1iFvArgSEaB1ddNhLeXfxPWyC9V45udl5FlWGirC+xMvy08vl3soPC20cUhIsA9C4lFFRqcullYrWMwxqBl+uvxVxNS8PSgZgC8L7zFxdWskePA34CPUOJbuPnatcZT2Foc9TWPd6VWh3Ff7cOUFYdx+bZ3oos8wZIlS9C4cWP4+fkhJSUFu3btsrnvunXrMHToUERHRyMkJAQ9e/bEli1bXP5sEt4EQfgSdEWqAZ5YfggzVh3BygPXbO7j7L2BDzU/ePVOdYZWbfiJXIi/scf63J+Oe2k0rlNqEJd/n3Ns0cBTHu+nVx9FzwV/ISOvzG3HrC7ias7eCk3NK1Xju3Qpxn9zEHsu5lq8Ll4Q8PZilBitjmHWqiPo/HYq3t14Fp/+le7tIXkER22us9JODADCDaHmd6pZXO3J7w9j5H92Y/cFy3PEUcQRHj2bRgr1A8o1WpNFqJrGVrQAz438qq8Z/OIv7/GuL8JbZS1pH77n8Rb3Z39v41kvjsR9rF27FnPmzMGrr76Ko0ePom/fvhg+fDgyMjKs7r9z504MHToUGzduRFpaGgYOHIj77rsPR48etbp/VShIeBME4UPUmqrmvsypm4W4WVCOu9vGWX39jKHH8PpjtzCxZyOr+yikzrW84FtkrDtyE4vGdXLqve7E3OMNeN8zVB0cnVhXinIGVW4U3ptO6T3uqw5ew7zhrd123OogXljwVu/4/DIN8qEXHDvSb6N3syiT10093r5z/p24UYA/T2YKz1cfvI4FYzp4cUSewVGb8+sjtnK8C6opvA9c0S9Erj6UgT7No6rY2zrintgKqQRKmQQKmQTqSh3ySlVooAio1hhdRWfWAUMq4UwWADPuVF3bgBfvYYYIg6J6UgzT1uKor92r0rOLhcdXfWjxtTosWrQIU6dOxbRp0wAAixcvxpYtW7B06VIsWLDAYv/FixebPH/vvffwxx9/YMOGDejcubPVz1CpVFCpjIsoRUVFxhdZJTT14zT3CBqD8TRkxGpBdnQfvmhLZ8ZCwtsN8CHjG5/pizYJITb3s1c/TeFky4vH7krGfw/oV4yLKzRC6GBNI3i8vfT57qbcQRFt4vF2U6i5eHLoK6v0Oh0zKVZWE33aOc6yTZ2Yr3deRsvYYDxoyL1Nzy42KZ7kSzneVRWFqys4+7sx93jzQnDPxTxodczp1BtzzPtVO4PY462QSsBxHCICFMgqqsCpm4VoEO4d4V1p1gEjLsTP5Ld5/Y7jHu8IQ059UbkGOh2zGb5eV7B1fvqa8OZTyAB9IctNJzMxvH28F0dUPdRqNdLS0vDKK6+YbB82bBj27t3r0DF0Oh2Ki4sRERFhc58FCxbgzTfftPraX1u3Oh1RSFiSmprq7SHUCciO7sOXbFlW5vhCKQnvaiJuR5KeXWxXeKvtCDRne022TQhFTLASOcUqXMwpQefkcKfe7y74bxTib3oq1dZeyo4WDxNXNXdXqLk47NNbudTmfL3rMhZuOic893S7OMaYXdHN8/zPx/FgSgPodAzDPtlp8pq3vPLWqC/tihyJFBHXuDAX1pGivtS/HrmBcV2TUB3sXWurgq/ZIJdygiCND/NDVlEF/u/307innXeEkLEHuv75kse6YPzX+3BP2zj8fuyWQ8Kb93jzof06BpSoK+vMwqktdpy/bXW7Ly3SAZYLBDNWHcH/3dsa0/o28dKIqkdubi60Wi1iY2NNtsfGxiIry7F6Kh9//DFKS0sxbtw4m/vMmzcPc+fOFZ4XFRUhKUl/DRl57/BaORfxFTQaDVJTUzF06FDI5XX7OuFJyI7uwxdtaRJlUwUkvKtJrqigjayKfpH2inD5K5wLNQeA5rFBXhfetjzeReWVCA3wjR9EVaRdM+bJOyq8xf1w3SW8xeeHt6vV84hFN+D5qvXOVk235snyJeFdHQHoCf4+l43568/gw4c64K4mkW47bpkDwlsr+s2Y5ynHhfoJj1fuv1Zt4e1qte4KjRZLd14BYBqFNKZzIo5mFCC3RAV1pc7pCCV3YB4t0DEpDKfm340yjRa/H7uFvFI1SlWVCFTavq3zUfQBcpkQPl9YpqnzwnvpjktWt/vKdZbH2gLWO3+erbXCm8dc+Dq6ML969WrMnz8ff/zxB2JiYmzup1QqoVQqLbbLpRwUCsue94TzyOVynxE5tRmyo/vwJVs6Mw4KwKkm4lC1qiaf4kn40u3GicAXj3YRcradoVl0EADv9VYGjDneIf5yofovAGQV1Z7qzeuO3BQeiz3Z9hDneFfYKNzjLOJccV8LgeQp8rCodcbTX1imsbqYVegjLakA3xLejDFMWXEYGXfK8Mg3+916bEdCzcWLKraqmgOAO3xTZS4uhi3fcxVrDt0AAMSKwn4f79EQfnL9oG95qU+81ko7MZlUghA/uVBsM6MKr7c4T5yvy+FLC1WeoqeNRSZf83g7soBVm4iKioJUKrXwbufk5Fh4wc1Zu3Ytpk6dip9++glDhgxx6fPlVThDCIIgahoS3tUkW+Txrqris1gkvL/Z6Ens18K1IkDNYoMBABe8KbwNc2kJBzw/rCVaxenHVJuEd1PDAgYAOKi7PVLVXCzgfVV4e9rjbU14J0dYz6m9mldqVdhWtzK2O7G2MODo+SIuGOcOjmTkC4/dkckQIQoPdyjUnNkONZdIOPw6oycA4EZ+9YVtudq18/TPk7eEx2KxxnEckgy53VWJW0/BF32z1h6pYWQgAOBKbqndY/BRBxIJhzB/Y553XYe33bODm+PutrF48e6WAHzvOsun8nRtaBrBZt6KtLagUCiQkpJikYuZmpqKXr162Xzf6tWrMXnyZPz3v//Fvffe6/Lny81X+AiCILwMXZWqyZw1x4THVa1W2wo1d8XbDQDNY/SC8UJOcRV7eg7+G/Hhj7Eh+pDRrELveIVcQbwqXurghL3SA8XVxPnAvjYh5PF0FWSt1nKC2Sgq0Oq+toT37WIVvrQRWlrTWBufePHCVhGwdUduoO0bW/DX2Wy3jcXdkTHihQGHQs3FHm8rYaat4vT1MfJK1dWubu6q51AmmqiH+JmGbPMLQNcdaNvlCfjFjUCFZSi5o9FPvICTSTihBWR98HjzEUpNY4Lw1YSuGNxaH7bsa9fZAkO0ztxhLYRFbMD3PPPOMHfuXHz77bf47rvvcPbsWTz33HPIyMjA9OnTAejzsydOnCjsv3r1akycOBEff/wxevTogaysLGRlZaGwsNDpz64q/Y8gCKKmIeHtRqrqicqHMZtPtq15MByBF9438su91l+W/yr8PDo+lBfevtUf1R5iEe3ohN3jOd4+5LUVU6bWotLNnlgxGishB40jjR7v5Ah/jDVUM7+aW2azeJl5brq3sDY+3quVXVSBHgv+wgIr/Xrn/nQc6kodZv/Xtd615mi0OuQUmf4mq7uIYppu4UhxNeNja1XLA5UyxBkW7i7dtu+5rQpXr4fia7P59Twpwrseb/6aEORnRXjHOCa8taI+6vzCwl/nctw5TJ+EXySSG847PrUhv0ztdF0JT1JgWASJDFRi4zN9ERWkH2dOce2JIDNn/PjxWLx4Md566y106tQJO3fuxMaNG9GwYUMAQGZmpklP76+++gqVlZWYNWsW4uPjhX/PPvus058to3LmBEH4GHRVciNlVQhvjUFYuSsnODJIifAAORgDLt32Trg5P2Wx8HjXolBz8cSrqsUTHk/08RYL74JyDXKKKvDCz8dx+pbzK/2e5EhGgcvtmv4+l23SAqlCo8ULPx/Ht7suAxAXkAI6NAhFs5ggdGgQJuwvl0oED/jVvFITm4lrDADVaynlLkqsFPniPd7/+fsCsotU+GrnZZvvZ6j+d6jQAgM+3oWPU9NNtmdUs0+wuB6CI5Ei9oqr8TSN0f9tL7twPRP/vV31eIvbvzWNNo204IX3DQf6ZbsbrY4h27BwkhDmZ/F6MyH6qQrhLcoT51vweXIhzVfQGL43v8gdHqgQ2hbmlfrOIjGfrhaolEIi4RAVpK8z4GueeWeZOXMmrl69CpVKhbS0NPTr1094bcWKFdi+fbvwfPv27YbuFqb/VqxY4fTnUo43QRC+BglvN2Jtki3OzeInOu5sMcRPuLwmvJn+xsYL77hQ3w01zyqssNpyRyy8HW2XpTXxeLu/uBpjwOt/nMYvaTdw72e73XJ8dzHuq33YcCLT6fd9s/Mypqw4jMEfbxe27b2Ui1/SbuCdP89CXakzeqakEvw+szc2P9tXiKIA9H2VG4nyWXnhHRuixPPDWpp83k0vFcESk1tiOannc9BvOpDLrLESeu8st0qBnGLLcVyrhvBmjJmMLadIVWUeqmlxNRvCmw+ZduF6Jv74co3WpUgUPsR9QLwOj3QzrayeFO4PwDseb/F1Kczfskpz4yhDGPydMrsLTvzfQCaVYGxXfeTI78du2dzfFhUaLR5cuhePfbu/VuQf84vefOixXCoRoisc+R16mkodsOpAhnA949PPIg0e77yS2i28vYWr0YQEQRCegq5KbqTMitdHHDrLF3hRu9HD0CRKP1G9XM3QTFcxerz1//MFiKozqfcEZepK9FjwF/p+8A9W7r9m8ppJvrZGh7WHMszfboFYRDhS0bkqvtpxCd/sMvV8bj7tWJ9TT2ItJBgAPt2WbnW7Pd41hFSLFyrE+c7ZRRVGYSDR91CWSSVIFoWaSyRAE4Mn8tj1AlwyePiCDe2QDv57sLCvN4sO8vDCOynCX+hVfdsggqWifGJb1c/dEQar0lr/G7riVeYxH9aZzCJMX5lWxXssq3Kbw6fPpGc5X7fCvCOBsznt6kodSg2e8mGJOovFAf489EaON5+H7S+XWm1llhCmXxQoUVWiyE4BRH6xRCbh0Do+RNjuTNoBYwz3frYLadfysediHtK9WGPEUfhzQyESYokGm/nCAt2m6xLM/58xPUZp+BtHBuo93tYW8IiqIeFNEISvQVclN2ItTLnSisdKvO3zRztX6zP50Exvh5rzPTmbx+onzvowYN9pjXJeNJH/v99Pmbxm7rF5+deTVR7PnVXNs4sqsGDTORy6mm9zH2+ETWu0OpvCz5VQ3phgyz6r4uNkFVUIiyDi3LyEUH/h8e1itSC8AWDlAf0iCj+hjgnxw7A2+jY1F7K9Lwh4kf3WqHYY2Epf0ImfRPsrjEUVPZHTr67U4YGl+/HlOdPijXyUd3UWJqxVXN96Jtshb6sd3Y3Oyfpqzvsu5zndis28PEC2k+ku4uu3v5VW2PyiYkGZxuNFBs3hhTffAsycAIVMqDJvz4OrNRhJKuHQItZYvOu2lYgIW9zILzfJwT99s8jh93oLYcFBLLwNEQzuqKJfXfbfNv1RKGWmHu+dF3JrfEx1AZm9iw1BEIQXIOHtRsyF987029h14bbJNo1WJwjvAIUUIzskVOsz+dDM6hYjchVel/H3t5hgJYL9ZNCxqlvb1CRi+wQoTIWIM72jedwpvB2JDigq92wbL2vY+16uCO8G4UYBzR/75E1j/npusUr4bYgnTGLPY06xCkqZFMPbxQGA4PFWyo2XMj4X972N59xW+M4WqWey8cCSPTh+vcDq67zIjjLUYwCMfcbFubWeCCXt/f7fOHXLVBSFB8jx/pgOAKonvG39ZuydpzpRYS9btE0IQYifDBUandMea3OPt7M25f8eEs764kCgUiZELVhLWfEkVQlvwJj7bc+DWynkOuu/YGNDvQRnhLf58c9leV94l6oqMWHZAXzxz0WrrxtTWIx/WP565Auh5gFmjU34cfI53qdF10nCcUh4EwTha5DwdiNHMwoEQZZZWI6J3x3E9JVHTPa5kV8uhJq746bQxCC8r+SWeCXXjndw8eGjHMcJ4aLubl9UHe6ICuiUqbUm7YpcCed1ZzuxPAfCCG95IWfeXu56YbkG647ccOp44rZ5fNsc8aQ3t0QliCd74cgA8EDnRAAQQoPFIaTiUNwDV+44NUZn+SQ1HUczCvDsGsvq4+uO3BAKYkUHKxEmqqQMmBbTW3/cNM82ULQ45MriweGrdyzE1NA2sTj6+jB0bxwBQB8l42oou62CXLdLbHuZ+UUVe+GfHGf0xDrbJtHc453rZNEse32yeRpEGHOpaxJHhLcQOm0nFJ7/G/BpDvxikK32bYVlGqRdM43EMU+tOedCWoC72XspD7su5OLDLeeFAmViNFb+tolhhmJ5XmoPZw8+gqxPsygA+uKFvlAssrZR1X2EIAiipiHh7Wb2XNSHhGUVWp+AHrpyx5hvZiVXz1mSwv0hl3Ko0Oi8Is6MoebGbfxigLfyzq3BCz0esQdc68KERrzIoa7UVWvRo9iBSuqZhr9tUYUGQxftwIwq8mndQVWCb+5Px506nnixgq/SK26NlFuitinOejaJMHneXBQmCwBKkahvYUh3AKqXx+wIZzL13r6rZlELOh0zsU9kkAJhBpGTbzgXxaHUX+64BMYYdqbfxo/7rlpdpHCUSq0OD325z2I7v9CXFBEAhUwCdaWuStFx6OodzP3pmMXikK2ib+Yty8TwEUFVdQ4QCkbWuMebD0e2PVlP9lJLMV54h9gV3vqxmZ+LYviFFr6tVriwGGT9HHv+52N4cOle/CNqOVah9j3hLc6BvnS7BEcz8oWCdIwxIUJHKRNHxugXKuzZq6Yot3GpbWno5V2h0Tl9HSBIeBME4XuQ8HYzxwwhp7ZCcSsqtaJw2uqbXyaq8uyNcHNjqLnxBsfn4Hor79yctGv5WLL9ksm2B5fuxd/nsgEYJ6Odk8OE16tqsWMealtRjXx2cw+NNa9WpmEhZ+/FPFzIKcGmU1keD6PmPVtSCYfvJndFF5F9XEGcF8wLb3G/Zb3H23oBro8fao8OETr88EQKAP2Ck4mXW/R4VMdE4bGnz8EQ0cKBRqvDxZxi3ClV45/zpr2R5VKJUI2aDzU3r4FQoqrExO8O4rU/TiNP1D7I2fxvW6Iw3ZDzLpVwQorKhWz79hn75T6sO3LToi6CrXzt23aiN/42iDdevNpC6Ent5N/OfAFt/fFbOHPL8TBoXrjL7VyX+dDsmozmyStR4dXf9PbnPdTWiA3RhyWv2HvVZvspjVlEiXkUhjnbzur/Zt/vuyps4691KQ31+fi3i1UORe14ErEo/e+BDDywZC9mrtJHm90qrEBxRSWkEg4Nwo3nHl9c7kpuqdfbdfH18IKVMsweaGyL6CeXCr28vbGwXtsh4U0QhK9BwttNzBzQFADw0+Hr+OPYTZtendwStSBA7HlWnEHI8/ZCaDcvpcSLCN6utG7Ox1vPW90+ZcVhAEZPV/dGRq9qQbl974LObJJfYqeScFWYv/fNUW1NKg4DQLYQQWH8XHvhrsUVGmw6mWm1CJajFBls0CDcH4NaxSJQaaXilBUKyzTYdibb4rPFRQX5ib540SGvRC1qd2T624gOVmJqSx16Nok0vC4xKbIm9mRJJRw+GtsRgOfPwVCREPrt6E0M/WQnxn21Dz+KKufzYePhgsdb/93Ni4fZEnP5TooCW9eel+9pJTxu7mDfZ56DZiH7/N/WPGrHXq4wv6hS1aJWUxdTVczD5m8XqzDis10OF2nTCNEWtq/LbeL1Hkg+0qEmELf7sudd7tbYeP3adla/qPjB5nPoueAv4VoheLyl5qHm9q934kW+crXenhGBCmER5byXvd7ia83aw9cBALsu5KJEVYlcwzkZG6w0KWjI508DwJy1x2pmoFZQVeqgMbTl3P3yILxwt2lbRGMKAQlvZ7FXT4IgCMIbkPB2A2v+1QPtE0MB6HO4n11zDKlnsq3um1uiEiZ4Cje1uuAFyOVcLwhvsxxvAGgmqrTu7R6v6dnF2HspT3jeLjHEYh+tKPSfDwe2FzILWFart9fCx5wSVSV0TD9ZTc8uthA/kUEK/Di1u8k23gMq/hx7xeu+2XkZM1YdsZp77Ch85eYQQ6uut0a3E85zHmt5h7P+ewTTfjiM5XuumGwXT475nNIyc4+3E/UPeIEGmApvwNjX+GJOiUdzI8tUxvGv2n8NjOk/87ChQn2HBqHYPKcfAKNIzxc83qaC0JaoshUGbAtxbn6InwwvdajEnpf6Y1jbOGE771U+n1XkkH3yzMS/UKRLIsHHhkUOwL7w5v/mY7o0sPtZzYS6FaVVinQxtvLV8xzM9TYuiNq+LreJ15//6Vkl1VrUcgbxwst4s97iYrokh6Nvc31O8Aeb9a2plmy/hMzCCnz21wUAxsUF/nodbigWZ21xR2zPMrUWWYUV2H4+Rwh7D1RI0cawQLjnknerbosXV8Sn8+mbhbhjOO/47yqG7+W9X3SPqGlKRBXyxak3PLGGMS7cdI7yvJ2EPN4EQfgaJLzdQI8mkYgJMW2VtM/GjVxfudkzHu/0LN8Q3g0jAyGXcihTa73eI3WpWYj5kNaxJs81Wp0QoiqVcMJEzLwavTnmYa2OtBdijOHHfVfR+Z2/8cUZKcZ9cxAjPt1lUVhLKuGE6sk8qw5kILOw3KTvdZaddkmf/a2v7rvxpOu9wPkK1SGG3kqNowKx4ek+pvtYWXDYbahz8P3ea8IkHTAPNddvF3vSTEPNq740NRcJb3PPa5v4UCikEuQUq3DZg9X1xfn5x28YKw/zXuf/u7eNUGWdz6ctLFeDMWbhiT1nw4t6x8lQc3EI+y9P3YXEQMtWbq0MuaO/H7uFB5bsdXpCL76GPZjSAK8M13vT7QlvXryH2QmXBvQePn+5FBotcyqX2qbwdjDXW2Olor45DcL9EayUQa3V1VhET0G5fvxdG4bjYTvCG4Dwd8gtUZuEf5cZfmf8IiN/7zGvOyBGHDlRoqrE06uPYPLyQ/jP33oRnxjuj9Gd9F051h66brLIWliuwYkbBR4RiqsPZuDBpXux8WSmcP2wtQhy/EaBUA8jPtTP4vX/PnkXAEAisWwrWVPw15BApdSqUOSv85dzS7Ej3f59iTDFDWV0CIIg3ApdlqrJpw93AgBEB5ne1M0FJ39D3XomG4tS0wG4J8cbALo20ufaHb52BzlO9q6tLtaEt1wqERYDvB2CKA7HfnNUWzyUYuptu1VQLkzYpRwneHRvVbFgoDUr5FTsgMd72e4reO2P0wCAi0X6hQlxrnhKw3CM6ZKIuxpHguM4vDmqrUkO7Sep6Sah2bl2BEV1C/d9tOW8EH7Je7x5gkUh5/aE1s2CcnR7Z5sQpqyxEmquFk2Yc0Wh5vbCfXmaxxgLrJl7vP0VUnRKCgMAnLhRUOWxXEGj1VUZxsy3eAKMwlujZVi87YLg8eZzOG3lNBc4GWrOe7w7JoUJOcnm3GUI2Qf0dSmcXZzgc2J5wRZtCNu1leNdqqrEnycyAcDmmHgkEk6I4tlwPNPhMdn2eDtmv0oHqppLJBxaCeHmNdPiiQ8DH9E+3q43HgDaJoQK0Qz/PZAhbDe2sDOtL8Kfk9aqmheJFs1yi1U4ZIji4KNUwgMUGNImFsFKGXJL1DgtWjiauSoNoz7fgy2nXV/4s8W8dSeRdi0fM1cdwcJNes++2obw/iXtht3uDMkRAVBIJajQ6Kz2864JDzO/wBlsI5Wns+E6BgA706mftzNIyONNEISPQcK7mgw2eFDNPd7miHsYHza0Z3FEXDhCw8hAdEkOg45ZtiXyNPxc19xLxHvUzmd7V3jzXpvOyWGY1KsREkL9TV7PuFNmbLEj5dDNkOf965Gbdo9rXlytqIqccAAmIe/myCQcfp3RC4vGdRIWMSb1aoSvJ3QV9ilTa1GqFgtv26I3xErIoqMwxvC5qB+uufDe8dJAh8YA6CfEL/2ir+4tDhvmhbdGJFxLVJXCdkdCBJvZ8XgDQAND1eJbBZ5ZjLLWtsgcPoICAPxEvcY//csovOMN52SmjXG66vH2s7P4EuovN/E8X7DxOxX/HcSLDH+eNBXEfDisrQUrvtsDALQzS1ewBr+Q8sm2dIcLX/HC29yjfsfBUHPzHte24MOrnSncVh34qJGqIgV4ehg6AIgLSvILZLyHmP+9hBkKOVqraSFeTLQW2RIeoIBcKkHPpvpFnJ0X9Ne3Sq0Oey7qHy/dcdmhMbvKir1X8ddZy3oSPOmi4oETezayeF1cK+LibdPfwOqDGWj9+mbsvehZsct7vM2vszxzh7UUCm46W3CwvkN9vAmC8DVIeLsJcfsfa1gLc7PnWXGWBwx5k+uqEIzuhp/umAulFrzw9rLHmxcC7z/YAYB+BfzLx7sIr1/LKxPCxmUSDsmR+rDgElUlMuy0mdFUOh9qnm0nGkFc6EeMWKRUaHQmOcW5drzNwaJJnLNeG/P2ZsFmIj4iUCH0grbn8ebh2/WoRR5vXkyZe6quGfZ1ZMLUKMpYoZizUkSHX2TJ9FA1YF6YyCQcAhSWv/+JPRuaeCjNx8gLd94rbqtqsbNthFQGD5+yimvSd5O7CY9tdUQQ/x3EAjjBUPCJX+Dhxcu1vDKrIogPl/WTSwSRbg9xIb8jZn2kbSH+HYvJK1FDVanF1zsv4fStQny14xJmrTpi0RWAX1io6rrcJkEvvM9m1sy1zVnhPaV3YwCm/baziiqg1THk8IXGDAvFYXY83sVVXNP48fRvGQ3AmGIiFukZeaUe9xo/s/qoxfXYnJaxwejXItrqa/wCXnp2Cb7ccQnf770KQO9Zr9DoMHnFIbeO1xz+OmJ+neUJ9Zdj2ST9AuyJGwX4+1y2zegOwhQpFVcjCMLHIOHtRgKtTL6Nr1neVN2V4w0AI9vHQyrhcCazyG61a3fDaynz78J7vDedysSmk46Hi7oCYwyzVh3BY9/ut2jRVGoIixR7E+5pF4/JvRoB0IeiG1sjcejYIEzY70KO9Yl1YbkGOcWmItqRUHNeaE3v19jiNaXc+k8xLtQP8wx5mznFFQ57vINEwsXZ4lzmgt7a+6MNOcNi4Z1dVIGHv7bsHw3o/0biPsvmlb154crn9DqShqGUSXG/Ice0pyh0mifeIGizCj3j8T5t8HgG+cnQVVQRn6cqgckLI97jbSsk1tl2Ynw+r7+Nc4qnS3I4XjRUULbWEUGnYyYF4MTnGx/i2zZBvzAUH+qHYD8ZKnUMH29Nx1Wz0HV+0Wl8V/s5yjyv3ttaeHzipmMh3ZVmhcN47pSqsXJ/Bt7beA6Tlx/Cgk3n8OfJTIswaH5hga9pYAu+wNrpW4U1EorML7yE+lsWB7NGk+ggdBSFJwP6a9aN/DLBq8+nBoQHGquam3+Xqq5pMcH687tfc72gPXq9EOWVpgUT88s0bm3pZ01wlqq1wgLeM4OaWbwOAG2tFNXkaRGrv1f9mnYDCzedwxvrT5tcMxytiu8q/GKItTaSPPziQEGZBlNWHMa6IzdMXi9Xa3H3Jzvx4s/HPTfQWghVNScIwtcg4e1GeO+BNaz1eXanxzs8UCHkgu2twQqzvFPF38y7xk9mNFqGGauOYLtZX2N3crOgHH+ezMSei3nYfMo4mdZodcJEzc9MhDQ0eLav5pUKk1GZhIO/QoohrWMAGHtni9HqGEZ8ugv/O2G6mFBUrsH+y3mYsuKQTU85vwjQp5mlSLTXKqZXU32l4uyiClOPt50cb3EovCNeaTHm+1s7Ta3l9P647xr2X75juTOAn9NumISV5xuKq/ETZn5i+dtRfcSGoznqi8Z1wq6XBmJgqxiL1/goE0+Fmk83FG0qKNNYFf6OeqX4dkG2cLQ4GE+pUKyp6nSDJoZ863VHb1oIr3Izj/D+y5apEryNOY5DD4MNvtxxCeO+2meyCLb9vL4oVKyVyB9rtIoLwZuj2gLQV6Z2BL7Fn7mXK79MLYxdfG4fump6rqZl6D3rTavIQW8RFwS5lEN+mcZqXrC74b3Rjnq8AX0hNnP46COFTCJEYvA53pU6ZhHpUqyyv2DHe/6TIgLQJCoQWh3D+UIOZWrT4+yzcU1wBVsh5Xwef4SVyuWA8XplDT51QNxd4tj1AhdH6Dx8NwO+VZ01wgIUJlFRX+4wLRp64EoezmcX4+e0GxaLz/UZqRudGwRBEO6AhLcbiQyyLbxzilTYPKcvXhvZRtjmrnZiPPzE94AbJzr2YIzB0NIVAWYefXMxwReFqdBoMfG7g3hrwxm3jeNN0bE2nczC6VuFaPTKn2j+6iZhu3kqQEuDR37L6Wyhj7bU8PeIMXgqrQnWvBKVSeE8Psohv0yNz/66gL/P5WDGqjSr4+QFUZwV8WGeMy6GDwu9XawyqTRsz+NtXi3cGcSVpLs3jsDTg5pb7MN7vMXecXv5/C/9ckJYeAAsPd7m1eZD7Hh/xEgknFA13JzEMP12T1TWF1dA7tMsSsirBYBHuiehYWQAHu5u6d2Ns+IFF9d/sIa1BSB7lPHC20qUjTniPHnzFoilZgLqnT/PCsUbecH9WI+GwuspIrGXU6wSFmF0OiZEB1hLubEF3/rv1C3HhPf3e/W9028VVqBlrFHE5JaorS6G/XPutsliQ7pBAKVYEa1ilDIpWsUZxubgooCrMGYUxLZCka3RzUoExr9+1F+XxIUI/eRS4Rpm3kKRL/plzoCW0XjvgfYmkQWDDAtfh29zmPL9EZP9rS3YuIqt6+ROQ7XvEH85Vj/ZA7MHNsMn441t7myl8gDGBQQxF82inTwZ2cC3cquqTgzfphOwTA0RL/Jdv0P9vnkox5sgCF+DhLcbEa+2m7eD6t0sCq3iQoQQZwBwdxTUXYbJ/4ErNSO8KzQ6MOi/hHmOK8dxgjgDgJsF+olv6pls7Ey/je/2XDERka6SU1RhIhj+OZ+DlfszLPYzr3rdOck4ueZbtPCeMr71Uo4V4W3ewquRwTt2I79cKJ522qzoEmMMz609JoRgBimkeLyZFu0TQ/CgITd/9kDrIZIAEBmkhITTF7ITi+IytdbCu2R8zTGBbg0+p3RUxwT89FRPq8K2qirWVVGm1iKnqEIozje2q2m1+eoUh+PhBW1hucahHHxnEHsHv56YgvaJoWgSFYiGkQF4e3Q77HhxoBCKK+a3Wb1MUlKkEg59zXJPR3VMQP8W0Zh/n36RLrdE5VS4a4khKsIRj3ezmCChqrp58b9ytaXn7JQhvJpfOBF7EhtFmnqKecElrio+qJXpAos9WsWFgOOA7CKVRWqHNX4Vhd9+OSFFeJx6JtvqotDNgnKhpgAAZBebLirYQyiwZqMFnLvQ6pjQl1optZ+zL2ZYm1g8dley1dfMFyEbhOt/3zfyTRcnrOV4SyUcVjzRHY+aHfuBLokAgJP5EmSbXTf3X8pzm3DVVPE76OTvjpYAAEGoSURBVNAgDD2bRuKFu1vinrbxwuI2H+FkjfhQPwtP+dGMApPn1orLuUqJqhITlh3Ah1v06Rp8YbuwKhYbxV0cAOOiz7e7LmPq94eF7fZqidQ3KNScIAhfg4S3G4kMNE5CN83pi5+n98ShV4fg9ZFt8NyQFgD0Exc+DNBaldXq0CU5HDIJh5sF5W7Nq7NFmcirah5qDhgLMAHG6rLi6rkXreSVOos4JDDETwZVpQ6rD1oKb/PCVv4KKbqbeYX4AAReMFnzeGebeYWaGNqmZdwpM1ldF3ucr+aVCSHUgF4QdYtmWDe9Bz4a2wHrZvbCbBu5ifpxGRcxzPsa5xZbD0MWiyZnQ81LHPCwWcvxrrQRBmqL7u/9JTwO8ZNj0Tijh8pRj7c9ApUyYUJ9/xd73JrrzbdnUkglCFDIIJNKsOW5ftgyp5/dlk/xof542ZCzD+hz8YOUMjzVr4mwLTpYie+ndMekXo2EkHtnJtP8okuQsmqhxnEcXr9PH9J9JMO0iFmpylJ4Z+SVoaiiUshHF3vpzNuEGYW3/hyJCFTYzWM1J1ApE0Lh71m8q8r9+bzmMZ0T0TgqUOjRbI+DokVKPv0hIrDqMfI5w+aLbO5G3IJPLnNcREgkHN59oD2OvT4UXz6eYvKaeaRVkqH6/3WzsHk+x5vv1Q0AXzza2erntYkPQcvYIJNtj3RPhr9cirxStUl18eqgMWvjaJ5ClCxaJPRXSLH1uX749OFOgkfeGpyojSTPPjMvvTvF7OZTWdh1IRdf/HMJ3+66LNTQCLeTqgZYRsbwaVXv/HnWZLur17k/T2Qi5e1U/H60Zgu0ehLyeBME4WuQ8HYjMwboJ8/3to9HTLAfujWKQHSwElP6NEaoKD/vywkp+G1mL5tVVl0lUClDn+b6fOCauHnyE3x/ucRqv0xxz+wruaUoqtAIYd0AcC3Pud7B1jhpWPUf17WBSdgrUHW/4GcGm4ZQK2V6oWIUlcYJTLlai72XcoWwQPPPuGYWypou8rCZT9rE3neO49AlObzKqvi2CnXZ8jiLC3XZywW3Bj/hDnJSeItFAmC/WJA5cqkEA1saJ8c6N1Xt5Serl2+X4vN/LrjlmKduFqLfh/8AMK3KLpdKqvw7AsD9nROFx3x0QXNRaDQvtjmOE7yv5pEW9uAXTszTP2zB14Y4m1kkLBidzyrGiM8sxW5mYYWwj1TCmZzLyWaRESdvFKK4QoPTN/Xi1F6erS3GGoqx3SlVC7ayBe9VHdkxHoDtfF8xOy/cFt7Lh9Y7EqJfUy3FzM8vZwkLUAgh+zzmqRe2PN68l7dpdBAuvzcCZ9+6B/e0i7f6ORzHYdYA4+LRsDaxeOf+duhm6H7wSWq602O3RqXZNaaHqLaCUiaxqA3RKCoQozslVtn/vEMDU+FdZhbt4Wy6hz3E0Rvv/HlWEMpV5fCbpyjZSu1x5loh5qOt55FXqsactcdcer8v4khbSoIgiJqEhLcbaRYTjGOvD8WnD3eyu19UkBKdk+3nEbrKGFFbMXeJF2u88usJ3P3pHgB6z4I1HumWZJLT/klqukn44i9pN7DldBZavLoJ3+2+4tI4+KJkTaKDcG9746SwZWwwVjzRDa3igvHO/e2svre5mYeGL9xjLdT8nT/P4NFvDmCpWVGb/FK10EpJnH8onpCLC74tfayL1dZXVWEetsx7eqyFkeeXqk0m7M6GmvO56MF2QpV54Z1XqhbOM/PWYEdeG4oxIpHJY+3ry6UcwgMVQn6tI72eHUGcU33wyh2UqCqR52J4PM9rf5wSHo/sYF2I2MNav94WonMxQCTe+ZZoznQq4P9+QQ6EmgP6xYnIQAU0WoZnVh8FYwx3L94pvN4oMgCvGLz0mYUVQjSFv1xqci6bXwcqdQzt52/F84ZKy3zbKWcQRwIcqiKFpsggzIOUevtG2PEg8ufF7ou5qNTqUKbWCiHdgQ5ECrSOD4GE04scT7WrA0yLibnqvWsQHiCkLQCWaVB8KskNs9xgPj0j2E8GiaHwpD2Gt4vD2MZatE0IxnNDW0Aq4TDY4Gn++3yO1ZZlziK2x7zhrUyu+c7kwJvTQdTNwhpZbvwbm1eL52tfhFchvO9uG4e7GkcIkR3p2cVWrwuuerx1onQA864EtRVrDgGCIAhvQsLbzYQFKKpcXfckw9rEIthPhpsF5R7L9b5+pwxrDl0XPJy2PGsyqQRT+zQW8tq3nc02mXTsupCLp35Mg1qrw1v/c63YGu+VCfWXo62oSM60vo3RMDIQm+f0w+NmnnCemGClSREmfmx8+GxuiUoQlasO6MPXr5hNSKb2aSzkaYvhcz9P3SzECkNf2MQwfwxv77xQA4y9nnl476K5qM4qrEDnt1NNtjktvNVV5wjz3kStzpjvK54URwcrIZVw8LMyWd/8bD+MaB9nso0XcMsmdcX3U7pjhIt2MkfstU/PLkG7N7Yg5Z1tFt49ZxDnf/7fvW1s72iH/z3dB4lh/kKrOHGRM3E1cb6GgDMTYUf+fmI4jhO6EGw9k43thpoHPDcLyoXIgczCcmF81rz72+b2w/LJ3XBP2ziL15KqKCJna2yPGIrUmYf/imGMCWkg/MJZVJDSZJHno7HGVIYBLaMRFiBHQZkGh6/lC95uCWc9bcacQKUMTQ1pJr0X/u2x4lv8b0ohlbi0YMczuXdjHHx1MJ7o3Qj/ecQ0XLxxlP5akm7mQS0U2pg5HrnSJ47h9xk90doQETChR0PEh/pBXanD+uO3XB4/D3/PCQuQ46n+TYXPAWwvADuCuDiiNa7a6FThCnzUFx/iz2OvKwqg/72tfaonvjP09M64U4bTVgoPuuqdF9eR2HY2286etQfyeBME4WuQ8K5j+Mmlghfu57TrHvkM8xzquCqqsb50T0vIpRyu3ynHj/uv2dzPVqsYW2w7ky1MEIL9ZOA4Dr/P6o3nh7YQPP/24DgO65/ujen9m6JVXDAeMHhno4KUkEk4aLQMmTbC9samNMCVBSPQKCoQw9pYFozicz83inqY28szrArxBBMwtmszz/H+1ay/K+C8B6RMCFW2PZGVSyVCpeAb+eXQaHUmf7/lk7sBsC5iWsYFY8ljKVg1TZ+DK87TDAtQoH+LaLdNmHo0tmzzBQB/n7Pd3q5MXSl4jc0RVw/eMLuP1Qr1jtAuMRR7XhmEp/o3BWC6eCUW3rwocka08J7fAAc8tzziv7V5dfOm0UFCr/FbBRXC+PwVlrePZjHBGNgqBkOs/CYiAp0PNQeM4cR7Ltpuk1isqhTGxadlSCScEDEAAK3ijItsUUFKoZL+5lNZQj57oELmsMDlUwZ0TB+94wl4MSR3Q1ukmGA/vHFfW/RqFmWynY8uuXi7BCWqSmi0Orz8ywnsNtjbWpFAR5FIOEzrq49a+NUNNqo05HjLJPpzT/w3rU4172A/OV4Y1gJDWseYLBrx16bLbqyZwkd9PdzNtECdeQFQW0QGKREVpABjwL9/00ffBCik+JchOmSn2cKZIzDGhD72ALDBrF1mbYWEN0EQvgYJ7zrIQyl6D9G6Izex9pBlobHqYt671lo4sZgAhQxdHAitX2lHlJujqtTi2TVHhee8V6ZTUhieHtzc4RuuUibFK8NbYfOcfgg3eHHlUonggTx5Q+9RMA/b1TImTNCbRgdZFCw6dr0AE5YdwJLt+tD0JlGBeHqw7QJqVSEu/rNsUlehgrS5N7tIlAf7ZN/GAPSeEUc9ctfySvGXQZRWlSPcMk5vo9mrj6D5q5twypDLu2raXcJkfqgVAcbTu1kUvny8C9b+q6dDY3OFB7okChNSMebikkdVqUWH+VvR9o0tmL/+tMXr4kr8LeKCLF6vDs8MaoaoIAWm9G4sbGsTr7fj1bwyh7z0Gq0Olw3e8caR9msciHl2iLHegTg1Qi7lML1/UyHiIruoQliUsOcZHtM5EYvGdRTCYgGgt5X+9Y7Qt3k0ZBIO57KKLbyyPHytgWClzMTzKY4UaSSq+SCVcBjeTi+wNp/KEvLHnVmsmNqnsZA//eIvJ9zaIpGHX8ySOyjKXCEm2A8JoX5gDDhyLR+7L+Zi7WHjoq24O4UrjOqYAI4Djt8oFNrRuQqf5sCLVJlUIrSurKotX1XMHtQc307qZtJejO9+cTaz2G1RDXxkVWSgAnc1tu9ptwW/8MqL5cQwf4zqqC+Cp9bqsOV0ls33WqNco4VK5PE+fr0Ah2uoO4onkYKEN0EQvgUJ7zpISsNwjDG0d3n515P445h7C63xYu+jB9vhna6VGJtiX3gDQN/mUVXus+uCbY+WOdmFKpO+0G3MPMLVhfeyfbvrMgDLcEtx/16JhEPreKPnpXlMELQ6ZvJ9Xr23dbU8R23iQ3BfxwQ82KUBBrWKEVpAWQhvUSj/04ObQ8LpCwU52vbr5V9PCI+rKhTG29zc0yQuAtWjSSR+eqonmkZbF4H3tIs3EWfuRi6V4N8jWlukA+y6kGvVq33qZqGQq79i71ULoce/Ry7lhGJ87mLusJY49OoQk/Zt4hDYHVV4sr7fexXNX90keEnNi53Zo0ODMCFKgZ/Mt00Iwek378H9nRMRE+wHqYRDpY4JlfXtCW+JhMOYLg3wn4c7IzJQgRHt46oMpbVFRKACAw3RIuuOWL+W8f3ko8xEorizQpBSJiyQhQfI0btZFCIDFcgqqhAWKB0Nzwf0v4/fZvYWCix+t+dKlQXgnOFiTjHe33wegGuF1ZyBz7+f+N1BPLH8kMlrIf7Va+0XHawUFg6ducZbI89QKDIyyHgu/Ti1O6b2aYw/n+5brWPziAutDWgZDYVUgow7ZRa9s11Bq2M4a0hDigpS4qV7WiE8QI6xjS07CNiDT3PgqdQxk4Wlb3Zedup4vF2VMonQKu4/f1906hi+CHm8CYLwNUh411HeHt0OnQyC5uOt6fjin4tYuOmc0y2frMGLvahgJYIdTP/r2dTU23X89WEW+/x9Lged3tqKDvO3mLTjssYdUaGeReM6ItKFisn2GN9NHzVw+Fo+1hzMgKrSdDxvjTYt2CauSv3qva0tjtc2oXrFwiQSDv95pDM+HtcRHMcJIc6bTmVhwIf/4L+GHHS+INL8+9ogxE8uiC97bY/OZhZhwrID+Hjreey/rPdyJEcEVOmhNA9/55GZhcV2bxyBTklVRzx4EnFIKs/Tq49iwaazJiHy5vmRH23RC5/zWcXo+k4qnlmtj7JwRqA5g3mYs0wqEVoR7r1oO8f5zK0ivCHy0I/sEO90YaG+zaNMxHRKw3ChSrRUwgm505cNAsSRnNrkyADsmzcYXzzaxamxmMNH1fx+9KZJuD8PX7nfvHBYN7OWgYvGd8T4rkkY2zUJfnIpnujdCACw+qDew1tVSydz5FIJfp/ZW3huLxzeWZ7/+YQQmWEeUeNuHu1uvQ4GoA/Dri78wmtVi0dVwS8gRomu902ig/DayDYmnUOqA1/gEdD3ge5huHf95Ya857OZRbhVWIFgP30HkpSG4Tg4byD6xDnnTRcXYksM88fH4zoiSCnD80P114rD1/Jx+OodPPrNfkxYdqDK+z5fSDQ6WImZA5rCXy5Fmll7wdoICW+CIHwNEt51lEClDP998i5EBSmQcacMH245jy93XKp2LuLaQxlCT9boIMcnqZ2SwoWCWquf7IHQALng6fzyceOkvKBMg6KKSqw/Zj+nlW9F1iou2KF8bmdpHR+Czsn68a05dN3EkzyyQ7xJGxsAmDWwGcIC5OjbPAr9W0SjuSFUPTkiAF882sXlXGBbdBUJiqt5Zfj3bydRqdVhl2Fiy/fB5vM57dlz8bZ07LqQK3g4OieHYedLA6sMNe9kw1NtTSTMGdIcCaF+ePmeVlbe4XnGdEnEwJbR+OyRznjYsKjy97kcfLXjMpaJKurznp8mUYHgOH2xsYs5Jfgl7TpyS9Q4fE0/GXWk5ZS76GVYANl7Kddmp4Jvdxs9XLEhSqEKuTPIpBITr9lYQ8oKD9/ajM93daQIGaBvj1adwmAAMKh1DEL8ZMgqqsCuC5bibdZ/j+jHZlaE7uFuSZjSuzGWPqa/xozskID3H+ogLJxM6NnIJJrFWeENAKEBciE9wJZH3lkYYzh+vUB4bt4CzN20bxBq8/ccWI2iZTx8fYv1x29h86lMl8O2hcgGJ+49zhLsJxdy6tslhmJIa/3Y3VFw7JLht9MqLtih1oO2SBFd//e8MkhI5XrkLmPe+ENf7sPeS3nYdSEXx29YFmETw6cAxIb4oUF4AN64z7Wikb4GVTUnCMLXIOFdhwlQyPCcYQWc55V1JzHi011VepStcSG7GC//elJ47oyXWSrhsOSxFFxdeK/g/f5xanfsnzcY97SLR8NI07DYqiY5z645BgA4l2U959MdLDFM1o9dLxDCd18f2cakRRpP46hA7H1lEL5/ojs4jsM3E7vi04c7YfsLA3CvCy2nqiLKiu13pN8WFgh4LxXvKdx2Ntukaq2Y49dNJ2XiglT2aBwVaDX/01pRtqSIAOydNxgzBjR16NjuJjJIieVPdMeojgkmOZyAPizzVkE53vjjlJDf3rtZFAa30uenD1m0A9/sMm1352irLnfQKSkMgQop8ss0NiMX+ErrzwxujgP/HiL0ZnYWcZ6sef/neEPY9iUnPN7uQimTCrUrFm+7YCLcxNeyeLMFLplUgtfva2Ozm0Covxwv3N1SeB5TRaFIW/CLitvOZuOIGzyF5gsINcGvM3rhr+f7m2zrnBxW7UUTQJ8rzbddnL7yCDadci4HmYdPL3KHF94eO14ciOWTu6FHkwgMNhThO3Q1H/PXn65Wm06+PkpyhOP1F6zRr3kU3nugPX6dYVofw9p9AQD2XbIficFXbeejWsZ3S8KAllWnh/k6rrbgIwiC8BQkvOs4j3ZPtshPPpNZhE2nMnH8eoHVsE1AX3yq+7vb8LOoyI44xy1AIUW4E21mrBHiJxc8weZ9m7eeybbp5bkl2j61T2Or+7iD+FB/kzZPHRqEYkqfxkLVZHMCFDJhhb1RVCBGd0r06Ir7iyLBAABfifL6ujXSe0C6JIcjKkiJ4opKi2r0AJBXokKWwdvBT7p6OVgEi+M4k6JvPDUpyFzhXjMRlleqxqz/HsH3+64JFYGjgpSYPaiZzRBfZyvwVwe5VIK+zfU5uBtPWVYbzi1R4UpuKThO30avOswZ0hwhfjL8372tLQRXM0NeKZ/jXR2PnStMH9AE/nIpjl0vwLazxqr04qJzXz6e4vRxH+2ejI6GvF6+QJWzdG0UIbz3w83nq12I6x/DApBCKkH7xFCTPtyeQirh0DQ6CMsmdcWI9nHY9dJAtxU+lEg4PD/UeL36ZpdzOcg8xirvnp26JIT5Y2CrGHAch8Qwf8HDvmLvVaw7etPlvy9fI6K6efMcx+HRu5KR0tCyOBvfLULM3ku201QA4EKOfgG7pSElh+M4zL+vnb231Aq82NmVIAjCKnRZquNwHIfNc/riwS4NTPLCnlt7HKO/2IOvbRRh+XrnJeQUq/DiLyfwvxO3cKugXOjXHKCQYtW0u9wqKq0JuE0nrbc0uZijD9cLD5Dj3yMs86ndSW9Rbrotwe0tZvRvis9EPXkPGqrQTuzZUChkJZFwGNpGHyr5xvrT+P2oPhRWo9XhnsU7kfLONgD60M3tLw7A91O6Y1xX0xBje/BCLzJQgdgQJZrFBCHazfn27iYySImrC+/F1YX34qEUfZqCuDc3AEQFK9ApKQwvi0K2E8P88cxgffXvoW1tV2v3BCM76hcLlm6/hLRrph5Vvl1cVJASIdX0BLZNCMWJ+XcLLaDEdGlomqfvaKi5u4gJ9sNkQ072wk1nsftCLhZtPY+fD+vTZ8IC5CaF6RxFKuHw3yd7YOMzfS1SSJzh5eGtoJBKsO9yHvaI8vF1OobDV++gTG29RZ01eM/ok/0aY8PTfTC5t+cWGM0Z3DoWSx5LQVJEgJDj7w5GtI/DgjHtAeh/bxku9MYW+pp7sMq7NTo2CBMev/DzcXxrFgHjKHzLO08uWvVuFoVdLw002bb3Uh6u5JaiUqvDiz8fx/ubz5ksHtw0nG+NRJ0QzAsVVoclS5agcePG8PPzQ0pKCnbt2mV3/x07diAlJQV+fn5o0qQJvvzyS5c+l3K8CYLwNUh41wPiQ/XFV/55YYBQsZTH/AbMI+7pOfu/R3Hff3bjvCGse2SHeHR2oD2YM/CtfQBgpiEceZ+NVfoPtpwDoC+C4+kb66DWRoEV7Fdz4cWOIJFwGNUxwSLc0LyF18SejYTH7/x5BiWqSny145JJmP7gVrEIUMjQv0W0U96kXk2jsGraXfhtZm/888IAbJjdB7Ja5Gaw1Vu9naEY3sSeDTE2pQGeG9ICu14aiLlDW+DQq0PwSg3nqg9pHYs4w8LPi78cNyn2l2ul4JQn6JwcBvHPraY93gAwvV9TRAUpcel2KR5fdgCf/X1RiPQoKHO9onigUmaRguAsiWH+eKyH/vr63sazePt/Z/Dc2mP4bs8VPPTlPrzw83GHj8W3BazuQoovwXEcHumeLBRa+2HfVYt9qioCxnu8FW7oa+4Mb9/fziSF5t2NZy0KbjpChUY/fj83d0QwJykiANP7NxXC+wFg4EfbcSazCD+n3cDS7Zew//Id7LuUh1d+PYEDhkXbxGq2ZLPG2rVrMWfOHLz66qs4evQo+vbti+HDhyMjw3qr0ytXrmDEiBHo27cvjh49in//+9945pln8Ouvvzr92SS8CYLwNWrPDJmoNmEBCrwzup0wgeexVniFnyDw5JWqsWLvVQAQ+l27k4aRgVg59S58PSEFIwyhwAeu3LGYiH3xz0WhX3R1vFOO0rdZlFDltndT38x5a58YhhDRooB527LW8SH4+/n+CAuQI7dEjU+3peOjrenC63c1jsATfRq5/Pm9m0UhOTIAAQqZz4eZm9PHrM1dkFKGqCAlmsfqw6rlUgk+HNsRzw5pLkR4RAcr3ZL36gx+cilWTusOhVSCy7dL8frvp4UCXO/8eRaAZwtOAXoRKF5wc0V4VJfQADkWGrym5ox3IlLDU8wa2AyBCinOZBZh2e4r+O3oTeHvs/FkFtKuOdYbme9OEFLNdB5fhC9Et3zvVfx1NhuF5RowxjBnzVH0WPCXENHEczGnWEg78pbHOyHMH2feugffT+kubNvtQms0lcHj7a/w/PhfGd4Kfz8/AGNTjMVHxSkaqw5cw//9fhJrDhnTyZxpQegoixYtwtSpUzFt2jS0bt0aixcvRlJSEpYuXWp1/y+//BLJyclYvHgxWrdujWnTpmHKlCn46KOPnP5sEt4EQfgavuXCIzyORMJh07N9cS6rGEu2X8SuC7nYcPyWRUVbfuK3aFxHXLpdgu92XxXC5Fyp/OsIvAjS6hhC/eUoLNeg18K/UaHR4rWRbZAQ5o8PDe2dAODxHrZb4LgLiYTDmn/1wKmbhSbhhr6EQibBhJ4N8cU/lwAACWGWIfFNooOwcEwHTF+ZZlIobPOcvmgV594e6LWJED85vp3YFdN+OIyhbWKxcEx76BiqrOjuDZrFBOPriSmYsuIQ1h6+jmYxQVi645IQnVITERkLx7TH0E92AgAeu8vzvz9rDGkTi7EpDfCzoUODQibB/93bWmgB6E2igpR4ZnBzLNh0zurr7286j7VP9ahy4cZYJNH3zsPqMrBVDMZ0TsS6ozcx9fvDFq+/++cZLH9CL3AzC8tx72e7Eewnw44XB0KlrZkcb1v0bxGNJ3o3wvI9V/HT4etC4TVHqaj0fKi5Oe+NaY/LuaVIu5aPL7dfErb/74RpKlf/FtFuT6dSq9VIS0vDK6+8YrJ92LBh2Lt3r9X37Nu3D8OGmbYbvfvuu7Fs2TJoNBrI5ZaLUSqVCiqVSnheVKRfnGc6HTQa1yNhCAj2IztWD7Kj+/BFWzozlrp3VyeqJDxQgZ5NI1GiqsSuC7lYtvsKBreOQS+DR1enYygxFIHp0zwKY7o0wPB28Ziz9hgu5pRY7YnsTqQSDoNbxWDd0ZtCf9EXfzmB+0SFjwa0jK6xyYtcKnF7aL27mT2wOTILKtA2MdRmxd+728Ziap/GQvusyb0aoWWsZ/+WtYEhbWJxZcGIGvdiu8KAljH494jWeOfPs3h341mT1zrUwMJQ89hgXF14r8c/pyoWPtgBI9rHo0vDcIvikd7mX/2aoE1CCCQchz0Xc7FEJHYOXr2DPRfzLCItzKmLoeZi3n+oA85nF1ut0r/3Uh5KVJUIUsqQdi0fqkodVCVqtH1ji7BPTXu8xTzcLRnL91zFltPZ2HI6C3e3jav6TQbKDVXZPR1qLkYulWD2wGZ4YsUhqK2E8jeOCsTD3ZI80pYzNzcXWq0WsbGmCxSxsbHIyrJe2T4rK8vq/pWVlcjNzUV8vGWHggULFuDNN9+02H7n6lls3HitGt+A4ElNTfX2EOoEZEf34Uu2LCtzvGYJCe96zOBWMWgTH4IzmUWY9v1hfDy2I4a3j0eZRgs+7Zuf+LVLDMWmZ/si404ZmkYH2Tmqe5jYqxHWHTXtibvhuL4X9XNDWmD2oGYeH0Ntwl8hxaLxnezuw3EcXhvZBpN6NoJcxiHewbZh9YHaILp5pvZpjLOZxfj1iN7j+1T/JhjWJs5qgcK6ilTCYaCN/Hxvw3GcUIW+d7MoPDO4OaQSDu9tPIvle67i8WUHkPpcPySE+eNqXinaxIcI59+ZW0XYeDJTqL9grV1fXUAulWDx+E54b+NZhAcqTPqfqyp12H4+ByM7JAh9u83xZpuolnHBeLJvY3yz6wpe+Pk4GkcFooWNBUytjmHhprPIKVZh7tAWxhzvGk7J6d8iGt0ahePQVX1hxmcHN0fXRuFY8s8lTOvb2GnPvbOYX18ZY3avudb2t7adZ968eZg7d67wvKioCElJSZh030BERno+Ja0uo9FokJqaiqFDh1qNNiAcg+zoPnzRlnyUjSOQ8K7HSCQc1s3shSkrDmHvpTzMWHUEozslYFKvRgD0kxulyLMgl0pqRHQD+t7F2+b2Q4VGB41WhweWGMPSmscGUe5WNUiOdH8eH1FzcByHDx7qgKQIf+QUq/DckBZeKXRGOAb/t5kxoClWH8xAhUYnhOsDQN/mUVg2qRsu55bg/i/2CF7J8AC5TUFXF2geGyyElHdJDsf//X4KCqkEaq0OP+67hsQwf8zfcMbqe8M8lO7kKC/d0wpHMwpw+Fo+Hv1mP16/ry0KytQY2DLGpLL+1tNZQmrP3+dyUGxIIfCrYY+9RMLhw4c6YsBH2wHoO3T0bR4tLBB5iqioKEilUgvvdk5OjoVXmycuLs7q/jKZzKaIViqVUCotF6nkcrnPTMxrO2RL90B2dB++ZEtnxkHCu57jJ5fi20ldMX/9afx0+Ab+OHYLfxzTe5aD/WRe9QQ2izFOOl+8uyU+3HIewX4ydG3o22HfBOFppBIOc4a08PYwCCeICfbDZw93xou/nEBhuTEfbNeFXLT4v00W+782sk29WWB8vEdDDGwVA52OYfCiHThw5Y7JYmvXhuF4eXgrlKgqcTazCEM87KGtCrlUgm8ndcWj3xzAmcwiPLP6KAAg1D8dX01IEQp/7r9s7MzBi25AX0W/pmkUpS9guv74TaE9oadRKBRISUlBamoqHnjgAWF7amoqRo8ebfU9PXv2xIYNG0y2bd26FV27dvWZSTZBEISrkPAmEKCQ4YOHOmJUx0S88+cZIczRl/pWzxrYDNP6NoaqUldn8x4JgqjbDGsbh7uaROKtDWeQcacUg1vH4tNtF4TClQDw64yeKFFp0beZb3ZR8BSJYfrUlzfua4NXfztl8tq0vk3QrVEEAGBgS99IMQgLUODn6T3x/E/Hsfm03kNbWK7Bw1/vR+9mkQhSyrDldDYA4P0H2yM9uwTLdl+BogYjx8zp0zyqyvoC7mbu3LmYMGECunbtip49e+Lrr79GRkYGpk+fDkAfJn7z5k388MMPAIDp06fj888/x9y5c/Hkk09i3759WLZsGVavXl2j4yYIgvAEJLxdhM85ciau39fpEKvADxPa44d9V3HiRgEm3JVk9/tpNBqUlZWhqKioRleii9TlNfZZnsBbdqvNkM1cg+zmPJ62GQfgjXsaC8/7NQzE2rTraBDuj2Gt4xAeKAMgQ0lJsds/25O4y273tQ5HhLw11h7KQJv4UEzt2xhyqcRn77Xvj2qG0W3DEaCQ4Ne0m1h//BZ2nTYttNM90R/DW4bh7uYh4DgggFOjqEjfjcBXf6NCZXC+4IuLjB8/Hnl5eXjrrbeQmZmJdu3aYePGjWjYUN8VITMz06Snd+PGjbFx40Y899xz+OKLL5CQkIDPPvsMDz74oMOfyY+5uLjYp2xaG/HV87O2QXZ0H75oS2eulxyr7lW1nnLjxg0kJXm/fQ1BEARBEIQnuH79Oho0cH/Fc09y+fJlNG3a1NvDIAiinuHI9ZKEt4vodDrcunULwcHBtaoisjvhK4dev34dISH1txe0s5DdnIds5hpkN+chm7kG2c01fNVujDEUFxcjISEBEon32re5QkFBAcLDw5GRkYHQ0PrT7cET+Or5WdsgO7oPX7SlM9dLCjV3EYlEUutWgT1FSEiIz5z8tQmym/OQzVyD7OY8ZDPXILu5hi/arbaKVn7iGxoa6nM2ra344vlZGyE7ug9fs6Wj18vatYxJEARBEARBEARBELUMEt4EQRAEQRAEQRAE4UFIeBMuo1Qq8cYbb0CpVHp7KLUKspvzkM1cg+zmPGQz1yC7uQbZzf2QTd0H2dI9kB3dR223JRVXIwiCIAiCIAiCIAgPQh5vgiAIgiAIgiAIgvAgJLwJgiAIgiAIgiAIwoOQ8CYIgiAIgiAIgiAID0LCmyAIgiAIgiAIgiA8CAlvgiAIgiAIgiAIgvAgJLwJgiBqKdSUwnnIZgRRt1myZAkaN24MPz8/pKSkYNeuXd4ekk+xYMECdOvWDcHBwYiJicH999+P8+fPm+zDGMP8+fORkJAAf39/DBgwAKdPnzbZR6VS4emnn0ZUVBQCAwMxatQo3Lhxoya/ik+xYMECcByHOXPmCNvIjo5z8+ZNPP7444iMjERAQAA6deqEtLQ04fW6YksS3oRVLl68iNTUVG8Po1aRnp6O6dOn003eSa5fv460tDTcunXL20OpVeTk5KC4uFh4ToKyagoLC6HVaoXnZDPHoPuB89D9wDusXbsWc+bMwauvvoqjR4+ib9++GD58ODIyMrw9NJ9hx44dmDVrFvbv34/U1FRUVlZi2LBhKC0tFfb54IMPsGjRInz++ec4dOgQ4uLiMHToUJN7zpw5c/Dbb79hzZo12L17N0pKSjBy5EiTa2x94dChQ/j666/RoUMHk+1kR8fIz89H7969IZfLsWnTJpw5cwYff/wxwsLChH3qjC0ZQZhx/PhxxnEci4yMZFevXvX2cHwerVbL5syZw/z9/dnjjz/O/vzzT28PqVagVqvZv/71LxYVFcU6dOjAoqKi2O7du709LJ9Ho9GwKVOmsIYNG7Ju3bqxRx99lN2+fdvbw/Jp1Go1mzlzJuvVqxcbOnQoe+utt1hlZaW3h1UroPuBc9D9wLt0796dTZ8+3WRbq1at2CuvvOKlEfk+OTk5DADbsWMHY4wxnU7H4uLi2MKFC4V9KioqWGhoKPvyyy8ZY4wVFBQwuVzO1qxZI+xz8+ZNJpFI2ObNm2v2C3iZ4uJi1rx5c5aamsr69+/Pnn32WcYY2dEZXn75ZdanTx+br9clW5LHm7BArVbj7rvvhlwuxwcffODt4fg8mzZtwqFDh7Bp0yb8+OOPGDFihPAaI4+aVUpKSvDQQw/hwoUL2Lp1K3766Sd06dIFr732GgCymy0qKysxefJknDlzBt9//z0eeeQRnDhxAmPGjMHZs2e9PTyfJDU1FW3atMHp06fx4osvIikpCatWrcL8+fMB0LlWFXQ/cA66H3gPtVqNtLQ0DBs2zGT7sGHDsHfvXi+NyvcpLCwEAERERAAArly5gqysLBM7KpVK9O/fX7BjWloaNBqNyT4JCQlo165dvbP1rFmzcO+992LIkCEm28mOjrN+/Xp07doVY8eORUxMDDp37oxvvvlGeL0u2ZKEN2HBkSNHEB4ejlWrVuHrr7/GwYMHvT0kn+bbb79Fp06d0L9/f+zYsQOvvfYaVqxYgYyMDHAc5+3h+SRnzpzB2bNn8dprr6Fz585o2bIlxo4di+DgYOh0OrKbDTIzM3Hw4EHMmjUL/fv3x3PPPYfU1FRcvnwZS5cuRXZ2treH6FMUFRXhp59+wt13343U1FTcf//9WLp0KR5++GEcOnQIZWVldK5VAd0PnIPuB94jNzcXWq0WsbGxJttjY2ORlZXlpVH5NowxzJ07F3369EG7du0AQLCVPTtmZWVBoVAgPDzc5j71gTVr1uDIkSNYsGCBxWtkR8fh5zDNmzfHli1bMH36dDzzzDP44YcfANQtW5LwJgAAOp1OeKxUKtGwYUMMGjQI3bp1w5tvvglAP4kljOh0OhQXFyM3NxeDBw/GO++8g4cffhgnT57E66+/jkGDBmHDhg3eHqZPolarcfHiRSiVSgD6CdMXX3yBhIQEfPfddygvL/fyCH2TvLw83LhxAz169ACgLyQSFxeHefPmYevWrdi5c6eXR+hbMMbQp08fTJs2DXK5HIwxKBQKVFRUoLy8HAEBAeSFrAK6HzgO3Q98A/MFDsYYLXrYYPbs2Thx4gRWr15t8ZordqxPtr5+/TqeffZZrFy5En5+fjb3IztWjU6nQ5cuXfDee++hc+fOeOqpp/Dkk09i6dKlJvvVBVuS8K6nvPfee3jjjTewZs0aAIBEYjwVjhw5gpKSEgDAqlWrsHnzZgwfPhx33303zp0755Xx+gLWbBYcHAy1Wo1vv/0W6enpWLduHX755Rdcu3YNTZs2xXfffVevbQZY2g0A+vTpg/79++OJJ57A8OHDERsbi7i4OCgUCsybNw+TJk3CyZMnvThq77Nx40YApuGpLVu2RFxcHFauXAnA+LudNWsWgoODsWnTJqhUqpofrI/A24xfSAwNDcWkSZPQqVMnk+2FhYVo0qQJAMsbeX3E2rnGQ/cD61izWXBwMDQaDd0PvERUVBSkUqmFdysnJ8fCU0YATz/9NNavX49//vkHDRo0ELbHxcUBgF07xsXFQa1WIz8/3+Y+dZ20tDTk5OQgJSUFMpkMMpkMO3bswGeffQaZTCbYgexYNfHx8WjTpo3JttatWwtFEevUOVnTSeWEdzlw4ABLTk5mXbp0YcOHD2fBwcHsoYceYhcuXBD2efjhh9m2bdsYY4x98803zN/fn8nlcvbLL794a9hexZbNzp07xxjT24jjONaiRQuWk5MjvG/nzp0sPj6e7d2711tD9ypV2a2oqIhduHCB9erVi3300UfC+44ePcqaNGnCfvrpJ28N3av873//Y4mJiYzjOLZnzx7GmL5gE2OMlZWVsZdeeom1aNGCZWdnM8YYKy8vZ4wx9v3337OwsDDheX3Cns3E6HQ6xhhjd911F/v2229NttVHrNmNtwf/P90PTLFlM95ey5Yto/uBF+nevTubMWOGybbWrVtTcTUROp2OzZo1iyUkJLD09HSrr8fFxbH3339f2KZSqawWslq7dq2wz61bt3yukJUnKSoqYidPnjT517VrV/b444+zkydPkh2d4JFHHrEorjZnzhzWs2dPxljdOidJeNcz5s6dy+69917GmH5ievLkSdawYUM2Y8YMduPGDcYYY48//jibMGEC69atG4uOjmZvv/02Cw8PNxFH9QlbNps+fTrLzc1l165dY3379mVt2rRhmZmZwvvKy8tZUFAQ+/nnn701dK9i71y7desWY4yxQ4cOsZYtW7KcnBxh4lpZWVlvz7ddu3axe+65h82ePZsNHz6cde3a1WKfbdu2sW7durGZM2cyxowC6Z9//mExMTHs+PHjNTpmb+OIzcRcuXKFRUdHCwtAjDF26dIlxph1sV5XqcpuvC0mTZpE9wMDjpxrZ86cYQMGDKD7gZdYs2YNk8vlbNmyZezMmTNszpw5LDAwkCryi5gxYwYLDQ1l27dvZ5mZmcK/srIyYZ+FCxey0NBQtm7dOnby5En2yCOPsPj4eFZUVCTsM336dNagQQO2bds2duTIETZo0CDWsWPHet0xQlzVnDGyo6McPHiQyWQy9u6777ILFy6wVatWsYCAALZy5Uphn7piSxLe9QSdTscKCgpYnz592AsvvMAYM06slixZwlJSUth//vMfxhhjDzzwAIuIiGCzZs0SxPjChQsZx3HsypUrXhm/N6jKZl26dGFffPEFY4yx33//nSkUCvbGG28INlu7di3r2bOn4JmsLzhyri1evJgxxti5c+cYx3EsLS1NeP9vv/3GunTpwo4cOVLzg/cSvHhOT09nixYtYpcvX2aHDx9mAQEBgmdWo9EwxvQT+E8++YQFBgaydevWMZVKxRhj7J133mEDBgyoNx5cR2xmTUgvXbqUdenShTHG2JEjR1j37t1ZdHS0YN+6jjN2KysrYw888ACLjIys1/cDR2zGT+wqKyvZ77//zpRKJd0PvMQXX3zBGjZsyBQKBevSpYvQJovQA8Dqv+XLlwv76HQ69sYbb7C4uDimVCpZv3792MmTJ02OU15ezmbPns0iIiKYv78/GzlyJMvIyKjhb+NbmAtvsqPjbNiwgbVr144plUrWqlUr9vXXX5u8XldsScK7DpOWlsYKCgpMtnXt2pU99dRTjDF9DzzG9D1ux4wZw0aNGsXy8/PZiRMnLE7miooK9sEHH9R5j5CzNhs9ejS7du0aY4yxxYsXs4SEBNayZUv2wAMPsMDAQPbuu+/W7BfwEs7a7f7772fXrl1jpaWlbPz48SwgIIBNnz6dTZw4kQUHB7PXX3+9XghIa3bjJ/AajYY9//zzLDo6WrAf/1pRURF76aWXWHBwMOvfvz8bO3Ys8/f3FxaC6rLtnLUZD2+Tp59+mj300EPsueeeYxKJhE2dOtVi37qIq+fawYMH2enTp03eV5/vB/ZsJrbHZ599Vm/vBwRBEIR1SHjXQX755RfWoEED1rRpU5acnMxef/11YdX9008/ZUFBQay0tJQxxgRv2a+//soSExPrbf6ZqzZr0KAB2717t3CcAwcOsCVLlrB58+ax8+fP1/wXqWGqYzf+XCstLWUvvfQSmzx5Mps4cWK9tRsflirOF718+TJLSkpizz//PGPM0oP7008/sTfeeINNnz6dnT17tma/RA3jqs3EixBarZY1bNiQcRzHBgwYYCEo6yKu2s2XQvNqGnf9Pvfv31+v7gcEQRCEfUh41zEOHTrEWrVqxRYvXsyOHz/OlixZwqKjo9mMGTNYQUEBu3btGmvatKngiVSr1cJ7IyMj2bJly7w1dK9BNnON6tqND9HkqS+hvvbslpeXxxgzih6dTseWLFnCZDIZu3z5MmNMv4BRWFjotfF7A3fYrLS0lJWXl7P33nuPbdmyxWvfpSZxl9341+sD7rCZOOeQIAiCIHhIeNcR+EnR0qVLWYMGDUwm5p9//jnr3r07W7BgAWNMn/8klUpN8p4uXbrEmjZtyn799deaHbgXIZu5BtnNNaqyW48ePdjbb79t8b68vDzWq1cvNnr0aJaWlsaGDRvGfvzxx3ohhNxls6FDh7Iff/yxxsbtbehccx6yGUEQBOFpqI93HYHvRXvlyhW0aNECMplMeG3y5Mno1q0b/vjjD6Snp2PGjBl4+OGHMX78eLz11ls4duwYPvjgAwQEBKBHjx7e+go1DtnMNchurlGV3VJSUrBp0yacPn0aAKDVagEAERERePLJJ7F+/Xp069YNCoUCDz74YL3oP+0umymVSowZM6bmv4CXoHPNechmBEEQhKch4V1LSU1NxTPPPINPP/0UBw8eFLb37t0be/fuFZrMa7VaBAYGYvTo0ZBIJPjzzz/BcRxWrlyJsWPH4rfffsPYsWNx6NAhrFq1CgkJCd76Sh6HbOYaZDfXcMVuHMdh69atAACpVAq1Wo0lS5Zg6tSp6NevH06cOIENGzbA39/fK9/J03jSZgEBAV75TjUBnWvOQzYjCIIgahxvu9wJ57h16xYbOXIki4mJYY899hhr3749Cw0NZQcOHGCM6Uvpt2rViv3rX/9ijJkWe+nbty+bMWOG8Fyr1bLS0lKTfrZ1EbKZa5DdXKO6duP7czPGWFZWFnv22WfZ999/X7NfooYhm7kG2c15yGYEQRCEtyDhXYsoLS1lkyZNYuPHjxcKuTDGWLdu3djkyZMZY/qiLz/88AOTSCRsz549Ju9/7LHH2MCBA4Xn9SEHjWzmGmQ313C33eoDZDPXILs5D9mMIAiC8CYUal6LCAgIgFKpxOTJk9G4cWNUVlYCAEaOHImzZ88C0Ie/jRs3DqNHj8a0adOwY8cOMMaQlZWFCxcu4LHHHhOOVx9y0MhmrkF2cw13260+QDZzDbKb85DNCMK3mT9/Pjp16lTjn7t9+3ZwHAeO43D//ffb3XfAgAGYM2dOjYyL/zx+bMeOHauxzyU8A8cYY94eBOE4Go0GcrkcAMAYA8dxmDBhAvz9/fH1118L2yoqKjB8+HCcOXMGnTp1wqlTp5CcnIyffvoJSUlJXv4WNQvZzDXIbq5BdnMesplrkN2ch2xGEN6hqgX4SZMm4fPPP4dKpUJkZGQNjUrP9u3bMXDgQJw/fx4xMTEICwuzue+AAQPQqVMnLF68uEbGdufOHVy6dAndu3fH0aNHvbIwQbgPWdW7EL4EP2EAjBexa9euYcqUKcJ2rVYLPz8/rFmzBidOnMChQ4cwadIkPProozU+Xl+AbOYaZDfXILs5D9nMNchuzkM2IwjvkJmZKTxeu3YtXn/9dZw/f17Y5u/vj6CgIAQFBXljeABQpej2BhERESgqKvL2MAh3UYNh7YQHuHTpEouNjWWHDx8WtqlUKi+OyPchm7kG2c01yG7OQzZzDbKb85DNCKLmWb58OQsNDbXY/sYbb7COHTsKzydNmsRGjx7N3n33XRYTE8NCQ0PZ/PnzmUajYS+88AILDw9niYmJbNmyZSbHuXHjBhs3bhwLCwtjERERbNSoUezKlSs2x/PPP/8wACw/P99ke0lJCZswYQILDAxkcXFx7KOPPmL9+/dnzz77rLDPjz/+yFJSUlhQUBCLjY1ljzzyCMvOzmaM6evbNG3alH344Ycmxz158iTjOI5dvHhR+N5JSUlMoVCw+Ph49vTTT5vsf+XKFQaAHT161OZ3IGoHlONdS2GGDIHdu3cjKCgIKSkpAIA333wTzz77LHJycrw5PJ+EbOYaZDfXILs5D9nMNchuzkM2I4jawd9//41bt25h586dWLRoEebPn4+RI0ciPDwcBw4cwPTp0zF9+nRcv34dAFBWVoaBAwciKCgIO3fuFH7j99xzD9RqtVOf/eKLL+Kff/7Bb7/9hq1bt2L79u1IS0sz2UetVuPtt9/G8ePH8fvvv+PKlSuYPHkyAH1UzZQpU7B8+XKT93z33Xfo27cvmjZtil9++QWffPIJvvrqK1y4cAG///472rdv77rBCJ+GQs1rKXyI3MGDB/Hggw8iNTUV//rXv1BWVoYff/wRMTExXh6h70E2cw2ym2uQ3ZyHbOYaZDfnIZsRRO0gIiICn332GSQSCVq2bIkPPvgAZWVl+Pe//w0AmDdvHhYuXIg9e/bg4Ycfxpo1ayCRSPDtt98Kv/Ply5cjLCwM27dvx7Bhwxz63JKSEixbtgw//PADhg4dCgD4/vvv0aBBA5P9xGkqTZo0wWeffYbu3bujpKQEQUFBeOKJJ/D666/j4MGD6N69OzQaDVauXIkPP/wQAJCRkYG4uDgMGTIEcrkcycnJ6N69e7XtRvgoXvS2E9WkvLycNWvWjHEcx5RKJVu4cKG3h+TzkM1cg+zmGmQ35yGbuQbZzXnIZgThHZwJNR8xYoTJPv369WMzZ8402ZacnMw+/fRTxhhjM2fOZFKplAUGBpr84ziOLVmyxOp4rIWaHzt2jAFg165dM9m3U6dOJqHmR44cYaNGjWLJycksKCiIBQQEMADs9OnTwj6jRo1iTz31FGOMsXXr1rHg4GBWWlrKGGMsIyODJSUlsQYNGrBp06axdevWMY1GY/KZFGpedyCPdy3Gz88PjRo1wtChQ7Fo0SL4+fl5e0g+D9nMNchurkF2cx6ymWuQ3ZyHbEYQvo+4ICKgj1axtk2n0wEAdDodUlJSsGrVKotjRUdHO/y5zIGmT6WlpRg2bBiGDRuGlStXIjo6GhkZGbj77rtNwtqnTZuGCRMm4JNPPsHy5csxfvx4BAQEAACSkpJw/vx5pKamYtu2bZg5cyY+/PBD7Nixw+J7ErUfEt61nM2bN0MqlXp7GLUKsplrkN1cg+zmPGQz1yC7OQ/ZjCDqFl26dMHatWsRExODkJAQl4/TrFkzyOVy7N+/H8nJyQCA/Px8pKeno3///gCAc+fOITc3FwsXLhTaDB4+fNjiWCNGjEBgYCCWLl2KTZs2YefOnSav+/v7Y9SoURg1ahRmzZqFVq1a4eTJk+jSpYvL4yd8EyquVsuhCYPzkM1cg+zmGmQ35yGbuQbZzXnIZgRRt3jssccQFRWF0aNHY9euXbhy5Qp27NiBZ599Fjdu3HD4OEFBQZg6dSpefPFF/PXXXzh16hQmT54MicQonZKTk6FQKPCf//wHly9fxvr16/H2229bHEsqlWLy5MmYN28emjVrhp49ewqvrVixAsuWLcOpU6dw+fJl/Pjjj/D390fDhg2rZwjCJyHhTRAEQRAEQRBErScgIAA7d+5EcnIyxowZg9atW2PKlCkoLy932gP+4Ycfol+/fhg1ahSGDBmCPn36CB0QAH3o+ooVK/Dzzz+jTZs2WLhwIT766COrx5o6dSrUarVJMTYACAsLwzfffIPevXujQ4cO+Ouvv7BhwwZERkY6/+UJn4djjiQxEARBEARBEARB1DG2b9+OgQMHIj8/H2FhYR75jD179mDAgAG4ceMGYmNjnXrv1atX0bhxYxw9ehSdOnXyyPiImoE83gRBEARBEARB1GsaNGiARx55xK3HVKlUuHjxIl577TWMGzfOadE9fPhwtG3b1q1jIrwHebwJgiAIgiAIgqiXlJeX4+bNmwD0ud1xcXFuO/aKFSswdepUdOrUCevXr0diYqJT77958ybKy8sBGHPKidoLCW+CIAiCIAiCIAiC8CAUak4QBEEQBEEQBEEQHoSEN0EQhJfZvn07OI5DQUGBt4dCEARBEARBeAAKNScIgqhhBgwYgE6dOmHx4sUAALVajTt37iA2NhYcx3l3cARBEARBEITbkXl7AARBEPUdhULh1mIuBEEQBEEQhG9BoeYEQRA1yOTJk7Fjxw58+umn4DgOHMdhxYoVJqHmK1asQFhYGP73v/+hZcuWCAgIwEMPPYTS0lJ8//33aNSoEcLDw/H0009Dq9UKx1ar1XjppZeQmJiIwMBA3HXXXdi+fbt3vihBEARBEAQhQB5vgiCIGuTTTz9Feno62rVrh7feegsAcPr0aYv9ysrK8Nlnn2HNmjUoLi7GmDFjMGbMGISFhWHjxo24fPkyHnzwQfTp0wfjx48HADzxxBO4evUq1qxZg4SEBPz222+45557cPLkSTRv3rxGvydBEARBEARhhIQ3QRBEDRIaGgqFQoGAgAAhvPzcuXMW+2k0GixduhRNmzYFADz00EP48ccfkZ2djaCgILRp0wYDBw7EP//8g/Hjx+PSpUtYvXo1bty4gYSEBADACy+8gM2bN2P58uV47733au5LEgRBEARBECaQ8CYIgvBBAgICBNENALGxsWjUqBGCgoJMtuXk5AAAjhw5AsYYWrRoYXIclUqFyMjImhk0QRAEQRAEYRUS3gRBED6IXC43ec5xnNVtOp0OAKDT6SCVSpGWlgapVGqyn1isEwRBEARBEDUPCW+CIIgaRqFQmBRFcwedO3eGVqtFTk4O+vbt69ZjEwRBEARBENWDqpoTBEHUMI0aNcKBAwdw9epV5ObmCl7r6tCiRQs89thjmDhxItatW4crV67g0KFDeP/997Fx40Y3jJogCIIgCIJwFRLeBEEQNcwLL7wAqVSKNm3aIDo6GhkZGW457vLlyzFx4kQ8//zzaNmyJUaNGoUDBw4gKSnJLccnCIIgCIIgXINjjDFvD4IgCIIgCIIgCIIg6irk8SYIgiAIgiAIgiAID0LCmyAIgiAIgiAIgiA8CAlvgiAIgiAIgiAIgvAgJLwJgiAIgiAIgiAIwoOQ8CYIgiAIgiAIgiAID0LCmyAIgiAIgiAIgiA8CAlvgiAIgiAIgiAIgvAgJLwJgiAIgiAIgiAIwoOQ8CYIgiAIgiAIgiAID0LCmyAIgiAIgiAIgiA8CAlvgiAIgiAIgiAIgvAg/w9n2Dm77eCWvQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ml.del_noisemodel()\n", + "\n", + "ml.solve(report=True, tmin=tmin_cal, tmax=tmax_cal)\n", + "\n", + "ml.set_parameter(name=\"recharge_ks\", initial=10000, vary=True,\n", + " pmin=9000, pmax=15000)\n", + "\n", + "ml.set_parameter(name=\"recharge_A\", initial=0.6, vary=True,\n", + " pmin=0, pmax=1)\n", + "\n", + "ml.set_parameter(name=\"recharge_alpha\", initial=0.5, vary=True,\n", + " pmin=0, pmax=2)\n", + "\n", + "ml.set_parameter(name=\"recharge_srmax\", initial=800, vary=True,\n", + " pmin=500, pmax=1000)\n", + "\n", + "ml.set_parameter(name=\"recharge_a1\", initial=66, vary=True,\n", + " pmin=0, pmax=100)\n", + "\n", + "ml.set_parameter(name=\"recharge_a2\", initial=1, vary=True,\n", + " pmin=0, pmax=2)\n", + "\n", + "ml.set_parameter(name=\"recharge_gamma\", initial=6, vary=True,\n", + " pmin=5, pmax=10)\n", + "\n", + "\n", + "ml.add_noisemodel(ps.ArNoiseModel())\n", + "ml.solve(initial = False, report=False, tmin=tmin_cal, tmax=tmax_cal, fit_constant = False)\n", + "axes = ml.plots.results(figsize=(10, 6))" + ] + }, + { + "cell_type": "markdown", + "id": "39cbd0ea-4701-43ed-9270-82666fc8053b", + "metadata": {}, + "source": [ + "The head are simulated over the total period including the calibration and validation phases. The 95% prediction interval for the model is computed and shown in a plot along with the simulated and observed head values over the validation period." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2e2b7ed1-843a-4ad5-be51-c6a8c9f03493", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sim_cal = ml.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val = ml.simulate(tmin = tmin_val, tmax = tmax_val)\n", + "heads_sim = ml.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "\n", + "ci = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_val, tmax = tmax_val)\n", + "ax = ml.plot(figsize=(10, 3), tmin = tmin_val, tmax = tmax_val)\n", + "ax.fill_between(ci.index, ci.iloc[:, 0], ci.iloc[:, 1], color=\"lightgray\")\n", + "ax.legend([\"Observations\", \"Simulation\", \"95% Prediction interval\"], ncol=3, loc=2)" + ] + }, + { + "cell_type": "markdown", + "id": "756d2430-e83e-4813-9176-7d1d972912ef", + "metadata": {}, + "source": [ + "A comprehensive plot is provided including:\n", + "- scatter plot of observed head values over the total period (2002 - 2022).\n", + "- simulated head over the total period (2002 - 2022).\n", + "- 95% prediction interval over the validation period (2017 - 2022)." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b18ddb52-9dcc-4740-9079-4da7f1e9cc8f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "\n", + "# Plot observations as scatter points\n", + "ax.scatter(\n", + " head.index,\n", + " head,\n", + " label=\"Observations\",\n", + " color=\"red\",\n", + " s=10, # Size of the scatter points\n", + " alpha=0.8,\n", + ")\n", + "\n", + "# Plot simulations as a line\n", + "ax.plot(\n", + " heads_sim.index,\n", + " heads_sim,\n", + " label=\"Simulations\",\n", + " color=\"blue\",\n", + " linewidth=1.5,\n", + ")\n", + "\n", + "# Add the prediction interval (shaded area)\n", + "ax.fill_between(\n", + " ci.index,\n", + " ci.iloc[:, 0],\n", + " ci.iloc[:, 1],\n", + " color=\"lightgray\",\n", + " label=\"95% Prediction Interval\",\n", + ")\n", + "\n", + "# Customize the plot\n", + "ax.set_title(\"Observations, Simulations, and 95% Prediction Interval\")\n", + "ax.set_xlabel(\"Time\")\n", + "ax.set_ylabel(\"Groundwater Head [m]\")\n", + "ax.legend(loc=\"upper left\", ncol=2)\n", + "ax.grid()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "48fb04a0-056f-48c7-9369-94729f586829", + "metadata": { + "tags": [] + }, + "source": [ + "**Diagnostics Checking**\n", + "\n", + "A diagnostics check is performed on the noise series of the model. This is done to ensure that the model adequately describes the observed time series.\n", + "\n", + "The check is conducted to test the assumptions for white noise:\n", + "- No significant autocorrelation;\n", + "- Residuals are homoscedastic;\n", + "- Residuals follow a normal distribution.\n", + "\n", + "The results of the diagnostics check show that all tests reject the null hypothesis, meaning that the data do not agree with the assumptions." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "55efc869-4f4f-4bb2-80da-f6e7888dd160", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChecksStatisticP-valueReject H0 ($\\alpha$=0.05)
ShapirooNormality0.740.00True
D'AgostinoNormality3855.430.00True
Runs testAutocorr.-24.740.00True
Ljung-BoxAutocorr.3960.250.00True
Durbin-WatsonAutocorr.0.67nanFalse
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" + ], + "text/plain": [ + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.74 0.00 True\n", + "D'Agostino Normality 3855.43 0.00 True\n", + "Runs test Autocorr. -24.74 0.00 True\n", + "Ljung-Box Autocorr. 3960.25 0.00 True\n", + "Durbin-Watson Autocorr. 0.67 nan False" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ml.stats.diagnostics(alpha=0.05)" + ] + }, + { + "cell_type": "markdown", + "id": "99067dae-59ce-43ba-ac0f-631e0c26a120", + "metadata": {}, + "source": [ + "**Reducing autocorrelation**\n", + "\n", + "Autocorrelation is computed and displayed for time lags from 1 to 365 days. The autocorrelation plot shows that autocorrelation decreases continuously with increasing time lags." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "506fba23-f4fc-49d7-9549-0f36e52d0d6e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = head.plot(figsize=(10, 3), marker=\".\", linestyle=\" \", color=\"k\")\n", + "ax1 = plt.axes([0.95, 0.2, 0.3, 0.68])\n", + "acf = ps.stats.acf(\n", + " head,\n", + " lags=[\n", + " 1,\n", + " 2,\n", + " 3,\n", + " 4,\n", + " 5,\n", + " 6,\n", + " 7,\n", + " 8,\n", + " 9,\n", + " 10,\n", + " 12,\n", + " 13,\n", + " 14,\n", + " 30,\n", + " 61,\n", + " 90,\n", + " 120,\n", + " 150,\n", + " 180,\n", + " 210,\n", + " 240,\n", + " 270,\n", + " 300,\n", + " 330,\n", + " 365,\n", + " ],\n", + ").values\n", + "ax1.semilogx(acf, color=\"k\") \n", + "ax.set_title(\"Groundwater level \")\n", + "ax1.set_title(\"Autocorrelation\");" + ] + }, + { + "cell_type": "markdown", + "id": "435cdb1b-f89e-4635-a945-736cd377b9d2", + "metadata": {}, + "source": [ + "The code below performs an analysis to investigate the effect of varying temporal resolution. It creates and solves multiple models, each with a different level of temporal aggregation in the input time series.\n", + "\n", + "1. **Initialization**:\n", + " - `mls_ar`: An empty dictionary to store solved models.\n", + " - `dts`: Range of temporal resolution steps to test.\n", + "\n", + "2. **Model iteration**:\n", + " - The loop iterates over `dt`, creating **10 models** in total.\n", + " - For each `dt`, the groundwater head time series (`head`) is downsampled using `head.iloc[::dt]`, resulting in progressively longer time intervals between observations.\n", + "\n", + "3. **Model setup**:\n", + " - A model is created for each `dt`.\n", + " - A noise model (`ps.ArNoiseModel`) is added.\n", + " - A recharge model (`ps.RechargeModel`) is configured as above:\n", + " - **Inputs**: Precipitation (`prec`) and evaporation (`evap`).\n", + " - **Functions**: `FlexModel()` for recharge and `DoubleExponential()` for response.\n", + "\n", + "4. **Parameter initialization**:\n", + " - Parameters for the recharge model are initialized as above.\n", + "\n", + "5. **Model calibration**:\n", + " - Each model is solved over the defined calibration period (`tmin_cal` to `tmax_cal`) to fit the parameters to the input data.\n", + "\n", + "6. **Model storage**:\n", + " - Solved models are stored in the dictionary `mls_ar` with names that include the temporal resolution (`Germany_{dt}`).\n", + " \n", + "Output:\n", + "- **10 solved models** stored in `mls_ar`.\n", + "- Each model represents a different temporal resolution, with intervals between observations increasing according to the sequence of `dt` values: 1, 3, 5, ..., 19.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "61fad384-8bbb-426b-b9d2-f2a3716ecc00", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_ar = {}\n", + "dts = 21\n", + "\n", + "# Model settings: Only Nonlinear model configuration\n", + "rfunc = ps.DoubleExponential()\n", + "rch = ps.rch.FlexModel()\n", + "\n", + "for dt in range(1, dts, 2):\n", + " # Create the basic Pastas model\n", + " ml_name = f\"Germany_{dt}\"\n", + " ml = ps.Model(head.iloc[::dt], name=ml_name)\n", + " ml.add_noisemodel(ps.ArNoiseModel())\n", + "\n", + " \n", + " sm = ps.RechargeModel(prec, evap, recharge=rch, rfunc=rfunc, name=\"rch\")\n", + " ml.add_stressmodel(sm)\n", + "\n", + " \n", + " ml.set_parameter(name=\"rch_ks\", initial=10000, vary=True,\n", + " pmin=9000, pmax=15000)\n", + "\n", + " ml.set_parameter(name=\"rch_A\", initial=0.6, vary=True,\n", + " pmin=0, pmax=1)\n", + "\n", + " ml.set_parameter(name=\"rch_alpha\", initial=0.5, vary=True,\n", + " pmin=0, pmax=2)\n", + "\n", + " ml.set_parameter(name=\"rch_srmax\", initial=800, vary=True,\n", + " pmin=500, pmax=1000)\n", + "\n", + " ml.set_parameter(name=\"rch_a1\", initial=66, vary=True,\n", + " pmin=0, pmax=100)\n", + "\n", + " ml.set_parameter(name=\"rch_a2\", initial=1, vary=True,\n", + " pmin=0, pmax=2)\n", + "\n", + " ml.set_parameter(name=\"rch_gamma\", initial=6, vary=True,\n", + " pmin=5, pmax=10)\n", + "\n", + " # Solve the model\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + " mls_ar[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "67aa9120-24bd-4abf-aa85-4331541d0ecd", + "metadata": {}, + "source": [ + "The previously created groundwater models (`mls_ar`) are changed to analyze the impact of changing the noise model from autoregressive (AR) to autoregressive-moving-average (ARMA). The modified models are then calibrated and stored for comparison.\n", + "\n", + "Outputs:\n", + "- Recalibrated models stored in `mls_arma`.\n", + "- Each model is identical to the one in `mls_ar`, except for the noise model type (ARMA instead of AR).\n", + "\n", + "--> a decision can be made about the type of noise model to use." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4eb54ffc-23b0-45ab-ab24-37c5d578315f", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_arma = {}\n", + "\n", + "for ml_name, ml in mls_ar.items():\n", + " ml = ml.copy(name=ml.name)\n", + "\n", + " \n", + " ml.del_noisemodel()\n", + " ml.add_noisemodel(ps.ArmaNoiseModel())\n", + "\n", + " \n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + " mls_arma[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "176c8b96-72d0-43a9-adf9-788c13097f56", + "metadata": {}, + "source": [ + "The performance of different noise models (AR and ARMA) is evaluated by computing the Durbin-Watson (DW) statistic. The results are plotted to compare the two noise models at varying temporal resolutions (`dt`).\n", + "\n", + "1. **Data preparation**\n", + "- Two empty DataFrames (`data` and `data2`) are initialized to store the DW statistic for each temporal resolution (`dt`) and noise model.\n", + "\n", + "2. **Compute DW statistic for AR noise models**\n", + "- Loop through all models in `mls_ar` (models with AR noise):\n", + " - Extract the temporal resolution `i` from the model name.\n", + " - Retrieve the noise component (`ml.noise`) for the calibration period (`tmin_cal` to `tmax_val`).\n", + "\n", + "3. **DW statistic for ARMA noise models**\n", + "- Loop through all models in `mls_arma` (models with ARMA noise):\n", + " - Perform the same steps as for AR noise models, storing the DW statistic in `data2`.\n", + "\n", + "4. **Results**\n", + "- Two subplots (`ax1` and `ax2`) for AR and ARMA noise models are created, respectively:\n", + " - **AR(1) Noise Model**:\n", + " - Plot of DW statistics from `data` for each `dt`.\n", + " - Dashed line at `DW = 2.0`, indicating no autocorrelation.\n", + " - **ARMA(1,1) Noise Model**:\n", + " - Plot pf DW statistics from `data2` for each `dt`.\n", + " - Dashed line at `DW = 2.0`, indicating no autocorrelation.\n", + "\n", + "\n", + "The Durbin-Watson statistic is used as the metric:\n", + "- **DW = 2.0**: Indicates no autocorrelation.\n", + "- **DW < 2.0**: Indicates positive autocorrelation.\n", + "\n", + "Outputs:\n", + "- **Two plots** comparing DW statistics for AR(1) and ARMA(1,1) noise models.\n", + "- Visual comparison of how the two noise models handle residual autocorrelation across varying temporal resolutions." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "742df590-8ffc-4739-8f53-b8e4e05585b2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = pd.DataFrame(index=range(dt, 1), columns=[\"Germany\"])\n", + "\n", + "for ml in mls_ar.values():\n", + " if \"Germany\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " n = ml.noise(tmin=tmin_cal, tmax=tmax_val).asfreq(f\"{i}D\").fillna(0.0)\n", + " data.loc[int(i), name] = ps.stats.durbin_watson(n)[0]\n", + "\n", + "data2 = pd.DataFrame(index=range(dt, 1), columns=[\"Germany\"])\n", + "\n", + "for ml in mls_arma.values():\n", + " if \"Germany\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " n = ml.noise(tmin=tmin_cal, tmax=tmax_val).asfreq(f\"{i}D\").fillna(0.0)\n", + " data2.loc[int(i), name] = ps.stats.durbin_watson(n)[0]\n", + "\n", + "# Plot the results\n", + "fig, [ax1, ax2] = plt.subplots(2, 1, sharex=True, figsize=(5, 4), sharey=True)\n", + "\n", + "# AR1 Model\n", + "data.plot(ax=ax1, marker=\".\", legend=False)\n", + "ax1.set_ylabel(\"DW [-]\")\n", + "ax1.axhline(2.0, c=\"k\", linestyle=\"--\", zorder=-1)\n", + "ax1.text(1, 2.07, \"Line of no autocorrelation\")\n", + "ax1.grid()\n", + "ax1.set_title(\"AR(1) Noise model\")\n", + "\n", + "# ArmaModel\n", + "data2.plot(ax=ax2, marker=\".\", legend=False)\n", + "ax2.set_ylabel(\"DW [-]\")\n", + "ax2.set_yticks([1, 1.5, 2.0])\n", + "ax2.axhline(2.0, c=\"k\", linestyle=\"--\", zorder=-10)\n", + "ax2.set_ylim(0.5, 2.3)\n", + "ax2.grid()\n", + "ax2.legend(ncol=3, loc=4)\n", + "ax2.set_xlabel(\"$\\\\Delta t$ [days]\")\n", + "ax2.set_title(\"ARMA(1,1) Noise model\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "e9017b9c-7a89-4bda-871c-47114d5253d4", + "metadata": {}, + "source": [ + "The data is split into segments starting at different offsets (`start`), multiple models are created and solved, storing the results.\n", + "\n", + "1. **Initialization**:\n", + "- `mls`: An empty dictionary to store solved models.\n", + "- `dt = 5`: Defines the temporal resolution or step size for input data segmentation, chosen based on the previous plots.\n", + "- Recharge and response functions:\n", + " - `rfunc`: `DoubleExponential()` for modeling the aquifer response.\n", + " - `rch`: `FlexModel()` for modeling nonlinear recharge dynamics.\n", + "\n", + "2. **Models creation**:\n", + "- Loops over starting offsets (`start`) from `0` to `dt - 1` (5 iterations):\n", + " - Creates distinct models by slicing the `head` time series with an offset:\n", + " ```python\n", + " head.iloc[start::dt]\n", + " ```\n", + " This creates sub-series where each model begins at a different temporal offset and uses every `dt`-th observation.\n", + "\n", + "3. **Model configuration**:\n", + "- A recharge model (`ps.RechargeModel`) is added to simulate groundwater recharge using the same settings as above.\n", + "- Parameters are initialized as above.\n", + "\n", + "\n", + "\n", + "5. **Noise model**:\n", + "- An ARMA noise model (`ps.ArmaNoiseModel()`) is added.\n", + "\n", + "6. **Model calibration**:\n", + "- Each model is solved over the defined calibration period (`tmin_cal` to `tmax_cal`).\n", + "\n", + "\n", + "\n", + "Output:\n", + "- **5 calibrated models**, each representing a different temporal offset.\n", + " - X-axis: Observation indices adjusted by `start`.\n", + " - Y-axis: Observed and simulated groundwater head.\n", + "- Models are stored in the `mls` dictionary, with keys like `Germany_1`, `Germany_2`, etc., corresponding to the starting offsets.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "02365d0e-c7d3-4423-82ce-71f909c0a5c5", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls = {}\n", + "dt = 5\n", + "\n", + "\n", + "rfunc = ps.DoubleExponential()\n", + "rch = ps.rch.FlexModel()\n", + "\n", + "for start in range(0, dt, 1):\n", + " ml_name = f\"Germany_{start + 1}\"\n", + " ml = ps.Model(head.iloc[start::dt], name=ml_name)\n", + " # Add the recharge model\n", + " sm = ps.RechargeModel(prec, evap, recharge=rch, rfunc=rfunc, name=\"rch\")\n", + " ml.add_stressmodel(sm)\n", + "\n", + " # Set parameters for the Nonlinear model\n", + " ml.set_parameter(name=\"rch_ks\", initial=10000, vary=True,\n", + " pmin=9000, pmax=15000)\n", + "\n", + " ml.set_parameter(name=\"rch_A\", initial=0.6, vary=True,\n", + " pmin=0, pmax=1)\n", + "\n", + " ml.set_parameter(name=\"rch_alpha\", initial=0.5, vary=True,\n", + " pmin=0, pmax=2)\n", + "\n", + " ml.set_parameter(name=\"rch_srmax\", initial=800, vary=True,\n", + " pmin=500, pmax=1000)\n", + "\n", + " ml.set_parameter(name=\"rch_a1\", initial=66, vary=True,\n", + " pmin=0, pmax=100)\n", + "\n", + " ml.set_parameter(name=\"rch_a2\", initial=1, vary=True,\n", + " pmin=0, pmax=2)\n", + "\n", + " ml.set_parameter(name=\"rch_gamma\", initial=6, vary=True,\n", + " pmin=5, pmax=10)\n", + "\n", + " \n", + " ml.add_noisemodel(ps.ArmaNoiseModel())\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + "\n", + " mls[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "2e673e7c-f4b2-4247-950c-ef3108cbfa14", + "metadata": {}, + "source": [ + "In this code cell the parameter estimates and uncertainties are organized in `df`." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "cc4e957e-e1e3-421e-aeda-a8803c92a6a9", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "data = {}\n", + "\n", + "name = \"Germany\"\n", + "ml = mls[\"{}_1\".format(name)]\n", + "p = ml.parameters\n", + "mi = pd.MultiIndex.from_product([p.index[p.vary].to_list(), [\"opt\", \"std\"]])\n", + "data[name] = pd.DataFrame(data=np.nan, index=range(dt, 1), columns=mi, dtype=float)\n", + "\n", + "for ml in mls.values():\n", + " if \"Germany\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " df = data[name]\n", + " for par in ml.parameters.index[ml.parameters.vary]:\n", + " df.loc[int(i), (par, \"opt\")] = ml.parameters.loc[par, \"optimal\"]\n", + " df.loc[int(i), (par, \"std\")] = ml.parameters.loc[par, \"stderr\"]\n", + " # df.loc[:, (slice(None), \"std\")] *= 1.96\n", + "\n", + "df = pd.concat(data, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "947965ff-3852-4c62-b398-101d3e26cf68", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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initialpminpmaxvarynamediststderroptimal
rch_A0.6000000.000000e+001.0Truerchuniform0.0493570.655687
rch_alpha0.5000000.000000e+002.0Truerchuniform0.0477050.518784
rch_a166.0000000.000000e+00100.0Truerchuniform21.28279786.504894
rch_a21.0000000.000000e+002.0Truerchuniform0.1628422.000000
rch_srmax800.0000005.000000e+021000.0Truerchuniform133.366193778.291587
rch_lp0.2500001.000000e-051.0FalserchuniformNaN0.250000
rch_ks10000.0000009.000000e+0315000.0Truerchuniform12347.3162429000.008608
rch_gamma6.0000005.000000e+0010.0Truerchuniform0.6675295.590485
rch_kv1.0000002.500000e-012.0FalserchuniformNaN1.000000
rch_simax2.0000000.000000e+0010.0FalserchuniformNaN2.000000
constant_d374.670226NaNNaNTrueconstantuniform0.033409374.297699
noise_alpha5.0000001.000000e-095000.0Truenoiseuniform1.62660416.548177
noise_beta1.000000-infinfTruenoiseuniform0.3127743.318894
\n", + "
" + ], + "text/plain": [ + " initial pmin pmax vary name dist \\\n", + "rch_A 0.600000 0.000000e+00 1.0 True rch uniform \n", + "rch_alpha 0.500000 0.000000e+00 2.0 True rch uniform \n", + "rch_a1 66.000000 0.000000e+00 100.0 True rch uniform \n", + "rch_a2 1.000000 0.000000e+00 2.0 True rch uniform \n", + "rch_srmax 800.000000 5.000000e+02 1000.0 True rch uniform \n", + "rch_lp 0.250000 1.000000e-05 1.0 False rch uniform \n", + "rch_ks 10000.000000 9.000000e+03 15000.0 True rch uniform \n", + "rch_gamma 6.000000 5.000000e+00 10.0 True rch uniform \n", + "rch_kv 1.000000 2.500000e-01 2.0 False rch uniform \n", + "rch_simax 2.000000 0.000000e+00 10.0 False rch uniform \n", + "constant_d 374.670226 NaN NaN True constant uniform \n", + "noise_alpha 5.000000 1.000000e-09 5000.0 True noise uniform \n", + "noise_beta 1.000000 -inf inf True noise uniform \n", + "\n", + " stderr optimal \n", + "rch_A 0.049357 0.655687 \n", + "rch_alpha 0.047705 0.518784 \n", + "rch_a1 21.282797 86.504894 \n", + "rch_a2 0.162842 2.000000 \n", + "rch_srmax 133.366193 778.291587 \n", + "rch_lp NaN 0.250000 \n", + "rch_ks 12347.316242 9000.008608 \n", + "rch_gamma 0.667529 5.590485 \n", + "rch_kv NaN 1.000000 \n", + "rch_simax NaN 2.000000 \n", + "constant_d 0.033409 374.297699 \n", + "noise_alpha 1.626604 16.548177 \n", + "noise_beta 0.312774 3.318894 " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ml.parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "de0e09b5-2062-434b-a7f2-1fa6624b1749", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "fig, axes = plt.subplots(10, 1, sharex=True, figsize=(9, 7))\n", + "axes = axes.flatten()\n", + "\n", + "kwargs = dict(legend=False, color=\"0\", capsize=2, linestyle=\"-\", marker=\".\")\n", + "\n", + "labels = [\"A\", \"alpha\", \"$a1$\", \"a2\", \"srmax\", \"lp\", \"ks\", \"gamma\", \"kv\", \"simax\", \"constant_d\", \"noise_alpha\", \"noise_beta\"]\n", + "\n", + "\n", + "axes[0].set_title(\"Germany\")\n", + "for i, par in enumerate(df[\"Germany\"].columns.get_level_values(0).unique()):\n", + " df.xs((\"Germany\", par), axis=1, level=[0, 1]).plot(\n", + " ax=axes[i], yerr=\"std\", **kwargs\n", + " )\n", + " axes[i].set_ylabel(labels[i])\n", + "\n", + "axes[-1].set_xlabel(\"Calibration\")\n", + "\n", + "plt.tight_layout()\n" + ] + }, + { + "cell_type": "markdown", + "id": "80553b70-b1f5-4334-9d55-fc039625ca54", + "metadata": {}, + "source": [ + "The statistical diagnostics of the previously calibrated groundwater models stored in the `mls` dictionary is performed." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "5a018413-0db4-4919-b571-a40106d8bce9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model name: Germany_1\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.77 0.00 True\n", + "D'Agostino Normality 788.65 0.00 True\n", + "Runs test Autocorr. -3.73 0.00 True\n", + "Ljung-Box Autocorr. 4.72 0.03 True\n", + "Durbin-Watson Autocorr. 2.03 nan False\n", + "Model name: Germany_2\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.77 0.00 True\n", + "D'Agostino Normality 732.84 0.00 True\n", + "Runs test Autocorr. -3.97 0.00 True\n", + "Ljung-Box Autocorr. 3.39 0.07 False\n", + "Durbin-Watson Autocorr. 2.03 nan False\n", + "Model name: Germany_3\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.79 0.00 True\n", + "D'Agostino Normality 641.86 0.00 True\n", + "Runs test Autocorr. -3.48 0.00 True\n", + "Ljung-Box Autocorr. 3.06 0.08 False\n", + "Durbin-Watson Autocorr. 2.02 nan False\n", + "Model name: Germany_4\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.77 0.00 True\n", + "D'Agostino Normality 782.05 0.00 True\n", + "Runs test Autocorr. -4.09 0.00 True\n", + "Ljung-Box Autocorr. 3.69 0.05 False\n", + "Durbin-Watson Autocorr. 2.02 nan False\n", + "Model name: Germany_5\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.76 0.00 True\n", + "D'Agostino Normality 851.76 0.00 True\n", + "Runs test Autocorr. -4.43 0.00 True\n", + "Ljung-Box Autocorr. 3.77 0.05 False\n", + "Durbin-Watson Autocorr. 2.02 nan False\n" + ] + } + ], + "source": [ + "for name, model in mls.items():\n", + " print(f\"Model name: {name}\")\n", + " print(model.stats.diagnostics(alpha=0.05))" + ] + }, + { + "cell_type": "markdown", + "id": "e1ad96a0-1802-48ce-ad68-0d4fea459858", + "metadata": {}, + "source": [ + "Autocorrelation is visually inspected and a Stoffer-Toloi check is computed, both showing positive results, there is no significant autocorrelation." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "e9c04dff-81b8-4f64-a5e6-80a2251c972b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model = mls[\"Germany_2\"]\n", + "noise = model.noise()\n", + "ax = ps.plots.acf(noise, acf_options=dict(bin_width=0.5), figsize=(10, 3), alpha=0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "235c4977-d837-4cea-9dc3-34b72b5105f6", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Failed to reject the Null-hypothesis, no significant autocorrelation. p = 0.54\n" + ] + } + ], + "source": [ + "stat, p = ps.stats.stoffer_toloi(noise, lags=5)\n", + "\n", + "if p > 0.5:\n", + " print(\n", + " \"Failed to reject the Null-hypothesis, no significant autocorrelation. p =\",\n", + " p.round(2),\n", + " )\n", + "else:\n", + " print(\"Reject the Null-hypothesis. p =\", p.round(2))" + ] + }, + { + "cell_type": "markdown", + "id": "81f82bfe-fd8f-43ac-b81c-7846cfa2b260", + "metadata": {}, + "source": [ + "**Normality Checking**\n", + "\n", + "Normality is checked visually by looking at the probability plot and at the histogram of he residuals with a normal distribution fit to it." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "670e95c0-582e-4a54-9552-5a6da982a1ec", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", + "\n", + "\n", + "stats.probplot(noise, dist=\"norm\", plot=axes[0])\n", + "axes[0].set_title(\"Probability Plot\")\n", + "axes[0].set_xlabel(\"Theoretical Quantiles\")\n", + "axes[0].set_ylabel(\"Sample Quantiles\")\n", + "axes[0].grid()\n", + "\n", + "axes[1].hist(noise, bins=20, density=True, alpha=0.6, color=\"gray\", label=\"Residuals\")\n", + "\n", + "\n", + "mu, std = stats.norm.fit(noise)\n", + "x = np.linspace(min(noise), max(noise), 1000)\n", + "pdf = stats.norm.pdf(x, loc=mu, scale=std)\n", + "axes[1].plot(x, pdf, color=\"blue\", label=f\"Normal Fit\\n$\\mu$={mu:.2f}, $\\sigma$={std:.2f}\")\n", + "axes[1].set_title(\"Histogram of Residuals\")\n", + "axes[1].set_xlabel(\"Residuals\")\n", + "axes[1].set_ylabel(\"Density\")\n", + "axes[1].legend()\n", + "axes[1].grid()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "3fc45283-1ecb-4948-b132-669056e078e2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reject the Null-hypothesis. p = 0.0\n" + ] + } + ], + "source": [ + "stat, p = stats.normaltest(noise)\n", + "\n", + "if p > 0.5:\n", + " print(\n", + " \"Failed to reject the Null-hypothesis, residuals may come from Normal distribution. p =\",\n", + " p.round(2),\n", + " )\n", + "else:\n", + " print(\"Reject the Null-hypothesis. p =\", p.round(2))" + ] + }, + { + "cell_type": "markdown", + "id": "767d7241-81ca-4503-a7fc-53b9d454cbb7", + "metadata": {}, + "source": [ + "**Homoscedasticity Checking**" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "1bf2d6e4-afdc-4b8b-bd0e-c50167c5448e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(model.observations(), model.noise(), marker=\"o\", linestyle=\" \")\n", + "plt.xlabel(\"Simulated Groundwater level [m]\")\n", + "plt.ylabel(\"Model residual [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "2f35c570-9e7b-48e1-996e-20f742667e93", + "metadata": {}, + "source": [ + "The performance of the model is assessed using two different metrics, as requested from the groundwater challenge. \n", + "The metrics applied are:\n", + "- Nash-Sutcliffe Efficiency (NSE) over the two periods;\n", + "- Mean Absolute Error (MAE) over heads value below the 0.2 quantile and above the 0.8 quantile for both calibration and validation periods. \n", + "\n", + "The results show better fit in the calibration period, with better representation of low end values." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "60b68d28-1ff3-4f30-943e-ddfa20a8c27d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of fit test:\n", + " - NSE over calibration period: 0.7413.\n", + " - MAE_02 over calibration period: 0.0823.\n", + " - MAE_08 over calibration period: 0.0937.\n", + "\n", + " - NSE over validation period: 0.6555.\n", + " - MAE_02 over validation period: 0.1310.\n", + " - MAE_08 over validation period: 0.1238.\n", + "\n" + ] + } + ], + "source": [ + "nse_cal = ps.stats.metrics.nse(obs = head_cal, sim = sim_cal)\n", + "nse_val = ps.stats.metrics.nse(obs = head_val, sim = sim_val)\n", + "\n", + "q02_obs_cal = head_cal[head_cal <= head_cal.quantile(0.2)]\n", + "q02_sim_cal = sim_cal.loc[q02_obs_cal.index]\n", + "\n", + "q02_obs_val = head_val[head_val <= head_val.quantile(0.2)]\n", + "q02_sim_val = sim_val.loc[q02_obs_val.index]\n", + "\n", + "q08_obs_cal = head_cal[head_cal <= head_cal.quantile(0.8)]\n", + "q08_sim_cal = sim_cal.loc[q08_obs_cal.index]\n", + "\n", + "q08_obs_val = head_val[head_val <= head_val.quantile(0.8)]\n", + "q08_sim_val = sim_val.loc[q08_obs_val.index]\n", + "\n", + "mae_cal02 = ps.stats.metrics.mae(obs = q02_obs_cal, sim = q02_sim_cal)\n", + "mae_cal08 = ps.stats.metrics.mae(obs = q08_obs_cal, sim = q08_sim_cal)\n", + "\n", + "mae_val02 = ps.stats.metrics.mae(obs = q02_obs_val, sim = q02_sim_val)\n", + "mae_val08 = ps.stats.metrics.mae(obs = q08_obs_val, sim = q08_sim_val)\n", + "\n", + "\n", + "print(f\"Results of fit test:\\n\"\n", + " f\" - NSE over calibration period: {nse_cal:.4f}.\\n\"\n", + " f\" - MAE_02 over calibration period: {mae_cal02:.4f}.\\n\"\n", + " f\" - MAE_08 over calibration period: {mae_cal08:.4f}.\\n\"\n", + " \"\\n\"\n", + " f\" - NSE over validation period: {nse_val:.4f}.\\n\"\n", + " f\" - MAE_02 over validation period: {mae_val02:.4f}.\\n\"\n", + " f\" - MAE_08 over validation period: {mae_val08:.4f}.\\n\")" + ] + }, + { + "cell_type": "markdown", + "id": "1f7746d2-1c4f-4501-8cf3-fcf08dd16029", + "metadata": {}, + "source": [ + "The quality of the 95% prediction interval is tested by computing the Prediction Interval Coverage Probability (PICP) to assess the share of values falling the wanted interval. \n", + "The computed PICP is higher that 95% showing a slight overestimation of the uncertainty. " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "24978a49-9375-49bd-a656-22d25948e70f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The computed PICP is: 96.112 %\n" + ] + } + ], + "source": [ + "low = ci.iloc[:, 0].reindex(head_val.index)\n", + "up = ci.iloc[:, 1].reindex(head_val.index)\n", + "\n", + "within = head_val[(head_val >= low) & (head_val <= up)]\n", + "\n", + "PICP = len(within)/len(low)*100\n", + "print(f\"The computed PICP is: {PICP:.3f} %\")" + ] + } + ], + "metadata": { + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git 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"execution_count": 1, + "id": "62f3d33d-4745-4fca-8dec-45c583a19a8b", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Applications/anaconda3/envs/mude/lib/python3.11/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Python version: 3.11.4\n", + "NumPy version: 1.24.3\n", + "Pandas version: 2.2.2\n", + "SciPy version: 1.10.1\n", + "Matplotlib version: 3.7.1\n", + "Numba version: 0.57.0\n", + "LMfit version: 1.3.1\n", + "Latexify version: Not Installed\n", + "Pastas version: 1.5.0\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd \n", + "import matplotlib.pyplot as plt\n", + "plt.rcParams[\"figure.autolayout\"] = True\n", + "\n", + "import pastas as ps\n", + "from scipy import stats\n", + "ps.show_versions()\n", + "import emcee\n", + "import corner\n", + "\n", + "import logging, sys\n", + "logging.disable(sys.maxsize)" + ] + }, + { + "cell_type": "markdown", + "id": "d77d7055-cf62-48ab-adb8-d599b1ab4904", + "metadata": {}, + "source": [ + "Definition of the extremes of calibration and validation periods according to the Groundwater Challenge instructions. \n", + "- Calibration period: data used to fit the model. \n", + "- Validation period: data used to test the model's predictive performance." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e98899c8-cb22-44a8-a23e-4855dbe599ec", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "tmin_cal = \"2000-01-01\"\n", + "tmax_cal = \"2015-09-10\"\n", + "tmin_val = \"2016-01-01\"\n", + "tmax_val = \"2021-12-31\"" + ] + }, + { + "cell_type": "markdown", + "id": "9291a0ff-e486-4d98-81a2-1af4cf5b90ca", + "metadata": {}, + "source": [ + "Function to import and display of dependent and independent time series." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b33c9a5a-0458-432e-9089-7937b1375452", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "heads_full = pd.read_csv(\"data/heads_full.csv\", index_col=0, parse_dates=True).squeeze()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4dcffbba-6d9a-43fc-8f67-dc1d3bbf79c4", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def read_data(path_head, path_stresses): \n", + " head = pd.read_csv(path_head, index_col=0, \n", + " parse_dates=True).squeeze()\n", + " \n", + " stresses = pd.read_csv(path_stresses, index_col=0, \n", + " parse_dates=True).squeeze()\n", + " \n", + " prec = stresses.iloc[:, 0].rename(\"prec\").dropna()\n", + " evap = stresses.iloc[:, 8].rename(\"evap\").dropna()\n", + " av_temp = stresses.iloc[:, 1].rename(\"av_temp\").dropna()\n", + "\n", + " axes = ps.plots.series(\n", + " head=head,\n", + " stresses=[prec, evap],\n", + " tmin=\"2000\",\n", + " labels=[\"Head\\n[m]\", \"Prec\\n[mm/d]\", \"Evap\\n[mm/d]\"],\n", + " )\n", + " return head, prec, evap, av_temp, stresses" + ] + }, + { + "cell_type": "markdown", + "id": "5e309b4f-7273-4b13-a19c-cb3c23eb1175", + "metadata": { + "tags": [] + }, + "source": [ + "- `head`: Time series data of observed groundwater head levels, loaded from a CSV file.\n", + "- `stresses`: Time series data of various stressors, loaded from a CSV file.\n", + "Data is indexed by dates for time series analysis. \n", + "This specific stresses dataset includes: \n", + "- Precipitation data stored in the `prec` variable in [mm/day].\n", + "- Evaporation data stored in the `evap` variable in [mm/day]. \n", + "Two different head datasets are provided, they are both imported, nonetheless, they are the exact same and cover the totality of the avaiable head observations. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f111d52d-7980-4f6b-88fd-0d85a42d0583", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "path_head = \"data/heads.csv\"\n", + "path_stresses = \"data/input_data.csv\"\n", + "head, prec, evap, av_temp, stresses = read_data(path_head, path_stresses)" + ] + }, + { + "cell_type": "markdown", + "id": "89b43558-626c-451e-aa0d-0c8238984d5b", + "metadata": { + "tags": [] + }, + "source": [ + "This plot provides a summary of the observed groundwater head levels and stressors over time.\n", + "The visualization helps identify trends and patterns before model fitting, as well as getting a first idea of the order of magnitude of the head levels and stressors." + ] + }, + { + "cell_type": "markdown", + "id": "601b9a88-5600-4436-82b4-f2f8b46b1313", + "metadata": {}, + "source": [ + "Using the complete head observations dataset, two subsets are created, one covering the calibration period (`head_cal`) and one covering the validation period (`head_val`)." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f6686fd3-613f-4eac-9a09-c20f69767506", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "head_cal = head[(head.index >= tmin_cal) & (head.index <= tmax_cal)]\n", + "head_val = heads_full[(heads_full.index >= tmin_val) & (heads_full.index <= tmax_val)]" + ] + }, + { + "cell_type": "markdown", + "id": "60f35bed-3f05-46c1-a997-2bdc2c5a4c42", + "metadata": {}, + "source": [ + "Validation of imported datasets. This is done to make sure they meet the requirements to be used in PASTAS models." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8e2198be-6a00-42f6-9e2a-5dce3dd5218d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.validate_oseries(head)\n", + "ps.validate_stress(prec)\n", + "ps.validate_stress(evap)" + ] + }, + { + "cell_type": "markdown", + "id": "1602d86b-3a9c-47c5-a966-c4e947ca7f83", + "metadata": {}, + "source": [ + "First a non linear recharge model is built with a Gamma response function." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "64e27667-71c0-4815-9b9b-51a362390fa3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fit report head Fit Statistics\n", + "=================================================\n", + "nfev 133 EVP 39.81\n", + "nobs 5696 R2 0.40\n", + "noise True RMSE 0.09\n", + "tmin 2000-01-01 00:00:00 AICc -44872.19\n", + "tmax 2015-09-10 00:00:00 BIC -44819.03\n", + "freq D Obj 1.08\n", + "warmup 3650 days 00:00:00 ___ \n", + "solver LeastSquares Interp. No\n", + "\n", + "Parameters (8 optimized)\n", + "=================================================\n", + " optimal initial vary\n", + "rch_A 0.213922 0.646063 True\n", + "rch_n 0.010000 1.000000 True\n", + "rch_a 10000.000000 10.000000 True\n", + "rch_srmax 59.741709 250.000000 True\n", + "rch_lp 0.250000 0.250000 False\n", + "rch_ks 1.397524 100.000000 True\n", + "rch_gamma 0.480760 2.000000 True\n", + "rch_kv 1.000000 1.000000 False\n", + "rch_simax 2.000000 2.000000 False\n", + "constant_d 11.025341 11.225948 True\n", + "noise_alpha 37.022702 1.000000 True\n", + "\n", + "Warnings! (3)\n", + "=================================================\n", + "Parameter 'rch_n' on lower bound: 1.00e-02\n", + "Parameter 'rch_a' on upper bound: 1.00e+04\n", + "Response tmax for 'rch' > than calibration period.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ml = ps.Model(head)\n", + "ml.add_noisemodel(ps.ArNoiseModel())\n", + "rch = ps.rch.FlexModel()\n", + "rch_m = ps.RechargeModel(prec, evap, rfunc=ps.Gamma(), recharge=rch, temp = av_temp, name=\"rch\")\n", + "ml.add_stressmodel(rch_m)\n", + "ml.solve(report=True, tmin=tmin_cal, tmax=tmax_cal)\n", + "axes = ml.plots.results(figsize=(10, 6))" + ] + }, + { + "cell_type": "markdown", + "id": "69d670e3-2eed-4131-814a-7d385a5f99a1", + "metadata": {}, + "source": [ + "The fit is poor, the type of recharge model is changed, a Tarso model is used.\n", + "With the Tarso Model the fit is increased up to 73%." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f0a91e83-6745-4b9e-b7f1-131e681117c7", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fit report head Fit Statistics\n", + "=================================================\n", + "nfev 46 EVP 73.83\n", + "nobs 5696 R2 0.74\n", + "noise True RMSE 0.06\n", + "tmin 2000-01-01 00:00:00 AICc -42413.04\n", + "tmax 2015-09-10 00:00:00 BIC -42353.24\n", + "freq D Obj 1.66\n", + "warmup 3650 days 00:00:00 ___ \n", + "solver LeastSquares Interp. No\n", + "\n", + "Parameters (9 optimized)\n", + "=================================================\n", + " optimal initial vary\n", + "rch_A0 0.779070 0.205831 True\n", + "rch_a0 360.366588 10.000000 True\n", + "rch_d0 12.272778 10.995000 True\n", + "rch_A1 0.015317 0.205831 True\n", + "rch_a1 21.960195 10.000000 True\n", + "rch_d1 11.194424 11.197500 True\n", + "rch_f -1.513511 -1.000000 True\n", + "constant_d 0.048581 11.225948 True\n", + "noise_alpha 9.764909 1.000000 True\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ml = ps.Model(head, constant = True)\n", + "ml.add_noisemodel(ps.ArNoiseModel())\n", + "\n", + "rch_m = ps.TarsoModel(prec, evap, oseries = head, name=\"rch\")\n", + "ml.add_stressmodel(rch_m)\n", + "ml.solve(report=True, tmin=tmin_cal, tmax=tmax_cal)\n", + "axes = ml.plots.results(figsize=(10, 6))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "fb55227e-db8d-470f-8bf5-9c0f00345064", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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initialpminpmaxvarynamediststderroptimal
rch_A00.2058310.0000120.583129Truerchnorm0.2813750.779070
rch_a010.0000000.010001000.000000Truerchnorm132.265280360.366588
rch_d010.995000NaNNaNTruerchnorm14936.85848112.272778
rch_A10.2058310.0000120.583129Truerchnorm0.0021980.015317
rch_a110.0000000.010001000.000000Truerchnorm2.53755621.960195
rch_d111.19750010.5900011.400000Truerchnorm14936.79289311.194424
rch_f-1.000000-2.000000.000000Truerchnorm0.081217-1.513511
constant_d11.225948NaNNaNTrueconstantnorm14936.7932300.048581
noise_alpha1.0000000.000015000.000000Truenoisenorm0.6162929.764909
\n", + "
" + ], + "text/plain": [ + " initial pmin pmax vary name dist \\\n", + "rch_A0 0.205831 0.00001 20.583129 True rch norm \n", + "rch_a0 10.000000 0.01000 1000.000000 True rch norm \n", + "rch_d0 10.995000 NaN NaN True rch norm \n", + "rch_A1 0.205831 0.00001 20.583129 True rch norm \n", + "rch_a1 10.000000 0.01000 1000.000000 True rch norm \n", + "rch_d1 11.197500 10.59000 11.400000 True rch norm \n", + "rch_f -1.000000 -2.00000 0.000000 True rch norm \n", + "constant_d 11.225948 NaN NaN True constant norm \n", + "noise_alpha 1.000000 0.00001 5000.000000 True noise norm \n", + "\n", + " stderr optimal \n", + "rch_A0 0.281375 0.779070 \n", + "rch_a0 132.265280 360.366588 \n", + "rch_d0 14936.858481 12.272778 \n", + "rch_A1 0.002198 0.015317 \n", + "rch_a1 2.537556 21.960195 \n", + "rch_d1 14936.792893 11.194424 \n", + "rch_f 0.081217 -1.513511 \n", + "constant_d 14936.793230 0.048581 \n", + "noise_alpha 0.616292 9.764909 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "for name in ml.parameters.index:\n", + " ml.set_parameter(name, dist=\"norm\", vary = True)\n", + "\n", + "ml.parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "bae65bc7-fa52-4983-b19f-58df67798d93", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "heads_sim = ml.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "sim_cal = ml.simulate(tmin = tmin_cal, tmax = tmax_cal) \n", + "sim_val = ml.simulate(tmin = tmin_val, tmax = tmax_val) " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9bcb36a6-dd85-4e35-8b15-b78c6a980d3d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ci_val = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_val, tmax = tmax_val)\n", + "ci_cal = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_cal, tmax = tmax_cal)\n", + "ci_tot = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_cal, tmax = tmax_val)\n", + "ax = ml.plot(figsize=(10, 3), tmin = tmin_val, tmax = tmax_val)\n", + "ax.fill_between(ci_val.index, ci_val.iloc[:, 0], ci_val.iloc[:, 1], color=\"lightgray\")\n", + "ax.legend([\"Observations\", \"Simulation\", \"95% Prediction interval\"], ncol=3, loc=2)" + ] + }, + { + "cell_type": "markdown", + "id": "584cbfcb-63d1-4716-a2af-4ecd309b1d2f", + "metadata": { + "tags": [] + }, + "source": [ + "A comprehensive plot is provided including:\n", + "- scatter plot of observed head values over the total period (2000 - 2022).\n", + "- simulated head over the total period (2000 - 2022).\n", + "- 95% prediction interval over the validation period (2017 - 2022)." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "f2e326f1-6bee-4dc9-98bb-f5e3a5e5aac2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(14, 6))\n", + "\n", + "\n", + "ax.scatter(\n", + " heads_full.index,\n", + " heads_full,\n", + " label=\"Observations\",\n", + " color=\"red\",\n", + " s=10, \n", + " alpha=0.8,\n", + ")\n", + "\n", + "\n", + "ax.plot(\n", + " heads_sim.index,\n", + " heads_sim,\n", + " label=\"Simulations\",\n", + " color=\"blue\",\n", + " linewidth=1.5,\n", + ")\n", + "\n", + "\n", + "ax.fill_between(\n", + " ci_val.index,\n", + " ci_val.iloc[:, 0],\n", + " ci_val.iloc[:, 1],\n", + " color=\"lightgray\",\n", + " label=\"95% Prediction Interval\",\n", + ")\n", + "\n", + "\n", + "ax.set_title(\"Observations, Simulations, and 95% Prediction Interval\")\n", + "ax.set_xlabel(\"Time\")\n", + "ax.set_ylabel(\"Groundwater Head [m]\")\n", + "ax.legend(loc=\"upper left\", ncol=2)\n", + "ax.grid()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "feb1767b-3ffb-4e8e-b259-a3d9b8f4576a", + "metadata": {}, + "source": [ + "**Diagnostics checking**\n", + "\n", + "A diagnostics check is performed on the noise series of the model. This is done to ensure that the model adequately describes the observed time series.\n", + "\n", + "The check is conducted to test the assumptions for white noise:\n", + "- No significant autocorrelation;\n", + "- Residuals are homoscedastic;\n", + "- Residuals follow a normal distribution.\n", + "\n", + "The results of the diagnostics check show that all tests reject the null hypothesis, meaning that the data do not agree with the assumptions." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "5462fd3d-42a8-46e4-8ecd-0958ee087618", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChecksStatisticP-valueReject H0 ($\\alpha$=0.05)
ShapirooNormality0.770.00True
D'AgostinoNormality4425.410.00True
Runs testAutocorr.7.920.00True
Stoffer-ToloiAutocorr.401.750.00True
\n", + "
" + ], + "text/plain": [ + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.77 0.00 True\n", + "D'Agostino Normality 4425.41 0.00 True\n", + "Runs test Autocorr. 7.92 0.00 True\n", + "Stoffer-Toloi Autocorr. 401.75 0.00 True" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ml.stats.diagnostics(alpha=0.05)" + ] + }, + { + "cell_type": "markdown", + "id": "82ac23e4-7760-4371-a119-657f6face251", + "metadata": {}, + "source": [ + "**Reducing autocorrelation**\n", + "\n", + "Autocorrelation is computed and displayed for time lags from 1 to 365 days. The autocorrelation plot shows that for the first 10-15 days the correlation between the observations is very close to one, it then drops significantly at around 20 days." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "f61e5db0-eadd-4013-b42e-bc3759767186", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = head.plot(figsize=(10, 3), marker=\".\", linestyle=\" \", color=\"k\")\n", + "ax1 = plt.axes([0.95, 0.2, 0.3, 0.68])\n", + "acf = ps.stats.acf(\n", + " head,\n", + " lags=[\n", + " 1,\n", + " 2,\n", + " 3,\n", + " 4,\n", + " 5,\n", + " 6,\n", + " 7,\n", + " 8,\n", + " 9,\n", + " 10,\n", + " 12,\n", + " 13,\n", + " 14,\n", + " 30,\n", + " 61,\n", + " 90,\n", + " 120,\n", + " 150,\n", + " 180,\n", + " 210,\n", + " 240,\n", + " 270,\n", + " 300,\n", + " 330,\n", + " 365,\n", + " ],\n", + ").values\n", + "ax1.semilogx(acf, color=\"k\")\n", + "ax.set_title(\"Groundwater level [MASL]\")\n", + "ax1.set_title(\"Autocorrelation\");" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "f613827a-087a-4ebd-a46b-f954336109ca", + "metadata": {}, + "outputs": [], + "source": [ + "mls_ar = {}\n", + "dts = 21\n", + "\n", + "\n", + "for dt in range(1, dts, 2):\n", + " \n", + " ml_name = f\"NL_{dt}\"\n", + " ml = ps.Model(head.iloc[::dt], name=ml_name)\n", + " ml.add_noisemodel(ps.ArNoiseModel())\n", + "\n", + " sm = ps.TarsoModel(prec, evap, oseries = head, name=\"rch\")\n", + " ml.add_stressmodel(sm)\n", + "\n", + " \n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + " mls_ar[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "249ed1ef-ac2f-4492-b064-0599c7cd0247", + "metadata": {}, + "source": [ + "The previously created groundwater models (`mls_ar`) are changed to analyze the impact of changing the noise model from autoregressive (AR) to autoregressive-moving-average (ARMA). The modified models are then calibrated and stored for comparison.\n", + "\n", + "Outputs:\n", + "- Recalibrated models stored in `mls_arma`.\n", + "- Each model is identical to the one in `mls_ar`, except for the noise model type (ARMA instead of AR).\n", + "\n", + "--> a decision can be made about the type of noise model to use." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a1dd60f8-0a82-4420-b5d5-89d7d9c6be3b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_arma = {}\n", + "\n", + "for ml_name, ml in mls_ar.items():\n", + " ml = ml.copy(name=ml.name)\n", + "\n", + " ml.del_noisemodel()\n", + " ml.add_noisemodel(ps.ArmaNoiseModel())\n", + "\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + " mls_arma[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "f8e66708-b24d-4fc0-ba21-3fe56d93e067", + "metadata": {}, + "source": [ + "The performance of different noise models (AR and ARMA) is evaluated by computing the Durbin-Watson (DW) statistic. The results are plotted to compare the two noise models at varying temporal resolutions (`dt`).\n", + "\n", + "1. **Data preparation**\n", + "- Two empty DataFrames (`data` and `data2`) are initialized to store the DW statistic for each temporal resolution (`dt`) and noise model.\n", + "\n", + "2. **Compute DW statistic for AR noise models**\n", + "- Loop through all models in `mls_ar` (models with AR noise)\n", + "\n", + "3. **DW statistic for ARMA noise models**\n", + "- Loop through all models in `mls_arma` (models with ARMA noise)\n", + "\n", + "4. **Results**\n", + "- Two subplots (`ax1` and `ax2`) for AR and ARMA noise models are created, respectively:\n", + " - **AR(1) Noise Model**:\n", + " - Plot of DW statistics from `data` for each `dt`.\n", + " - Dashed line at `DW = 2.0`, indicating no autocorrelation.\n", + " - **ARMA(1,1) Noise Model**:\n", + " - Plot pf DW statistics from `data2` for each `dt`.\n", + " - Dashed line at `DW = 2.0`, indicating no autocorrelation.\n", + "\n", + "\n", + "The Durbin-Watson statistic is used as the metric:\n", + "- **DW = 2.0**: Indicates no autocorrelation.\n", + "- **DW < 2.0**: Indicates positive autocorrelation.\n", + "\n", + "Outputs:\n", + "- **Two plots** comparing DW statistics for AR(1) and ARMA(1,1) noise models.\n", + "- Visual comparison of how the two noise models handle residual autocorrelation across varying temporal resolutions.\n", + "\n", + "\n", + "In this case, a model with a ARMA(1,1) noisemodel, with a 9 days time lag shows the lowest autocorrelation." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1a00af0a-dae1-463c-81ac-e1ccabbc8c05", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = pd.DataFrame(index=range(dt, 1), columns=[\"NL\"])\n", + "\n", + "for ml in mls_ar.values():\n", + " if \"NL\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " n = ml.noise(tmin=tmin_cal, tmax=tmax_val).asfreq(f\"{i}D\").fillna(0.0)\n", + " data.loc[int(i), name] = ps.stats.durbin_watson(n)[0]\n", + "\n", + "data2 = pd.DataFrame(index=range(dt, 1), columns=[\"NL\"])\n", + "\n", + "for ml in mls_arma.values():\n", + " if \"NL\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " n = ml.noise(tmin=tmin_cal, tmax=tmax_val).asfreq(f\"{i}D\").fillna(0.0)\n", + " data2.loc[int(i), name] = ps.stats.durbin_watson(n)[0]\n", + "\n", + "fig, [ax1, ax2] = plt.subplots(2, 1, sharex=True, figsize=(5, 4), sharey=True)\n", + "\n", + "# AR1 Model\n", + "data.plot(ax=ax1, marker=\".\", legend=False)\n", + "ax1.set_ylabel(\"DW [-]\")\n", + "ax1.axhline(2.0, c=\"k\", linestyle=\"--\", zorder=-1)\n", + "ax1.text(1, 2.07, \"Line of no autocorrelation\")\n", + "ax1.grid()\n", + "ax1.set_title(\"AR(1) Noise model\")\n", + "\n", + "# ArmaModel\n", + "data2.plot(ax=ax2, marker=\".\", legend=False)\n", + "ax2.set_ylabel(\"DW [-]\")\n", + "ax2.set_yticks([1, 1.5, 2.0])\n", + "ax2.axhline(2.0, c=\"k\", linestyle=\"--\", zorder=-10)\n", + "ax2.set_ylim(0.5, 2.3)\n", + "ax2.grid()\n", + "ax2.legend(ncol=3, loc=4)\n", + "ax2.set_xlabel(\"$\\\\Delta t$ [days]\")\n", + "ax2.set_title(\"ARMA(1,1) Noise model\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "3025c968-04ca-4f2b-bbc3-849778fba3ea", + "metadata": {}, + "source": [ + "The model is solved with a 9 days time lag, with starting point varying from day to day for the first 9 days. An ARMA(1) noise model is added." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c21e43be-32b4-41fb-8653-fc6ef0264751", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_with = {}\n", + "dt = 9\n", + "\n", + "\n", + "for start in range(0, dt, 1):\n", + " ml_name = f\"NL_{start + 1}\"\n", + " ml = ps.Model(head.iloc[start::dt], name=ml_name)\n", + " ml.add_noisemodel(ps.ArNoiseModel())\n", + "\n", + " sm = ps.TarsoModel(prec, evap, oseries = head, name=\"rch\")\n", + " ml.add_stressmodel(sm)\n", + "\n", + " \n", + " ml.add_noisemodel(ps.ArmaNoiseModel())\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + "\n", + " mls_with[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "084a5fe8-4e06-4d0d-9502-054b1f8cb0fb", + "metadata": {}, + "source": [ + "The same procedure is repeated without adding the noisemodel." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a3724bad-98ab-4749-a728-926b7c7b3b88", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_without = {}\n", + "dt = 9\n", + "\n", + "\n", + "for start in range(0, dt, 1):\n", + " ml_name = f\"NL_{start + 1}\"\n", + " ml = ps.Model(head.iloc[start::dt], name=ml_name)\n", + "\n", + "\n", + " sm = ps.TarsoModel(prec, evap, oseries = head, name=\"rch\")\n", + " ml.add_stressmodel(sm)\n", + "\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + "\n", + " mls_without[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "8e67c2ed-d15a-4501-9406-1710dc5e7bd4", + "metadata": {}, + "source": [ + "In this code cell the parameter estimates and uncertainties for models with and without noisemodels are organized in `df_with` and `df_without`." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "b63b3171-d19a-42f5-98ca-ee5e6a5676d9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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NL
rch_A0rch_a0rch_d0rch_A1rch_a1rch_d1rch_fconstant_dnoise_alphanoise_beta
optstdoptstdoptstdoptstdoptstdoptstdoptstdoptstdoptstdoptstd
10.4437880.07317597.9984611.600875e+0111.1417060.1521820.0351710.00505928.5373663.55637611.1975750.133355-0.8684630.0562210.0246670.13336686.10774121.446012-8.8144801.151493
20.4252250.07207691.6811851.505274e+0111.26812130173.1770620.0276680.00346118.4984492.15089011.19813330173.165779-0.9437990.0580920.03014130173.16543875.96209917.076023-5.3563970.811338
30.4496020.083277100.0564321.804108e+0111.25725528040.4589580.0318140.00429022.5008482.76599711.19851728040.445727-0.9499540.0638060.02640028040.44525272.87321917.211875-6.8565310.945025
40.4127540.05276481.3567651.013665e+0111.07040337324.0490420.0558940.00706954.4713885.08379311.20212437324.056838-0.8706810.0460820.01458137324.05730675.34808716.872022-5.9640040.853016
50.4393590.07064294.5823471.488164e+0111.31964924847.5842900.0385790.00473730.2212523.37152711.19609724847.562100-1.0024410.0629370.01151924847.56220686.46317720.814597-6.8636160.909945
60.78230514622.840560694.3826175.915966e+0713.459760374337.1462910.06139490.05857726.05654238222.52797710.766536384630.690761-1.1930610.1894760.217852384624.35585555.5754349.272224-0.2190470.000000
70.7481510.172250162.9679993.720365e+0111.3129100.1163470.0296910.00351019.0195572.09112511.1975160.081448-0.8958310.0548020.0230710.08139076.18476517.179246-6.2284250.879023
80.7892510.209120181.0350414.730897e+0111.27145245941.7590680.0273370.00366818.9688542.31139011.19702245941.737582-0.9058300.0553290.03458745941.73728675.53728717.683632-7.5477401.010539
90.6870460.173554151.4690363.748122e+0111.15715317180.3362930.0214770.00287313.2581511.70008811.19724217180.320690-0.8077560.0545080.03815317180.32049280.01574018.159414-5.6375510.829258
\n", + "
" + ], + "text/plain": [ + " NL \\\n", + " rch_A0 rch_a0 rch_d0 \n", + " opt std opt std opt std \n", + "1 0.443788 0.073175 97.998461 1.600875e+01 11.141706 0.152182 \n", + "2 0.425225 0.072076 91.681185 1.505274e+01 11.268121 30173.177062 \n", + "3 0.449602 0.083277 100.056432 1.804108e+01 11.257255 28040.458958 \n", + "4 0.412754 0.052764 81.356765 1.013665e+01 11.070403 37324.049042 \n", + "5 0.439359 0.070642 94.582347 1.488164e+01 11.319649 24847.584290 \n", + "6 0.782305 14622.840560 694.382617 5.915966e+07 13.459760 374337.146291 \n", + "7 0.748151 0.172250 162.967999 3.720365e+01 11.312910 0.116347 \n", + "8 0.789251 0.209120 181.035041 4.730897e+01 11.271452 45941.759068 \n", + "9 0.687046 0.173554 151.469036 3.748122e+01 11.157153 17180.336293 \n", + "\n", + " \\\n", + " rch_A1 rch_a1 rch_d1 \n", + " opt std opt std opt std \n", + "1 0.035171 0.005059 28.537366 3.556376 11.197575 0.133355 \n", + "2 0.027668 0.003461 18.498449 2.150890 11.198133 30173.165779 \n", + "3 0.031814 0.004290 22.500848 2.765997 11.198517 28040.445727 \n", + "4 0.055894 0.007069 54.471388 5.083793 11.202124 37324.056838 \n", + "5 0.038579 0.004737 30.221252 3.371527 11.196097 24847.562100 \n", + "6 0.061394 90.058577 26.056542 38222.527977 10.766536 384630.690761 \n", + "7 0.029691 0.003510 19.019557 2.091125 11.197516 0.081448 \n", + "8 0.027337 0.003668 18.968854 2.311390 11.197022 45941.737582 \n", + "9 0.021477 0.002873 13.258151 1.700088 11.197242 17180.320690 \n", + "\n", + " \\\n", + " rch_f constant_d noise_alpha \n", + " opt std opt std opt std \n", + "1 -0.868463 0.056221 0.024667 0.133366 86.107741 21.446012 \n", + "2 -0.943799 0.058092 0.030141 30173.165438 75.962099 17.076023 \n", + "3 -0.949954 0.063806 0.026400 28040.445252 72.873219 17.211875 \n", + "4 -0.870681 0.046082 0.014581 37324.057306 75.348087 16.872022 \n", + "5 -1.002441 0.062937 0.011519 24847.562206 86.463177 20.814597 \n", + "6 -1.193061 0.189476 0.217852 384624.355855 55.575434 9.272224 \n", + "7 -0.895831 0.054802 0.023071 0.081390 76.184765 17.179246 \n", + "8 -0.905830 0.055329 0.034587 45941.737286 75.537287 17.683632 \n", + "9 -0.807756 0.054508 0.038153 17180.320492 80.015740 18.159414 \n", + "\n", + " \n", + " noise_beta \n", + " opt std \n", + "1 -8.814480 1.151493 \n", + "2 -5.356397 0.811338 \n", + "3 -6.856531 0.945025 \n", + "4 -5.964004 0.853016 \n", + "5 -6.863616 0.909945 \n", + "6 -0.219047 0.000000 \n", + "7 -6.228425 0.879023 \n", + "8 -7.547740 1.010539 \n", + "9 -5.637551 0.829258 " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = {}\n", + "\n", + "name = \"NL\"\n", + "ml = mls_with[\"{}_1\".format(name)]\n", + "p = ml.parameters\n", + "mi = pd.MultiIndex.from_product([p.index[p.vary].to_list(), [\"opt\", \"std\"]])\n", + "data[name] = pd.DataFrame(data=np.nan, index=range(dt, 1), columns=mi, dtype=float)\n", + "\n", + "for ml in mls_with.values():\n", + " if \"NL\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " df = data[name]\n", + " for par in ml.parameters.index[ml.parameters.vary]:\n", + " df.loc[int(i), (par, \"opt\")] = ml.parameters.loc[par, \"optimal\"]\n", + " df.loc[int(i), (par, \"std\")] = ml.parameters.loc[par, \"stderr\"]\n", + "\n", + "\n", + "df_with = pd.concat(data, axis=1)\n", + "df_with" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b1f5e3f5-5c92-43c5-917d-4dcb49d48aec", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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NL
rch_A0rch_a0rch_d0rch_A1rch_a1rch_d1rch_fconstant_d
optstdoptstdoptstdoptstdoptstdoptstdoptstdoptstd
10.5778470.096758166.56350429.45304411.38134520084.5422770.0182780.00309840.8557803.65044711.12618020084.522373-1.1632890.0559000.11731420084.521696
20.5088030.073422147.55518522.55872511.34718822705.0660830.0194500.00307142.7204283.64096911.19398822705.042167-1.1133710.0548860.05057122705.042068
30.5126510.072983145.69047422.14088411.35311813348.5555130.0196840.00313144.9957123.79608011.19719413348.567714-1.1214320.0536080.04660013348.567806
40.4870310.065880133.62043919.12555411.32026513505.6436350.0201210.00321346.4835133.89654111.19946413505.636715-1.1026480.0521780.04375113505.636701
50.5721000.088484161.17503326.72175211.44349817827.8508610.0183140.00296041.9901103.75317711.19712917827.878867-1.1553000.0559410.04704517827.878743
60.5051480.075979139.72073922.54173611.35508316908.5173010.0222690.00335848.7300964.33471511.19691416908.488651-1.1350490.0543740.04281716908.488595
70.6179500.095634172.60444028.54052811.41280818808.1925830.0189260.00288940.4676783.40218211.19582418808.205796-1.1195210.0495530.04772518808.205627
80.7118790.128997199.69713938.37132111.50743724151.9991590.0181820.00288438.2149723.21077611.19583124152.004873-1.1366510.0532380.04729024152.004378
90.6615500.113554179.20003032.83355411.46623223678.7936460.0231500.00322946.8881323.81074311.20089523678.820976-1.1298710.0552670.03368823678.821036
\n", + "
" + ], + "text/plain": [ + " NL \\\n", + " rch_A0 rch_a0 rch_d0 \n", + " opt std opt std opt std \n", + "1 0.577847 0.096758 166.563504 29.453044 11.381345 20084.542277 \n", + "2 0.508803 0.073422 147.555185 22.558725 11.347188 22705.066083 \n", + "3 0.512651 0.072983 145.690474 22.140884 11.353118 13348.555513 \n", + "4 0.487031 0.065880 133.620439 19.125554 11.320265 13505.643635 \n", + "5 0.572100 0.088484 161.175033 26.721752 11.443498 17827.850861 \n", + "6 0.505148 0.075979 139.720739 22.541736 11.355083 16908.517301 \n", + "7 0.617950 0.095634 172.604440 28.540528 11.412808 18808.192583 \n", + "8 0.711879 0.128997 199.697139 38.371321 11.507437 24151.999159 \n", + "9 0.661550 0.113554 179.200030 32.833554 11.466232 23678.793646 \n", + "\n", + " \\\n", + " rch_A1 rch_a1 rch_d1 rch_f \n", + " opt std opt std opt std opt \n", + "1 0.018278 0.003098 40.855780 3.650447 11.126180 20084.522373 -1.163289 \n", + "2 0.019450 0.003071 42.720428 3.640969 11.193988 22705.042167 -1.113371 \n", + "3 0.019684 0.003131 44.995712 3.796080 11.197194 13348.567714 -1.121432 \n", + "4 0.020121 0.003213 46.483513 3.896541 11.199464 13505.636715 -1.102648 \n", + "5 0.018314 0.002960 41.990110 3.753177 11.197129 17827.878867 -1.155300 \n", + "6 0.022269 0.003358 48.730096 4.334715 11.196914 16908.488651 -1.135049 \n", + "7 0.018926 0.002889 40.467678 3.402182 11.195824 18808.205796 -1.119521 \n", + "8 0.018182 0.002884 38.214972 3.210776 11.195831 24152.004873 -1.136651 \n", + "9 0.023150 0.003229 46.888132 3.810743 11.200895 23678.820976 -1.129871 \n", + "\n", + " \n", + " constant_d \n", + " std opt std \n", + "1 0.055900 0.117314 20084.521696 \n", + "2 0.054886 0.050571 22705.042068 \n", + "3 0.053608 0.046600 13348.567806 \n", + "4 0.052178 0.043751 13505.636701 \n", + "5 0.055941 0.047045 17827.878743 \n", + "6 0.054374 0.042817 16908.488595 \n", + "7 0.049553 0.047725 18808.205627 \n", + "8 0.053238 0.047290 24152.004378 \n", + "9 0.055267 0.033688 23678.821036 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = {}\n", + "\n", + "name = \"NL\"\n", + "ml = mls_without[\"{}_1\".format(name)]\n", + "p = ml.parameters\n", + "mi = pd.MultiIndex.from_product([p.index[p.vary].to_list(), [\"opt\", \"std\"]])\n", + "data[name] = pd.DataFrame(data=np.nan, index=range(dt, 1), columns=mi, dtype=float)\n", + "\n", + "for ml in mls_without.values():\n", + " if \"NL\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " df = data[name]\n", + " for par in ml.parameters.index[ml.parameters.vary]:\n", + " df.loc[int(i), (par, \"opt\")] = ml.parameters.loc[par, \"optimal\"]\n", + " df.loc[int(i), (par, \"std\")] = ml.parameters.loc[par, \"stderr\"]\n", + "\n", + "df_without = pd.concat(data, axis=1)\n", + "df_without" + ] + }, + { + "cell_type": "markdown", + "id": "ab276ab8-e778-49f4-851c-1e6f5439807e", + "metadata": {}, + "source": [ + "### Parameter Variability Across Models\n", + "\n", + "This code plots error bars to compare parameter variability across models with and without a noise model.\n", + "\n", + "- Extracts models & parameters from `df_with`.\n", + "- Creates subplots for each parameter.\n", + "- Loops through parameters, checking for `opt` (optimized values) and `std` (standard deviation).\n", + "- Plots error bars for both datasets (`df_with` and `df_without`), showing uncertainty.\n", + "- Formats plots with labels, legends, grid lines, and a shared x-axis.\n", + "- Skips missing parameters and prints a message.\n", + "\n", + "The result visualizes how the noise model affects different parameters as well as the influence of starting the simulation from different timesteps." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "6233ab30-421f-44ca-91e4-cea2fcb9c83a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Skipping noise_alpha, columns not found in df_without.\n", + "Skipping noise_beta, columns not found in df_without.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "models = df_with.index\n", + "std_avg_with = []\n", + "std_avg_without = []\n", + "parameters = df_with[\"NL\"].columns.get_level_values(0).unique()\n", + "\n", + "fig, axes = plt.subplots(len(parameters), 1, figsize=(10, 10), sharex=True)\n", + "\n", + "for i, param in enumerate(parameters):\n", + " if (\"NL\", param, \"opt\") in df_with.columns and (\"NL\", param, \"std\") in df_with.columns:\n", + " opt_with = df_with[(\"NL\", param, \"opt\")]\n", + " std_with = np.abs(df_with[(\"NL\", param, \"std\")]/df_with[(\"NL\", param, \"opt\")])\n", + " std_avg_with.append(std_with.mean())\n", + "\n", + " axes[i].errorbar(df_with.index, opt_with, yerr=std_with, fmt=\"-o\", capsize=3, label = \"Simulation with Noise Model\")\n", + " axes[i].set_ylabel(param)\n", + " axes[i].grid(True)\n", + " axes[i].legend(loc=\"upper left\", bbox_to_anchor=(1.05, 1), fontsize=10, frameon=True)\n", + " else:\n", + " print(f\"Skipping {param}, columns not found in df_with.\")\n", + " \n", + " if (\"NL\", param, \"opt\") in df_without.columns and (\"NL\", param, \"std\") in df_without.columns:\n", + " opt_without = df_without[(\"NL\", param, \"opt\")]\n", + " std_without = np.abs(df_without[(\"NL\", param, \"std\")]/df_without[(\"NL\", param, \"opt\")])\n", + " std_avg_without.append(std_without.mean())\n", + "\n", + " axes[i].errorbar(df_without.index, opt_without, yerr=std_without, fmt=\"-o\", capsize=3, label = \"Simulation without Noise Model\")\n", + " axes[i].set_ylabel(param)\n", + " axes[i].grid(True)\n", + " axes[i].legend(loc=\"upper left\", bbox_to_anchor=(1.05, 1), fontsize=10, frameon=True)\n", + " else:\n", + " print(f\"Skipping {param}, columns not found in df_without.\")\n", + "\n", + "axes[-1].set_xlabel(\"Model\")\n", + "fig.suptitle(\"Parameter Variability Across Models with and without Noise Model\", fontsize=14)\n", + "\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4d38610a-d838-4de6-b707-0585ac96dd83", + "metadata": {}, + "source": [ + "The uncertainty behind the parameters is quantified by computing the standard deviation for both models with and without the noisemodel. Please note the logarithmic scale on the y axis." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "40a58331-e63b-40c0-89c6-9db18b843629", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "std_avg_with = [df_with[(\"NL\", param, \"std\")].mean() / df_with[(\"NL\", param, \"opt\")].mean()for param in parameters[:-2]]\n", + "std_avg_without = [df_without[(\"NL\", param, \"std\")].mean() / df_without[(\"NL\", param, \"opt\")].mean()for param in parameters[:-2]]\n", + "\n", + "\n", + "uncertainty_df = pd.DataFrame({\n", + " \"Parameter\": parameters[:-2],\n", + " \"With Noise\": std_avg_with,\n", + " \"Without Noise\": std_avg_without\n", + "})\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "bar_width = 0.35\n", + "index = np.arange(len(parameters[:-2]))\n", + "\n", + "bars1 = ax.bar(index, std_avg_with, bar_width, label='With Noise', alpha=0.7)\n", + "bars2 = ax.bar(index + bar_width, std_avg_without, bar_width, label='Without Noise', alpha=0.7)\n", + "\n", + "ax.set_xlabel('Parameter')\n", + "ax.set_ylabel('Mean Standard Deviation (Normalized Uncertainty)')\n", + "ax.set_title('Uncertainty Comparison: With vs. Without Noise Model')\n", + "ax.set_xticks(index + bar_width / 2)\n", + "ax.set_xticklabels(parameters[:-2], rotation=45)\n", + "ax.legend()\n", + "ax.grid(axis='y', linestyle='--', alpha=0.7)\n", + "ax.set_yscale(\"log\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8154a001-d5c4-4f6a-8b8b-8d87587b8c3d", + "metadata": {}, + "source": [ + "The statistical diagnostics of the previously calibrated groundwater models stored in the `mls_with` dictionary is performed." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "65c317c3-0edb-4b8e-a01d-3dac8f391389", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model name: NL_1\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.92 0.00 True\n", + "D'Agostino Normality 105.78 0.00 True\n", + "Runs test Autocorr. -0.83 0.40 False\n", + "Stoffer-Toloi Autocorr. 4.36 0.99 False\n", + "Model name: NL_2\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.96 0.00 True\n", + "D'Agostino Normality 39.17 0.00 True\n", + "Runs test Autocorr. 0.20 0.84 False\n", + "Stoffer-Toloi Autocorr. 5.17 0.97 False\n", + "Model name: NL_3\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.96 0.00 True\n", + "D'Agostino Normality 49.29 0.00 True\n", + "Runs test Autocorr. -1.95 0.05 False\n", + "Stoffer-Toloi Autocorr. 5.60 0.96 False\n", + "Model name: NL_4\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.96 0.00 True\n", + "D'Agostino Normality 48.83 0.00 True\n", + "Runs test Autocorr. -0.52 0.61 False\n", + "Stoffer-Toloi Autocorr. 12.86 0.46 False\n", + "Model name: NL_5\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.95 0.00 True\n", + "D'Agostino Normality 54.83 0.00 True\n", + "Runs test Autocorr. -0.52 0.61 False\n", + "Stoffer-Toloi Autocorr. 5.62 0.96 False\n", + "Model name: NL_6\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.94 0.00 True\n", + "D'Agostino Normality 52.90 0.00 True\n", + "Runs test Autocorr. 0.28 0.78 False\n", + "Stoffer-Toloi Autocorr. 11.35 0.58 False\n", + "Model name: NL_7\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.94 0.00 True\n", + "D'Agostino Normality 61.37 0.00 True\n", + "Runs test Autocorr. -0.84 0.40 False\n", + "Stoffer-Toloi Autocorr. 9.80 0.71 False\n", + "Model name: NL_8\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.92 0.00 True\n", + "D'Agostino Normality 127.75 0.00 True\n", + "Runs test Autocorr. -0.28 0.78 False\n", + "Stoffer-Toloi Autocorr. 19.21 0.12 False\n", + "Model name: NL_9\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.96 0.00 True\n", + "D'Agostino Normality 34.60 0.00 True\n", + "Runs test Autocorr. 0.24 0.81 False\n", + "Stoffer-Toloi Autocorr. 2.49 1.00 False\n" + ] + } + ], + "source": [ + "for name, model in mls_with.items():\n", + " print(f\"Model name: {name}\")\n", + " print(model.stats.diagnostics(alpha=0.05))" + ] + }, + { + "cell_type": "markdown", + "id": "7edd4b49-7cc9-4d08-a41d-9bcc93ef1d00", + "metadata": {}, + "source": [ + "Autocorrelation is visually inspected and a stoffer-toloi check is computed, both showing positive results, there is no significant autocorrelation in the noise." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "c506a515-48e4-4e8d-b1c6-12da326c63a5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_with = mls_with[\"NL_1\"]\n", + "model_without = mls_without[\"NL_1\"]\n", + "noise = model_with.noise()\n", + "ax = ps.plots.acf(noise, acf_options=dict(bin_width=0.5), figsize=(10, 3), alpha=0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "56d801fe-7298-4cfc-864a-115b75984abb", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Failed to reject the Null-hypothesis, no significant autocorrelation. p = 1.0\n" + ] + } + ], + "source": [ + "stat, p = ps.stats.stoffer_toloi(noise, lags=15)\n", + "\n", + "if p > 0.5:\n", + " print(\n", + " \"Failed to reject the Null-hypothesis, no significant autocorrelation. p =\",\n", + " p.round(2),\n", + " )\n", + "else:\n", + " print(\"Reject the Null-hypothesis. p =\", p.round(2))" + ] + }, + { + "cell_type": "markdown", + "id": "04297aed-492d-4d88-bdc8-51b26c7e208a", + "metadata": {}, + "source": [ + "**Normality Checking**\n", + "\n", + "Normality is checked visually by looking at the probability plot and at the histogram of he residuals with a normal distribution fit to it.\n", + "\n", + "Most points on the probability plot lie close to the line of perfect normality, deviations are present at the tails, suggesting presence of non-normality in the residuals.\n", + "\n", + "The histogram appears to be symmetric.\n", + "\n", + "Nonetheless, normality cannot be confirmed by applying hypothesis testing, as the null-hypothesis of the normality check is rejected." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "b664ed00-626a-4d2e-99cf-9ffd43059799", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", + "\n", + "\n", + "stats.probplot(noise, dist=\"norm\", plot=axes[0])\n", + "axes[0].set_title(\"Probability Plot\")\n", + "axes[0].set_xlabel(\"Theoretical Quantiles\")\n", + "axes[0].set_ylabel(\"Sample Quantiles\")\n", + "axes[0].grid()\n", + "\n", + "axes[1].hist(noise, bins=20, density=True, alpha=0.6, color=\"gray\", label=\"Residuals\")\n", + "\n", + "\n", + "mu, std = stats.norm.fit(noise)\n", + "x = np.linspace(min(noise), max(noise), 1000)\n", + "pdf = stats.norm.pdf(x, loc=mu, scale=std)\n", + "axes[1].plot(x, pdf, color=\"blue\", label=f\"Normal Fit\\n$\\mu$={mu:.2f}, $\\sigma$={std:.2f}\")\n", + "axes[1].set_title(\"Histogram of Residuals\")\n", + "axes[1].set_xlabel(\"Residuals\")\n", + "axes[1].set_ylabel(\"Density\")\n", + "axes[1].legend()\n", + "axes[1].grid()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "849971cc-d564-4ddb-a676-d76220039f76", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reject the Null-hypothesis. p = 0.0\n" + ] + } + ], + "source": [ + "stat, p = stats.normaltest(noise)\n", + "\n", + "if p > 0.5:\n", + " print(\n", + " \"Failed to reject the Null-hypothesis, residuals may come from Normal distribution. p =\",\n", + " p.round(2),\n", + " )\n", + "else:\n", + " print(\"Reject the Null-hypothesis. p =\", p.round(2))" + ] + }, + { + "cell_type": "markdown", + "id": "61c49f49-5fd1-481a-9c95-4324bfa00f29", + "metadata": { + "tags": [] + }, + "source": [ + "**Homoscedasticity Checking**\n", + "The hypothesis of homoscedasticity can be visually inspected by plotting the model residuals against the simulated groundwater level values. The points seem to cluster around 0 with some spread which does not present a sistematic trend, suggesting that the hypothesis could be confirmed." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "c942c7c6-bf17-411a-9a8f-d3b5d317c48b", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(model_with.observations(), model_with.noise(), marker=\"o\", linestyle=\" \")\n", + "plt.xlabel(\"Simulated Groundwater level [m]\")\n", + "plt.ylabel(\"Model residual [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "28b8ac9d-493a-4c1b-9a28-6d5cdaa77918", + "metadata": {}, + "source": [ + "**Performance Assessment**\n", + "\n", + "After the diagnostics checking and the reduction of autocorrelation the performance of the model is assessed using two different metrics, as requested from the groundwater challenge. \n", + "The metrics applied are:\n", + "- Nash-Sutcliffe Efficiency (NSE) over the two periods;\n", + "- Mean Absolute Error (MAE) over heads value below the 0.2 quantile and above the 0.8 quantile for both calibration and validation periods. \n", + "\n", + "The results for the model with noisemodel show better fit in the validation period, with better representation of high end values.\n", + "Similarly, also the results for the model without noisemodel show better fit in the validation period, with better representation of high end values.\n", + "\n", + "A comparison between the model with and without noisemodel shows a better fit of the model without noisemodel for both the calibration and validation periods." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "f3fe82d1-ed0e-4298-aa4f-6f5d23da54cb", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of fit test for model with noisemodel:\n", + " - NSE over calibration period: 0.7099.\n", + " - MAE_02 over calibration period: 0.0806.\n", + " - MAE_08 over calibration period: 0.0455.\n", + "\n", + " - NSE over validation period: 0.8399.\n", + " - MAE_02 over validation period: 0.1024.\n", + " - MAE_08 over validation period: 0.0648.\n", + "\n" + ] + } + ], + "source": [ + "sim_cal_with = model_with.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val_with = model_with.simulate(tmin = tmin_val, tmax = tmax_val)\n", + "heads_sim_with = model_with.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "\n", + "nse_cal_with = ps.stats.metrics.nse(obs = head_cal, sim = sim_cal_with)\n", + "nse_val_with = ps.stats.metrics.nse(obs = head_val, sim = sim_val_with)\n", + "\n", + "q02_obs_cal_with = head_cal[head_cal <= head_cal.quantile(0.2)]\n", + "q02_sim_cal_with = sim_cal_with.loc[q02_obs_cal_with.index]\n", + "\n", + "q02_obs_val_with = head_val[head_val <= head_val.quantile(0.2)]\n", + "q02_sim_val_with = sim_val_with.loc[q02_obs_val_with.index]\n", + "\n", + "q08_obs_cal_with = head_cal[head_cal <= head_cal.quantile(0.8)]\n", + "q08_sim_cal_with = sim_cal_with.loc[q08_obs_cal_with.index]\n", + "\n", + "q08_obs_val_with = head_val[head_val <= head_val.quantile(0.8)]\n", + "q08_sim_val_with = sim_val_with.loc[q08_obs_val_with.index]\n", + "\n", + "mae_cal02_with = ps.stats.metrics.mae(obs = q02_obs_cal_with, sim = q02_sim_cal_with)\n", + "mae_cal08_with = ps.stats.metrics.mae(obs = q08_obs_cal_with, sim = q08_sim_cal_with)\n", + "\n", + "mae_val02_with = ps.stats.metrics.mae(obs = q02_obs_val_with, sim = q02_sim_val_with)\n", + "mae_val08_with = ps.stats.metrics.mae(obs = q08_obs_val_with, sim = q08_sim_val_with)\n", + "\n", + "\n", + "print(f\"Results of fit test for model with noisemodel:\\n\"\n", + " f\" - NSE over calibration period: {nse_cal_with:.4f}.\\n\"\n", + " f\" - MAE_02 over calibration period: {mae_cal02_with:.4f}.\\n\"\n", + " f\" - MAE_08 over calibration period: {mae_cal08_with:.4f}.\\n\"\n", + " \"\\n\"\n", + " f\" - NSE over validation period: {nse_val_with:.4f}.\\n\"\n", + " f\" - MAE_02 over validation period: {mae_val02_with:.4f}.\\n\"\n", + " f\" - MAE_08 over validation period: {mae_val08_with:.4f}.\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "92c79b90-41ae-46af-8587-aad06e69b3d7", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of fit test for model without noisemodel:\n", + " - NSE over calibration period: 0.7785.\n", + " - MAE_02 over calibration period: 0.0705.\n", + " - MAE_08 over calibration period: 0.0373.\n", + "\n", + " - NSE over validation period: 0.8510.\n", + " - MAE_02 over validation period: 0.1056.\n", + " - MAE_08 over validation period: 0.0649.\n", + "\n" + ] + } + ], + "source": [ + "sim_cal_without = model_without.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val_without = model_without.simulate(tmin = tmin_val, tmax = tmax_val)\n", + "heads_sim_without = model_without.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "\n", + "nse_cal_without = ps.stats.metrics.nse(obs = head_cal, sim = sim_cal_without)\n", + "nse_val_without = ps.stats.metrics.nse(obs = head_val, sim = sim_val_without)\n", + "\n", + "q02_obs_cal_without = head_cal[head_cal <= head_cal.quantile(0.2)]\n", + "q02_sim_cal_without = sim_cal_without.loc[q02_obs_cal_without.index]\n", + "\n", + "q02_obs_val_without = head_val[head_val <= head_val.quantile(0.2)]\n", + "q02_sim_val_without = sim_val_without.loc[q02_obs_val_without.index]\n", + "\n", + "q08_obs_cal_without = head_cal[head_cal <= head_cal.quantile(0.8)]\n", + "q08_sim_cal_without = sim_cal_without.loc[q08_obs_cal_without.index]\n", + "\n", + "q08_obs_val_without = head_val[head_val <= head_val.quantile(0.8)]\n", + "q08_sim_val_without = sim_val_without.loc[q08_obs_val_without.index]\n", + "\n", + "mae_cal02_without = ps.stats.metrics.mae(obs = q02_obs_cal_without, sim = q02_sim_cal_without)\n", + "mae_cal08_without = ps.stats.metrics.mae(obs = q08_obs_cal_without, sim = q08_sim_cal_without)\n", + "\n", + "mae_val02_without = ps.stats.metrics.mae(obs = q02_obs_val_without, sim = q02_sim_val_without)\n", + "mae_val08_without = ps.stats.metrics.mae(obs = q08_obs_val_without, sim = q08_sim_val_without)\n", + "\n", + "\n", + "print(f\"Results of fit test for model without noisemodel:\\n\"\n", + " f\" - NSE over calibration period: {nse_cal_without:.4f}.\\n\"\n", + " f\" - MAE_02 over calibration period: {mae_cal02_without:.4f}.\\n\"\n", + " f\" - MAE_08 over calibration period: {mae_cal08_without:.4f}.\\n\"\n", + " \"\\n\"\n", + " f\" - NSE over validation period: {nse_val_without:.4f}.\\n\"\n", + " f\" - MAE_02 over validation period: {mae_val02_without:.4f}.\\n\"\n", + " f\" - MAE_08 over validation period: {mae_val08_without:.4f}.\\n\")" + ] + }, + { + "cell_type": "markdown", + "id": "879af1b5-b3ee-490e-ade9-eec379fef426", + "metadata": {}, + "source": [ + "PICP\n", + "\n", + "The quality of the 95% prediction interval is tested by computing the Prediction Interval Coverage Probability (PICP) to assess the share of values falling the wanted interval for the model with noisemodel. \n", + "The computed PICP is close to 95% for the calibration period, a deviation from the 95% value can be observed for the validation period where the PICP valuee is around 86%. Overall, including both the calibration and validation periods is around 93%." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "5922e436-8268-45fa-85bc-738db96a64ae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The computed PICP in the Calibration Period is: 94.171 %\n", + "The computed PICP in the Validation Period is: 88.147 %\n", + "The computed PICP in the Total Period is: 92.732 %\n" + ] + } + ], + "source": [ + "periods = [(ci_cal, head_cal, \"Calibration\"), (ci_val, head_val, \"Validation\"), (ci_tot, heads_full, \"Total\")]\n", + "\n", + "\n", + "for period in periods:\n", + " low = period[0].iloc[:, 0].reindex(period[1].index)\n", + " up = period[0].iloc[:, 1].reindex(period[1].index)\n", + "\n", + " within = period[1][(period[1] >= low) & (period[1] <= up)]\n", + "\n", + " PICP = len(within)/len(low)*100\n", + " print(f\"The computed PICP in the {period[2]} Period is: {PICP:.3f} %\")" + ] + } + ], + 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b/Groundwater_modeling_challenge/SWEDEN_2/SWEDEN_2.ipynb new file mode 100644 index 0000000..60aaf8a --- /dev/null +++ b/Groundwater_modeling_challenge/SWEDEN_2/SWEDEN_2.ipynb @@ -0,0 +1,1407 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "9b311a02-1778-4b3c-aefa-cddf4c8bd583", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Applications/anaconda3/envs/mude/lib/python3.11/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pastas version: 1.9.0\n", + "Python version: 3.11.4\n", + "NumPy version: 1.24.3\n", + "Pandas version: 2.2.2\n", + "SciPy version: 1.10.1\n", + "Matplotlib version: 3.7.1\n", + "Numba version: 0.57.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DeprecationWarning: As of Pastas 1.5, no noisemodel is added to the pastas Model class by default anymore. To solve your model using a noisemodel, you have to explicitly add a noisemodel to your model before solving. For more information, and how to adapt your code, please see this issue on GitHub: https://github.com/pastas/pastas/issues/735" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd \n", + "import matplotlib.pyplot as plt\n", + "plt.rcParams[\"figure.autolayout\"] = True\n", + "from scipy import stats\n", + "\n", + "import pastas as ps\n", + "ps.show_versions()\n", + "\n", + "import logging, sys\n", + "logging.disable(sys.maxsize)" + ] + }, + { + "cell_type": "markdown", + "id": "69fe4cbb-1dcc-4bc8-96df-9825c1c2bb1f", + "metadata": {}, + "source": [ + "Definition of the extremes of calibration and validation periods according to the Groundwater Challenge instructions. \n", + "- Calibration period: data used to fit the model. \n", + "- Validation period: data used to test the model's predictive performance." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a609c28e-93ee-4dbb-809f-d80db8fd96b8", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "tmin_cal = \"2001-01-01\"\n", + "tmax_cal = \"2015-12-31\"\n", + "tmin_val = \"2016-01-01\"\n", + "tmax_val = \"2021-12-31\"" + ] + }, + { + "cell_type": "markdown", + "id": "14374aa6-0ca9-4106-b910-b9a1f30a16a2", + "metadata": {}, + "source": [ + "Importing the data. \n", + "- `head`: Time series data of observed groundwater head levels, loaded from a CSV file.\n", + "- `stresses`: Time series data of various stressors, loaded from a CSV file.\n", + "Data is indexed by dates for time series analysis. \n", + "This specific stresses dataset includes: \n", + "- Precipitation data stored in the `prec` variable in [mm/day].\n", + "- Evaporation data stored in the `evap` variable in [mm/day]. \n", + "- Temperature data stored in the `temp` variable in [°C].\\\n", + "Two different head datasets are provided, they are both imported, nonetheless, they are the exact same and cover the totality of the avaiable head observations. \n", + "Using the complete head observations dataset, two subsets are created, one covering the calibration period (`head_cal`) and one covering the validation period (`head_val`)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "fb1bb1ee-149b-4e19-9148-469f1355dadd", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "head = pd.read_csv(\"data/heads.csv\", index_col=0, parse_dates=True).squeeze()\n", + "head_full = pd.read_csv(\"data/heads_full.csv\", index_col=0, \n", + " parse_dates=True).squeeze()\n", + "\n", + "stresses = pd.read_csv(\"data/input_data.csv\", index_col=0, parse_dates=True).squeeze()\n", + "prec = stresses.iloc[:, 0].rename(\"prec\").dropna()\n", + "evap = stresses.iloc[:, 8].rename(\"evap\").dropna()\n", + "temp = stresses.iloc[:, 1].rename(\"temp\").dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "faed2de5-5318-47d5-b4ef-f3e407beb1a3", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "head_cal = head[(head.index >= tmin_cal) & (head.index <= tmax_cal)]\n", + "head_val = head_full[(head_full.index >= tmin_val) & (head_full.index <= tmax_val)]" + ] + }, + { + "cell_type": "markdown", + "id": "3c48d1d4-792b-40c8-97d7-dbc1deeef561", + "metadata": {}, + "source": [ + "This plot provides a summary of the observed groundwater head levels and stressors over time. \n", + "The visualization helps identify trends and patterns before model fitting, as well as getting a first idea of the order of magnitude of the head levels and stressors.\n", + "\n", + "*The head values are not appearing in the plot*" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "ec8c7d10-4be7-461c-a730-dbf3a5b81652", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "axes = ps.plots.series(\n", + " head=head,\n", + " stresses=[prec, evap, temp],\n", + " tmin = tmin_cal,\n", + " tmax = tmax_val,\n", + " labels=[\"Head\\n[m]\", \"Prec\\n[mm/d]\", \"Evap\\n[mm/d]\", \"Temp\\n[°C]\"],\n", + " figsize = (12, 8))" + ] + }, + { + "cell_type": "markdown", + "id": "08fc006c-104e-4b4e-9d5a-95ee40058f3b", + "metadata": {}, + "source": [ + "Validation of imported datasets. This is done to make sure they meet the requirements to be used in PASTAS models." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d3cdf44c-564c-44cf-9826-60c274594cd0", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.validate_oseries(head)\n", + "ps.validate_stress(prec)\n", + "ps.validate_stress(evap)\n", + "ps.validate_stress(temp)" + ] + }, + { + "cell_type": "markdown", + "id": "420a5649-cfe2-4309-8a83-d65dff7fa329", + "metadata": {}, + "source": [ + "A non linear FlexModel recharge model is built with an Exponential response function. The option to model for the presence of snow is turned on." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "340c1123-eda3-474c-9d58-513987a3c1c3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[1m\u001b[1m\u001b[1m\u001b[1mUse of isinstance() detected. This is an experimental feature.\u001b[0m\u001b[0m\u001b[0m\u001b[0m" + ] + }, + { + "data": { + "image/png": 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vv3Ht2jVycnJIT083KGIxMTFYWVkZPdTq169fZAKpisLeWsWZT8LLZb+WwM7Ojq5du9K1a1c+/PBDXn/9dT766KNCY86sra2Nvuvjv/J+B4yuHaVSWeCFpH95m6J3794EBATwzTff4O/vj06no1GjRiVy79IfL6/btX55/mWmzin/ICAvXl5e3L1712jZ8ePHGT58uOEe+frrr2ncuDHDhw83TBwUx/Tp05k+fXqRbTZv3kzHjh2Nll26dIk///yTn376qUB7Pz8/g/u7ntDQUNavX1/oMSZMmMCkSZMYMGAAAI0bN+bSpUvMmDGDwYMHG7V966232LhxI3/99RdqtbrQfWZmZvLmm2+ycuVKzp8/T05OjiEWvW7duhw6dIjevXsDGAaZNWrUKHR/AoFAUJ0YNGgQkydPJj4+HoVCwb59+1izZg27du0C5HHOokWLWLFiBd27dwfgm2++Ydu2bURGRjJhwgRSUlKIjIzku+++o2vXroCsEOZ99qampjJ37lx27NhhyENSu3Zt9u7dy5IlS4xygJSEv//+m1WrVvHkk08C8sR9XiIjI/H29ubMmTM0atTIsDw4OJjZs2cbvtevX9+s7Zo2bcoHH3wAwOTJk5k5cyZeXl4MGzYMkOONFy1axMmTJ2ncuHGx5+zq6oqNjQ0ODg74+vqWuK/ynsexY8fIycnhueeeIzAwEMDIAGGK+Pj4AhPjICverq6urF271vDO69u3b5GT4wAjR47kxRdfLLLNY489VuT6vNy6dQutVmswnujx8fHh+vXrRvvMzMzk+vXrhnMXPHwIxdsM1Go1S5cuZcSIEWi1WlQqFUuWLDF6IJvTpiTtSkJhyo1Op8PPz8/w8smLXnGeMGECW7duZc6cOQar3wsvvGBQxApTsqoCCoUCB5vqcwk3aNCg0KQbpaVGjRokJCQYvicnJ5vM9A1y1s+YmBiWLFliUDD37t1boJ2NjQ1arbbQYwYHB2NjY8PevXt5+eWXAVnZP3LkSJmTqzRv3pyVK1cavl+4cIF79+4ZDRoaNGhAcHAwq1ev5v333zdrv6V9kS5fvhxvb29DUry8tG/fvkByt3PnzhX5wkxLS0OpNHY0UqlURpMRkiTx1ltvsWHDBnbt2lXs5MKnn35K9+7dadGiBcePHycnJ8ewLjs72+i3/Oeff1Cr1Xh5eRW5T4FAIKgueHl50bNnT6KiopAkiZ49exo948zx0oqLiyMrK8sosaeHhwf16tUzfD9z5gwZGRkGxVxPVlYWzZs3L5HMv/32G05OTuTk5JCdnU2fPn0M1S3i4uKYOnUqBw8e5NatW4b3w+XLl43ehfmtvOZuVxLvutKec0m2y3seTZs25cknn6Rx48aEh4fTrVs3XnjhBdzd3Qs9lilPOZAV7969extNNF+4cKFYQ5eHh4chp4olKc5YITzSHg2qj9ZSyURERBAeHs758+cJDg42qSib06Yk7cpKixYtuH79OlZWVoVmetyzZw9Dhgzh2WefBSAlJcWoHENoaCg5OTkcOXKE1q1bA3D27Fnu3btXLjI/DNy+fZt+/foxdOhQmjRpgrOzM0eOHGH27Nn06dPHosfq0qULK1asoHfv3ri7uzN16lRUKtMWe3d3dzw9PVm6dCl+fn5cvnzZpMtVUFAQhw4dIj4+HicnpwIvIEdHR9544w0mTJiAh4cHNWvWZPbs2aSlpREREVGm8wkPD2fy5MncvXsXd3d3jh49ipWVFXXr1jVq17VrVzZs2GC24l2aF6lOp2P58uUMHjwYK6uCj8p33nmHdu3aMX36dF588UX+/vtvli5dalTGbOHChWzYsIHt27cDssfBtGnTqFmzJg0bNuT48ePMnTvXyC1y1KhRrFq1il9++QVnZ2fDjLirq2sBd/jTp0+zdu1aoqOjAdnioVQqiYyMxNfXl3///ZdWrVoZ2u/Zs6eAu5tAIBBUd4YOHcro0aMB+L//+z+jdeZ4aRXlyqxHr8j+/vvvBSZqbW1tSyTvE088waJFi7C2tsbf39/IgGKuZ5qjo6PRd3O3K4l3XWnPuSTb5T0PlUrFtm3b2L9/P3/88QdfffUVU6ZM4dChQ4VOQpvylANZ8Z44caLRsuPHj/P4448DskfbqFGj0Gg0ZGdn88cff/DYY4+V2kOuMLy8vFCpVEbWbZAnNvJawYVH2qOBULxLgFqtLlZJNqdNSdqVhaeeeoq2bdvSt29fZs2aRb169bh27RqbNm2ib9++hIWFERwczE8//UTv3r1RKBRMnTrVyPpWr149nn76aYYNG8bSpUuxsrJi7NixhcbDCuSs5v/5z3+YN2+eYaY9ICCAYcOGma0omsvkyZO5cOECvXr1wtXVlU8//bRQi7dSqWTNmjW8/fbbNGrUiHr16vHll1/SuXNno3bvvvsugwcPpkGDBqSnp5vc38yZM9HpdAwaNIj79+8TFhbG1q1bi5yVNofGjRsTFhbGunXrGDFiBMeOHaNu3brY2NgYtevatStff/01Go2m3O6jP//8k8uXLxeIFdTTqlUrNmzYwOTJk/nkk0+oVasW8+fP55VXXjG0uXXrllG5tq+++oqpU6fy5ptvkpiYiL+/PyNGjODDDz80tNG7weX/XZYvX24UpiBJEsOHD2fevHmGgYu9vT0rVqxg1KhRZGZmsnDhQsOgJyMjgw0bNrB169Yy9YtAIBBUNZ5++mmDghkebhyCZo6XVnBwMNbW1hw8eNCQDf3u3bucO3fO4BbdoEEDbG1tuXz5cqndyvU4OjqatLya65lmqe2Kw9xzzu8pV5a+UigUtG/fnvbt2/Phhx8SGBjIhg0bGDdunMn2+T3lQK4GcunSpQLW9ejoaN5++22ysrLo2bMnX3/9NY8//jh37tzBxcUFsLyruY2NDS1btmTbtm0GIxfAtm3bjIwxwiPtEaFycroJLIWpDJp5M3kmJydLb731luTv7y9ZW1tLAQEB0iuvvCJdvnxZkiRJunjxovTEE09I9vb2UkBAgLRw4cIC+0xISJB69uwp2draSjVr1pS+++47k9m0BQJL8Pvvv0uhoaGSVqutbFEeKhYuXCh17dq1ssUQCAQCi5A/O3hSUpKUlJRk+J53LDRmzBjJ399f2rx5s3T69Glp8ODBkru7u3Tnzh1D+5EjR0o1a9aU/vzzT+nUqVPSM888Izk5ORmNh6ZMmSJ5enpKK1askM6fPy8dO3ZMWrhwobRixQpJkkqf1VyPVquVPD09pYEDB0qxsbHS9u3bpVatWhXIlp3/OKXdTpJMV0fJu11x5yxJkjRs2DCpVatW0sWLF6WbN29KWq3WrO3yy3Pw4EFp2rRp0uHDh6VLly5J69atk2xsbIyyrOfn5MmTkpWVldFvuXv3bkmlUhlVK4mPjzdkXF+zZo0UERFR6D5Lwv3796Xjx49Lx48flwBp7ty50vHjx42qA61Zs0aytraWIiMjpTNnzkhjx46VHB0djSqMDB48uEBVF8HDh7B4V3NMxW/njSN2dnbmyy+/5MsvvzS5fVBQEDt27DBaNmrUKKPvvr6+/Pbbb0bL8tdJFggsRY8ePYiNjeXq1asma4gLSoe1tbUhhlAgEAgeNvQWS1OY46X1+eefk5KSwjPPPIOzszPjx48nKSnJaD+ffvop3t7ezJgxgwsXLuDm5kaLFi0s5s1mrmeapbYzB3PO2ZSnXGn6ysXFhb/++ov58+eTnJxMYGAgX3zxhSEpninye8qB7GZev359I+/M48eP4+bmRlBQEN9++61RGFZZOHLkCE888YThu94yP3jwYEMlm/79+3P79m0++eQTEhISaNSoEZs2bTLkhBEeaY8OCkkyI7BFIBAIBAKBQCAQCKoYmzZt4t133+Wff/4pkMDUFF999RXnzp3jq6++QqvVkpSUVC4J1czl//7v//jll1/4448/Kk0GQcUg6ngLBAKBQCAQCASCakmPHj0YMWIEV69eNav9kCFDiIuLo1GjRoSFhXH+/PlylrBohEfao4OweAsEAoFAIBAIBAKBQFCOCIu3QCAQCAQCgUAgEAgE5YhQvAUCgUAgEAgEAoFAIChHhOItEAgEAoFAIBAIBAJBOSIUb4FAIBAIBAKBQCAQCMoRUccb0Ol0XLt2DWdnZxQKRWWLIxAIBAKBQFClkCSJ+/fv4+/vb1bJpvLk8uXL3Lp1q1JlEAiqApmZmdja2la2GI88Xl5e1KxZs9h2QvEGrl27RkBAQGWLIRAIBAKBQFCluXLlCmq1utKOf/nyZUJDQ0lLS6s0GQSCqoJKpUKr1Va2GI88Dg4OxMTEFKt8C8UbcHZ2BuSXiYuLSyVLY0x2djZ//PEH3bp1w9raurLFqTaUZ79dvXqVuLg46tSpw2OPPWbRfVcFxDVXOkS/lQ7Rb6VH9F3peNj77erVqzRs2JC81WKVSiX//PNPmd5ZycnJBAQEGMZMlcWtW7dIS0tj5cqVhIaGVqosAkFlsmnTJqZOnSruhUomJiaGgQMHcuvWLaF4m4PevdzFxaVKKt4ODg64uLg8lAOE8qK8+i0yMpLhw4ej0+lQKpUsXbqUiIgIi+2/KiCuudIh+q10iH4rPaLvSsfD3m8uLi588803jBgxAq1Wi0qlYsmSJRYbmFeVkLzQ0FBatGhR2WIIBJVGTEwMIO6F6oRIriYQmIlGozEo3SDnBhgxYgQajaaSJRMIBAKBwJi87yqBQCAQVD5C8RYIzCQ2NrbAAEar1XL+/PlKkkggEAgEAmP0k8R6V3NJkhg+fLiYJBYIBIJKRijeAoGZhISEFMjkqlKpCA4OriSJBAKBQCAwxtQksU6nY8GCBZUkkUAgEAhAKN4Cgdmo1WqWLl2KSqUC5GQ1M2bMqNTsrgKBQCAQ5CUkJMRkHPa8efOE1VsgEFQJgoKCmD9//kNzHHOpVMV70aJFNGnSxJDUrG3btmzevNmwfsiQISgUCqNPmzZtjPaRmZnJW2+9hZeXF46OjjzzzDPixSIoNyIiIpg5cyZKpRKdTsekSZOIjIysbLEEAoFAIADkSeLx48cXWC5CowQCQUWzYsUK3NzcCiw/fPgww4cPr3iBKplKVbzVajUzZ87kyJEjHDlyhC5dutCnTx9Onz5taPP000+TkJBg+GzatMloH2PHjmXDhg2sWbOGvXv3kpKSQq9evURNO0G5oNFomDhxokiwJhAIBIIqy4svvljA6i1CowQCQVWhRo0aODg4VLYYFU6llhPr3bu30fdp06axaNEiDh48SMOGDQGwtbXF19fX5PZJSUlERkby/fff89RTTwGwcuVKAgIC+PPPPwkPDze5XWZmJpmZmYbvycnJgFxiJDs7u8znZUn08lQ1uao65dVvMTExJhOs/fvvv/j4+Fj0WJWFuOZKh+i30iH6rfSIvisdD3u/LV++nDfeeMOojrdKpeLrr7/Gx8en1Of9sPbXo0bnzp1p0qQJdnZ2fPvtt9jY2DBy5Eg+/vhjAObOncvy5cu5cOECHh4e9O7dm9mzZ+Pk5ATIFsyxY8eycuVKxo8fz5UrV+jRowdRUVH873//46OPPiIpKYmBAwcyf/58Q3heVlYWH3zwAT/88AP37t2jUaNGzJo1i86dO1dSTwjMITMzkwkTJrBmzRqSk5MJCwtj3rx5tGrVil27dvHEE0/w22+/8f7773P27FmaNm3Kt99+S+PGjdm1axevvfYa8KAM4UcffcTHH39MUFAQY8eOZezYsYb1ixcv5tdff2XHjh0EBgaybNkyatSoweuvv87hw4dp0qQJK1eupE6dOgDExcUxbtw4Dh48SGpqKqGhocyYMcOgE1ZFqkwdb61Wy48//khqaipt27Y1LN+1axfe3t64ubnRqVMnpk2bhre3NwBHjx4lOzubbt26Gdr7+/vTqFEj9u/fX6jiPWPGDP773/8WWP7HH39U2dmXbdu2VbYI1RJL99utW7dQKBRGAxqlUsmlS5cKeGNUd8Q1VzpEv5UO0W+lR/Rd6XgY++3WrVuMHDnS6B2lUCiYMWMGPj4+ZXpPpaWlWUJEQRUgKiqKcePGcejQIQ4cOMCQIUNo3749Xbt2RalU8uWXXxIUFMTFixd58803ee+99/j6668N26elpfHll1+yZs0a7t+/z3PPPcdzzz2Hm5sbmzZt4sKFCzz//PN06NCB/v37A/Daa68RHx/PmjVr8Pf3Z8OGDTz99NOcOnWKkJCQyuoKQTG89957rF+/nqioKAIDA5k9ezbh4eFGYSsTJkxgwYIF+Pr68v777/PMM89w7tw52rVrx/z58/nwww85e/YsgGECxxSffvopc+fOZe7cuUycOJGXX36Z2rVrM3nyZGrWrMnQoUMZPXq0ISw5JSWFHj168Nlnn2FnZ0dUVBS9e/fm7Nmz1KxZs3w7ppRUuuJ96tQp2rZtS0ZGBk5OTmzYsIEGDRoA0L17d/r160dgYCAXL15k6tSpdOnShaNHj2Jra8v169exsbHB3d3daJ8+Pj5cv3690GNOnjyZcePGGb4nJycTEBBAt27dcHFxKZ8TLSXZ2dls27aNrl27Ym1tXdniVBvKs9+0Wi1vvvkmWq3WYEV49dVXLXqMykRcc6VD9FvpEP1WekTflY6Hud927dplpHSDXE6sefPmdOrUqUz71nsHCqo/TZo04aOPPgLkZHwLFy5k+/btdO3a1WCBBKhVqxaffvopb7zxhpHinZ2dzaJFiwyWxxdeeIHvv/+eGzdu4OTkRIMGDXjiiSfYuXMn/fv3Jy4ujtWrV6PRaPD39wfg3XffZcuWLSxfvpzp06dX3MkLzCY1NZVFixaxYsUKunfvDsA333zDtm3biIyMpFWrVoBsxe7atSsgT+qo1Wo2bNjAiy++iKurKwqFolDv5by89tprvPjiiwBMnDiRtm3bMnXqVIMhdcyYMQYLOkDTpk1p2rSp4ftnn33Ghg0b2LhxI6NHj7ZMJ1iYSle869WrR3R0NPfu3WP9+vUMHjyY3bt306BBA8MsGUCjRo0ICwsjMDCQ33//neeee67QfUqSZDKjpx5bW1tsbW0LLLe2tq6yL+GqLFtVpjz6bfjw4fTo0YMDBw4gSRLt2rV7KH8bcc2VDtFvpUP0W+kRfVc6HsZ+Cw0NNST/1KNUKrlz5w43btwoUxWOh62vHmWaNGli9N3Pz4/ExEQAdu7cyfTp0zlz5gzJycnk5OSQkZFBamoqjo6OADg4OBiUbpANXkFBQUbWTB8fH8M+jx07hiRJ1K1b1+i4mZmZeHp6lss5CspOXFwc2dnZtG/f3rDM2tqa1q1bExMTY1C883oqe3h4UK9ePWJiYkp8vLzXpT58s3HjxkbLMjIySE5OxsXFhdTUVP773//y22+/ce3aNXJyckhPT+fy5cslPnZFUenlxGxsbAgODiYsLIwZM2bQtGnTQmtN+vn5ERgYSGxsLAC+vr5kZWVx9+5do3aJiYkPTbytoGqydetWBgwYQP/+/QkMDBSZzQUCgUBQ6eQve6kPjRLvKkFe8k+iKBQKdDodly5dokePHjRq1Ij169dz9OhR/u///g8wjvE3tX1h+wQ5Ea1KpeLo0aNER0cbPjExMaK+fBVG7z2T35hZnIHT1DbmkPca0m9vapn+upowYQLr169n2rRp7Nmzh+joaBo3bkxWVlaJj11RVLrinR9JkowSn+Xl9u3bXLlyBT8/PwBatmyJtbW1UZxWQkIC//zzD+3atasQeQWPHhqNhuHDh4vM5gKBQCCockRERBAfH8+6deuMcpKId5WgOI4cOUJOTg5ffPEFbdq0oW7duly7dq3M+23evDlarZbExESCg4ONPua4IAsqh+DgYGxsbNi7d69hWXZ2NkeOHCE0NNSw7ODBg4b/7969y7lz56hfvz4gG1jLq9LUnj17GDJkCM8++yyNGzfG19eX+Pj4cjmWpahUV/P333+f7t27ExAQwP3791mzZg27du1iy5YtpKSk8PHHH/P888/j5+dHfHw877//Pl5eXjz77LMAuLq6EhERwfjx4/H09MTDw4N3332Xxo0bV+mMdoLqTWxsrMnM5ufPny+TG59AIBAIBJZArVbj5eUl3lWCElGnTh1ycnL46quv6N27N/v27WPx4sVl3m/dunV55ZVXePXVV/niiy9o3rw5t27dYseOHTRu3JgePXpYQHqBpXF0dOSNN95gwoQJeHh4ULNmTWbPnk1aWhoRERGcOHECgE8++QRPT098fHyYMmUKXl5e9O3bF4CgoCBSUlLYvn07TZs2xcHBwWKJrIODg/npp5/o3bs3CoWCqVOnFnjmVTUq1eJ948YNBg0aRL169XjyySc5dOgQW7ZsoWvXrqhUKk6dOkWfPn2oW7cugwcPpm7duhw4cABnZ2fDPubNm0ffvn158cUXad++PQ4ODvz6668GNyuBwNI4OTmhVBrfOqI+qkAgEAiqEiEhIeJdJSgRzZo1Y+7cucyaNYtGjRrxww8/MGPGDIvse/ny5bz66quMHz+eevXq8cwzz3Do0CECAgIssn9B+TBz5kyef/55Bg0aRIsWLTh//jxbt241Smw9c+ZMxowZQ8uWLUlISGDjxo3Y2NgA0K5dO0aOHEn//v2pUaMGs2fPtphs8+bNw93dnXbt2tG7d2/Cw8Np0aKFxfZfLkgCKSkpSQKkpKSkyhalAFlZWdLPP/8sZWVlVbYo1Yry6rdvv/1WUiqVEmD4qFQq6dtvv7XocSoTcc2VDtFvpUP0W+kRfVc6HqV++/bbbyWVSiUBklKplGbPnl3qfVWVsdLRo0clQDp69GilyiEQVDYrV66s1Hth586dEiDdvXu3Uo5fVSjJM6nSs5oLBNWF/LHdIGeLPXDggCGzo0AgEAgEVYWIiAju3r3LxIkT0el0TJo0CQ8PDyIiIipbNIFAIHjkqHLJ1QSCqoqp2G6dTkdqamolSSQQCAQCQeFoNBqD0g0iwZpAIBBUJkLxFgjMxFS8nFKpJDExUQxiBAKBQFDlKCoZqEAgEJSFzp07I0kSbm5ulS1KtUEo3gKBmYj6qAKBQCCoTogEawKBQFB1EIq3QFACRH1UgUAgEFQX9BPGeuVbqVSyZMkSUU5MIBAIKgGRXE0gKCGiPqpAIBAIBJXLpk2biImJqWwxBIJKY9++fYC4Fyqbixcvmt1WKN4CQSnQu+/lVb6F+55AIBAIqhL5q3HovbPCw8Or7SRxZmYmKpWKqVOnVrYoAkGlo1Qqxb1QBVCpVGRmZhbbTijeAkEp0LvvjRgxAq1Wi0qlEu57AoFAIKhSFJVcrbq+r2xtbdFqtaxcuZLQ0NDKFkcgqDQ2bdrE1KlTxb1QycTExDBw4EBsbW2LbSsUb4GglERERBAeHs758+cJDg6utoMYgUAgEDw8aDQaYmNjCQkJeai9s0JDQ2nRokVliyEQVBp693JxL1QfRHI1gaAMqNVqOnfuLJRugUAgEFQ6kZGRBAYG0qVLFwIDA9m6datRNQ6lUsmMGTPEO0sgEAgqAaF4CwQCgUAgEFRziornnjlzpsHyPWnSJFH+UiAQCCoBoXgLBGVAo9Gwbt061q1bJ0qJCQQCgaDSKCye+8CBA0ycOLGAQi7eWQKBQFCxCMVbICglkZGR1KxZk/79+9O/f38CAgLEYEYgEAgElYI+njsvKpUKSZIKTbAmEAgeMGTIEPr27VvZYggeYoTiLRCUAo1Gw7Bhw5AkyWj50qVLCQgIEG58AoGg2qLRaNi5c6eYRKxm6Ktt6OO59dU22rVrV0AhVyqVD0WCNYGgKrJq1SpUKhUjR46sbFEeGmbMmEGrVq1wdnbG29ubvn37cvbs2WK32717Ny1btsTOzo7atWuzePFio/WdO3dGoVAU+PTs2bNczkMo3gJBKYiNjS2gdOdl2LBhYtAqEAiqHfmTc4lJxOpFREQE8fHx7Ny5k/j4eCIiIgwKuUKhMLSTJImtW7dWoqQCQcWTlZVVIcdZtmwZ7733HmvWrCEtLa1Cjvmws3v3bkaNGsXBgwfZtm0bOTk5dOvWjdTU1EK3uXjxIj169KBjx44cP36c999/n7fffpv169cb2vz0008kJCQYPv/88w8qlYp+/fqVy3kIxVsgKAUhISFGg5j8SJLEgQMHKlAigUAgKBumknMNHz5cTCJWM0xV2wgPDy+geIvQKMHDTufOnRk9ejTjxo3Dy8uLrl27cvr0aXr27ImLiwvOzs507NiRuLg4o+3mzJmDn58fnp6ejBo1iuzsbLOPGR8fz/79+5k0aRL169fnf//7n6VP65Fky5YtDBkyhIYNG9K0aVOWL1/O5cuXOXr0aKHbLF68mJo1azJ//nxCQ0N5/fXXGTp0KHPmzDG08fDwwNfX1/DZtm0bDg4OQvEWCKoSarWab775prLFEAgEAothKjmXTqdjwYIFBdoKd/TqRWGJ10Sct+BhJyoqCisrK/bt28f06dN5/PHHsbOzY8eOHRw9epShQ4eSk5NjaL9z507i4uLYuXMnUVFRrFixghUrVph9vGXLltGzZ09cXV0ZOHCg8BoqJ5KSkgBZcS6MAwcO0K1bN6Nl4eHhHDlypNDJlMjISAYMGICjo6PlhM2DULwFglIy5LWhLNh0nF5D3zG5/tKlSxUskUAgEJSewjx55s6da6RgC3f06kdhiddEnLfgYSc4OJjZs2dTr149fv/9d1xdXVmzZg1hYWHUrVuX1157jXr16hnau7u7s3DhQurXr0+vXr3o2bMn27dvN+tYOp2OFStWMHDgQAAGDBjAgQMHxASXhZEkiXHjxtGhQwcaNWpUaLvr16/j4+NjtMzHx4ecnBxu3bpVoP3ff//NP//8w+uvv25xmfUIxVsgKAWSJNFv8X7m7r7KWb+uvPP+x6BQYhfYFIWVDQCTJk0S1iCBQFBtUKvVjB8/vsBynU7HZ599BhReK1o866o2hSVey+uOLhA8jISFhRn+j46OpmPHjlhbWxfavmHDhob7BMDPz4/ExESzjvXHH3+QmppK9+7dAfDy8qJbt24sW7aslNILTDF69GhOnjzJ6tWri22bfzJZn5/J1CRzZGQkjRo1onXr1pYR1ARC8RYISsH+uNscu3wPgKwcHcrabXHv8jo+A6ZR47kPAOHGJxAIqh9jxowxOSBZsmQJc+bMES7L1Rh94rV169axatUqwsPDK1skgaDcyesybG9vX2z7/Eq5QqEo8MwrjGXLlnHnzh0cHBywsrLCysqKTZs2ERUVhVarLZngApO89dZbbNy4kZ07dxY7cejr68v169eNliUmJmJlZYWnp6fR8rS0NNasWVOu1m4QirdAUCp+PXHN6Pv/YrNxCXsGAPtaLbD2ChTlWgQCQbWjMKs3wMSJE3FychIuy9WYzVu2MmDAAPr37y/CBASPHE2aNGHPnj0lSpZmLrdv3+aXX35hzZo1REdHG31SUlLYvHmzxY/5KCFJEqNHj+ann35ix44d1KpVq9ht2rZty7Zt24yW/fHHH4SFhRWYYFm3bh2ZmZmGMIHyQijeAkEpOJ5r7Z72rOnYEqfGT4lyLQKBoFpSmNVbp9MRHx/P0qVLDcq3UqkULstVnISkdDKytfxv3xk++9cDt65vAiJMQPDoMXr0aJKTkxkwYABHjhwhNjaW77//3qx60MXx/fff4+npSb9+/WjUqJHh06RJE3r16iUmucrIqFGjWLlyJatWrcLZ2Znr169z/fp10tPTDW0mT57Mq6++avg+cuRILl26xLhx44iJiWHZsmVERkby7rvvFth/ZGQkffv2LWAJtzRC8RYISkhmjpa4mykAdK7nzad9Cyrfjg2fQEIhBjUCgaDaoVarmTx5ssl1/fv3Z8uWLYY4OUHVZve5m7SbuYOB3x4i6sAlFFY2ODd7Git3f0CECQgeLTw9PdmxYwcpKSl06tSJli1b8s033xQZ820uy5Yt49lnny3gEQTw/PPP89tvv3Hjxo0yH+dRZdGiRSQlJdG5c2f8/PwMn7Vr1xraJCQkcPnyZcP3WrVqsWnTJnbt2kWzZs349NNP+fLLL3n++eeN9n3u3Dn27t1LREREuZ+HVbkfQSB4yLhyJ40cnYSTrRX+rnYMahNIQ38XBn+7n0ubv8Gt4yBUjm5YefiTc1vD+fPnhTVIIBBUK5566immT59eYLkkSUZ1afVW0/DwcPGcq4J8u+cCkgRHLt01Wm5fqwX3714TYQKCh5pdu3YVWNakSZNCvRFNlQ2bP3++Wcc6efJkoeuee+65cnFvf5QwZ7LX1O/XqVMnjh07VuR2devWrbDJZGHxFghKyI3kTAB8Xe0M7pgtarqzeXhTUo/9SlbiBQBsfYLFoEYgEFQ7NBoNN2/eNOlubgphNa2aXLuXzt7zBUvmANiqG4jM5gKBQFDBCMVbICgh15MyAPBxsTVari/Xkq1XvH2DmTFjhhjUCASCaoO+Rnf//v3NtgCIRJJVkz9OX0eSwNm2oHNj3VadiI+PrxDXSoHgYWDPnj04OTkV+hEIzEG4mgsEJeTGfb3ibVdgXUREBHuuSexKBZXHY0yaNAkPDw8xuBEIBFWe/DW6QS6lU5wCPnnyZDHBWAX59/p9AF5rH8TNlCxW/32ZV/5Tkx8OXSYxHXz8/CtZQoGg+hAWFkZ0dHRliyGo5giLt0BQQhJzXc1NKd4ajYZ1kV8BYO3xmMgaKxAIqg2manRLksSHH35Y5HYzZswQGXurCBqNhp07d6LRaDh7Q1a8Q3yc+bRPQ1YN+w8f9m6AvbWSbK3E32cuVLK0AkH1wd7enuDg4EI/AoE5CMVbICgheldzXxOKd2xsLFm3rgBg5eoDKisR/ygQCKoFISEhJmt09+rVq8h4bzHBWDXQhwl06dKFwMBAzmjuAFDXxxkrlZJ2dbxYGbWCpCty6aTwfoPFhIlAIBBUIJXqar5o0SIWLVpEfHw8AA0bNuTDDz+ke/fuBdqOGDGCpUuXMm/ePMaOHWtYHhcXx7vvvsvevXvJzMzk6aef5quvvsLHx6eCzkLwqHEzRbZ4ezvbFlgXEhKClJ6ELjMNpa0DVm6+SPcSxGyoQCCo8ujzVIwYMQKtVmtIvuXn51fstvoJRuFyXjnkDxNQOHqQqVOiUkItL0ejNh693sXGNwSli0+1zki/adMmYmJiKlsMgaDS2LdvHyDuhcrm4sWLZretVMVbrVYzc+ZMg1ISFRVFnz59OH78OA0bNjS0+/nnnzl06BD+/sbxSKmpqXTr1o2mTZuyY8cOAKZOnUrv3r05ePCgyVp6AkFZSU6XS0K42hes+6gfuE7dcw0b32BsvWqyYNbH1XJQIxAIHj0iIiIIDw/n/PnzBAcHo1ar2blzZ7Fx3qKCQ+WSP0zApVVfANxtFdhYKY3a5NyTawlbufpUywmTzMxMVCoVU6dOrWxRBIJKR6lUinuhCqBSqcjMzCy2XaUq3r179zb6Pm3aNBYtWsTBgwcNivfVq1cZPXo0W7dupWfPnkbt9+3bR3x8PMePH8fFxQWA5cuX4+HhwY4dO3jqqadMHjczM9Ooc5KTkwHIzs6ucnX29PJUNbmqOuXZb8kZ8j7trRQm9//qq6+yXzrI9vPJvDLyHbp0aVmtfj9xzZUO0W+lQ/Rb6SmvvvPx8TF4jWVnZxMUFFRkkjWlUsm0adPw8fGpFr/jw3jNBQUFoVQq0el0KKxtcWomew42V7sYzlPfJifpOgBWbj6oVCoCAwPN6ouq0l+2trZotVpWrlxJaGhoZYsjEFQamzZtYurUqeJeqGRiYmIYOHAgtrYFPWHzU2Wymmu1Wn788UdSU1Np27YtIMeNDRo0iAkTJhhZwPVkZmaiUCiMTtTOzg6lUsnevXsLVbxnzJjBf//73wLL//jjDxwcHCx0RpZl27ZtlS1CtaQ8+u1eigpQcOTgXi7bm24Td/xfcG7E+j/2svSdfgwePJhnn33W4rKUJ+KaKx2i30qH6LfSUxF998wzz/DLL78UWK5QKNDpdEyePJkrV67QtWvXcpfFUjxs19wbb7zBokWLsPYJRmktj4s6u95m06ZNRm2WbdoPgLWbLyNHjuTkyZOcPHmy2P2npaWVj+ClJDQ0lBYtWlS2GAJBpaF3Lxf3QvWh0hXvU6dO0bZtWzIyMnBycmLDhg00aNAAgFmzZmFlZcXbb79tcts2bdrg6OjIxIkTmT59OpIkMXHiRHQ6HQkJCYUec/LkyYwbN87wPTk5mYCAALp162awnFcVsrOz2bZtG127dsXauqBrs8A05dVvWp3EmAPyYK13+JN4OhWc3Zo7dy6Hd/xOjT6NsPJ4DJDDKOrXr8/48eMtJkt5Ia650iH6rXSIfis9Fdl3TZo04ddffzWZ9Vz/d/HixYwfP77Kuy1bst8OHz7Mvn37aN++Pa1atbKQhKWjR48ejB8/nm93neOHszl0qVeDF/s0L9BmwOsXGLjmPI7eNZn70dAiE+flRe8dKBAIBILSUemKd7169YiOjubevXusX7+ewYMHs3v3btLT01mwYAHHjh0r9KVQo0YNfvzxR9544w2+/PJLlEolL730Ei1atEClUhV6TFtbW5PuANbW1lV24FeVZavKWLrf0tIfuNq5O9tjbWV8nWk0GiZPnoxVjSD5+J4PBqBTpkxh4MCBVX5Qqkdcc6VD9FvpEP1Weiqi72rVqmWUeE3v1pwXrVbLpUuXqFWrVrnKYinK2m8vvvgiP/74o+H74MGDWbFihQUkKz21atXC7VwmnI1D7eFg8vz+0zgE5drzZGklzly8SrN65v1e4v4UCASCslHp2cdsbGwIDg4mLCyMGTNm0LRpUxYsWMCePXtITEykZs2aWFlZYWVlxaVLlxg/fjxBQUGG7bt160ZcXByJiYncunWL77//nqtXr1abF7+genE/N77bxkqJrVXByZ3Y2FgkSSLn7jUAVPYuKO1lLwqdTifKigkEgmpLREQE8fHx7Ny502QC00cpwdqUKVOMlG6QPZsOHz5cSRI94HqSnMPGx0TJS4DvViwnKzfBWtuuvUVJMYFAIKggKl3xzo8kSWRmZjJo0CBOnjxJdHS04ePv78+ECRPYunVrge28vLxwc3Njx44dJCYm8swzz1SC9IKHnZTMHACcbU07i+jr4ErZmeQkJQJg7SFbuJVK5SMzKBUIBA8narWazp0706pVK5YuXWrwLtOXHqsuHj1lQaPRMH36dJPr9OV9KpPryekA+JpQvPUlxfSZzVXONUQNdoEgD0OGDKFv376VLYbgIaVSFe/333+fPXv2EB8fz6lTp5gyZQq7du3ilVdewdPTk0aNGhl9rK2t8fX1pV69eoZ9LF++nIMHDxIXF8fKlSvp168f77zzjlEbgcBSpGVpAbC3MR3KoC8nplKpyLoZD4CNbx1AnlQyNWkkEAgE1RG9BXzdunWsWrWK8PDwyhapQoiNjS10Xfv27StQEtPcTskCoIZzwZA6Q0mxpNySYm6+hpJiAoFAUBnk5OTwwQcfUKtWLezt7alduzaffPKJIZwpOzubiRMn0rhxYxwdHfH39+fVV1/l2rVrxe773r17jBo1Cj8/P+zs7AgNDTVKOFncsS1NpcZ437hxg0GDBpGQkICrqytNmjRhy5YtJcqKevbsWSZPnsydO3cICgpiypQpvPPOO+UoteBRJjNbvhHtrAvPIaCvg/vJ+sP8kQC2fvW4z69IksSIESMIDw9/JKxCAoGg+qHRaIiNjSUkJMSs59TWrVsZPnw4Op0OpVLJ0qVLiYiIqABJKw+9Z1P+gVnPnj0rPcEawP0M2TPLxb5gTLZe9px7uSXFXH0eqRABgSArKwsbG5vKFkOQh1mzZrF48WKioqJo2LAhR44c4bXXXsPV1ZUxY8aQlpbGsWPHmDp1Kk2bNuXu3buMHTuWZ555hiNHjhS636ysLLp27Yq3tzf/+9//UKvVXLlyBWdnZ7OPbWkq1eIdGRlJfHw8mZmZJCYm8ueffxapdMfHxzN27FijZTNnzuT69etkZWVx7tw5xo0bZ3aGToGgpGTmyBZvW6uibx21Wk0jf/nGtvGra1guLAsCgaCqEhkZSWBgIF26dCEwMLDY2F+927JeAdXpdI+E23Jez6a8bN68uUrESyfn5iJxtitoW9HLrr1/EwBrd99HJkRA8GjSuXNnRo8ezbhx4/Dy8qJr166cPn2anj174uLigrOzMx07diQuLs5ouzlz5uDn54enpyejRo0yu479ypUrCQsLw9nZGV9fX15++WUSExPL49QeGg4cOECfPn3o2bMnQUFBvPDCC3Tr1s2gVLu6urJt2zZefPFF6tWrR5s2bfjqq684evQoly9fLnS/y5Yt486dO/z888+0b9+ewMBAOnToQNOmTc0+tqWpcjHeAkFVJitHHmDaFKN4AzzVXLYgWHv4o7STlXBhWRAIBFWR0ijRerflvDwqk4sREREcOHDAKMFcVZh40OmkB7lITCjeIMu+btnXAPjUafjIhAgIHl2ioqKwsrJi3759TJ8+nccffxw7Ozt27NjB0aNHGTp0KDk5OYb2O3fuJC4ujp07dxIVFcWKFSvMrliQlZXFp59+yokTJ/j555+5ePEiQ4YMKZ8Te0jo0KED27dv59y5cwCcOHGCvXv30qNHj0K3SUpKQqFQ4ObmVmibjRs30rZtW0aNGoWPjw+NGjVi+vTpaLXaMh27LFR6OTGBoDqRkChbCdAWP/PZIDgID+sT3Mm2wsY3mKzLJ4RlQSAQVEmKUqILe2aZcrl+lCYXU1JSStxn5U1qVg65pdVxsSu8/NfZY/sBb+5mSATWqs3SxYse+hABwaNLcHAws2fPBmQl3NXVlTVr1hhK5NWtW9eovbu7OwsXLkSlUlG/fn169uzJ9u3bGTZsWLHHGjp0qOH/2rVr8+WXX9K6dWtSUlJwcnKy4Fk9PEycOJGkpCTq16+PSqVCq9Uybdo0XnrpJZPtMzIymDRpEi+//DIuLi6F7vfChQvs2LGDV155hU2bNhEbG8uoUaPIycnhww8/LNWxy4qweAsEZhIZGcnoMeMA2L/nL7NcCn1s5RlU6xqB5SqbQCAQlAW9Ep2X4pTo/C7Xj1JmczDdZ5VdvUIf322tUhQaEqXRaBj/5uvosjNRKFUonTwr3VIvEJQnYWFhhv+jo6Pp2LFjkXXpGzZsaBRK4ufnZ7a7+PHjx+nTpw+BgYE4OzvTuXNngCJdoh911q5dy8qVK1m1ahXHjh0jKiqKOXPmEBUVVaBtdnY2AwYMQKfT8fXXXxe5X51Oh7e3N0uXLqVly5YMGDCAKVOmsGjRolId2xIIxVsgMAO9GyZK+UEs5WQVO1DRaDQc3LoBABuvwCrhhigQCASmKK0SrXe5njt3LgcOHHikrKb6PsubV6ayq1c8cDO3LjTfTYHM5q4+j0yIgODRxNHR0fC/vb19se3zK+UKhcKsLNepqal069YNJycnVq5cyeHDh9mwQR4HZmVllVDqR4cJEyYwadIkBgwYQOPGjRk0aBDvvPMOM2bMMGqXnZ3Niy++yMWLF9m2bVuR1m6QJ0zq1q1rNIkSGhpqyA1WkmNbCqF4CwRmoB+oKKzkTJiSNrvYgUpsbKyhpJi1l2zxrozBzZU7abSdsZ3weX9xPSmjQo8tEAiqD/ryYDt37iQ+Pt4sJToyMpI2bdowbtw42rRpUyWSi1Uk4eHhBRTvypxg1Vu8nWwLjyQ0ZDbPU1LsUQoREDzaNGnShD179pidLK0k/Pvvv9y6dYuZM2fSsWNH6tevLxKrmUFaWppJj6u8kx16pTs2NpY///wTT0/PYvfbvn17zp8/b7Sfc+fO4efnZ8hsb86xLYlQvAUCM9APVBSqXMU7J6vYgUpISAg5t2XXImuvmoCiUgY3UfvjSUjK4OyN+7y3/mSFHlsgEFQv1Go1nTt3Nstd/FHNap6XqpZgLiNbThpkX0TJS72lXpcsKwTWbn7MmDHjkQkREDzajB49muTkZAYMGMCRI0eIjY3l+++/5+zZs2Xed82aNbGxseGrr77iwoULbNy4kU8//dQCUj/c9O7dm2nTpvH7778THx/Phg0bmDt3Ls8++ywg19p+4YUXOHLkCD/88ANarZbr168bWa4BXn31VSZPnmz4/sYbb3D79m3GjBnDuXPn+P3335k+fTqjRo0y+9iWRijeAoEZ6AcqShtbeYE2p1g3TLVazcIZHyHlZKO0scPa3bdSBjfHr9wz/L8n9iZX76VX6PEFAsHDSVVTOiuDqhbnrS95aWdd9PAuIiKC8PZy3KvK1Zv33nuPzz//vNzlEwgqG09PT3bs2EFKSgqdOnWiZcuWfPPNN0XGfJtLjRo1WLFiBT/++CMNGjRg5syZzJkzxwJSP9x89dVXvPDCC7z55puEhoby7rvvMmLECMOkhUajYePGjWg0Gpo1a4afn5/hs3//fsN+Ll++TEJCguF7QEAAf/zxB4cPH6ZJkya8/fbbjBkzhkmTJpl9bEsjspoLBGYSERFBvEsTvj+ayGuDBxLx0n+K3WbY6xF8PeUn7mpB5erLpEmT8PDwqNA4yPhbqQA421pxPzOHLf9cJ6JDrQo7vkAgeDh5lLOaazQaYmNjCQkJYenSpQwbNgwpN524Ps67MuLdM7Ll38LWqnCLN8jy//zDt9R4dgpWrj4AvPfeeyQlJfHZZ5+Vu5wCQUWxa9euAsuaNGlSaC4GU2XD5s+fb/bxXnrppQIZsfXPBoFpnJ2dmT9/fqH9HBQUZFYfmvqt27Zty8GDB0t9bEsjLN4CQQmwtZcTdHi4FZ3QQY9Go+Hqv8cBsHL3r3BXzOSMbG6nym44wx+vDcC2M9cr5NgCgeDh5lHNah4ZGUlgYCBdunQhMDCQO3fuVJk4b73F27YYi/f+/fvJvie/C/SKN8C0adP44IMPyk9AgUAgeIQRirdAUAIyc8yzJuiJjY0l+85VAKw9HgMq1hVTb+2u4WxL3+by8Q/H3+VemsiuKRAIyo4+Idu6detYtWoV4eHhlS1SuWIqrn3SpElVxuXeXIs3QE6u4q1ydMPK3R+VizcgK9/CPVYgKMiePXtwcnIq9CMQFIfZrubJyclm77S49O4CQXXFYE0opD5qfkJCQtDmDm6s3f2Bio3/u5ireAd5OhDg4UB9X2f+vX6f7TGJPN/y4bZKCQTVjbzuy9XJarx161aDMqpUKlm6dGm5uVlrNBpDTF+7du0qvJ9MxbXrz7squNxnZpsX492uXTukrHSybl3Gxqsmjw1fiiTpuL1pPqn/7GDixIkMGDCgWl2HAkF5ExYWRnR0dGWLIajGmG3xdnNzw93d3ayPoCA6ncT/7TzPvG3nyMopnxT1gvIny2DxNu/WUavVjBkqx/pYeciKd0XWeb10Ow2AIE/ZRb5bQ18Afj15rUKOLxAIzCO/+3J1KctVkZnNIyMjqVmzJv3796d///4EBARUeEIwU8nUVCoVzz//vNGygQMHVorSmmGmV5Zarebbb78lK+FBJmeFQoln+FuoHN3R6XSPVJI8gcAc7O3tCQ4OLvQjEBSH2Yr3zp072bFjBzt27GDZsmV4e8tZMDds2MCGDRt477338PHxYdmyZeUpb7XllxNX+XzrWRZsj+WdddHodCLRQnUks4SKN8BzXTsAuXF0SqsKjf/Tu5oHecmK9zNNZeV/3/lbpGdpy/34AoGgeEwpr8OHD6/wGGGNRsPOnTuLPW5GtpY5W8/y7Z4LnDt3rkLcrDUajVECMz3vvfdehbpFm4prnzFjBuvXrzdqt3LlysqJ8da7mhdj8QY5TOCLd183WqawssYh9PFHJkmeQCAQVCRmu5p36tTJ8P8nn3zC3LlzjbL2PfPMMzRu3JilS5cyePBgy0r5ELD28BXD/7+fTKBbAx/6NHusEiUSlIaSxngD3L12EV1WBkobO6zcfMi5c9UwMC1vi8jF23pXc1nxrlPDET9XOxKSMjh2+S7tg73K9fgCgaB4CnNfXrBgQYVZdCMjI812F//mrwss3Ckr1lO71qwQN+vY2NhCs9q+9957FeoWHRERQXh4OOfPnyc4OLjIsmoVbfU2lBMz8x01sFNDErOs2PDTBv45/jceXV7HIaQNzzV0q/Ju5ps2bSImJqayxRAIKo19+/YB4l6obC5evGh221KVEztw4ACLFy8usDwsLIzXX3/dxBaPNpk5Wg7H3wXgueaP8dPxq/xw8LJQvKsh5maMzUvdunXJubcBG+/aWLv7k3PnaoXFeT+weDsAoFAoaFPbkw3Hr7I/7pZQvAWCKkBISAgKhaKAYjlv3jzGjBlT7gpQYe7i4eHhJo/957+Jhv+3xqawdOlSRowYgVarLbfM5oX1EcjhOxU5SQGy5TvvOeaffKisWt4ZJbB4A6iUCl5q6MSkHh+gdK4BXV7HVt2AH/5vBp999lmVVL4zMzNRqVRMnTq1skURCCodpVIp7oUqgEqlIjMzs9h2pVK8AwICWLx4MV988YXR8iVLlhAQEFCaXT7UXLyVilYn4Wxnxbvh9fjp+FUOX7rDrZRMvJxsK1s8QQkoaYw3yAO0prX9iUmRS4pBxdR5TUrL5m5aNgDHdm/ltEpOqNM+2IsNx6/y17lbTHi4ExALBNUCtVrN+PHjC7hMV5TVtCQW24xsLf9cTTJ8P3zpDkunDiI8PJwDBw4gSRLt2rWzuIxqtZpvvvmm0Mn9ipqkMIXe/bwq1PIuqcUbHvz+uqQbZN26hI1XIDaBzSrFYm8Otra2aLVaVq5cSWhoaGWLIxBUGps2bWLq1KniXqhkYmJiGDhwILa2xet0pVK8582bx/PPP8/WrVtp06YNAAcPHiQuLq5AnJMAYm+kAFDXxxl/N3sa+rtw+loyO/9NpF+YmKioTuhdzW1KoHgDhNWrSczRRENJMX2cd2EWJUtw+Y6cWE2bcodXX34VkC3e8xZFolB4c+pqElfvpfOYm325HF8gEJjPmDFjmDt3bqVkxtYnDCvu2JIkcepqElqdhJuDNZ6ONsTdTOXghTtcPVT+mc31Lt5vvvkmv/76q9G6ynLt1hMeHm5kkZckieHDh5frM94UJbV4g/Hvn37+MDZegTgEt67yMd6hoaG0aNGissUQCCoNvXu5uBeqD6Wq492jRw9iY2N55plnuHPnDrdv36ZPnz6cO3eOHj16WFrGas/1pAwA1O6ygvNkqA8A22MSC91GUDXJLEGN1LzYZN4DHli8ofzrvJ65KNcPz7l/27BMkiTGjxpGUz855nvTyYRyO75AICgZXbt2NfpeUZmxTSUMy+8unqPVMSjyb/otPgBAnRpOtK3jCcCfJy9VWGZzkPtFoVAYLVMoFJWqKBYVp1+R6C3eNqqSeWUtXboUhUJBetxhAOxrh7Fx0x/lIqNAIBA8qpRK8Qb5QT19+nR++uknNmzYwLRp04SbeSHcTJF9/mvkupU/FeoNwJ7Ym4aXZEWj0WhYt24d69atq5TMq9WVbK08sLIuwaAGZIs3gLXHA8W7vK1ZMfGy4q1NvWu0XKvV0thNdkHfevp6uR1fIBCYh75MVv4ygxWZGTsiIoL4+Hh27txJfHy8kbU68X4Gr393hL3nbxmW1XCyJSzQA4Djl+9USGZzfcm1/v37F4j1zq+IVzT6GPT8zJs3r0LfsTlauV+sS+iVpbfYZ16NIftuAko7JyYv38Jvv/1WHmIKBALBI0mpFW+AtLQ0/v33X06ePGn0ERiTmCxbvL1dZMW7kb8r3s62pGZpOXjhToXLUxVqoVZXsnMHl1aqkg3y/tOglrydizcKKxuLJyAyVQbozAX5//yKN8D9swcBiL5yj9TMHIvIUF0xt4SSQFAe6BObmUoaVpjyWl7XrFqtpnPnzkbPpav30gmf9xe7zt40atu9sS+N1a6yPCkSSpVx5JqlJxbzJ4DLT2XXndbH6RtQWWMf0gbJxrFC5crJ7R9rZcneUQaLvaQjaf9qABwbPkHv3r0ZMmSIpcUUCASCR5JSKd43b96kV69eODs707BhQ5o3b270ERhjsHg7y4q3UqngiXqy1XtfHgtCRVBULdQPPvigQmWpjmhzrQlWJRzUuDtY42InD0yjftpcwKJUFvRWoC5dulCzZk0+//xzNBoN2/fLLoOmFO8vZ3yEn7MNOTqJv+MrfvKnqmCq7wSCisSUi7KevMqr3ktp4MCB1KxZky5duhAcHMy2bdvKRa7rSRm8uuxv2s/cYUjSGBbozqH3n2TDm+14pqk/tTwdcbK1IjNH4tMvvzW4qiuVSmbMmGFRN/mi+kl/zMqOSR4zZgxKpTys8uz+Nt7PfYDvK7M4dPhohcmQrX9HldArK6/FPi32EJJOi41XTVTONYiKiuLw4cMWl1UgyMuQIUPo27dvZYshEJQrpVK8x44dy927dzl48CD29vZs2bKFqKgoQkJC2Lhxo6VlrPbcvK93NbcD4PDhw9w5+zcAf1+sWKWnqFqo06ZNK5BVt7pQUVbLHJ1e8S7ZraNQKKhVwwmA66mWCy/IbwWSJIn33nuPzz77DKWdMwC69OQC20mShG3SJQAOVYLXRVWgsL6rrveAoHqiT2yVn7zKa14vpR9++MHwDNfpdCxatKhcnnvf7rnAX+ceWLkXDGjGuhFt8XGxo3lNdxQKBUqlgob+LgAEt+7CzJkzDUm6Jk2aRGRkpMXkKayf9OiziFcmarVa7gM7ZxxDHwfA2jOAz6J+qzCPGq2udJPDeS32UmYqmdfOAmBfSzam6OsFCwQCQUnIycnhgw8+oFatWtjb21O7dm0++eQTo4nUGzduMGTIEPz9/XFwcODpp58mNjbWaD9Lly6lc+fOuLi4oFAouHfvnlnHv3r1KgMHDsTT0xMHBweaNWvG0aOmJ0NHjBiBQqFg/vz5pT3dYimV4r1jxw7mzZtHq1atUCqVBAYGMnDgQGbPns2MGTMsLWO1JzFX8fZ2sWXIkCG0bt2a5bOnABB96TaxFy9VmCwhISFFrp8wYUK1c7mdM2eOwWoZGBho0cFefgyKdwldzQG09+REZp/NX2oxOQuzAi1ZsgSFjZzMT5eZbnLbo1vWAnD4EbV4F9Z31fEeEFRf8ic2UygUKBQKg/L6+eef8/rrrxc6YarT6YiLi7OoTJIksSVP/oeWge6EN/RFaUKZa5Lrbn7w7FUmTpxYbgnW8veTUqk0iqnWV4rQaDTlPhFb1P7DwsKw8a+HQvkgAaddSNsKczfX5yEpzTtqzJgxhv8zL58CwMa/HgC3blWsd57g4SMrK6uyRTBQlWR52Jk1axaLFy9m4cKFxMTEMHv2bD7//HO++uorQH529+3blwsXLvDLL79w/PhxAgMDeeqpp0hNTTXsJy0tjaeffpr333/f7GPfvXuX9u3bY21tzebNmzlz5gxffPEFbm5uBdr+/PPPHDp0CH9//4I7siClUrxTU1Px9pZdpT08PLh5U54Vb9y4MceOHbOcdA8BmTla7uW66WlizxAVFQWANjmRnOSboFTRpPMzvPLKKxU22C8uCc3kyZMrRA5L8PnnnzNhwgSjwd7w4cPLrS9zcgc1qhJaEzQaDfs2/wSAtcdjFhuUHjlypNB1ShsHAKSsNJPrM3IHVic190jPqpwkf5VJUZNQ1ekeEFR/9InN1q1bZ1SSSqfTMXHixGK3r1OnjkXluXk/E83ddJQKOPNJOOvfaIedtelKDo3VbgBEX75b7gnW8iaAW716dYHJCK1Wy4IFC8p1IjZveIqp/YeEhGDjKbvY5yTLlUvsA5sSVNuyv1FhlNYrC+TJjW+//RaAzIRzANjmKt4zZ87k6tWrFpJS8CjQuXNnRo8ezbhx4/Dy8qJr166cPn2anj174uLigrOzMx07diwwcThnzhz8/Pzw9PRk1KhRZGdnm3W8r7/+mpCQEOzs7PDx8eGFF14oUpZdu3ahUCjYunUrzZs3x97eni5dupCYmMjmzZsJDQ3FxcWFl156ibS0B+OoLVu20KFDB9zc3PD09KRXr15G5/Ddd9/h5ORkZLF96623qFu3rpEi+ahw4MAB+vTpQ8+ePQkKCuKFF16gW7duhvFrbGwsBw8eZNGiRbRq1Yp69erx9ddfk5KSwurVqw37GTt2LJMmTTKUsTaHWbNmERAQwPLly2ndujVBQUE8+eSTBd6ZV69eZfTo0fzwww9YW1tb5sQLoVSKd7169Th7VnZDatasGUuWLOHq1assXrwYPz8/iwpY3bmdIs+qWasULP5qrtG6zCunAbANaMSqVasICAgoV2stFO1qrmflypXVwt1Wo9GYHJTqdDoWLlxYLsfUu/FZl3BQExsbS9YdedCiLylW1kGpRqNh0qRJha5X6i3eWaYt3jlJN8i5f4tsrcTxKwXjwB921Go1r7zyisl11eUeEDwcaDQaw7M5v/Ja3PO6PLJ5x1y/D0DtGk442FgV2bZRrqv51VQJpdJYOS+PBGuxsbEEBwfTrl07k67nX3zxRblZ3fOHp5jav1qtpkGbJwBIPb0bbfp9lHZO3MHJIjIUR04pXc31REREsHbtWjIT5DGetVdNFDb2aLVaLly4YDE5BY8GUVFRWFlZsW/fPqZPn87jjz+OnZ0dO3bs4OjRowwdOpScnAcJXnfu3ElcXBw7d+4kKiqKFStWsGLFimKPc+TIEd5++20++eQTzp49y5YtW3j88ccLlWXJkiWG5R9//DELFy5k//79XLlyhRdffJH58+ezatUqfv/9d7Zt22awzoJsfBw3bhyHDx9m+/btKJVKnn32WcNz4dVXX6VHjx688sor5OTksGXLFpYsWcIPP/yAo6NjGXu0+tGhQwe2b9/OuXPyZN6JEyfYu3evofx0ZqbsFWxnZ2fYRqVSYWNjw969e8t07I0bNxIWFka/fv3w9vamefPmfPPNN0ZtdDodgwYNYsKECTRs2LBMxzOHUsd4JyTIbrMfffQRW7ZsoWbNmnz55ZdMnz7dogJWd/Ru5u72Vvy4bp3RugxNruKtfvBDl6e1Foq2kOblvffeq/LutkVNIixYsKBcXOOycwc1qhK68YWEhBhczfUlxco6KC0u2dADV/M0lEolI0aMKNAm88o/QMXnGqgKREZGsmrVqkLXV4d7QFD9mTNnjiFZ2oABA0qsSEuSZHFX85gEOS9EfV/nYtsGejpia6UkM0di5sJvi6wFXhbyW5q3bt3KzJkzC7QzZQW3lNXd1DM3//41Gg0Xb8lWrezbl8m4LFd62XKsYpTWnDK4mutp164dpCeTk5SIQqHExkd+Tx0/ftwiMgoeHYKDg5k9ezb16tXj999/x9XVlTVr1hAWFkbdunV57bXXqFevnqG9u7s7CxcupH79+vTq1YuePXuyffv2Yo9z+fJlHB0d6dWrF4GBgTRv3py33367UFnq169vWP7ZZ5/Rvn17mjdvTkREBLt372bRokU0b96cjh078sILL7Bz505D++eff57nnnuOkJAQmjVrRmRkJKdOneLMmTOGNkuWLCEhIYG3336bIUOG8NFHH9GqVauydGW1ZeLEibz00kvUr18fa2trmjdvztixY3nppZcAqF+/PoGBgUyePJm7d++SlZXFzJkzuX79ukHXLC0XLlxg0aJFhISEsHXrVkaOHMnbb7/Nd999Z2gza9YsrKysClwv5UWpFO9XXnnFUF6iefPmxMfHc/jwYa5cuUL//v0tKV+1R59YzVFZ0JVXr/TYPlYPVLJrQ3mWRCnOQpoXSZJYsGBBuchhKZycCrcgaLXaMt+wJvdbhsQ1cz+W+17l6I6VvXOZB6XFJRtS2updzdORJIlevXoVaJOR63XxqCneRZVw0lMd7gFB9UYfKqO/DvV/9cqrOSgUCou7mv+bq3iH+rkU21alVBDsLT+Lmz7+NAcOHGDu3LkcOHDAYpUbCrM0BwYGFi+fBa3upp65+fcfGxuLlftjAGTfuUrGJVnx3hubaBEZisPglVXCrOZ50SeJy7wuu8ra+snn99FHH5VdQMEjRVhYmOH/6OhoOnbsWKQrb8OGDY2ef35+fiQmFn/vdO3alcDAQGrXrs2gQYP44YcfjNzD88uSlyZNmhj+9/HxwcHBgdq1axstyytDXFwcL7/8MrVr18bFxYVateRysZcvXza0cXd3JzIykkWLFlGnTh2zx94PI2vXrmXlypWsWrWKY8eOERUVxZw5cwyht9bW1qxfv55z587h4eGBg4MDu3btonv37iV6F5pCp9PRokULpk+fTvPmzRkxYgTDhg1j0aJFABw9epQFCxawYsWKcvEeM0WZ6nhnZWVx9uxZbGxsaNGiBV5eXpaS66FBr3j7ezgVeGFn375Czv1bKK3tsAtoZFhurlW6pBRmIR04cKDJ9vPmzavSFr+UlJQi11t6AkOSpFIr3gBvDh+Kp4Pstrl5z5EyD0rVajWDBg0qdL0yj8VbkqQCGSIBMq7Icd5HLt19pOK8i/MW0DNv3ny+3BzNkt1xhqRFAoEl0Gg0vPfeewWWS5JksASYQp98LS+WKCmWN2HYv7mu5qF+xVu8Aer5yO1WbdpFmzZtGDduHG3atLFY6FRhlmY5s3rRw5innnrKYlb3/AneTFn1/QNrY+XsCUD2bQ0Zl08AcP6eREZ2+T9js0uZhyQ/YWFhZN+QrfTWNWTFwpxnpkCQl7yu1fb29sW2z6+U6xNNFoezszPHjh1j9erV+Pn58eGHH9K0aVOjzNeFuXnnPaZCoShWht69e3P79m2++eYbDh06xKFDh4CCCdv++usvVCoV165deyRju/VMmDCBSZMmMWDAABo3bsygQYN45513jJJxt2zZkujoaO7du0dCQgJbtmzh9u3bhkmN0uLn50eDBg2MloWGhhomSfbs2UNiYiI1a9bEysoKKysrLl26xPjx4wkKCirTsQujVIp3WloaERERODg40LBhQ8MJvP322yZdvx5lEu9nAFDT241Zs2YZBglKpZK6deuSfkFOaW9f58FM3KRJk8pF4TWl0KtUKmbMmGHSDdnSiXEsTXETFN9//71F+1EfOwelS1wDUMdbtiAdPnupzLJpNBq+//570yuVViisbAA5uZpKpaJDhw4FBqk5tzU4K7PJytFx8MLtMslTnSjOW0CPfaMnmbv7KjM2/8uX2wtOXAgEpcXURJielStXFrpu+PDhBbJ5v/nmm2V6nhi5cdeqw7nrelfz4i3eACG5ivfve46VS3x1YZbmtm3bFmtJ+vPPPy36Hsib4C0+Pr7ABGp8ui0AOfdvIWWlkXNbgzblDllaiSW7L5CamWNqtxYjI0tORHX3dtlCrUJCQsi+JVdcsfEu2+BXIADZsrxnzx6zk6WVFCsrK5566ilmz57NyZMniY+PZ8eOHRY9xu3bt4mJieGDDz7gySefJDQ0lLt3C+bI2b9/P7Nnz+bXX3/FxcWFt956y6JyVCfS0tJMPr9NTai4urpSo0YNYmNjOXLkCH369CnTsdu3b2/ISabn3LlzBm+pQYMGcfLkSaKjow0ff39/JkyYUG7lKUulPUyePJkTJ06wa9cuo2D4p556irVr15q9n0WLFtGkSRNcXFxwcXGhbdu2bN682WTbwmqrXb9+nUGDBuHr64ujoyMtWrTgf//7X2lOq1zQW7w1588YSq0oFApmzpzJ2bNnGfRUCwDsaz+I/ShM4b12L51foq+WyjJZmJv5zJkzUavVfPDBBwWsKAqFwqKJcSyJOW7zli6zo82jeJc0xltP1h15ADjr6+VlzrhblNVWb+0GObnaO++8Q6tWrUxOjCUc+xOAv2JvFlj3sGLKcjV79uwC94Bjg86G/yP3XuRuqihBIrAMpfFsUigUdOnSxaLZw/O7cSudvdChwN5aiZ+rXTFby9TzlV3Nrb1qWkyuvBRlafb09Cxy2/KYQFar1XTu3NmkJX3TKTnEKf3sg7rX6Rfl2Oh5f57jhcUHys17JjIykkuXrwDwXN9nyvR+UavVjBsqhw5ae6pBWXSSPYGgOEaPHk1ycjIDBgzgyJEjxMbG8v333xdQjErDb7/9xpdffkl0dDSXLl3iu+++Q6fTGcWPWwJ3d3c8PT1ZunQp58+fZ8eOHYwbN86ozf379xk0aBBvvfUW3bt3Z9WqVaxbt44ff/zRorJUF3r37s20adP4/fffiY+PZ8OGDcydO5dnn33W0ObHH39k165dhpJiXbt2pW/fvnTr1s3Q5vr160RHRxue56dOnSI6Opo7dx6ESj755JNGyZXfeecdDh48yPTp0zl//jyrVq1i6dKljBo1CgBPT08aNWpk9LG2tsbX19fi146eUineP//8MwsXLqRDhw5GA9UGDRqUSNHRxxEdOXKEI0eO0KVLF/r06cPp06cLHK+w2mqDBg3i7NmzbNy4kVOnTvHcc8/Rv3//KpMERJ9c7Ze13xsGNpIkMXnyZDQaDW8++wSSNhtrD39DtmsoOChLTs+m91d7GbMmmhErjxab6TY/hSlphcW8QPlky7UU5rgKWzr20djiXfK+0Wg07PpVTrBn7V72kmJFlhLLje/WZWegVDyoz2rq907PLSt29NKjldk8PDzc8EKMj48v6N6rtMLGry4AtlZK0rK0rD582cSeBIKSUdTE4ezZswvd7v333zeZzbu0ccwajYZ169YZPUutXHNLhdpKZr8DQrxli7e1hxryZDa3ZHy1KUvzntib3PdricLKttDtlEplhU0gZ+Xo2PGvHAua+u8ew/KUE1uQJLmPYxKS2Rh9zeLH1k+g6BVkbU5OmT0OnmjdBF1mKgqVNdYej1lKVMEjiqenJzt27CAlJYVOnTrRsmVLvvnmG4uUb3Jzc+Onn36iS5cuhIaGsnjxYlavXm3xLNVKpZI1a9Zw9OhRGjVqxDvvvMPnn39u1GbMmDE4Ojoakk03bNiQWbNmMXLkyEeyJN9XX33FCy+8wJtvvkloaCjvvvsuI0aM4NNPPzW0SUhIYNCgQdSvX5+3336bQYMGGZUSA1i8eDHNmzdn2LBhADz++OM0b96cjRs3GtrExcUZJVZu1aoVGzZsYPXq1TRq1IhPP/2U+fPnF1rRpiIo1RTmzZs3DXW885KamloiZa13795G36dNm8aiRYs4ePCg4WbR11bbunUrPXv2LLCPAwcOsGjRIlq3bg3ABx98wLx58zh27BjNmzc3edzMzExD+nqA5GTZrS47O9viLjCJybKrec59YzderVbLv//+S6dOnXjM9iDXcqyxC2pGyl35hTxp0iSef/55fHx8ANh44iq3c61tf527yYHzN2kV5G62HH///XeBZSqVisDAQLKzs4mJiSmgzOt0Ov7991+DDFUJU+ejv/bynseWLVt4/fXXLXLM9IwH14akzSGbklktYmJiyLqdW1LM40FJsdL0cbGlxBxcAdBlpLJo0SJ8fHzIzs4mKCjIqE4wQKYmBoB/riaRlJqOtUJeV17uYFWB5cuX88Ybb6DT6VAqlSxatIhatWoZ9Yu1ux9Ka1vsVfBR71AmbTjN9wcu8VqbAKxMJC7S99fD3G/lwaPYb/PmzTM5cbhq1SpeeOEFrl+/zty5cwus79y5Mz4+PixatIg333zTEOf8ySefGO5xc8l7D+TFylV+Fqk9HM3en7ejFY42KlIBW081mTcvoVKp+Prrr0ssV1H4+PgYnpULt59jzjbZXb/lG3M58tUok9tIksSmTZt47bXXDMssec39En2Nw5fu4etiy4IdsuHBzU7FlesPrOyZV2O4ETWWN+asZMM/d9hwXMMzTSz7Xo2JiZE96vQTHzptqd8vemrVqkX2zSPYqhti413L4HouEJjDrl27Cixr0qRJoS68psqG5fdyLYwOHTqYPF5RsnTu3LnAuHfIkCGG5NF6Pv74Yz7++GPD96eeesoogzkYjzuXLVtW4Fhvv/12hWXNrmo4Ozszf/78In9Lc/on/+9givj4+ALLevXqZTK5cEn2YUlKpXi3atWK33//3RCzoFd4vvnmG9q2bVsqQbRaLT/++COpqamGfZhTW61Dhw6sXbuWnj174ubmxrp168jMzKRz586FHmvGjBn897//LbD8jz/+wMHBoVTyF8aVmypAgS71ntFypVLJpUuX2LRpE37KZK7hhF1gU1KObwLk/vjhhx9o3LgxAJsO/UteB4WFvx6ifx3zFL9bt24xefLkAssHDhzIyZMnOXnyJLdu3SqgkIEca1jVkkIUdj7PP/8869evN3yXJInRo0djY2NjkcR/97NBf8ts3bKFkjoE3Lp1C23uxIreepD3OigJp06dMjlwf/fddwE4m+HCSaC2tzM+Pq5G+3/mmWf45ZdfDN+192+Sc/8WVs5efLN+GyGu8jVgiYRNVZFbt24xcuRIw7Wu0+l44403mDlzpuEeUDl74dCgEwCqjLtYXTuBk5WKhKQMZv6wlRZehXucPKz9Vt48Kv1269Ytk0q1UqkkLS2NTZs20aBBgwLP47zPCh8fHwYOHMh3332HJEl88MEHXLt2ja5du5otQ957IC9WLjXkv5nJJXouedmoSM1SMOr9z1BelROKqVSqEj/bipI5ISEBPz8/7lrXYOGZB5b1mw6BvD9jPnHRB7CysmLVqlVGmeJHjhyJSqUq8B4o6zUXm6QwkkNPI9dsOowcwaJFiwzhZQOe7khDq0Q2YMX+87f48ZdNOJbd0GdA/w7XexxIOm2p3y95qWGdTTJg7V0LzuyyjLACgUDwiFIqxXvGjBk8/fTTnDlzhpycHBYsWMDp06c5cOAAu3fvLtG+Tp06Rdu2bcnIyMDJyYkNGzYYMtCZU1tt7dq19O/fH09PT6ysrHBwcGDDhg1FuhhPnjzZKCYjOTmZgIAAunXrhouLeclkzEGSJN79+09A4tP332XymBFotVqDJeDVV18FwMrnHEd/jseuZhNQKEGSX9SvvPIKPj4+bNu2jds4AWlEtA8kct8lYlJsefrpzijNcHnetWuXyQHWwIED6dSpk+H7rVu3ClhRV65cyUcffWSxrLCWYNKkSSbP5z//+U+B+H6dTkdgYKDReZaWG8kZcOQvrJQKevbsUap9ZOZomRWnRWnriLWLFws/n2a4DkpCkyZN+Oijj4yUb5VKxZtvvimXLvszlpO7L9K2YW169GhQYNtff/3VaNvMqzFY1e+IjX89urYLYNu2bXTt2tUiLmBVDVP3g06no3nz5syYMYMPZi7A77WvUNrI8a2JF2NoOfp1XnPI4KudF/g3x4sPehSsx5mdnf1Q91t58aj1m8HyolBi5e5Pzp2rgMTYsWONngVardZg1c7/ztBoNDz33HNGyuXixYsZP368Wc/qwt4Jc+bM4XKNtvxy5i7NQoPp8aT5Ltp7Mk9z6dhVbmSoWD13rpE3SV5rc2nI76HS65PVgCM9G/uSnJ7NnvO38WjejY/Hv8muXbtYt+0A1h6PkXZuP+i0SJLEmTNnDDkuLHXNvRx5GDAO0RnTpQ4R7YOwt3katVrNlClT0Ol0fP/997Rr1446NeoSdzMV15CWdGtgWau3Vqvls3/lYZ0Sif9btKhU7xc9Go2G+P8uwaNbM2xqBFlISoGg5OzZs4fu3bsXur64KjcCQVWhVIp3u3bt2LdvH3PmzKFOnTr88ccftGjRggMHDhgstOZSr149Qwr59evXM3jwYHbv3k16ejoLFizg2LFjRbqvf/DBB9y9e5c///wTLy8vfv75Z/r168eePXsKlcXW1hZb24IxYdbW1hYd+CWlZZOtlQc3bw0fwkt9wjl//jzBwcFGg6OG/i7ostJQ2Ttj7RlgcOfSyyNJoLknu6y/0iaINYc13E3L5vztdBr6uxYrR2hoKEqlsoCSpi9mr0fvrp8XrVbLpUuXypzS31JoNBrmzZtXYLlKpaJTp05mnWepUcpuiSplwXIT5vLmiOGsmrENTVIWH89dRI/wNqXaV61atZg1a5YhYZ8+2ZD+d7p4Kx2Aur4uBfZfq1YtZs6caVTKKCvhHI71O3Ls4k2sO8n1Ky19P1QVirofVCoVTs2eNijdANl3E/j555/p9HQfvgIOXbzLjZRs1O6mvWMe1n4rbx6VftNffx69J+BYvyMp/+zg7ub5vPPOO0bnH9KpL5NXN0etSqZn63o4e/iwK/YObWp7EB8fbzLBmrnP6sLugf79+zNrz03gLh5OdiX6Per7uQBX+ePQA28cnU7Hm2++SY8ePUo9eavRaIxc4nU6HUcu3sLay5Fnm6tJzpAV7z/O3GR8eCgKz0D8Bs9DoVRxP3oLd7bKiXbmz5f7OK8cZbnmLt1O5XD8XZQK2DuxCz8e0eBkZ0VEh1oGufVKd96+GBO1l7ibqfwdf4+eTS07oT18+HDmTNlEllZi396/CAutXfxGRRAfH0+mvqSYyGwuqETCwsKIjo6ubDEEgjJTouRqycnJhk9gYCBfffUV+/fv5+DBg3z99dcEBgYa4qXNxcbGhuDgYMLCwpgxYwZNmzZlwYIFZtVWi4uLY+HChSxbtownn3ySpk2b8tFHHxEWFsb//d//lUiO8uBmiqwsu9hZcetGArGxsQWUboCLcefJSpDjwWz95WROkiSxYMECAFJy5KQtCgWo3R1oXcsDgP3nzSv/ZKre88CBAwvIYapkS0UmpjGH2NhYk5Yafdbu/Of58ssvW8xaX5Ya3nmxz5HvkRkLl5U6s3lkZKRRlvwZM2YYlbU5f1Oe/Q32djK5ff4ka5m58Yj/XCvZ/VsdKSpDcu06wTg16gJAxpXTZN2MJ+X4JsaNG8d/GoUQaC/nWdjyz/VKk19QvVGr1cz9+lsc63cEwKlRF6YuWG54Tt28n8mMzTG8tvww3x9NZMbfGaw8lULr6X8y7LsjPL9oP4G165TpWV3UPXAvTb7G3exLppDW881NsGbhzOb5E2kqbByw8gwAoInalS71vVEpFZy9cZ/Lt9PYdD7NEOfs1LSbIWZdp9MZ3qmW4NcTcthQh5Aa+LvZM+apEIPSbUpukPvC30p+Nu+PK5/yjblz/QQ8VjAZbUkJCQlBe1vOkm7l5IHCzry67gKBpbG3tyc4OLjQj0BQXSiR4u3m5oa7u3uhH/36siBJEpmZmWbVVktLS5NPwsz6cBVNYrKcwM1Gl/GgRqoJRSskJITMhHNyW78H6evnzZuHRqPhTm4eOE8HK/bt2U1DL3lAtD/OvDqdpuo9r1y5skC2U/1gLH+N2PKqZVcanJz0iqQCh9DHsfENxrXDyxxyf5Jv/jxZ4DxXrVplsRquV6/JZWLKondrNBqO7pTj7aw9A0qV2Tx/+Z+8WfJBniC4dFuOyy9M8X7QjzJZuVaNW+kS99Ie/iRXERERHDhwgLlz53LgwAHDpMVtnFA5uqPLSOHGmvdJWDaanKQbgDxwP7FZrq/8V2zZauQKHm0eCzOOxb7nJXtnXU/KIHz+XyzZfcFo/eLdcWTmyPf7uRspbIvPLvOzurB61Enp8v3v5lBCxTu3lreVuz+oHmxb1szm+SeEHRs+gUKhxNfZGm8XO9wcbGgdJE9GP/75Tn46Jiew1GWmoVAoccydSIMH71RLcCS3CkSXejXMkhvkscrTLeS+iE1MsXh5QkmSLDZBDPKYYManH5N9T55otM6d8BAIBAJB6SiRq/nOnTsN/0uSRI8ePfj222957LHSlZl4//336d69OwEBAdy/f581a9awa9cutmzZgqenZ4H6nPlrq9WvX5/g4GBGjBjBnDlz8PT05Oeff2bbtm389ttvpZLJktxMya3hHXvGyN1sxIgRhIeHGywcarWa7q3qsx+w9X+geGu1WuLi4ribKb9Ar8b+Q5cP38XWLwTfV+dx7PI9JKn4ki+FzbyfP3++gDU4PDzcKKmPJEkF5K1M1q2Ty3G5tO2H++MPYtcuJ2uZuf0KShdvdPceWCMLO8+SEhkZyaj3P8P3tYXcu3ObyMhIIwuzucTGxpJ1S7YgWHuqSyVjcb/n7dRMsrUSSgX4upiuw5s/HkrKTCX7bgLW7n6cSag8q/e5G/dZvCuOFoHuDGwTWG7HiYyMNExeKJVKli5dSkREBLtySwFlxEeDTltgu7S4o7h1HsqhC7fJyNZiZ10wsZJAUBQ5Wh0T/xcNKEiPO4J9nTB+PXGVj3o35P92nudOrjJW08OBVcP+w/+Oalj992WS0rMJ8Xbm1NUkFu+OY8PgbmV+VqvV6gJt9RNvJVW8azjb4mpvTVI62NWoScb1OJRKJTNmzCjT81c/ITxihJwjxbnxkwAM6xRiaNO1gQ8HLjywIL/UuiZxB7fyN6E41OtA0j65LI3+OWmJSh0nNUkANKtp2tigl3vYsGFGiRwP/rWdOjXqEHczleNX7tKlvuXivPWhbYDJygulISwsjOyDO7F288XGK4Csq2eK36iC2LRpEzExMZUthkBQaezbtw8Q90Jlc/HiRbPblkjxzp+gSqVS0aZNG2rXLl0c0Y0bNxg0aBAJCQm4urrSpEkTtmzZYnZmVmtrazZt2sSkSZPo3bs3KSkpBAcHExUVRY8epUt+ZUlu5tbw1qbeMVpuStF6L+JF+q44g7VXTRTWdkjZGSiVSurUqcP/ThwEXNDel/eTeeMCuuxMkoCLt1KpXcO0VVOPfuY9fzyfKStESZT0ikaj0fDFF1+gcvbCrf1LBdZrJXAJe4Y7fy41LLNEHVm9hVnlJSuCkk5b6smIkJAQtHdli4xe8S6pjMX9nvrrzsPRFlUhVg9T+8i6cR5rdz9OJyRTGRVbJUli9KpjnLuRwk/Hr1LD2Zbwhr4WP05+j4G8k2G7zt0EIO2C6Rrp2bcu4ajMJjXHmsPxd+gYYtraJRAUxsItJ9BK8n15b8/3KB3dsPUNZvK6I/xxTrairnitFZ3rySU7xz5Vl7FPySFIWp3Ef6Zv51ZKJr8cOlvmZ7VGoyE2NpaQkBDDNnpXc1d7mxKdl0KhoJ6PM3/H32HgqPdY9pEclz1p0iQ8PDxKNVGpJyIigvDwcE7GxDJqexoS0KuJn2F91wY+fPKbrBCO71qXUU8Es8s7jUO/JmJTIxCVsyfa3JKejo6OpZZDz720LMMESV2fwt+/4eHhBZa9/vrrvLFiH3E3Uzl6ybKKt97aDZaxeIP8rsi5tQJC/lMgjKCyyMzMRKVSMXXq1MoWRSCodJRKpbgXqgAqlcqoVHVhlCq5mqUoaWyrqdpqISEhRiWkqhKJuQpQ/lJiphStZvVr4WJ1iuQcFTa+wWRe+QdJkti2bRu3khSAC7rMXCulTkvWjfPYqRty/PK9YhVvtVptMhGXqcGZKYUM4MiRI0WWaKsIPvvsMyRJwjG0IwqVNdm3rxhc3wa0CmDN4St4tepF8t6V5GSkoVAomDZtWpknDPSTEVb56qOWZjJCrVYze+p4vrgAVi7eWNk5snjhghLtJ78FKP/vqVe8azgXTCCYdx8FEqxdj8OxfkcOn7/BY94lOq0SYWqwD3DqahLnbjywxH+9K65cFO/CJpeOno7lpEYOX8m4eKzQ7RNP7cWx4RMciLstFG9BifnxuByycm/vKrJuxJF66k9sfYPZclZWum2tlLSt42lyW5VSQY/Gvnx34BLnMxzNnlA1hSmvjyGvDSU5IwcoucUboK6vE3/H32H9nweK9PIqDWq1mssZdkgcIsDDHp883jwBHg70aeZP3M0UXutQC6VSgSI7jayEWGz962EX1ILUU3LpMEuUx7x0W35OeDvb4mBT+DBq//79JnOSXD66CxyacvTS3YIblYHsPNeClcoyirdarWbws93YcB1DbH1lY2tri1arZeXKlYSGhla2OAJBpbFp0yamTp0q7oVKJiYmhoEDB5pM3J2fSlW8H3b0ClDf7l2I2r3cpJKUlxaBHuyKS8LWv55B8X7zzTfp/YE8QaHLeDBgyLx2Fjt1Q/bEaHi+ZdGDmeISceVFrVYzcdpcvv79b9JjD5F1Iw6QS3gNGDCg0qzen3/+OUuWLAHANkCOh7x/fDM5dzRMnrOEyX0aceDCbS7dTmPglAV899EIdDod77//Pl5eXmWythhi9ZTy7SLptGWypL81fCiR/93KvfQcZi1aQfhTbUq8D70FyFSW/FspsiXGy6loi1X+BGv63/pMwn36lpPiXZiLN2AYhDZVu3L6WjInrtwj9sZ9Qnwsl9DnXloW+5NcsK/dgvQLD5RrlUrFHWsv4DIN/V145e2RTJ8+3eQ+0i+dkBXvC+WTHKkwCpuwEFQfzl6/z9UUCUmn5f6RXwBIPb0Tl/+8gJWLXGP6hZZqbK0KD2F4op433x24xPGEdF5+5RVW5slrYSpppilMeX0MHz4cK3tnQLYIO9mWfHhgiPMuJMFaWa/ba0lywtIgz4JW6wUDmht9DwkJISN+Gbb+9bAPakrqqW0WSxYan5tDw5Qc5rBtzVL8hv4fJ64kkaPVWcwtPCePq7m10jL7BHj2idZsWH0OmyqieOsJDQ2lRYsWlS2GQFBp6N3Lxb1QfSjzk7m4+OJHGb3i3bNLR5NJbPLjYyXPotv61zcs02q1XL4uJ3LSZT5QvLOunQXg+OWiZ8yLS8SVn6S0bH5LC8at/cv4vDwLK4/HDHKUJTNtWdBoNEaWWRsfuUZ71vVzjHq+C1OfC8NKpeSV/8iDvS3nkgtYW8qSUMeQAdgq1wKk0xY6eWIuLpL8W0+dvbDUmc3VajWdO3cuIIc5Fm8omPxHr3jfSJPINXpZlMJcvPW/zYkr9wDoUt+HTnVlS/LW05bNHv7ujyf45uB1vPt9gme3N1FY2xomw+7myBMVTdRuPPXUU4XuI+PSSQCiL98lJbMcOsoEkZGRhgSNNWvW5PPPP6+Q4wosy/cH4wGo55yNIkdWIhU5GUxprmX/pC7sfLczH/VuWOQ+WtfywFqlQHM3nXW/7zBaZypppilMeX3odDoiRrwhy4SErVXJhwd1cxVvGy/j/AyWCPkBuJEs95lPIbkr8qJWqxnVrxsAto81ACyXLFRzVy7XGOBhuqSgnnbt2plcnnXzMg5WkJ6t5d/r98ssj56c3N9UoQClhVzNATJvXUHS5qC0LbubvkAgEDzKlOjN+txzzxl9MjIyGDlyZIHlApnE+/IgoYazbaFKUl46NZIHK3kVb4DL1+W4U13GAzfczFzFW3NfR1pW4YP/omK2TfHFtrMk5yZaVdrY4dbhFcByA6fSsH//fsP/Sgc3rJw9kSQd2TcvMWbMGMO6Z5urUSrkBHX6CQOwzKRBREQEa9bKid3qhgSXyYKu0Wg4c0hOVGjtqbbI5EBertzVu0EWPTjVu5vr0aUnk5MkJxc7fS3JIrLkpbhrUV/KTLpziea+shK88+xNix0/OSObHbnJ0wCcmveg3/Q1hsmwi7nuo7W8HExmJDbInJxIzr3rSCjYfOScxeQrDFOTZ++99x5z5swp92MLLMue3Gz4k/sZT8a+MWwo/m721PJyxKYYhdfR1ormuQm9bGo2MVpn7rOusOtbYS0/M7SZ6Vy9etWsc8qLXvG2cvPByk5W0iyRYE1PQpKs8BaWNDI/r/Z8HEmnxcrVG5WzpyEBXVmftbf1XkXORXsVqdVqZs+eXWC5UqmgyWNyX1nS3Vxv8baktRsgtF5dcu6U/HoQCAQCgTElejq7uroafQYOHIi/v3+B5QIZ/cu5OMujni7NglEioXJyN9QeBQyzzLrMNMMy7f1b5Ny/jVaCU5rClSRTA6zClOjE+xn8cOgyAHWSowFwqNsOpYOb2S6M5cGOHQ+sOva1ZHfC7MR4hg8dbCRTDWdbwtRyvLt9ndaG5ZaaNHD1kOMu7WxLlnQoP3Jmc7mf82c2twQHcuvDtqjpVmzbwtzNz95Mt4gseSlssH/kyBHSsnI4nyhbfsa/1o9xA2RL1fHLdy1Wcudo/F10EnhY53DrV9lifPCGgv/9Lsd+xt964D6av85xfjIunwLg2192W0S2ojA1YQEwceJEi03WCMqf5IxsQ2xwswA3syZjC6Ndbgy4XUAjo+XmulIXdn0rrOV3lS47o1TPI3dHG8P7buyHMw0x6JMmTSqVV48ejUYjT1LcuAeAj6t5ivfVSxfISpSzzeqt3vpqIWVBn4DO3aH4d8GECRP4/PPPC5R+s70v1wEvD8XbUvHdetRqNc1qlWPiD4FAIHhEKJHivXz5crM+ArlkzJ3cl7Ono3mKt521iiBXeSBkk6es2APF27gElN7dPDrXRdcU+QdYRcWY7z9/G61Oom4Ne3Yt+ZDMa+dQqKxwqNvWbBdGS6PRaFi69EGWcvvg/wCQdv4QU6ZMKdC+ezPZ3dwhuBVgWWtLRrZcXsreumzWBOPM5nLMnKUmB5LSsrmYq0D+p7bpBE35ZTFyN78uD7ZTbYvftqSo1WomT55cYPmkSZN4579zAAU592+jS7tHdlIiWTfj0UnwV6xlrN4XcvtFc+ogqWd2k3n1XxQqKz5e9itXrlwxKN61vOT7TV/neNGiRQX2lXFZdjc/lZhZ7vfFkSOmM6zrdLpKC/8whV45EpMBpjmX61Ls72qHu2PZJu/CAuW61f5N2pe6lrf++l63bp3hGaDMVbzJySz180gf571kza8WCfnJG2ax48BRwHyLd0hICFlX5RhI28fkxEP6aiFl4a5B8TYvAd2AAQMK/E7/Wyxbwi2qeOf2d2HVLMpC93ZNLb5PgaAqMGTIEPr27Vvq7YOCgpg/f77F5BE83FjWH0lg4G5aNpIkx1p5lGCQ1SJ3QJXX3dygeGcYZ2PNTChe8YYHA6ziYsz3nZfdIOs4ZqPT6Ug7J9cHdAj5T6XFeMfGxhplhbULkOMfn21Tz6Qy/URuCR6Hmo1R2jpYxNqix6B425StdrNaraZXJ3liwNr9MVAoS+xRkFfJ+e3kNUZ8f4STmnucS3wwuHe1L35QqJ+Y0Q8KM2/Iv/HFpII1rMtKZGSkyYRlWq2WVZv3ApCVeMGwPD1OVjh3Wcjd/HJuQqTse3JW6ZR/tgPg0LALx8+c535mDgqFcdymWq1m5MiRDB482GhfesXb2rs2J2NiLSKfKTQaDZMmTSp0vSVKI1mCvMpRaXMWPOzord21apT9N2tW0w2lApJyrFA5eRiWl9SVWq1W069fP8PkrN7V3N/bq9STlXWLSbBWEvKHWSid5AlBZYZ5oTBqtZrBPTsCYKuWLd46nY5169aVSI783LgnP0u06ebFZ5vyWkm/+i8K4Oq9dK7nJo0rKzm55cSsLZSsLS91LZjkUiAQCErL119/Ta1atbCzs6Nly5bs2bOn0LY//fQTXbt2pUaNGri4uNC2bdsCk9MrVqxAoVAU+GRkWOa5nB+heJcTt1Jyayk72KBSKsy2BjX2kwf9+kEC5LV451O8r8nxpUfji8+ubI5b4/5cF+WnGgegVCpJiz0EgF3Npihs7Au1vJUneY+pcvZC5eiOpNPywajBJtsHeTnymKsNOhQG10JLxVDrFW+7IjIOm4NGo+F/Ud+gy85EYWWNlat3iTwK8io5tRu15O1Vx9h6+gavRx0h+vI9gBJlAg8PDzco3nqLd4rCgXMXLpXsxIpAP4A2VVoHwMantnz8Gw9cQDMuytat3eduotOZ3q4kXL4jKz7a3Dj2tH/3oMvOxMa7FqczXADwd7XHzrrg77tixQp+/fVXQz9p798m+85VFEoVv/99tsyyFcaCBQtMupnrsURppLJSXNI8gYz++qtZTEIuc3CytaK+r3zN2uTLCVIaBVc/OfvZTDkE4zHf0pfJq+crh/vY1Ch7gjUjhVWpQuXoBkDKTfPjjQc+3VaWx7sWCht7QPay2bBhQ4lk0RMZGcmJf+X+jRg4wKxJJlNhNlJWOp4qeWB3rJgkqeaSrZX7ylI1vPOiv94EgupGVpZlwtUElc/atWsZO3YsU6ZM4fjx43Ts2JHu3btz+fJlk+3/+usvunbtyqZNmzh69ChPPPEEvXv35vjx40btXFxcSEhIMPrY2ZnnWVVShOJdThiSrzjZlsga5JQhKwV5BwlKO9OKd9aN80iSjsSUbEO2V1OYo/TfS8vi6j05rjc8rC4zZ84k546G7LvXUFhZYxfQiEmTJlXoYDq/tc/GNwSAGtbZ1AmqWdhm1HaSFWTbmo0NyyxhsU/PylW8y2jxjo2NRafNIeeuHONn7Rlgtnz5lRzboObokAdZifczmbZJdqts4G/+ICnv4FaXlkRO8k0UCiW7T14oZkvzKSxOWY8hU30exTvzagyONkrupGZx8mrZk73pFZ+3hr6ESqVCl5FC2hk5yd2SA3L29CCvwpWiXr16MWvWLMN3vdV7zc5j5XJfaDQavvjiiyLbVMZkWH5KmsDxUeVK7vVXXCZsc2kZKCdYyztJC+bHeedHrVYTXE92x7Y3MflkLnrLqFedJmaFOBVFXoVV5eiOQqFE0mbTvIH555eUcImcpEQUShW2fnUNy7/77rsS37f656/STj5HbVqSWZNM+RNZ6ok/IucvOWYhd3Nt7gRleSjeand7Rj9ROQlWBYKS0LlzZ0aPHs24cePw8vKia9eunD59mp49e+Li4oKzszMdO3YskOthzpw5+Pn54enpyahRo8jOzi7V8RUKBYsWLaJ79+7Y29tTq1YtfvzxR0uc2iPP3LlziYiI4PXXXyc0NJT58+cTEBBgMiQQYP78+bz33nu0atWKkJAQpk+fTkhICL/++qtRO4VCga+vr9GnvBCKdzmht3g7WUslsgb9p3E9cpJuPBgkqKxRWMmu6vldzaWsdHJyk3Qdz7V05sdcpf98ohw/7u9qh5OtlSHpVkb8CQDsgppV+GA6v7XP1ld+6Tfwcypyu8dD/QHjxEOWqN+ani3LUpZBKTwYTGbrE6x5BRrJV9RESX4lxzY3F4B9vpK7Tzc0/6FRWJx3io1HYZuUmKKyhKNQGsoPZd94oOxL2hxC3eUB5J9nbpRZhhvJueX9Ordj1apVrFu3jp1fjjfKIl1cXd68yej0CdZsAxpZ/L7QaDSsW7euUA8BPZWZYE1/nRZmOfzzzz8rWKKqjSZ3YlPt7mCReHi94l2zeadSx3nnJy13ctGhDJOLem+bFK2KP3btY+7cuRw4cKBUlSDy5ihROctu5m62SmoGmF9POiQkhMx8cd4g91NJk6zFxsaikx5Mhmsz7pv9XsyfyBIgQ3MGgKMWs3jrk6tZfminVCoY2blssfECQUURFRWFlZUV+/btY/r06Tz++OPY2dmxY8cOjh49ytChQ8nJeVARaOfOncTFxbFz506ioqJYsWIFK1asKPXxp06dyvPPP8+JEycYOHAgL730kqHmtqB0ZGVlcfToUbp162a0vFu3bkbVj4pCp9Nx//59PDyMx7cpKSkEBgbKoaC9ehWwiFsSoXiXE3rF2yonvUTWILVaTWgN2b3BZ8A0XNv0A0CSdEhZ6fTr189gRVAqlTRRy1nkT2juFdhXSVxA9Yp3HW9ZqdUrShmXogGwC5QTq1SUhc2Utc/GT7Z4tw4uWqns3lJWYG18gw0xi2Wt36rRaPg3Vv7N7MqYXE0/mMy+Jbty29QIMshX3ERJfgVW72Y64QljD4CGJbB4q9VqBg0aZPiutzprUi33eFCr1cyaNcuk8m3l5ovCyhpddoahnJke25v/AvD7qYRildCiSMnMMdTcfrxVU/r378+AAQP4+6/t9G3mb2inT6xWGCEhIQYl50Gcdy281UGlli0/+mtg/PjxxbbV6XQsWLDAYsc2l7zX6VdffWWyzfTp04W7eR5u574TDv+13SLx8HrFO1nl+iApGiWP886LXvG2t7EqpmXhONla8Zib7K3V65VhjBs3jjZt2pT6PA1u8F8sBCD4Ma8Sba9Wq+nUUFbU8yreAA4OJfM+CAkJQWVjj0IhP8ekzHSzXehNTT5mX5fDxf65mmQIZSoLBou3hbOaCwTVjeDgYGbPnk29evX4/fffcXV1Zc2aNYSFhVG3bl1ee+016tV7kMTY3d2dhQsXUr9+fXr16kXPnj3Zvn17qY/fr18/Xn/9derWrcunn35KWFhYoe9KgXncunULrVaLj4+P0XIfHx+uX79u1j6++OILUlNTefHFFw3L6tevz4oVK9i4cSOrV6/Gzs6O9u3bExtbPvl7hOJdTtzKdTWv6eNudjkvPa/2aG/4363DywDo0u8ze/Ys1q1bx8yZD8q07Nv4A4AhtjcvJXEB3X1OTmClz0ird43TW/VsagShdHSrMAtb/qRqICvSAJ0aBRW5rdrdAR8na9lrIHegVZbBqF7J+G7VWgDO/1v2Wcvw8HCyb8YDYF0jEEmSPSOKmyjJawFSOrhhk5vA6Jn/1GVo+1ryvhv6lMjiodFo+P777w3fM3Mt3scvF587wFwiIyOZOHGiSXdzfUk1uU6s8W+++ov3UaHj4q1UTufW+S4NibmhGLrMNLS5IRv6/u1exwGVUoGvix19mj1W1G6M0KXeI+vWZRQKJX9dSOLDjWdYd0FJUnrp3NOg4GSZOcybN6/CQ0DMkVGSpEqZFKiq3Mktizf706kWiYdXu9vj7WyLDgVW3saWyJJ6J+kt8Ddu3QHKXrkh0FVW3FW5VRvKGvevVqvxVMvnaG5G87z0aiO749s+Vh8UD85t/fr1JZbjiwXy4FmSdCilHLNd6PNPcAIM6N0VLydbsrUS/1ggnCanHGO8BYLqRF4Pk+joaDp27Ii1deEJZxs2bGhUXtHPz4/ExMRC2xdH27ZtC3wXFm/LkNfDC+SxRv5lpli9ejUff/wxa9euxdv7QXnENm3aMHDgQJo2bUrHjh1Zt24ddevWLbeJEqF4lxN660aQr6fZ5bz0PNPEnyBP45n4JxqqmTBhAhqNxkiBybgqWwSjr9w1zHbrMaeGd45Wx/DvjrD5H3m2qEv9BxdjWFgYuvRkgyJmV7NphVnY8svu8p8XUNm7YGuloK5v0a7mALVy47z1WdCh7Fl1FVayVemPzb+VWdGJjY0lM7e+rLWnGpQqdDqdWRMlegvQR0vkzLxN1K54OdkyuUd9Fr3Sgk/7Gtf2NUeWvMfNui7P8l25m2m4jstCcYqatYc8OM++XbBPpax07p89CMDW0+bNaJpC72auTTGeTNBqtSiSrrJ5TEd+f7uDoQZxYeSfEMrMtXrP3KFh9WEN+24oGffjyVLLWVwsvCkqOgSkJDLOnTtXWL2RLZH3cidkclLvGa8r5e+nUChoFiB7PNmpjS25JQmtmTNnjsECP2felwA4lMHiDeCmlN3q9SEkUPbrVJ/HxKcUinfn5nXRZaWjtHU0lHAEOf6vpNdnn+dlS4mdlbLIKiH5yT/BCfDDypU08JbPxxJlxbINMd5iaCd4tMlb8cPe3r7Y9vmVcoVCUeJ3cXGYoxwKCsfLywuVSlXAup2YmFjACp6ftWvXEhERwbp163jqqaeKbKtUKmnVqpWweFc39K7mXk42Zpfz0uPqYM328Z05/d9wejb2RaWQGPWUPLDKP+jNvnUZXVY66dk6g7u4HnNqeP9+KoE/ztxAoYAh7YJok6f2s96tNuOSHOdtHyS7m1eEhS2vdcDKU43b4/L/b3QOxtaMrOId6so3oW2eOO+yZtXVu3NqM9PLrOiEhIQgpdxGl5mKQmWNtYcahUJhtneEWq0myUaeJOlUV85AbK1S0r2xH97OJRuY5nWfBjnBWub186BQsGbvvyU9tQIUp6jpYzdzkk3PLqedk2N3tvxTesU78b48aNemGA9u9f1b18cZT6eilW4oOCGk9wjJy1+xt9mfW5qvpOT/LfIzZcoUk+76FZlkrch4/XxUlit8VeNuWhaG+Zp8STJL81zS06KmGwCtu/cvVZz3559/zoQJE9DpdLg/OQyXtrJSmZVetmz5LYPl8A3rfJnNS3udajQaos/JoTm+rsXfp/kJqhmAr7X8DMibjK4016feHd/Z3qZEyeIK80Dzs5YnKSyheGtz928tXM0FAgNNmjRhz549pU6WVhoOHjxY4Hv9+vULaS0wBxsbG1q2bMm2bduMlm/bto127doVut3q1asZMmQIq1atomfPnsUeR5IkoqOj8fPzK7PMphCKdzmhdzX3dJQHCeaU88qLSqnA0daKef0aM6u11jDAKjDolXSGZFjRVwq+uItT+n89Idc0Hv1EMB8/0xBlHhc1tVrN+PHjDYq3XWAzoGIsbHmtA06NnkKhVJF+4QjP1yt+5hKgazO5PJWcoE623pS0VjYY97c+yZ1Cl13mRG2GOO+b8mBSP0AdNGiQ2d4Rx3N/b32sZ1lkyR9PnPavXBfx91PXyrRvMK2oKZVKg6KgcpLlz68U60mPO4ykzSE2MYULN1NMtikOfZ3csEYhZcq0nD87ccblU0iSPNht4utARx/5/6gD8aWSUx8LXxhPPfWUyezIFVlxoLAMzYVNGFS0K7wpNhzX8Nbq45y+VnZ33tKgdzN3c7Bm6ZLFZc72rad5gBsAiTqnAop3ca7deu8pAPs6rXEJ62NYp00rWz+1DZWfZzY1goyWl+Y61Yf67P47GoCYYweL3qAQerSWB73547xL6pWRni3niiipV0BhE1Y5uXHex6/cK1MeC4CsHL3iLYZ2AoGe0aNHk5yczIABAzhy5AixsbF8//33nD1bfqVAf/zxR5YtW8a5c+f46KOP+Pvvvxk9enS5He9RYdy4cXz77bcsW7aMmJgY3nnnHS5fvszIkSMBmDx5Mq+++qqh/erVq3n11Vf54osvaNOmDdevX+f69eskJT14x/33v/9l69atXLhwgejoaCIiIoiOjjbs09KIp3M5URa3uLwoFAryhtvpFba8g6ysBPnhEX3lnmFZYnKGQYbClP7oK/f4M0bOFp3XxTwvY8aMIftaDJI2GytXb6zc/MpkoTGXvNYBh7ryTFbKyW1mZ6G1zriDNvUuCisbbH3lEjIlqZWtJ6/XgCLX4v3KgBdLPVDOS3h4eIEEaytXruTAgQPFekdodRKXb8vlier5ml+zuzDGjBljNChM+3cvAP/e0Rnio0uLvg/tAxri1KQbVrb2LF26lG+++QaFQoHKUc4uqUu7y7fffssrr7xitL0uM9WQyGzr6dJlN9e7mjcJrmnIaF4SN9G85I0d06Unc+ePRaSdO0D/2jm085Wv2e0xiaV2058wYQJTpkwpsFx/35nKjlzR7uamZJAkyShhiZ7KLi22ZHcc76w9wa8nrvHyN4cMkzAVRUa2lheXHABAqVCU2AOqKBr6OaNSSNzL0KJ0MX6GF9fvecMmHBs9AUD27SukxvzFwA4hpZYJIMTHCSsFKO2csHJ94AJYmthzfZiKykl+TiyZP6tUEzlPNJYnA/Ir3iW1epc283thE1YL/jsBlRL+n73zDm+qagP4L0n3pi20hUALtIWytwyBqkAFRMUFKksRUEFRBBSVz4UgskFFQAQEFFAQFyIgIFOhQJkFyii0UCireya53x+3SZM26Uwaxvk9T542N+fe++bce0/Oe951LT3XUNKzouQUVN5wqWTlDYHgbsLPz4+tW7eSkZFB165dad26NYsWLSox5ruyfPTRR6xatYpmzZqxbNkyVq5cSaNGjUrfUVAi/fr1Y/bs2Xz88ce0aNGCHTt2sGHDBoKD5fE9KSnJpKb3ggUL0Gg0jBw5kqCgIMNr9OjRhjYpKSkMHz6ciIgIevTowaVLl9ixYwft2rWzyXeoXCCXwCy5Gq3B1TzAq/xucaURFRWFQqEwTJpyLp/CC9h3Vk6Q9tfxK7yy4gBKhYJPHm/Cs+3M17z+Yqscv9A5zJ/mah+zbdRqNQP6P8PGSydxqdMUl+DmPNkiwCqKZ0norQMq39o4+tZE0uSRdyGmzAr/2bNnyUk8gXuDTjjXbkzupROGSV95ZR86dChRUVGM+OEox2/o6P5A14p8pWLIcd7xeACOBZYhrVZLZmYmkZGRJe57NS0HjU7CUaUot2u5OfTK8bBhw5AkCU3qVXITT+CsbsS6Q5d4uWvlysgkZjtS/dkpKBRKciK6oJNg2Etyvz626BA3cmH10oX0btcQT09PVq5cabJ/1um9uNZtxcZjSbxSgZI2Vwtczb+cPpm06F9QKpUsXLiwQkqP/t7ULwxlxPxJRsyfJLTzICIigqa1vDh6KY0NR5MY2CGk3McHmDRpEj4+PoZ8DsaW0aSkJLP7GMe02RoPDw+TPtCjd5U3ttwpFAqbL9RZ4ty1DKZuLAyXSM3O572fj/LN4DZVFm+37uAlUrJkF8eO9eWwCrVabZUx1NlRRW13iM8AF3UjMlIKwzFKWyA1vo+d1XIujBsbv2DS6CE0DQuplFyOKiX1/V05dS0bp8BQNKnygll5yzoaL8CqPOS+y0+9XqFxvGUdHxSAY7UgVO7V0GYWetjMmjWL0aNHl+mYhZnfy6/cml00y82mtoeS+DQdhy6moK5W8TrvuRpZNmcHYVMR3Lts37692LZmzZpZDL8xVzZs9uzZZT5ffHx8sW01a9Zk06ZNZT6GoOy8+uqrvPrqq2Y/K3otzd0LRZk1axazZs2ygmRlQ4zONiA2KR2dBNXcHKnu6WyVmq3GFEuGVZBg7dyNHFKy8piyIRadBBqdxIR1R9lkJilVTr6WHaflONT3ezcycTE3Ru/yXehu3qxClmNL7Dlznb5f7WbCuqOGSQMUutzqs7rnxMfw9RdzyjzZCg0NJa+gRqpLwaSyIrW89dcOwMWjIJGRlawJYWFhaG/IK3PGLplbtmwp9X45eEq2lNfwcERlpQy2+gUdPelH5Diab3eeJV9b8SQjiYmJfLnlhKEEj0tIC8Z/u4nExETUajXZkrzq3LienPTIXKxOVtxeJG0+hxNT+fdc+bOtJ1yTM6Jr0uV7vlLZpC1Yrt5//32uX79OzyayhW9TJWuPjx07lgsXLhSzjGZkmHe3z8ysXFxuWVm8eDHt27c3G7c/ZcqUYtvsmVDmjyNJ6CToEl6dzW92wUml5O+TyfwdW/FsteVl2Z54ALpFBDDliaZWP36Ip7zI0fSBR022lxZao19sc/KthYOHL5Imnw9eG8LYsWOtIlerunLZL6eAwoWy8pZ11C8OKJzcUDoVLDBmp1RoIcfLxZHGteQyiy4hLU0+K48lPrsStc4thd20KggXMvZaqwjC4i0QCAS3N0LxtgExF+WV9Ba1ffj222+tUrPVmKIJmLSZt8i7fhEJ+O1IEvEFLsh9W8qlkd5fe5ALFxNMjnH+eiZ5Wh3ero6EB1jOEq5X8gsV7+ZotTqruI6m5eQz7LtoDl1M4Yd9F/notxOGzxYvXsyktftwayCXVuvdvFa5rJNqtZo+HQpKyKgjQKEs96SvaE3tS1fkyXpl63gbyzjh1cEAOHjXQOEkWzo+/fTTEu+XxYsX8+wwOVbo7JF9VrmnoPiCTuaJ7Wgzb5GckV8pReX06dM412kGQPphuf+97n+ejdGnuJSSTVaeFpVSYQjLUKvVxSb/uswUMo5sAeCbnefLdX5Jkjh/Q1ZKNWnXDNsr4wJtyd07KSmJhxrILr//nrtBek7lkrnow0QyHLyYsekUUzbE8l+aN57No3ANa2/SdsuWLZU6V1koLUO9TqcrFqeq01lnvKgI/52Xy2N1j6hBWIAnL3WWS+59+NvxSodQlIUrqTmcupqOUgEznm6Op4v1XRvrFije8emm41JZFkiHDh3KvFUbAGhW25sJ462jdAM0qikvVBZVvMuz4GVYHPCWE0jqcjL4+st5FfYWiAyXn03X+q1NtpfHK8Ng8XYsv8OguVAxSZLQJsshVIcuVi7Bmr4WuLOVfqMEgnudnTt34uHhYfElEJQXMTobcenSJasc5+SVdACCvZSl1mW2FrnxhwA5nhGgrr874WkH0eVkkJwlEdH1URMF7WxBkqr61d1LtEjpV+hzk+LQ5WWjcvPGOaBupV1H52yJo9mHm8jMK7Ry/7DvImeS00lMTGTEqNF4dewvf7fLp1k++a1y91vXZvXR5WXJJWT8g8s16SuqYOh0OhIuyxZMVytaE+5v18pghS2aiMjc/aKXS1UQN5mfctVq91Qxa4w2n6wT2wH49XDFnw3n6nVQuXmjy8/l5qb5ZJ74B4VSxeITOj4vcANuWsvbxHVz9OjRxe7L9AO/ArDt5NVyKU1X0nJIzwNJpzXUTofKZZO2lCjp8OHD1KvuTj1/d/K1Ev+cvmZm7/JxKzOPZ77ey7ytZ1iw4xxf703C9+HXqPHE+/h0KUwi8umnn/L+++9X+nwlUVqGeqVSabZfqmJRoCiSJBksiG1C5PjgVyLrE+DlTOKtbIYvP2BIRmUr9N4ZTWp54+1mm3hCveLtWD0YhVNh8snSFpb03jyHL8uLUp3CrZvBtUlN2brsFFDPZHt5F7yGDh3KD7/8CUC9mn6ViomPbCAr8C4hLU3qeZeH7PyKW7yhuGeRJEl8PUlOcnfsclql7sncgn3LUvlDIBCUTps2bYiJibH4MockSTz++ONVKqfgzkEo3kY0btzYKtbDCwUWZ8ecW2Wqy1xeitYSBsg6Lyveibfk5CwhPg6MenkYmbFydmq3RpEmCtq5a/Jkq171klfsDCv0kpbcxOMAONduWi7LcVF+ibnErC2nDe9n92tBt4gAJAm+/y+BuLg4XOq1RenoTP6NRK4sH4MmJ6Pc/Xb1ShK5BW74+nreZe1/cwqGwlHOal6R2D5LhIWFkX/1HABOgcVjl4vKq5fLsZpcrkdz87LVklcVLT+nVCoZ2k0uIfd3bHKFrbfpCvkey79+AXQaUrZ8jY+DhqS0PH6JkbOmv9k9vJgsRTOt599IIOdSLFoJw35l4dgl2c08wEWHUpInzZXNJm3J3fynn37if//7H90bFbibVzAZnMkxDySSlqPB2UHJU63V9GwSSG1PeeLu3eEZgl6YR62Xv6XaA0P59LOpTJ8+vdLntERppcTGjBlj1C8KObGWQsmnn35qU7nMkZyeS0auBpVSQf2Ccc7TxZEfhrXHy8WBmIQUVu2/WMpRKod+gbNpLW/DNmuHHnk7QYCHIwqlCudA06Rolsp3GXvz/LI3FoD76vpaRR49DQO9UCpA5V7NkBitNLksoXOSE0iqfSuXSLJFbR/cHEDl6oVTUOGYI0lSmROs5RmU24pNn8z9tuTdvISTlE+eRkdsUlqFjguFFm9reWUJBPc6rq6uhIaGWnwJBOVFJFczQm8RjYqKqlTim4s3ZcW7VXidYgmIrJERvGhyJ4DchKMo0aErWEvxVWSh0+nIPLEdz5Y9cQ1tx40/JUNSmkKLd+muMvoV+pwLR3Ct1wbnOs0q3E+ZuRomrj8GwLDOdRnTvQGuTiq83RzZEnuVlf9doF632rg3khOYZcbuACrWb0FBQeT9uQXXuq1wVjci/eDvgDzpKy15mdkkUQ5yorzUm9fBQjK68qJWq2kY6M4FwCmg+Pcr+r31196hQPHOv3XZqlnmhw4dyrVr13j33XfR6XTMeP8Nmr+7jpv5Dmw+cZUnWpX/ufhx4zbAC82tyygUCiZ/NJFGUe0Y+f1BAJ6/r46hFrkxo0ePZsaMGSbXIOvEP7jUiuCXgxcY1qVesX3MceySXDaiS9O6rIuP58yZM4SGhlY6uZU+i2ZRPvvsM57PdgSX+9h2MplcjbZSFqgdcbLVfPzDDRl6v+wqnZiYSIsRM/Fo+hBONeRtXu36onB24+2336Z///42SYCoX5wx526uVCoZPXo0cXFxqDz98X/sbVxqRZCXfJ6rP7zL+PHjbSaXOfRjXO1qrjgZKUn1qnswLqoBE385zhdbz/BMm9o2i4nVZ6muVU22RC9evNjQd5VJ8FeUNiF+/HHsCs61IgwVAEAu31W0z429eRx81Tj4BCBp8lA7Vy6jdlFcnVSE1vDg9NUMnALqk51xs0S5LJGYmMjeGDkMqbJVQhxUStqHeLP1TCqu9VqTd7kw8V5ZE6wZSnZVUPE299sCkHr+MK712nDo4i2aF5SJKy/3Woz3hg0biI2NtbcYAoHd2L17NyCeBXtz/nzZQyCF4l2Eima+1pOr0XI5VZ7AtGkYwsKFCxkxYgRarbbSVjY9emvb+PHjDduk/Fyyzh/Gpa6cNKZ9Q7XsIn4pFm1OBipXL1xrNTQoaHqLd/3qpWdCLhbnXacJWp1UoX7acDSJtBwNwX5uvP1wQxwK6o1GhlfnwYY12Hoymfc3XsC1flsAMk/uqHC/+fv7M6hnR37JwJC1F8o26dNbXI2tdHrF+4fly+g87ZNyyWKJxMREov9aS/UnG+MUaKo8m/vearWaBQsW8vExecFEl3bFKveUsTzvvfeeYVKo0+mI/+dHvDo+y2+HL5db8U5MTOSXv/fg0fxh8m8lIUkSEyZM4Fz//jzYsAaJt7J4q0cDs/uauwZZp/fi2/1ljl3J4mpaTpkm4noFrEGAbC2rbK3csrByziTqj/mBdDzYefo63RoFlL6TGSRJ4mjBwoGxRVKtVjOma02m/bkWKT8HSZOPT9dBeDaPIuvkrkqNYaWhz/I/Z84cZs2aVWxskyQJ/z7jcCko2+RUoy7+j7xF8k8fMWfOHKZNm2YTuYpSklfPM21r8/U/57iUks387WeLeVxYi0sFHki1fFzNhq9YY6EXoGUdb/44dgWnWg1Ntpv7PTO2uLrUkZO95V46yaUL1Qira34xqaI0qeldqHif3V+iXObQL1R4P/ASXm0e5cr5k0DzSsnUs0UwW88cwbVea1J3FVZPKKtM+kSTThWslW1uXAP5GrjWa8OhhBSGVOjI905W89zcXFQqFRMnTrS3KAKB3VEqleJZuA1QqVTk5pZeRlYo3mYoi0XUEgk3s5EkOf7L38PJMEm1lpVNj7nkTlnn9hsU767N6hmU/pzzB3GP6MITr/0PtVqNTicZlJHSXM2h0Mqal3xeVuJdPHCpGV4hK+tvR+RSSM+0qW1QukFObjN/QCsmrj/GmmjZBbNnw2r0+2l5pfqtR5sGrP87CwdPPxx8AtGkXCnzBOuZZ54xmRzps+p+s+Ar3h09wirXMi4ujtwkuaybo58ahaMzUn4uH3zwAY0aNTKb4fvx/gOYNEmOmT3+73bqh5gvF1dReYpaMtOP/4NXx2fZGXedW5l5VHN3KtfxVN5y7KjmlnzttVot586e5dshkaXuX/QaaDNukHvpJM61GvLX8SsMKkO5Lr0HyulDe3j5gcFWszaauzaFSNw8vBWvNo/y4W/HaV/fDw/n8g+3NzLzSMnKR6GA0Bqmz+q748dyJfF15s1bAoDKoxpebR7Dp/PzuLlVvCRRWVCr1UybNo3Ro0cXG9su57vhUrsxuvwcbvwxC7/eY3Ct3wa/nq8xffr0MpdtqiwGxdu/+OKis4OK8Q83YPSqGOZujaNNSDU6hxX3uqgs+kXYWj6uxMUdthh6VGnFu8BC6lyzAaAA5MUlc5UcTMqIFSyO5CYeIzR0YKVkMEejml6sO3SpWBhNWbx0jBcq9KE1v/+4ksTnO1Wqv/TeNU6BoShdvdBlF7p2l+W3P0+veFdCuTXnzZOXJIdfVSaz+b1i8XZ2dkar1bJixQoiIiJK30EguEvZsGEDEydOFM+CnYmNjWXAgAE4O5deQloo3mYojxtcUS7elCd7dXzdDAlUrFWz1Rhz7uZZJ3cT0G0ozev4U8PTxaD0L/snlkVH80hxlScv+kzSTiolIX6lT9CNazznXjyKW3gHQ5x3eRSXnHwt/xUkG+phxgLo7KDisyea0aJ2NVy1mfjkXiE0NKxSfdeoQRh5K9fiXCsCZ3VjNAV1bkubYOktLXoUzoWTd012ptUsimFhYUjZqWjSb+Dg6YdTjXrkXorl448/RpIkswri/th4QC4lZk2lWy9P0ftKSk0izN+FuOs5bDx+xWJdeEvHc6wmy6tJkeOyy+Mab650Vtbp3TjXasifR8umeOtzLsyb/D+rWhvVajXffPMNL730ktnPU/eswi3sPhIJ4KttZxj/cEOz7cyRmJhIXFwcGW7yooW6mqvZyXTfvn2ZN2+efL69P+LZoifONRuy4MeNtGvXrgLfquyyhYWFmR3bvtsrl7oLyk0k4dRuUKrwf+QtPJr1IPvcASZMmMDy5cttIpsx566XvLj4WIta7Dlzg9XRCby64iC/vXY/Djm32LNnDyAvrFTmGdfqJJJS5CSAtaq5onUo/mxZK0wkIsgTF0clOXjh6Kcm/4ZcxUJfycF4/NCP5yNGjMDRV658MfSpnjZZDGlSENterV5zjNMMllbqDAoXAZ1qNsSlXisAci6drPTYW8PLhYaBnpy8ko5LSEuyYv8xfFaW336Dq7nKumXycgsU7ws3sriRkYufR+kTuKLk3CMWbz0RERG0atXK3mIIBHZD714unoU7h3tjdC4nlUlWpZ/kh/iV7sJdGcwld9Jm3CB+9nNM713bpN2Ix7oAcpKp5LQc4pLlrOv1qrubWJ1LojDOW3Y3dw5uVu5s2kcSU8nV6Ajwci5mvdOjVCrIPraZpzo3sUoJNrVaTfv6BZlsa5u6m1uS3VzJJAcvuQyNNisVpaSxWky1/jrmXZHvN727ubGrt3E/L168mKcHyYpewqkjVislZizP888/b7JtwIABPNEmBIB1B8uXEMq3RiAOBaWA8m8llTtswFwyr6xTsmK0L/4mKVl5Je6fmpVParacFC7vlmlCNmskpRs6dCgJCQn07du32Ge67DRublkIwNLd50krY3I648RXA15/F4CwGuaTShmXFtRlpRj65pdj12xSPaFoib2i99/1jFz+Oi4vbj3XRl7oy4rdQereNQD4dBnEipXfV0mitUJXc8tj8UePNaZpkBvpuRoe/Wg5tWvXpl+/fvTr1486depU6vm6lp6LRifhoFRQw9OlWPJCa4UeATiqlDSr5QOAi5G7uaVKDkOHDiU+Ph6/YDnM48WnTWuAW4smtbxRKiBX5WaSYK0spc70z75vt+EoFEoyjm5Ge+2cVcbezqF+ALjWNZ2olmVMMFi8VRW3KptLkKrLycBTku/Zilq9cw3J1e5ui7dAIBDcqQjF2wyVsULoFe/gMliSK4s5d3NNTibx586SmJjImjVrmD9/Pls3/EJEDTm5z/bT1zh9VbYEhQWUPUNs0Thv51qN0KIol+KiV/gjgrwsljCzFAdZGSWiS4Rs1TGO8y5pgmXO3VqvPGrTrlk1phrk65h3tUDxNpNgTS+rvm8UzvKihTYrzerl6RITE1m5cqXJtuXLl9M+UIlSAfvjb3HuWnErtCXe/2o1oECTehUpO40pU6aUux570QUmTepV8q/Fo9VJbDtVcn3xCwUeKH5uDii0poqvtayNarWadevW8fDDDxf7LPvMf+Rdv0BWvo7V+xJKPVbR+981VK7V3aS6eeekotnf0w9vBMCtYRdmzJlX7u9SHtnMPZur9l1Eo5NoXtuHJ7t1MGxP27cObVYqjr61cK3flvHjx9tkYUBPrkZL4i15LDbnaq7nizmz+OvjAUhaDWnutXEyygouSRLDhw+vsJyXUuTzB3q7oFLK451e4d22bRvx8fFWSaymp1VwNQAca5qP8y6Kl38AGQWPRB0b/V55ODtQy13+7k5BhbkcyqLgqtVq3p61FOegcHR5OaTt+M5qY2/nsALFu14rZNf8QkrLuJ5vSK5WcYu38YKZMVeO/wvAoYspFTquvpyYyGouEAgEtydidDZDWdzgLHHhRoGrecFExtqlY4wxZw1UKpVER0dTp04d+vXrx6uvvkq/fv3492fZcrP9VDKnr8oKcLgFq3NJ58q/kYA24xZKR2ecazYsV1mYs8n6hG6Wz2tO6a2sZTKqdSiSpMPRtxZKNx+gZKXLXL86FtTN7t6xtVUny/rz5V2V6687BVnObK7vG6WrvGCiy0mzWikxPeb6X6fT8f3ir4hsIFv99TH4pZGYmMiKnbIbVOaJHYbEauV9FszmM4iTJ6ibT5Rcrku/EFa3uqfNrI16fv31V3r16lVse3q0XH985d5zpSZ2M+5/p4D6uNRujKTVEKK6ZXEf45rnuQnHyE+5gtLZjUW/77XquFPas5mek8+inXJmzxc7haBWq/n8888BkPKyyTiyCQDPVr3LVb6pIly4kYVOkhW/6p7mXXanTZvGuHHjyL95mcwTsrux131PmLTR6XQVlvNSgZt5TR9Xk+1qtZrIyEiru3a3quMDgEvN4iEN5sbpiwXPhp+7U4XyD5RZrmDZ0u1sZIk3F3tujvMu8kJIVJgH52KPWG3sbVWnGk5KCZV7NRxrhJh8VpI3FFQ+uRqYL5cIkJMgl+zU138vL/pyYqKOt0AgENyeCMXbDGVxgzOHJEmcvCIrtSF+7qW6ZVYWQ41to5VznU7HuHHjitf5PitPvP45lcyJy3IymbCAsivexpbHnIuy1ds1pGWpkxRjylLCzJzSW1nLZKPQEDw08nd2UTcCSl5cict0Ivzt9dQctgD3pt1QOTrT86kBsnw1rVvrFuS+ffHxbgA4+qpROBZm6lYqlQYFUd83esVbm51u1VJiYNkSM3PmTB6qKysQaw8motHqirUpyolTp3EJkV059WXhKrJQYNbdPO4/AP45dc2Qydcc+sRqdfzcbGpt1DN8+PBiMd+ZsTvQ5ecQfyu3VBdS4+/q0UK2oGed2kW7JpazbhedxGed3AmAa8P7rarc6mXzbPUIfo+8hVNAfZP7b33MZVKz86lX3Z1Hmslu5uPGjeO9994DICNmI5Kkw7VuKxx8Apk1a5bNrN7Gbubm7ufExESTqhBp+38GwC2sA0pXL5O2M2bMqJCc+ozm6iKKt60wWLyr1zHJSQHmlclEvXy+tvXOul/vcVSz0OKtjz0viR2nr7H33A1UCng5snK5Pori7KAkzFv+jSyvu7k1kquBvGBWdFzTe5TFJKSQmasp9zELk6uJqZ1AIBDcjojR2QR5glZRK+L565kkpebgpFISoMqyusu0OfSx16WRlxSHNjOFzDydYXGgPK7mUGh5zC5Q4l3D25err66kyhYgdTXLE1FbxEEmJiZy5Zhc69C5IM7b0uJKWk4+4348TLZOiaNvLfx7vcEDk37BqcAqUqsE2SvDO6NfQZN2DYVShXOQrGQplUr+/fdfg4Ko7xsHNzlhETkZVrfaqtVq3nzzzWLbdTodB3//Dj93J66l57Lt1DUze5uS51ETpaMz2oxb5F+TLaEVWSgw526ed+UMmvQbZOZp2XPWsnVI74ES7OtuOJYtrI3GvPvuuyYTaikvm+zTewH46UDJz7/x/e9W4GY+vHuzUuU1tnpnxhYo3vXaMPuLr6025qjVat6YsQzf7i/j0fgBAp6dwidzFxtk+zXmEgDPtatjcK0GmDRpEiNGjECTepWc+BgA3BtFWt1bwxhDYjULbubvvPOOyfv8a/HkXj6NQuWAe5MHTT6TJIm9e/eWW4Zr6XJZkRqVrD1dVvw9nAtCnBQmSi6Y/027kSnLV70CSbzKQ8s68oKAU2AYKOVxvTQ3/px8LW8sl/MV3Nq3nnZNwqy+cN1Qr3jXa22yXaFQlDhG5Wnk/RwrYfEGy2E0mpQraHQS/5wufYwtSmE5MWHxFghKY8iQITz++OMV3j8kJITZs2dbTZ67mZCQEBQKRbHXyJEjyc/P5+2336Zp06a4u7tTs2ZNBg0axOXLhXl54uPjze6vUCj48ccfK3RePUOGDCn2efv27W3WF3ZVvOfPn0+zZs3w8vLCy8uLDh068Oeff5ptO2LECBQKhclNXtELYQnHgHpA2d3girK3wD2sVbAPCfFnre4ybQ5z7p/mkcgucM8F2U0uuJyWDr3FK+vsfiStBif/YJz965S5r5LTZcW7hlfJEz1rWybj4uIMLnz6OG9L1+LXmMtcz8jDU6UlI+ZPJE0+cTc17CiYBNWxkXVIrVbTvKbsCeBcKwKVSsXChQtp27atSbuhQ4fS4xE5kdek/71rE6vtqFGjzG6fM2sm3cNkpX9NdOnxyheyZPfV3ES57yuziFLc3Vwi+8w+oGR386rMuaBHrVYzcKBpaaaOQfJQ++vhywZ3UEsMHTqUfcdOo/KohkoBE19+rkzn1Fu985PPkX/zEkpHZ5zqtrbqmHPJrbAslNLZjT8z6pCZqyEnX2uw5vdoFFhsv/fffx+FQkHm8e0AuDfqWqqCUxlKquE9bdq0YnkMAIMrvEez7sU+27p1a7ll0Cu2/h5lL79XWdqFyB45LnWamWw319c3MuTEhLaWr56/O+4OyPdj9RDD9pLc+FfvOsHNfAe0GbdI2f2DTRauI3xkBdq5VgQKp8IF1dIWsvOs4Gqux1wYjX7hbN3BS+U+XmauPLa4OQnFWyAQ3D7s37+fpKQkw2vz5s0APP3002RlZXHw4EEmTpzIwYMHWbduHadPn+bRRwuTftauXdtk/6SkJD766CPc3d3p2bNnhc5rzMMPP2zSbsOGDTboBRm7Kt76Fd/o6Giio6N58MEHeeyxxzh+/LhJu/Xr1/Pff/9Rs2ZNk+0VvRCWcFE3AcrmBmcO/WSvaS1vm7hMm8PcefSLD8YolUpG9yn8kff3cCpzRnM9eoVCys0k5+IRADo883KZFKk8jY5bWXImnxqeJVuA9OWKrFX3PCwsjPxLJwBwqlEXhZOrxcWVPwrqjCf8vYwbf33Jle/fNvm8Q32/SstjiWcelK9P5yeGWFxwSExM5GpKgTWvVg2byKFWq3nssceKbddqtTT1kM+99WSyYSHFHFqdZIhTfOahtqxZs6ZSiyjmXOCzzsgLSX8dvYxOZz522tjVvKpITEwsVi7rj29nUcPDkfQcDVtPlpwQDuC6VpY3LMCzzBmKn3nmGcP/mQXu5u4RnXF3t06FhcxcDQcuyLHmE+9zJsDTkYs3s5i+6RSHE1LI10rU8HSmtq9lr5CsuL3o8nNw9KttyOBvC/QJAItmNE9MTOTtt982twuZsTtQSlqc/INxrFHP5LOFCxeWW+nTK7Z+RoqtLXN+QOH45BJcXPEuLl9uMflsgVKpoElN2bvKqUj8uaVwgz+PyEpnxrEtSLny76q1F66ru8ovhcoRlzpNDdt1Ol2J58nIlF3001Mt510oK+bGtczj8iLPtlNXDdeorGTmye7ptozZFwjuFPLySq56Iqg6qlevTmBgoOH1+++/U79+fbp27Yq3tzebN2/mmWeeoUGDBrRv35558+Zx4MABLl68CMj6k/H+gYGB/Pzzz/Tr1w8PD8vhqyWd1xhnZ2eTdr6+1g8r1WNXxbtPnz706tWL8PBwwsPD+fTTT/Hw8ODffwsts5cuXWLUqFGsXLkSR0dHk/0reiFyc3NJS0szeQE412mM0s0bSZIt7OfPnyc/P7/Mr8SCDMqBXs4EBAQwf/58E5fpr776ioCAgHIdMz9fVlYtfRYQEFCs/JMkSYYY72effZbvv/+eM2fO8PawZw1tXJ1U5Zbj/PnzBoUiq8B19lSGS5n66UqK3DeOKgUejpa/z8KFC03i4hcuXFhuOYv2W0BAAF9M+5T8W5dRKFW4BLdAkiQ2bNhg0j4jO5eDF+XJVGacbE3NSzrNzc1fA/BYPRWOCqnC8pT2al5LnpzGZyioXr2Gxb6JPSvXSd619S+bydKnTx+zC0cdG9elRW1vtDqJNfsumt33ROItOk/dys646wB8M/U9+vfvX6y/y/MKCAgo5gKfc+EwutwsbmRpOHjhRrF9MrJyuJJWkODKy4nz58+zefPmcj/X5b3nTp48acbbRUMbf3nbj9Hm+834dSopFYCGAR5lPndKSorhfFl6d/O6rUm6kWKV77Z63wXytRKalCReeqI7x76VS519t/cCK/6NB6B1HR80Gk2xfWNjY+VxKS/b4KngFtGVkydPGvrNWtcgLy/PsAhax8fFrBzmmPzRRHo0kRd33RuZ/ijrdDpmzZpVLjmuFyxMebvIY601x7ai95z+/zZ1ZI8Up4D6JnHeOp3O0NeF8slKnY+rg82eB/3rvvryIqFxgjX5udAWkys/P5/z6fLYk33+oKGtSqUiODjYajIBtA/xLnhOCuO8lUqlxfMsXLiQvfv2AzDq1ZcrfQ3NjWv5NxLITTqNVgfrDyWW63j6uHBnlfWeJ3P9JhDcjkRGRjJq1CjGjBmDv78/3bt35/jx4/Tu3RsvLy88PT3p3LkzZ8+eNdlv+vTpBAUF4efnZ3B9rghLliwxKJEAP/30E02bNsXV1RU/Pz+6detGZmZmpb/nnU5eXh4rVqzgxRdftOhhlJqaikKhwMfHx+znBw4cICYmplzGnJLOu337dmrUqEF4eDjDhg0jObl0A0lFuW2WRbVaLT/++COZmZl06CCXodHpdAwcOJBx48bRuHHjUo5QeCG+/PLLEttNmTKFjz76qNh21+AW1H5tJXnXLnBt3SesXLmSpk2bmjmCeWIvqAAFl88cZ8PNYwQEBLBgwQKSkpIICgrC39+/wu4L+ge5KNevX2fFihUW91u9ejUPPfQQR44c4ciRI7zaSMGas0q6+6eVW5ajR48aFIrsuH+ReryCU1A4C5evoX3z4pl0jbmQDuCAu0pnMZzg+vXrvPzyyyY1rF955RVUKhX+/v7lklWPvt9UKhXZZ/bi2LYvHs26kx23l5dfftnk2OfTIVfjgJtKi/ZWoZtf+sHfyTqxnabzZtvU/UQrgZNSRXqOhm/X/klNI2Odcd/okz/NmPwx9Ty0Fe6bkvD39+eVV15h/vz5ciZ1pZKXX36ZI0eOEOGkIAYVS3ecplZ6LEbhvBy9qeCbU4UW2vwbCeRePg1S5a9lo0aNTDdoNeScP4hbw/tZ8PteHqljquxeyQJJcsBZJfHJ+28z/6uvkCQJhULBq6++SvfuxV2KrcHly5dRKBQmCp5CoaCOdAWozj+nrrH6lw14Olo+xt5zSkBJ9o1LbNhQuls/yPeI/rz51y+Qd/0iTv51+Gr9TqTcrEp9J60Es/YrABVpB34DIOvcAbLi9uIW1oHfjsi1u10yL7NhQ3EXWWPZMo9vxz2iC24RXVi+YoVhImJpjCsvN3IgJdsBlULi9IGdnDdaP/r555/N7vPUU08RERFB3o3LgAr3iM6kbF8KFF7D2bNn06hRozLfv5dvyr8HsYf2cX6P9cc2Y4z7ztcRbuY74FK7sWGRQ6FQcOHCBZPx6/RF+R5LiDvBhlvHix7SqmhS5XvHpXYTk+3m5MrWwNUMeWqiuRYPYDL+HDlyxGpyBehuynIZKd6SJDFjxoxi44N+DA4YOAMAXX6eVa5hsXENyDy+DeegcJZuj8X/5rEyHUejg3yt3G+/rfsRdYD1vbOysio3jggEtmbZsmW88sor7N69m+vXr9OlSxciIyPZunUrXl5e7N69G42mMHHhtm3bCAoKYtu2bZw5c4Z+/frRokULhg0bVq7zTp8+nSlTpvDXX3/Rvn17kpKSePbZZ/n888/p27cv6enp7Ny5s9TKJvcC69evJyUlhSFDhpj9PCcnh3feeYfnnnsOLy8vs20WL15MREQEHTt2rPR5e/bsydNPP01wcDDnz59n4sSJPPjggxw4cABnZ+vnQLG74n306FE6dOhATk4OHh4e/Pzzz4YfoqlTp+Lg4MDrr79epmOV9UJMmDCBMWPGGN6npaVRu3Ztw3un6sHUeOoDnnimO2F165T5u0w6uh3Io8+DnWhc0/zNUl7y8/PZvHkz3bt3L2bxB3mVpqQHWafTERwcbHCr6AUUT51VNpo1a8YHH3yATqdDm3mL3MuncKkVQfWW3ej1cLMS9918IhmOxVCnhje9eplPWmDuuxSVv6wU7bft27eTceQTPFv1wS20He6NIsk8sZ0TJ04YEtys2p8Ix07Qpl4N3vj6a1599VW0Wq3srTBnBoMHDyqXDBXhp+Ro9py7iVtwU3q1K7wnC/tGgdJF9ubQZKVWqG9KQ993n3/+OW+99RZnz56lfv36Brf/yDwNv32+g+u5Gnwb3kfH+n7kaXR8/Ecsq0/JSpenI5xa8BqalMsgFSYYrIy8iYmJxRTa7LP7cGt4P/H5nvTq1cmk/dZT1+DwIWr7uPL1Z/MN+0mSxNdff81bb71l1SRr+n579tln0Wq1JooWgK8qj2a1vDhyKY3sGo3p1yHY4rF+WnYArt4gsm1TerWqVWYZrl+/bkgclnVyF073P8ehGwqaNSs9QVtJHLqYQvq/+9Bmp5N+qFBJuvX3N3iFd6Ag3xSDHu5Ek1rmxz69bNnnD6LNTsfBw5cf/zjM+++9x4kTJyyOceXlj6NX4NARGtX05rFHCseaxMREnnjiiWLt33nnHT7++GMAHszXsnrqdjK9auBcqyG5l2IN7cpz/+p0Em/9twWQeDTqQU4e/NdqY5sx5n4f/tWc4If9ibgENzco3iAvbhuXu/vi7G5Iy+ShTu3oaMMQGoAH8rQsOrUVvKrjWC2I/FtJFuU6cOEW7N+Pv7sDk7/52pDoxhbP6ojHI1kybSdUq4mDTxCalCSL44N+DFao5H6WtPlWuYZmx7WTO1H1GEFCpoIGbbtSv3rp4SJffrMMCALg9VdHMP+rL3nhhRcqLJc59N6BAsHtSmhoqKGM5bJly/D29mbVqlWG8TE83LRCSLVq1fjiiy9QqVQ0bNiQ3r178/fff5dL8Z4wYQLLli1j+/btBmNdUlISGo2GJ554guBg+be+PIa8u5nFixfTs2fPYuHDII/N/fv3R6fT8dVXX5ndPzs7m++//56JEyda5bz9+vUz/N+kSRPatGlDcHAwf/zxh9k5Q2Wxu+LdoEEDYmJiSElJYe3atQwePJh//vmH7Oxs5syZw8GDB8uUtbs8F8LZ2dnsKoY2O42bW77Gp8tgHP1q8/G6A6x6p76ZIxQnV6PlWkFMXx1/T6tMII1xdHQ0e8yIiAiUSqXFBGv6wcQa8tStW5eFCxcyYsQItFotOXF7cakVwYGr+aUe/2pB39TycbPY1tx3qaz8+n6LiIhAc+MiKbu/p1qXQfhEDiHr9F7mzJnDm2++iVqtJrGg7m696p70atWL77//HoVCQYcOHWyaBduYNiG+7Dl3k8OJaQzuVPid9X2DoyuKgszA5GVa7dqaw9HRkbp161K3bl2T7d6OjjzesiYr/r3ImoOX6dowkE//PM7qaFnpfqq1moHNvGg1+QKSFa9lfHx88TJ5Z/ZRXQFxyZlcTssj2K9wgnoppcCV1iHfbKLDCxcuFPtu1sDR0ZFevXqZTKYlSeLVV19lxq/RHLmUxi+HkxjWxXKM86WCCgDBfh7l6q927doZ/s86tQuf+5/DJaQlJ87EV+q77j2fAkDuxSOgLbQWSBnXGdgmgCX7r1LNzZGmtatZzB1hkE2nIevUbjxbPIxrw858/fXXdOnSxeIYV16OXZarNrSoXc3kePHx8WbHyaioKEM7R0dHohoHsu7gJdwbRZoo3kqlssz3b1pOPpqCvAPVvdxQ2GBsM8a47+4Pq2FQvPXo779evXoZxrKbmQU5N7wtj8nWwtHRkRa1fdgffwuXOs0Mirc5uRJT5d+KxOPRPP+/91EqlSxcuNAmiSR9PFwJ81Zy8pYOl7qtyDj0B2B+fNCPwQqVPG2StBqrXENz45omM4UmfioOX9Pyx7GrvNWjgYW9ZRITExn/3v+oOXwRuvwcdFpNsX61Bra+TwSCymKcsDAmJobOnTuXeN82btzYEBIKEBQUxNGjR8t8vhkzZpCZmUl0dDT16hXmBmnevDkPPfQQTZs2JSoqih49evDUU09RrVq1cn6ju4sLFy6wZcsW1q1bV+yz/Px8nnnmGc6fP2/wUDDHTz/9RFZWFoMGld0YVtJ5ixIUFERwcDBxcXFlPn55sHs5MScnJ0JDQ2nTpg1TpkyhefPmzJkzh507d5KcnEydOnVwcHDAwcGBCxcu8NZbbxESElLsOBW5EEVJWjiMzGNbubFxHgB7bziz+2j5SmW5OCqp5lZ1P07mSpLoUSgUVi83NXToUD777DOUSiWZp+RyL3vOXCcly3ISi5x8Lcv3ynHJJdXwtkUpMeNjv/XWW6Tt+xlN6lUcPP3xf3QcOoXKkEgnvqD0VFLcEYKDg+nXrx/9+/evUKK9itKmICvxf+dvmkzGDKXE3H0A0OVls+CrL6tsQaAo/dvKniCbj1/lTHIGK/+Tr++sfs2Z/nRzmjeoa/VraS6RoC4ngyCHAlflItnNk1LlJEihQb5VkujQGHPVBrRaLfUcbuGoUnDsUhqHCvIJaLQ6vtp+hr5f7eadtUfIytMU1oCuVrHKAwD51y+Sd+0CCpUj6/6rXFKqo5dSAOh7f9Ni1/Tdx1vxyWON+e7F+0pM2GicSCoz9h8A3MI7Mmfel1y/fr1S8hmjz67eoraPxfPrMZdksU9zeTU8sO3DhYtclC/pZkaOvDjhpFLi4qiy6dhWlPb15DHEqXqISU3yosnJ0nJkxdvbtWp+r9rXk63qTmrTsLGicsUlyM+xJl2+J2xVilNP14Zy/HnROO+i94X+Guot3kpJZ5VraG5cAwjIkZMKrY+5VKp7alxcHDjIxgQpTx47bFmuTyC4XTFOJurqWnr516JKuUKhKGOlIJnOnTuj1WpZs2aNyXaVSsXmzZv5888/adSoEfPmzaNBgwacP3++zMe+G1myZAk1atSgd+/eJtv1SndcXBxbtmzBz8+yF9bixYt59NFHqV69eqXPa44bN26QkJBAUFBQmY9fHuyueBdFkiRyc3MZOHAgR44cISYmxvCqWbMm48aNMzv5qciFMHdugJxz0WSd2YdC5cCUjWfKFJNxucBaWtPb1TC5s3UGWz3mSpKA/H1u3ap85lVj9FmBdTodmpQr5CWfR0LBj7tPWtxn+d4LnLueSYCXM0PvL9nqZu1SYsaMHj0apaTl5paFSDotbmHt8e8zjv375brk+tJTK+bPtHn9dUu0CamGo0rBpZRs/jt+zuT+iYqK4tPpswEI8vOyiQWorDSp5U2jIC/ytDpGfX+QfK1EM7U3fVuaTkKN+7GyWFpkOrbxe6C44n01TbZ4h9byrzKlR4+lyfSpIwd4tLnsOv7lNjnBy9y/4/h84ykOXUxh1f4E+i34l1yNDoUCAr3LVwO6aB9lFWQ3//3wpUrdw6euylbk3p1a8v3335tkqXdUKRnYIYSmau9SZdOXPMtNOI4m/QYqV0+c6jQnKSmpxH3LSr5Wx7HLcmK65kUUb3OYG9vvD/WnmpsjmVpVMatxWceCjIIkV+7OhYq7Lcc2Y/w8nKnvJ983LiEtDNuNlclcjZZ8rVQgY9U4vnWoZz7jetFFsDOXZYVbm3HTsM2WSmSfNqGFcikLrNkWFlmGDh1KYC153Pj9t/VWuYaWxrVvPx6Nq6OShJvZhqSflggLC0PlIiscugLF29aLiwLB7U6zZs3YuXOnTZMCtmvXjo0bNzJ58mSmTZtm8plCoaBTp0589NFHHDp0CCcnJ4t5Ru4FdDodS5YsYfDgwTg4FP7uaDQannrqKaKjo1m5ciVarZYrV65w5cqVYpnpz5w5w44dO3jppZfMnuOhhx7iiy++KNN5ATIyMhg7dix79+4lPj6e7du306dPH/z9/enbt6+VvrkpdlW83333XXbu3El8fDxHjx7lvffeY/v27Tz//PP4+fnRpEkTk5ejoyOBgYE0aGDqdlXahSgrxtaQW38vQtLkc+yGlk0l1AnWczlF/rGr6SOvsC1evNgkg+3ixYsrJVtJmLPk6Hn77betqjQWteRlxcnZzTccvWxpF9YelM//+kNhVHMvW+kaWySg0E9wss/8x9VV7yNp8nEL78AnKzaRkJBgsHjn3TBNDlWVlgM3Jwda1pFdkXoMet1w/wwZMoTg4GAmTpInaIo8+ye5ebqNPAE9eUVWyiIbFJY3S0xMZPjw4Sau1tZYwDBb97Ygw/7++JvcyiwcpK+m6evGu1SZ0qPH0mT6nXfe4ckIdxQK2BJ7lUMXb7FkTzwAfVvWwtlBydFLsuIY6OWCk0P5h2jjPso8tQsAl5CWTJvzJflaHdfLW6IoV0PCTXl8e7Jbh0p5gowePVpekJB0hkUB90ZdrfZ8nb2WQU6+Dk9nB+r5m8bFzpkzp9i4IklSsXM7qpT0aiqvdLs17GzyWVnHgvQCi7eHi+mPvFqtJjIy0uaeKg82kuV3rdfasM1YmdTXewZwr6Kazy3rVMNJpcTB0x8nX3nxSalUFlsE0zrK181Y8balEtkoyAtfNweUTq44qyOAkscrXcG0SV3TetYQc+OaNi+HGrny7+rPh0qu6a1Wq3ljrFwmT8rLrpLFRYHgdmfUqFGkpaXRv39/oqOjiYuLY/ny5Zw6dcqq5+nQoQN//vknH3/8MbNmzQLgv//+Y/LkyURHR3Px4kXWrVvHtWvXiIiIsOq57yS2bNnCxYsXefHFF022JyYm8uuvv5KYmEiLFi0ICgoyvPbs2WPS9ttvv6VWrVr06NHD7DnOnj1bzIPO0nlB/m05evQojz32GOHh4QwePJjw8HD27t2Lp6dnJb+xeeyqeF+9epWBAwfSoEEDHnroIf777z82btxY7mzDpV2IsmKc6VyTkkTaPjkW4ONfj6K1UCdYT6Hi7WJQOqrKaqpWq5k6darZz0qrSVpeilry9GXFjt/QkZWnKdY+8VYWJ6+k46BU0Ltp6RMVWy9Y6Cc4uQlHSdm1EgCv+wewIyaOnHwdDkoFugzTh7aqLQfNasiLE851ZMuQTqdj2bJl6HQ6VC4FJcdOHa8yK7wlHmtRC0dV4YJPu5DCuoeWXK0rey+aW2TSpiWTl3wenYRJjezkgnJJAZ6yC2ZVKT16zE6mtVrybiTSo1EAAH2/2kN6joZ61d2Z8XRzPn+q0BpYx7ditceN+0hzI5G85PMoVA6suexD+08302bSFp5ZsJfjBZbh0li8S3aN02amoMlMASo+phkvSGTG7gDANfQ+VqxaY5X7+VTBIlCDQE+URun2ExMTmTFjRrH2lp5tvbu5W3gHUDmW2r4o+rJOHs72iYl9wOA+3RqQ+0GSJIYPH05iYqJBPhdHZYnhAdbE1UllcP93NrLEFyUtX5ZXlyVbeW2tRCqVChr6yL/vbvULcyRYGq/yNPK45mTFfrO0eB69Vk4u9PuRJMN5LXF/ZDcAmjQMq5LFRYHgdsfPz4+tW7eSkZFB165dad26NYsWLbJJroJOnTrxxx9/MHHiRObOnYuXlxc7duwwlEx+//33mTFjBj179rT6ue8UevTogSRJxRLchYSEGMogF31FRkaatJ08eTIJCQlmPQpBzpnx4Ycflum8IIcj/PXXXyQnJ5OXl8eFCxdYunSpScJta2NXxXvx4sXEx8eTm5tLcnIyW7ZsKVHpjo+P54033ii2vbQLUVZatmxp8j713zVos1K5lJrHX8evlLjv4UR5ElvX38NmSkdJjBs3jvfee6/YdmsrjYY4t4JJQn7yeTQpV8nTSuw4fa1Y+8MJcr9EBHnh41aytbsqFiyMJzhp+9ejSbmCg6cfC0/I52xcy5uFX8+vUrfkotSQ5Amn7JJZJCa1IGZTm51WZVZ4SyETvu5OtKpTmCikee1CV2NzrtbWuBeN3ZWNyYr7FzB1N082snjbA0vu5tHR0QzuGGKy7aX766FUKnisRS0mPtKI8AAPhhRpU1aK9lHWSdnq7Vy7CTeyZIVr3/mb9P1yDxuPlezinZyWw5fb5Pss44hpua+Kjmn6BYm8pNPk37qM0skF53pti9VWrQinC1ziwwNNV6rj4uLMetHoEysWpV2IL0HeLihdPHCr39awfcCAAWUaCzIMinfVWJOL0jbEF1cHULn74BQUZtiu0+mYM2dOoUW+ihcGWgXJi2BuDe43yFN0jNeHiGjSbhja2JrezdUFcplWRImOji7WNk8ry+NYAW8US1gc187H4O2sICUrn3/M/L4ao19MqVXDT1i6Bfck27dvZ/bs2SbbmjVrxl9//UVmZiZpaWns2LHDkARt6dKlrF+/3qT97Nmz2b59e5nOV1Qn6dKlCxkZGbz++utERESwceNGkpOTycnJ4dSpU4waNaoS305wt3DbxXjbk/r165usOkv5uWTEyDWnF+44Z9H9edupZLbEyhP+LuH+NlM6SmPSpElMmzbNcG5bKY1RUVEm/ZR1WnYF+Xl/8aQRhxNTAFOlzBJVvmCh05CyS44PvnBLnux1DfMnKiqqWBxrVdKjdQN0uVmoXL1wCqhn8plKn1wtO61KrPCleSC89qA8qW9R2wdPl8JJvN4Lwxb34ujRo4tZh7ILFO9/TieTk68lNSufzDzZnTbAy/p1GMtCSe7mtZ2yqWkUv23sDTL0/rpserMrPcvgIWKJZ555xvB/5ont6PJy0Gal8nB9V7aM6UK3iBrkaXWMXhXDicuWSwT9dDCRXI2OxgFupO1abvJZRcc0D4/CBItZBVZv94iuuLlVzMJvzKkrGQA0CDBVvM0pUEqlktGjR5s9jlKp4IH68jHcGz9g2L5ixYqyxXgbFFv7FA5xVCm5L1gec12NFg4AZs2axflE2YW5qhcG6jveQtJpcanTFKcAuWKI8RgvSZIhRESTfsOwzdZ5Np7oEIEDOhy8AwxygfysGp9XkiSD5dnZioo3GIVhGCPpCFHIHljrY0p2Ny/MK2D3YjUCgUAgsIBQvEsh49AGnFQKYhJS5PqiRTh1JZ3h38mTumZqOeFUVWawLcrYsWO5cOGCTWNZi8V5F7ibbz15rZg7nD7DcDO1T6nHrYoFi6KWr8wT28m/kWB4n376P7tlNNcTElybBr5yP7iEtESlUjF48GBUKhUqD9nC/Gj3rja/n8rigXB/mD9/vH4/y15oZ7Lv4sWLDUn4FAoFU6ZMsdq9aM46lHf1LJq0a2Tn69hz9joHE+RnNdDLBTcnhypLdFgUS+7mZ8+e5Y3ustvTgw1r4G1UCcEasmZkZBj+16ReJfHLgSR+MRDP038SWsOTBQPb8ECD6uRqdIxfexiN1rxVUe/F0q+99bLUG8tmcDev14of1v5S7mMVxWDxNlK8ExMTDbXNjZk6dWqJ8ke4yMdyrd8GZUGIR5ljvPUWbxf7lV/q3VKuHVtU8dZqtZy9IN9bVa2kdWjWwLDY4tX+acN2/cLIrazCMmzazMLfW1t7jLk6qWgRIF8rtwadLJ431+j3zdqKt6WFuk0LJwGw5cRVQyZ6cxSGNwjFWyCoLDt37sTDw8PiSyCoKELxNuLs2bPF62lm3KR9kDzZXLjjXLF9Fuw4S75WonOYP6uGtzdY4qo6mZMxto5lLRqPlnv5JNrMW+QrHPh9X2HSCo1Wx9ECF/yWZcgwXBULFsWUe0nHrW1LAAjwdOTjN4baLaO5MYO6ywpb68deJD4+nqVLlxIfH0+LzlEAPN69c0m7W4UzZ86UyQOhcU3vYoqjscIuSRITJkywaj+atXqf2QfI7uYL/5Gf1e6NAqo00WFRzMVuKhQKQkNDebq1mtXD2/PFc4UhLtaSteh5pbxskHTMnDmTxMREVEoFU59qhpeLA8cupbH83wvFjqHVSRy8mAJAp1B/q41pxrLlX79YEIPuyLK/D1fqHsnK05BwS046GB5QODEy50kDlqtB6HmgVQPyrp5DoXLEraHsGm2uzJQ5Mi24mlflApA+2aFzYCgqD1+Tz6SC0lNVrXir1WqGdpRLEbo16IiDrzy265OA6q3d2qxU0BXmDKkKj7FOwXJSN7dwU3dz4/JEpoq39b0FzN2TOUlx1HRXkKvRsfGY5ZA3vYePsHgLBJWnTZs2JlWVir4EgooiFG8j6tevbzYmU50hK5ObY68Sfz3TsD0lK4/fj8gxkmO6h+PmVPwHzxbZue1NMYujpCPrtOzquzb6omHzqavpZOdr8XR2KLF+tzG2XrAwZ1XIPruP5FXvMqROKjqtaYI4e9VCjWocgEIB51J1SG7ypFmrk7iYXhCLXrN01/3KEhoaWiEPBHvkOADIPvMfAD/sS2DvuRsoFfB4A7cqTXRYHhQKBffV8zOMG9bMcWApZlQf4wtQw9OF8Q83BGDe1jOkF7GmXU7JJk+jw0mlJMTPncTEROLi4ggNDa3UYlhR2TJPyDW9XRt2MchWEc4kZyBJ4O/hhJ9HYXhBRT1p1Go1vRv7A+De5EGg7LW8M8xYH6t6Aai6pzP1vOXv7RrW3uSznXv3FZOvqohq35Ss03tRKJR43/ckUHhf6uvXa9MK45nNZT63BQ0885E0eTj6qXEKLIyLN67Pm6uRlVuFApPEktbC0kLdI03lZIzrS8hunilczQUCq+Hq6kpoaKjFl0BQUcQIbUStWrX47LPPGD9+vMn2qe+9ydNfbOPfC+ks3RPPh482BmD2ljjyNDoigrwM2Vr1LF682DCJViqVLFy48K7KMjp69GhmzJhhWFjIPL4Vz5Y9OXhNzm7u5uTAoQJrWfPaPiYZhktCP7kPCwuz2UTLnFUh+8IR/F3kSZ6x0mivWqg1PF1oG+LLvvM3GbxkH73dz/Peh5MIHDIXXV4W235dTehLti+JtXDhQkaMGIFWq0WpVPLSSy+xZ88eOnbsaPH66BUdW/ajuWRZ2ReO4CBp0CjkYa1NiC9pVy5YXASoitAPc3JKksSkSZP4+uuvi7W1pqxFn1E9M2fOZPTo0ajVavq3rc23u89z7lomC/45x9iowlKN5wsWGev4ubF0ybdWHc+MZcuM3UG1yCG4BDdl7jcjDLKVF31G8/Ai8d36fAP60IfyeNKM7NOeTYuP4lIrAgefQDQpVxg+fDhRUVEl7q9fxNAnL7O0qFLacSpL76aBzNt1GY/GD5JxaINh++btu6j2YEO7KGlhYWGk/fcKbuEdcG8cScquFWjTbzBr1iw8Wz0CQH6qaQnPqKgom8vVLCKcrLmzcW/8AJ4te3HjT3kRyPh5yc2Xr5+Lg8piCU9b0D28Ggv/vcLecze4kppDoHfxhJGWvCzuZjZs2EBsbKy9xRAI7Mbu3bsB8SzYm/Pni+e4soRQvItgTinT6XQ4ndsFquasiU7gze7hXE7JZtneeAAm9Gxo8iNsr0mWPcm9FEv+rSSoFsTGY1d4opXaoHgXXZSwRFUtVphTDAEOHz5c4Qm6LRjTPZyXlu7j3LVMZsc74dPtZQByL53klbkf0fNh299PQ4cOJSoqijlz5jBjxgwWLFjAggULUCgULFq0yOz1Kaqw2ypkQKFQmCqVOg2px7bh3lSujNAtogZh9ZztuphiVk5gwYIFhIaGMnbsWJO21pRVb1mePn26yXa9dXHatGk4qJSMj2rIyysO8M2ucwzqEGzIAn+hoK59oLvS6uOZsWzatGRyLh7FpU5T/J/8iP3HTlfouObiu6Fy+QZuXY4n58JhXOu2wr3xA6Tu/sGk/yyRVpBczctV/om19qJKWRnYJYIvdibiXKshznWaknvxKAAKR/ka28PirVaree25PiwvuOaebR4jZdu3aLVaDsVdBHzRphaWBdSXxLT1WKdWq3mkoTfbALeIztza+g263EyT6623eDs72sZZ0NJC3Zol82lbvy/742/x6+FLDO9Sv9i+91JytdzcXFQqFRMnTrS3KAKB3VEqleJZuA1QqVTk5uaW2u7uH6HLiaWJ8vez/keXyX9x7mYOq/df5GxyJpIEPZsE0iW8uklbe02yqhJzE4TMY3/j03kAY9Yc5qvtZzmTLCdRahXsU+rxqnKxQu9uXtSz4dNPPzVce2snBKsIx7et5/S89/Dv+z5ONeoaMppnn4uu8vupqOVUn2nY0vXRK+xnzpyptGuyOSwplemHN+PetDuqgtJcAV4uNl8EqIicAOPHj6d///4GWf766y+TPraGi60lq/esWbMMVryoxgG0quPDwYspzN0ax6THmwJw/rocL+2uy7LJeDZ69GhmzpyJTqfjxobZBDw7GUffmiw8AT0f0uLiWD7L3e4zchbsxjW9DNss5Rt49tlnyyR7WFgYmcc/xrVuKzyadiN1z2pDrHxJlvm0bNni7VWQXK0qvEDMUcPLhcebVefnozfw6TKIqyvGAaBwcgUg41bJJapsxejRo/kqsq+seDd/mLQ9q9HlZnLmSip4+aIxsnhX5ULZx68P4b4PfsGpRl3cm3Unff96oNDqnaOQF3WsnVhNj6X5x8yZM5nzxwD2x9/i50OXzSremXkFireZkLe7DWdnZ7RaLStWrCAiIsLe4ggEdmPDhg1MnDhRPAt2JjY2lgEDBuDsXHoVnbt/hC4nlibKWq2WrjV1nLsJi3aeJ7VgYvVCp7rFjmGvSVZVYu47Zhzbik/nAQAGpbu52pvOYdXNHsOYql6ssJRYST/hKe8E3doYKwxXVr6N/yNjcAoMJe3fn0g/+EeV3k+WaiCXdn3UarVN+85YcdOTe+kEnZWneWnIAAIKLLf68nAKhYIOHTpU+fW0pPxKkmSwpOmvd9E2lXWxLWk80187hULB+Icb0n/hv6zal8CwzvUI9nMnvsDi3bRugE3GM71nxLBhw9CkXuXqD+8SOHgWscnw2Z8nDSE9ZSH+eiYnktJQKRU8FBFg2F7ZcUWtVjO8Zzt+zE7DwTsA13qtyT67v1Srd6HF29Hku9pjAeidPi345cgmXGpF4FqvDdnnolE6yaXbli/5hhacr/IFRrVazQfDn2H2yfM41aiLR8teZBzZTJpbLRRA7pU4Q9vPPvusyp7Z2rVr08E/jwOAd7snyYj5Eyk/13C9+496F7BNYjUo2Usl7u9VODp1JjYpjcMJKTQv4kmWkXvvJVeLiIigVatW9hZDILAbevdy8SzcOYjkamYwW08TcE46gp+7E9fSc8nT6PD3cKZNcLVi7exZTqyqMJekTJuWTOqe1ai9nRjbI5zvX7qPFS/dh6Oq9Nusqmufm0tiUxR7JVYDU4VBysvi2rpJXPpqCOkHf0elqppkQ3rCwsIsfrZu3boqkcEclsrvrJgyhrVffMKaNWt4+eWX7V4eTh9jbI5Zs2aRmJjInDlziimIehfbymJc09sY47Je7ev50SW8OhqdxKzNpwEMineL+rYbz6KiogzPoSb1Ktd/kxWOpXvi+e/cjTIf58+CbM8d6vnh6+5k2G6NcWXM6NfIPPo3AJ4texu266+dOfQx3l4uhUqQvSpdBHi50K9VIAA+XQYCCpTOssVbl5fN8OHD7ZJsMCQkmLT/1gLg1eZRPFs/gsLBidzLJ8m7XFgdo7Ts89Zm+sin0KRcQeVRzRBzDrLXz5FjJwBQYb78njUwV7EB4IuZn/NgqA8Ai3cVjycsTK5278R4CwQCwZ2GULzNYGlC//6Et3m0UaGifX+on8WkYXor25o1a6q8nFhVYW5ClLJzOR1ubmLUg2F0DPXHs4x1bKt6sUKtVjNhwoQS25S1dJAtMKcwKBQK5s+fb5fydMaxyMbMmzfPrBt1VWFpUj5v3jz69evHggULbouM5uPGjWPEiBHFtmu1Wvbu3cuMGTOKfWathSdjBduYRx991CSz9viCxGq/HL7MsUupJNyUXc1D/N1spjQWtUjnnD9I+mF5cWT82iPk5GvLdJxtp+SY4KgmgSbb1Wo1AwcONNk2YMCAco0rarWafq1rAuBSrxUOPkFAyQtzNzPzAEzK7OmPZctSj5YY90gLlLo8nALq49bwfhQFFm8pN8tqCzwVIfPkTjSpV1G5V8OnY38A0o2SwNnDU6xucB1aOsrVSrzuewqFs1xOTJIkRo5+A4BTJ47aLCt9SRUJtCc2A/DH0STiCnIa6BF1vAUCgeD2RyjeFjA3oddqtTT3SDPEd/VoHFisDRSWjbGnla0qsGQ11tcKLi9VvVjRrVu3Ej+3Zym4ogsRenlGjhxpl/vJktUU5Fhl4+tdlbWKS7LGm8OeXgyW7ufr16+bvdfefPNNqyholp5TfZy+/jo1qeVN72ZBSBK8sTqGfK2Ek0pJkLer1UqJlUW2lG2Lqe7uyIUbWSwoqMdeEhqtjqOJqQC0r2tarzoxMZHly5ebbFuxYkW5780Xn+lD9tloFAolvj1eMWw3rvGs51ZmHilZssW7jq9buc5jK3zdnXiqibxo7NNloCFfhDYn3W4LjB07dgSdlrSCOGoAXX4OWad2G95XpZu5Mc/fH07e9YuoXD3x6fSsYbvSVc4foM3JsOkiniWr97czPqJzXS+0OomJvxwzGTf095y3a9kWuwUCgUBQ9QjF2wKWJqttGoezZkQH5vRvQc8mxRVva9bivd0pS63gsmKPxYrS3M0lSbKbkgayorZ3714Ty7c97qfFixfTvn17i5/rY5UBpk+fXqW1itVqNcOHDy9ze3vmWrBkedaXAylKSYsd5cHScwrFFyLe6h6OSqkw5GhoGOTJ0iXfVuk11eVm0cFVtjh+tf0MF29kldg+LjmD7HwtHs4O1KvuYfqZlWrKZ2RkcHPrInT5uXKiteYPA5jti/MFLvpB3i6GGu23Ax/0ux9HbQ6O1WriHBQOgJSTwcKFC+2i3Oo9aTKObEKbJS+cZB7dgpRfmBU2ODi4yuUCuL9TR25tk6+tV9vHcQluDoBTdTmniyY12aaLeJbGNUmSuN/9Ki6OSv49d5NfD18GIDtPS3aBd4hxqIVAcDswZMgQHn/8cXuLIRDcFgjFu5x8/fXXNK/tw2MtaplV2qw10btTsLQyX1L8Y1HstVhRUuwt2NfVXE9GRoZd76ei18YSs2bN4vXXX2fcuHFVfh3LWkZDoVDYNdeCpYWelStXmm2fmZlptXNbek6L3uP1qnvwXLs6hvdh1Rxs+mxaStw3b9wQsuMPkavR8eFvx0v0PolJSAGgmdobVZHQH2vljggLC0N76zIpO5YBUO3BoTh4B7BgwQLef/99k7b6MmzBfreHtVuPu7MDXw7phMqoizb9ts6uYVCjR48GTR7Jaz/m5paF3Nz6jd1kMUatVjPqiQdIP/QnAH6938Q1vAMeLXsBkH022uaLeA8++KDZ7bv++oVRD8jnnfRHLGk5+dzIlBcrnFRK4WouEAjuSqZMmULbtm3x9PSkRo0aPP7445w6darU/b788ksiIiJwdXWlQYMGfPfddyafHz9+nCeffJKQkBAUCgWzZ8+20TeQEYq3BSxNCD/99FN69uzJ5MmTeeONN5g8ebLJ/xs3biw2wb3bMpobY8maVh7l0J6LFePGjeO9994z+9nUqVPtnhDPw8PDrveTuWtjDq1Wy7x588xut/V1VKvVfPNN2Sbslc0SXhlKsjwXxdrXWK1Ws2jRomL3kiRJxbxL3n8kgj7Na+Lr7kRLr0ybPpsleZ3c3LwASZvP1pPJbIlNNtsG4HCB4l00yzNYL3eE/tqlR/9GzsWjKJ1c8ev1BqDg008/NclzcPFGNgDBvqZu6FUZgmGJHo0DmT+gNW5OKlrV8aFjk+JlqaoS/eJn3uVTpB/4FbQaw2f6KgT2YvTo0aRsX0z+zUs4ePpTo+97KB2dyYr7l+y4vQwbNsymvw8dO3Y0u33FihVc+vs76vm7cy09l9mb47iRIecU8PNwKjVpqEBgbfLy8uwtguAe4J9//mHkyJH8+++/bN68GY1GQ48ePUo0UsyfP58JEybw4Ycfcvz4cT766CNGjhzJb7/9ZmiTlZVFvXr1+OyzzwgMNB9CbFUkgZSamioBUmpqqmFbQkKCpFAoJKBSL6VSKX3zzTcVli0vL09av369lJeXZ42vahP27dtn9rvv27evTPsnJCRISqXSZF+VSiUlJCRUWKby9tu0adMMMiiVSunzzz+v8LmtxTfffFPsHqzs/VQWjPvO3LUpz3OhUCgqdR3LQ0JCgvTyyy+XKN/YsWNtdv6y3HNlHVdsJee+ffuKnd/Ss6bT6WzybBZlzJgxFvvBp8tgKfjt36WOU/6WsnI1Zvfv++UuKfjt36VfYy6Z/TwhIUFavXq1tGbNmkrJrb92Dt4BUu03f5SC3/5d8mz1iOG51B/7rTUxUvDbv0vz/j5t2Pebb74xGV+s9QxX9PdBo9VJOp3OKjJYg2nTppnclwqFwqbjXFn77fPPP5ecgsKlOuN+kYLf/l0KeHaKhMpBAqQ1a9bYTD49Y8eOtfhsvDDhcyn47d9NXk98tdum8pibK9mDAwcOSIB04MABu8pxr9K1a1dp5MiR0ptvvin5+flJXbp0kY4dOyb16tVL8vT0lDw8PKT7779fOnPmjCRJkjR48GDpsccek6ZNmyYFBgZKvr6+0quvvlrmcevy5ctSr169JBcXFykkJERauXKlFBwcLM2aNcvQZsaMGVKTJk0kNzc3Sa1WS6+88oqUnp5u+HzJkiWSt7e39Ntvv0nh4eGSq6ur9OSTT0oZGRnS0qVLpeDgYMnHx0caNWqUpNEU/tYEBwdLn3zyiTRw4EDJ3d1dqlOnjrR+/XopOTlZevTRRyV3d3epSZMm0v79+w37XL9+Xerfv79Uq1YtydXVVWrSpIn0/fffV7LXzbNixYp79llITk6WAOmff/6x2KZDhw7F5lOjR4+WOnXqZLZ90fuqrJRnTBIWbwuU5oZcViRJsquVrSqwFLta1lhQfV/rXULtUX5t7NixXLhwgW3btnHhwgXGjRtXZec2R2JiIsOGDTPrdVGV99Nff/1lIoNSqSyz1baqUavVzJ8/n4sXLzJ//nyzbcoTAmELymL1ViqVsguuDcjIyCh2T1myYCsUiiqpNjBq1CiLn6XuXYWfq5JLKdl8sS3ObJv4ghjwuv7FE51ZM3eEfpzSpF7l1vYlAPhEDsGhWk2TzOAXC7LB1y5IrHY75v1QKRW3lWV07NixXLx4kTVr1rBmzRouXrx4W1QCGTduHONefJpr6z4l9b+1XPv5U9BqqswabylEBGDJlPHUUZiW3Gtay9vmMgkEAMuWLcPBwYHdu3czefJkunTpgouLC1u3buXAgQO8+OKLaDSFHizbtm3j7NmzbNu2jWXLlrF06VKWLl1apnMNGjSIy5cvs337dtauXcvChQtJTjb1glIqlcydO5djx46xbNkytm7dyvjx403aZGVlMXfuXFatWsXGjRvZvn07TzzxBBs2bGDDhg0sX76chQsX8tNPP5nsN2vWLDp16sShQ4fo3bs3AwcOZNCgQQwYMICDBw8SGhrKoEGDDL+tOTk5tG7dmt9//51jx44xfPhwBg4cyH///VeBnhZYIjVVzg3i6+trsU1ubi4uLi4m21xdXdm3bx/5+fk2lc8i5Vbr70JKWsV97733Km313rZtW4VluxMs3iVZ8R5++GHp008/lUaPHi19+umnZv/v27evYX+FQmEVa/Od0G8lsXXrVpvcT2VB33fnzp0rZu1UKpVmraa2uv8rgyVrka3kKes9Z86KbPyypVW+IhZsY88LW1gi8/LypJEjR1rsj+mrNkvBb/8u1Z/whxSbZDpGp2TmGax9GTn5lf6uZUH+TVBINfpNkq2gA6ZJKkdnw3E7TN4iBb/9u/Tn/pPS1q1bpdWrV9vsPrzTxzl7URGPKP0zUBVeR8Z8/vnnFp8NlYevFDFygdTt/e+kZ96dJ/2z+1+byiIs3gJJki3eLVq0MLyfMGGCVLduXYvP0+DBg6Xg4GATS/LTTz8t9evXr9RzxcbGSoCJRTkuLk4CSrRMrlmzRvLz8zO8X7JkiQQYrPCSJEkjRoyQ3NzcTCzjUVFR0ogRIwzvg4ODpQEDBhjeJyUlSYA0ceJEw7a9e/dKgJSUlGRRnl69eklvvfVWqd+3vNyrFm+dTif16dNHuv/++0tsN2HCBCkwMFCKjo6WdDqdtH//fqlGjRoSIF2+fLlY+6qweIssHKUwadIk0tLSzMavloXbIUGXrdFb8czVc964cSMbN24s87EkSeKdd97h2WeftXt8tT3Rx75KRayTVRnffebMmWLxvTqdjszMTKZOnVpsNdkS0dHRREZG2kDCkhk9ejQzZ840+Q63Q74FtVrNO++8w+TJk4t9plAobGbt1p974cKFjBgxAq1WW6oFW2+t1d+HUkEJsqioKKs+n927d+e5557j/vvvL3bP6y7G0KNRJJtOXOXttUdZ90pHQxI1fQbxGp7OuBdJKlVS7ojKyD5p0iR8fHx4d9I0nF+Yh0utCB7+YAU1a9YiO09LUloOAH0i26PJTEGhUBR7lm+H+1BQdsaOHUv//v05c+aM1Uvqlca4ceM4fPiw2SSM2oybxH45gtiC92smw1NPPcWPP/5YZfIJ7k2MS+7GxMTQuXNnHB0tl7Jr3LixSXnUoKAgjh49Wup5Tp06hYODA61atTJsCw0NpVq1aibttm3bxuTJkzlx4gRpaWloNBpycnLIzMw0lH10c3Ojfv3CvBYBAQGEhITg4eFhsq2oNb1Zs2YmnwM0bdq02Lbk5GQCAwPRarV89tlnrF69mkuXLpGbm0tubq7Z8pOCijFq1CiOHDnCrl27Smw3ceJErly5Qvv27ZEkiYCAAIYMGcLnn39ucj9WJcLVvAzMnTuXp59+utz7KRQKu5VqqWpKcokrLzqdjr1791rlWHcq5pJhKZXKKnXBDw0NtZgRuqSkdEV555137OJWWxVu0hXFz8/P7PZnnnnG5vLpy9TNnDmTvXv3lujSW5WJD9u2bWs2vGfChHd4tZ0fns4OHE5IYdmeeMNnMRdvAVC/SBkxsF5Gc3OMHTuW3Zt/54mAW6gUcCzdlal/neTstQwkCbRZqWgyUwAMCvfteB8Kyo5arSYyMtIu1+2zzz4rc9uffvqpWKZ9gcDaGCuRrq6upbYvqpQrFIoyJW4tuhBrbvuFCxfo1asXTZo0Ye3atRw4cIAvv/wSwMSd2JwMZZHLuI1+TmZum36/GTNmMGvWLMaPH8/WrVuJiYkhKipKJKGzEq+99hq//vor27ZtK3U8dnV15dtvvyUrK4v4+HguXrxISEgInp6e+Pv7V5HEpgiLdxlZs2YN+/fv548//sDZ2RmAa9euUb16dbP/h4eH88gjj9wzkyt9/GNZraCC0hk6dChRUVGGRYgOHTpU6f1UmnV00qRJXL9+nQULFpR4HGtYGSuKvg/tYakqic6dO5vdXhXx84sXLzbEHCuVShYuXGhR+dYrr1XlNWBsRdGj1WpJuXKBCb0iePfno0zdeBKdJDH0/rr8cVSu9/1QRI1i+5XXul8ejPvQo2k3/Hq9wYJ/zvHdjtOAA/k3EkzaS5LESy+9RP/+/W+r+1BwZ6Cv3PDSSy+Vqf3kyZN5+eWXxX0mqBKaNWvGsmXLyM/PL9HqXREaNmyIRqPh0KFDtG7dGpC98VJSUgxtoqOj0Wg0zJgxw7DYumbNGqvKUR527tzJY489xoABAwBZIY+LiyMiIsJuMt0NSJLEa6+9xs8//8z27dupW7dumfd1dHQ0jIerVq3ikUceKbYwX1UIxbsctG3blrZt29pbjNuWcePGkZCQUGG3fD32LiNzO6FWqyvkbWEtSlNc33//fRYtWlTiyrW93WrVavVtNwFt27YtgwcPZtmyZYZtgwcPtvn4YinRlyXXcf2C2ttvv41Op7O5tdacoq8P1+lSsxbbTiWz+cRVJv0Ryx9Hkzh0MQWFAh5pVtPs8aKiovj+++8NY4o15C7ahxlHt+Dg6Yd354FkF0Rv5cTHFNvvm2++4f3337/t7kXBnYF+LH799df5+eefS2wrSZLdFjsF9x6jRo1i3rx59O/fnwkTJuDt7c2///5Lu3btaNCgQaWO3bBhQ7p168bw4cOZP38+jo6OvPXWW7i6uhoszfXr10ej0TBv3jz69OnD7t27+frrr63x1SpEaGgoa9euZc+ePVSrVo2ZM2dy5coVoXhXkpEjR/L999/zyy+/4OnpyZUrVwDw9vY2eF1MmDCBS5cuGWp1nz59mn379nHfffdx69YtZs6caUjApycvL48TJ04Y/r906RIxMTF4eHjYZO4qXM0FVqWibvl6FAoFixYtEhOG24iSXCzNuXMPHjxYuNWWgaVLl7Jv3z5mzZrFvn37ypzhtTKU13V88eLFBqVboVAwZcoUm2ab1t9PxiEWUkGtcaVSwcKBrZn0eBMcVQoOXUwBoG2IL4HeLsWOZc2M5saY68OUPaupGbee9Jg/ubHpK1L3Fre2VEVNe8HdjVqtZt26daX+xtp7sVNwb+Hn58fWrVvJyMiga9eutG7dmkWLFlnN+v3dd98REBBAly5d6Nu3L8OGDcPT09OQrbpFixbMnDmTqVOn0qRJE1auXMmUKVOscu6KMHHiRFq1akVUVBSRkZEEBgby+OOP202eu4X58+eTmppKZGQkQUFBhtfq1asNbZKSkrh48aLhvVarZcaMGTRv3pzu3buTk5PDnj17CAkJMbS5fPkyLVu2pGXLliQlJTF9+nRatmxZZg+j8qKQLAVQ3EOkpaXh7e1NamoqXl5e9hbHhPz8fDZs2ECvXr2s7sJjS8rjll+9enWqVauGn5+f1axSd2q/3Q5UpO8SExNNrOJF398L3An3XGJiIsHBwcVcx+Pj44tdp/K0rQxF+60s542Ov8krKw9yLT2XaU814+k2tatMdnPHLivvvfcekyZNqtT5jbkT7rnbkbuh34x/Y6Ojo/n555+RJMmw2GmLBbLbZa508OBBWrduzYEDB0ySbgnuDRITE6lduzZbtmzhoYcesrc4dmXlypUMGDBAPAt2pjxjknA1F9gE4ZZ/b1HUnft2dO8WFI97VigU9OnTh+nTp1OjhhwnnZycTI0aNTh37pxNsoKXhiWr/IcffoiHh4dBznbXbuLkV4vTfx3mjRXJJvJnZGTYTPaifVgeROytwFoU/Y29Fxc7BfcGemt606ZNSUpKYvz48YSEhNClSxd7iyYQlBuheAsEAsE9xNChQ7l16xbjx49HkiTWr19f5n2rwoXVXJw3yK7jlcGasuv7cNy4ceXaT5Ik5syZw7Rp06wih0CgRyx2Cu5Edu7cSc+ePS1+npGRQX5+Pu+++y7nzp3D09OTjh07snLlyjvWW0VwbyMUbwrLEqSlpdlZkuLk5+eTlZVFWlqaGGTKgei3iiP6rmLcKf126dKlciuMej788EO8vLysOlYW7TcvLy/efPNNZsyYYbVzALz55ptWk70sfdilSxd27NhRbPvMmTN58cUXqVWrVqXluFPuudsN0W8VQ//siAhFgbVo06YNMTExJbaJiooiKiqqagQSCGyMULyB9PR0AGrXrl1KS4FAILh3mThxIhMnTrS3GBVi+vTpTJ8+vcrOZ07pBjmTfKNGjapMDoHA2qSnp+Pt7W1vMQR3Aa6uriIRoOCeQijeQM2aNUlISMDT09Mkm+7tQFpaGrVr1yYhIeG2S/x2OyP6reKIvqsYot8qhui3iiP6rmKIfqsYkiSRnp5OzZrmy/cJBAKBoGSE4o1cJ/Z2j43y8vISE4QKIPqt4oi+qxii3yqG6LeKI/quYoh+Kz+3k6V7w4YNxMbG2lsMgcBu7N69GxDPgr05f/58mdsKxVsgEAgEAoFAcEeQm5uLSqW6Y8NeBAJrolQqxbNwG6BSqcjNzS21nVC8BQKBQCAQCAR3BM7Ozmi1WlasWEFERIS9xREI7MaGDRuYOHGieBbsTGxsLAMGDMDZ2bnUtkLxvs1xdnbmgw8+KNPFFBQi+q3iiL6rGKLfKobot4oj+q5iiH67O4iIiKBVq1b2FkMgsBt693LxLNw5KCRRF0IgEAgEAoFAcAdw8OBBWrduzYEDB4SyIbinWblyJQMGDBDPgp0pz5ikrCKZBAKBQCAQCAQCgUAguCcRirdAIBAIBAKBQCAQCAQ2RCjeAoFAIBAIBAKB4J5gyJAhPP744xXePyQkhNmzZ1tNHsG9g1C8BQKBQCAQCAQCgUBwW/PVV19Rt25dXFxcaN26NTt37rTYdt26dXTv3p3q1avj5eVFhw4d+Ouvv0zaLF26FIVCUeyVk5NjE/mF4i0QCAQCgUAgEAjuCvLy8uwtgsAGrF69mjfeeIP33nuPQ4cO0blzZ3r27MnFixfNtt+xYwfdu3dnw4YNHDhwgAceeIA+ffpw6NAhk3ZeXl4kJSWZvFxcXGzyHYTiLRAIBAKBQCAQCO5IIiMjGTVqFGPGjMHf35/u3btz/PhxevfujZeXF56ennTu3JmzZ8+a7Dd9+nSCgoLw8/Nj5MiR5OfnV+j8S5Yswdvbm82bN7NgwQJq1aqFTqczafPoo48yePDgCn9HAcycOZOhQ4fy0ksvERERwezZs6lduzbz588323727NmMHz+etm3bEhYWxuTJkwkLC+O3334zaadQKAgMDDR52QqheAsEAoFAIBAIBII7lmXLluHg4MDu3buZPHkyXbp0wcXFha1bt3LgwAFefPFFNBqNof22bds4e/Ys27ZtY9myZSxdupSlS5eW+7zTp09n7Nix/PXXX3Tv3p2nn36a69evs23bNkObW7du8ddff/H8889b46vek+Tl5XHgwAF69Ohhsr1Hjx7s2bOnTMfQ6XSkp6fj6+trsj0jI4Pg4GDUajWPPPJIMYu4NXGw2ZEFAoFAIBAIBAKBwMaEhoby+eefA7IS7u3tzapVq3B0dAQgPDzcpH21atX44osvUKlUNGzYkN69e/P3338zbNiwMp9zwoQJLFu2jO3bt9O0aVMAfH19efjhh/n+++956KGHAPjxxx/x9fU1vBeUn+vXr6PVagkICDDZHhAQwJUrV8p0jBkzZpCZmckzzzxj2NawYUOWLl1K06ZNSUtLY86cOXTq1InDhw8TFhZm1e8AQvEWCAQCgUAgEAgEdzBt2rQx/B8TE0Pnzp0NSrc5GjdujEqlMrwPCgri6NGjZT6fXomLjo6mXr16Jp89//zzDB8+nK+++gpnZ2dWrlxJ//79Tc4nqBgKhcLkvSRJxbaZ44cffuDDDz/kl19+oUaNGobt7du3p3379ob3nTp1olWrVsybN4+5c+daT/AChKu5QCAQCAQCgUAguGNxd3c3/O/q6lpq+6JKuUKhKBaXXRKdO3dGq9WyZs2aYp/16dMHnU7HH3/8QUJCAjt37mTAgAFlPragOP7+/qhUqmLW7eTk5GJW8KKsXr2aoUOHsmbNGrp161ZiW6VSSdu2bYmLi6u0zGaPb5OjCgQCgUAgEAgEAkEV06xZM3bu3FnhZGlloV27dmzcuJHJkyczbdo0k89cXV154oknWLlyJT/88APh4eG0bt3aZrLcCzg5OdG6dWs2b95ssn3z5s107NjR4n4//PADQ4YM4fvvv6d3796lnkeSJGJiYggKCqq0zOYQruYCgUAgEAgEAoHgrmDUqFHMmzeP/v37M2HCBLy9vfn3339p164dDRo0sNp5OnTowJ9//snDDz+Mg4MDb775puGz559/nj59+nD8+HFh7bYSY8aMYeDAgbRp04YOHTqwcOFCLl68yMsvvwzIMfeXLl3iu+++A2Sle9CgQcyZM4f27dsbrOWurq54e3sD8NFHH9G+fXvCwsJIS0tj7ty5xMTE8OWXX9rkOwjFWyAQCAQCgUAgENwV+Pn5sXXrVsaNG0fXrl1RqVS0aNGCTp06Wf1cnTp14o8//qBXr16oVCpef/11AB588EF8fX05deoUzz33nNXPey/Sr18/bty4wccff0xSUhJNmjRhw4YNBAcHA5CUlGRS03vBggVoNBpGjhzJyJEjDdsHDx5syGCfkpLC8OHDuXLlCt7e3rRs2ZIdO3bQrl07m3wHhSRJkk2OLBAIBAKBQCAQWJGDBw/SunVrDhw4QKtWrewtjkBgN1auXMmAAQPEs2BnyjMmiRhvgUAgEAgEAoFAIBAIbIhQvAUCgUAgEAgEAsE9z86dO/Hw8LD4Eggqg4jxFggEAoFAIBAIBPc8bdq0ISYmxt5iCO5ShOItEAgEAoFAIBAI7nlcXV0JDQ21txiCuxThai4QCAQCgUAgEAgEAoENERZvgUAgEAgEAsEdxYYNG4iNjbW3GAKB3di9ezcgngV7c/78+TK3FeXEBCWiUCj4+eefefzxx81+Hh8fT926dTl06BAtWrSw2nlDQkJ44403eOONN6x2TEHZEf0vEAgEgtuRvXv30rlzZ7Rarb1FEQjsjlKpRKfT2VuMex6VSsXOnTvp0KFDie2ExfsOZ8iQISxbtgyQL3rNmjXp3bs3kydPplq1apU+flJSklWOI6ga9PfDlClTeOeddwzb169fT9++fSnrOtv+/ftxd3e3lZgCgUAgEFQIZ2dntFotK1asICIiwt7iCAR2Y8OGDUycOFE8C3YmNjaWAQMG4OzsXGpboXjfBTz88MMsWbIEjUbDiRMnePHFF0lJSeGHH36o9LEDAwOtIKGgKnFxcWHq1KmMGDGiwosm1atXt7JUAoFAIBBYj4iICFq1amVvMQQCu6F3LxfPwp2DSK5mBkmSyMzMtMurIp7/zs7OBAYGolar6dGjB/369WPTpk2Gz5csWUJERAQuLi40bNiQr776yvBZXl4eo0aNIigoCBcXF0JCQpgyZYrhc4VCwfr16w3v9+3bR8uWLXFxcaFNmzYcOnTIRJalS5fi4+Njsm39+vUoFArD+7Nnz/LYY48REBCAh4cHbdu2ZcuWLSV+xw8//JA6derg7OxMzZo1ef3118vTRZVGkiSy8jR2eZX3nujWrRuBgYEm17Eoa9eupXHjxjg7OxMSEsKMGTNMPg8JCWH27NmG9yX1f15eHuPHj6dWrVq4u7tz3333sX379nLJLBAIBAKBQCAQ3M0Ii7cZsrKy8PDwsMu5MzIyKuXie+7cOTZu3IijoyMAixYt4oMPPuCLL76gZcuWHDp0iGHDhuHu7s7gwYOZO3cuv/76K2vWrKFOnTokJCSQkJBg9tiZmZk88sgjPPjgg6xYsYLz588zevToCn3HXr16MWnSJFxcXFi2bBl9+vTh1KlT1KlTp1j7n376iVmzZrFq1SoaN27MlStXOHz4cLnPWxmy87U0+t9fVXpOPSc+jsLN6pPeyAABAABJREFUqeyPqkqlYvLkyTz33HO8/vrrqNVqk88PHDjAM888w4cffki/fv3Ys2cPr776Kn5+fgwZMqTY8Urr/xdeeIH4+HhWrVpFzZo1+fnnn3n44Yc5evQoYWFhFf7eAoFAIBAIBALB3YJQvO8Cfv/9dzw8PNBqteTk5AAwc+ZMAD755BNmzJjBE088AUDdunU5ceIECxYsYPDgwVy8eJGwsDDuv/9+FAoFwcHBFs+zcuVKtFot3377LW5ubjRu3JjExEReeeWVcsnbvHlzmjdvbng/adIkfv75Z3799VdGjRpVrP3FixcJDAykW7duODo6UqdOHdq1a1euc95r9O3blxYtWvDBBx+wePFik89mzpzJQw89xMSJEwEIDw/nxIkTTJs2zaziXVL/nz17lh9++IHExERq1qwJwNixY9m4cSNLlixh8uTJtv2iAoFAIBAIBALBHYBQvM3g5uZGRkaG3c5dXh544AHmz59PVlYW33zzDadPn+a1117j2rVrJCQkMHToUIYNG2Zor9Fo8Pb2BuRkXN27d6dBgwY8/PDDPPLII/To0cPseWJjY2nevLmJjKVl7zNHZmYmH330Eb///juXL19Go9GQnZ3NxYsXzbZ/+umnmT17NvXq1ePhhx+mV69e9OnTBweHqrt9XR1VnPg4qsrOV/TcFWHq1Kk8+OCDvPXWWybbY2Njeeyxx0y2derUidmzZ6PValGpTM9XUv8fPHgQSZIIDw832Sc3Nxc/P78KyS0QCAQCgeDeZMiQIaSkpJiEOVqLyMhIWrRoYRJKJxBUJULxNoNCobijMjq7u7sTGhoKwNy5c3nggQf46KOPDNbjRYsWcd9995nso1euWrVqxfnz5/nzzz/ZsmULzzzzDN26deOnn34qdp6yxBorlcpi7fLz803ejxs3jr/++ovp06cTGhqKq6srTz31FHl5eWaPWbt2bU6dOsXmzZvZsmULr776KtOmTeOff/4xuNTbGoVCUS5379uBLl26EBUVxbvvvmtiyZYkySTmXr/NEiX1v06nQ6VSceDAgWIKu73CNQQCgUAgEAiKsm7duiqbNwqsy5QpU1i3bh0nT57E1dWVjh07MnXqVBo0aFDifv/88w9jxozh+PHj1KxZk/Hjx/Pyyy+btFm7di0TJ07k7Nmz1K9fn08//ZS+ffva5HuI5Gp3IR988AHTp09Hq9VSq1Ytzp07R2hoqMmrbt26hvZeXl7069ePRYsWsXr1atauXcvNmzeLHbdRo0YcPnyY7Oxsw7Z///3XpE316tVJT08nMzPTsC0mJsakzc6dOxkyZAh9+/aladOmBAYGEh8fX+J3cnV15dFHH2Xu3Lls376dvXv3cvTo0XL0yr3JZ599xm+//caePXsM2xo1asSuXbtM2u3Zs4fw8PBiyrMeS/3fsmVLtFotycnJxe4xkRFfIBAIBAKBMZaMLFWBr68vnp6edju/oOL8888/jBw5kn///ZfNmzej0Wjo0aOHib5RlPPnz9OrVy86d+7MoUOHePfdd3n99ddZu3atoc3evXvp168fAwcO5PDhwwwcOJBnnnmG//77zybfQyjedyGRkZE0btyYyZMn8+GHHzJlyhTmzJnD6dOnOXr0KEuWLDHEgOuTZp08eZLTp0/z448/EhgYWCwzOcBzzz2HUqlk6NChnDhxgg0bNjB9+nSTNvfddx9ubm68++67nDlzhu+//56lS5eatAkNDWXdunXExMRw+PBhnnvuOXQ6ncXvs3TpUhYvXsyxY8c4d+4cy5cvx9XVtcR4dIFM06ZNef7555k3b55h21tvvcXff//NJ598wunTp1m2bBlffPEFY8eONXuMkvo/PDyc559/nkGDBrFu3TrOnz/P/v37mTp1Khs2bKiqrykQCAQCgeA2JDIyklGjRjFmzBj8/f3p3r07x48fp3fv3nh5eeHp6Unnzp05e/asyX7Tp08nKCgIPz8/Ro4cWcx70hJfffUVYWFhuLi4EBAQwFNPPWUiyxtvvGF4HxISwqRJkxg0aBAeHh4EBwfzyy+/cO3aNR577DE8PDxo2rQp0dHRhn1u3LjBs88+i1qtxs3NjaZNm5qU77127RqBgYEmOW7+++8/nJycTCoOCcrHxo0bGTJkCI0bN6Z58+YsWbKEixcvcuDAAYv7fP3119SpU4fZs2cTERHBSy+9xIsvvmiiu8yePZvu3bszYcIEGjZsyIQJE3jooYdsFo4gFO+7lDFjxrBo0SKioqL45ptvWLp0KU2bNqVr164sXbrUYPH28PBg6tSptGnThrZt2xIfH8+GDRtQKovfGh4eHvz222+cOHGCli1b8t577zF16lSTNr6+vqxYsYINGzYYBqMPP/zQpM2sWbOoVq0aHTt2pE+fPkRFRZVYf9DHx4dFixbRqVMnmjVrxt9//81vv/0mYojLyCeffGLiSt6qVSvWrFnDqlWraNKkCf/73//4+OOPzSZWg9L7f8mSJQwaNIi33nqLBg0a8Oijj/Lff/9Ru3btqvh6AoFAIBAIbmOWLVuGg4MDu3fvZvLkyXTp0gUXFxe2bt3KgQMHePHFF9FoNIb227Zt4+zZs2zbto1ly5axdOnSYkYcc0RHR/P666/z8ccfc+rUKTZu3EiXLl1K3GfWrFl06tSJQ4cO0bt3bwYOHMigQYMYMGAABw8eJDQ0lEGDBhnmUTk5ObRu3Zrff/+dY8eOMXz4cAYOHGiwkFavXp1vv/2WDz/8kOjoaDIyMhgwYACvvvqqxRxKgvKTmpoKyHqHJfbu3Vusz6OiooiOjjYs5FhqY+wpalUkgUAgEAgEAoHgDuDAgQMSIB04cMDeogjKQNeuXaUWLVoY3k+YMEGqW7eulJeXZ7b94MGDpeDgYEmj0Ri2Pf3001K/fv1KPdfatWslLy8vKS0tzaIso0ePNrwPDg6WBgwYYHiflJQkAdLEiRMN2/bu3SsBUlJSksXz9urVS3rrrbdMtr366qtSeHi49Pzzz0tNmjSRsrOzS5W/vKxYseKefBZ0Op3Up08f6f777y+xXVhYmPTpp5+abNu9e7cESJcvX5YkSZIcHR2llStXmrRZuXKl5OTkVGZ5yjMmCYu3QCAQCAQCgUAgsAlt2rQx/B8TE0Pnzp1LTHLWuHFjk5wzQUFBJCcnl3qe7t27ExwcTL169Rg4cCArV64kKyurxH2aNWtm+D8gIACQw/SKbtOfX6vV8umnn9KsWTP8/Pzw8PBg06ZNxSrzTJ8+HY1Gw5o1a1i5ciUuLi6lyi8oG6NGjeLIkSMmLv6WsJRM2Hi7uTZFt1kLoXgLBAKBQCAQCAQCm2BcKcjV1bXU9kWVcoVCUWIuID2enp4cPHiQH374gaCgIP73v//RvHlzUlJSynQuvbJlbpv+/DNmzGDWrFmMHz+erVu3EhMTQ1RUVLGkcefOnePy5cvodDouXLhQquyCsvHaa6/x66+/sm3bNtRqdYltAwMDuXLlism25ORkHBwcDOGSltroF1ysjVC8BQKBQCAQCAQCgc1p1qwZO3fuLHOytPLi4OBAt27d+Pzzzzly5Ajx8fFs3brVasffuXMnjz32GAMGDKB58+bUq1ePuLg4kzZ5eXk8//zz9OvXj0mTJjF06FCuXr1qNRnuRSRJYtSoUaxbt46tW7eaVGeyRIcOHdi8ebPJtk2bNtGmTRvD4oqlNh07drSe8EYIxVsgEAgEAoFAIBDYnFGjRpGWlkb//v2Jjo4mLi6O5cuXc+rUqUof+/fff2fu3LnExMRw4cIFvvvuO3Q6Xam1nstDaGgomzdvZs+ePcTGxjJixIhiFtP33nuP1NRU5s6dy/jx44mIiGDo0KFWk+FeZOTIkaxYsYLvv/8eT09Prly5wpUrV0xKHE+YMIFBgwYZ3r/88stcuHCBMWPGEBsby7fffsvixYtNqviMHj2aTZs2MXXqVE6ePMnUqVPZsmWLSfZ7ayIUb4FAIBAIBAKBQGBz/Pz82Lp1KxkZGXTt2pXWrVuzaNGiEmO+y4qPjw/r1q3jwQcfJCIigq+//poffviBxo0bW0FymYkTJ9KqVSuioqKIjIwkMDCQxx9/3PD59u3bmT17NsuXL8fLywulUsny5cvZtWsX8+fPt5oc9xrz588nNTWVyMhIgoKCDK/Vq1cb2iQlJZnE2tetW5cNGzawfft2WrRowSeffMLcuXN58sknDW06duzIqlWrWLJkCc2aNWPp0qWsXr2a++67zybfQyFJRnWG7lF0Oh2XL1/G09PTZsH0AoFAIBAIBHcqkiSRnp5OzZo1zZYcrSoOHjxI69atOXDgQImlSAWCu52VK1cyYMAA8SzYmfKMSQ5VJNNtzeXLl0XNYYFAIBAIBIJSSEhIKDWpkUAgEAiKIxRv5CyIIP+YeHl52VkaU/Lz89m0aRM9evSwihvOvYLot4oj+q5iiH6rGKLfKo7ou4oh+q1ipKWlUbt2bcOcSSCoanbu3EnPnj0tfp6RkVGF0ggE5Uco3hSWCvDy8rotFW83Nze8vLzEBKEciH6rOKLvKobot4oh+q3iiL6rGKLfKocIyRPYizZt2hATE2NvMQSCCiMUb4FAIBAIBAZycnK4ePEi4eHh9hZFIBAIDLi6uhIaGmpvMQSCCiOymgsEAoFAIDDw1FNP0aBBA/755x97iyIQCAQCwV2DsHgLBAKBQCAw8McffwAwb948unbtamdpBALzbNiwgdjYWHuLIRDYjd27dwPiWbA358+fL3NboXgLBAKBQCAAQKPRGP4XsbyC25Hc3FxUKhUTJ060tygCgd1RKpXiWbgNUKlU5ObmltpOKN4CgUAgEAgAubqHnpycHDtKIhCYx9nZGa1Wy4oVK4iIiLC3OAKB3diwYQMTJ04Uz4KdiY2NZcCAATg7O5faVijeAoFAIBAIADh79qzh//j4ePsJIhCUQkREBK1atbK3GAKB3dC7l4tn4c5BJFcTCMpBbGwsjz32GNHR0fYWRSAQCKyOseJ9/vx5JEmyozSCyiKun0AgENw+CMVbICgHH374Ib/++itt27Y1iYUUCASCu4EdO3YY/s/MzCQpKcmO0ggqSnJyMlFRUXh5ebF37157iyMQCAQChOItEJSLxMREw/9///23HSURCAQC63Lz5k3Wrl1rsm3//v12kkZQGVauXMmmTZvIyMhg27Zt9hZHIBAIBNwliveOHTvo06cPNWvWRKFQsH79enuLdNuSnp7OU089xYsvvkh+fr69xbnjuH79uuH/y5cv21ESgUAgsC47duwgNzeXiIgIXnzxRQD27dtnZ6kEFeHo0aOG/69evWpHSQSCO4MhQ4bw+OOP21sMwV3OXaF4Z2Zm0rx5c7744gt7i3LbM3LkSNauXcuSJUv44IMP7C3OHYVGozGp1Xfz5k07SiMQCATW5cSJEwC0bt2a++67D4Bt27aJOOE7kGPHjhn+F4q3QGB7QkJCmD17tsm2pUuX4uPjYxd57kbKa2jdtWsXnTp1ws/PD1dXVxo2bMisWbNM2kRGRqJQKIq9evfubZPvcFdkNe/Zsyc9e/Ysc/vc3FyTWmtpaWkA5Ofn33ZWYL081pBLkiR++eUXw/uvvvqKd955B1dX10of+3bDmv2m5/z58ybHu3bt2m13v1gDW/TdvYDot4oh+q3iWLvvjh8/DkB4eDhdu3bF0dGRvXv38sUXX/Dyyy9b5Ry3A3f7PafT6QyLKABXrlyxyne9W/tLcG+Ql5eHk5OTvcUQVAK9ofWFF17gySefLLW9u7s7o0aNolmzZri7u7Nr1y5GjBiBu7s7w4cPB2DdunXk5eUZ9rlx4wbNmzfn6aeftsl3uCsU7/IyZcoUPvroo2LbN23ahJubmx0kKp3NmzdX+hjJycmkpaWhVCrx8fHh5s2bfPTRR3Tp0sUKEt6eWKPf9Bw5csTk/eHDh9mwYYPVjn+7Yc2+u5cQ/VYxRL9VHGv13b///gtAVlYWJ0+eZODAgXz77bd8+OGHBAUF4ejoaJXz3C5Utt8yMzNxcnK67folOTmZzMxMw/uzZ89a5bcqKyur0scQCKqKyMhImjRpgpOTE9999x2NGzfmq6++Yvz48ezcuRNJkmjRogVLly6lfv36hv2mT5/OjBkzyMvLo3///syePbvUZzwyMpILFy7w5ptv8uabbwKyt9ALL7wAgEKhAOCDDz7gww8/tM0Xvgcor6G1ZcuWtGzZ0vA+JCSEdevWsXPnToPi7evra7LPqlWrcHNzE4q3NZkwYQJjxowxvE9LS6N27dr06NEDLy8vO0pWnPz8fDZv3kz37t0r/eP+xx9/AHK9v6ioKGbOnElaWhq9evWyhqi3FdbsNz05OTkm7z08PETfCQyIfqsYot8qjjX7TpIknnvuOQCef/55GjRowEMPPcTGjRu5fPky6enpDBgwwBpi2x1r9Nv169cJCwujXr167Nq167byHCuaEC8rK8sqv1V670CB4E5h2bJlvPLKK+zevZvr16/TpUsXIiMj2bp1K15eXuzevdukQs22bdsICgpi27ZtnDlzhn79+tGiRQuGDRtW4nnWrVtH8+bNGT58uKGtr68vs2fP5n//+x+nTp0C5HmjwH4cOnSIPXv2MGnSJIttFi9eTP/+/XF3d7eJDPek4u3s7Iyzs3Ox7Y6OjrftxM8assXGxgLQvHlzOnToAMg34e36na2BNa+psQUBICUlRfSdoBii3yqG6LeKU5G+O3bsGG+99RYff/wx9913HxkZGQaLZt26dQ3HfOWVV5g4cSLTp0/n2WefxcXFxRZfwS5U5p47deoUmZmZHD16lIiICLZv305YWJiVJawYegW5Vq1aXLp0yZCPpLLPl3g+BXcaoaGhfP7554CshHt7e7Nq1SrDvRweHm7Svlq1anzxxReoVCoaNmxI7969+fvvv0tVvH19fVGpVHh6ehIYGGjY7u3tjUKhMNkmqHrUajXXrl1Do9Hw4Ycf8tJLL5ltt2/fPo4dO8bixYttJstdkVxNUDb0infjxo1p1aoVIGc+NY5tEFhGP5nx9vYGRHI1gUBw59KnTx82bdpkWITVj28qlcok5Grw4MEolUpOnDjBkCFDDNvPnTuHVqutUplvJ4pWuPjpp5/sKI0p+t+msLAwVCoVIOckEQjuNdq0aWP4PyYmhs6dO5e4gNS4cWPDMwMQFBREcnKyTWUU2J6dO3cSHR3N119/zezZs/nhhx/Mtlu8eDFNmjShXbt2NpNFKN73EGfPngXkFcC6detSrVo18vLyRJ3WMpKamgrIMSIgFG+BQHDnEh8fD2DIWK4f37y8vAzxiAC1a9dm3rx5AKxdu5aMjAwWLVpE/fr1i2XwvZcwVrxBzvlxu6D/bfL396d69eqAyGwuuDcxdhcuSzhIUaVcoVCg0+msLpegaqlbty5NmzZl2LBhvPnmm2bj7LOysli1apVFa7i1uCsU74yMDGJiYoiJiQHk7NMxMTFcvHjRvoLdZugV7/r165ukyp8yZYo9xbpj0FuE6tatCwjFWyAQ3D3oxzdzeU5effVVQkJC0Gg07Nq1y5CUZuzYsVUq4+2EXvFWq9XA7al4+/r6EhAQAAjFWyBo1qwZO3futFl2ficnp2JeQOa2CeyLJEkmla30rFmzhtzcXJvnMrkrFO/o6GiTzHVjxoyhZcuW/O9//7OzZLcPGRkZhh9effZGff/88ccf4ke5DBS1eKelpYnyKgKB4I5EqTT9+S8aSlOUBx54AICFCxcatpnLlXKvoFe8H3roIQBOnz5Ndna2PUUyIBRvgaA4o0aNIi0tjf79+xMdHU1cXBzLly83JD6rLCEhIezYsYNLly4ZxoeQkBAyMjL4+++/uX79uqgMUElKM7ROmDCBQYMGGdp/+eWX/Pbbb8TFxREXF8eSJUuYPn26WeV68eLFPP744/j5+dn0O9wVindkZCSSJBV7LV261N6i3TacO3cOkH+IfXx8ADn+S79YIUr5lI5+YhocHGxwxRRWb4FAcCfi4GCaW9XY1dwcHTt2BODnn382bMvNzb1nx0B9zHSTJk0ICAhAp9Nx4MABO0slIxRvgaA4fn5+bN26lYyMDLp27Urr1q1ZtGiR1ZIGfvzxx8THx1O/fn1DiEfHjh15+eWX6devH9WrVzckehNUjNIMrUlJSSbezjqdjgkTJtCiRQvatGnDvHnz+Oyzz/j4449Njnv69Gl27drF0KFDbf4d7sms5vciesXbuFYhQFRUFIcOHeLPP/+8a0rF2Ar9xNTX1xc/Pz+uX79OcnKyYWIjEAgEdwrGCYSgdIu3cS1UY44dO0aXLl2sK9wdgN6iVb16dTp37sxPP/3EP//8w/33329nyYTiLRAAbN++vdi2Zs2a8ddff5ltb85YV548Fu3btzcbcjJ//nzmz59f5uMILKM3tFqi6DV87bXXeO2110o9bnh4eInHtSZ3hcVbUDqJiYkA1KlTx2T7o48+CshJc0TmxpIxjoGsUaMGICYzAoHgzqSoq3lpFu+i2X71bNu2zfrC3QHoFW9/f38iIyMB8xN9e3Dr1i1AKN4CgUBwuyEU73uEy5cvA3JpBGPat29P27Ztyc3NZfr06fYQ7Y7B2CIkJjN3F+YSbQgEdzPGruYajaZUi7eLiwuNGjUyvH/iiScAWL9+ve2EvI3Ru5pXr17dYOXev39/lVlNLHH06FH27NkDCMVbILAWO3fuxMPDw+JLICgrQvG+R9Ar3jVr1jTZrlAo+OCDDwDZpSYhIaHKZbtTMLYI6ScztvASSE5OZuPGjXafwN0rTJ06FS8vL0aNGiX6XGA3MjMzefTRR/n222+r5HzG1uu0tLRSLd4g1/TW89Zbb6FUKomJieH8+fO2E/Q2RJIkg+Lt7+9PgwYNUCgUpKam2rVe9pboWHovPIxH8yhA/r0XirdAUHnatGljSOpl7iUQlBWheN8jJCUlAcUVb4BevXrRpk0b8vPz2bVrV1WLdsdQVRbvV155hZ49e7J169Yy75OYmMiECRMsxi4JzHPmzBneeecd8vLy+PLLL9mwYYO9RRLcoyxcuJDffvuNoUOHVskCkLGXR0pKSqkWb4A33niDESNG8MILL9ChQwc6d+4MwC+//GJbYW8zUlNTycnJAWQvMhcXF4KDgwE5SY+9eO+XWJTu1fB7+DUWLlxIWFgYgYGBAFy6dEksLAoEFcTV1ZXQ0FCLL4GgrAjF+x7BksUbZKt369atATh+/HiVynWnoNVqSU9PB0wt3rZQvOPi4gBZKSwLOp2Ojh078tlnn/Hss8+Sl5dndZnuVo4dO2by/nbJSnwnodFouP/+++nZs6dw2a8EmZmZhv/j4+Ntei6dTmdyvtTU1DJZvFUqFV9//TXffvstCoWCvn37ArBu3TqbymvMuXPnWLRoERqNpsrOWRT9Qra3tzeurq6AnJwHsFppooqQqyv8f9iwYYBcvcTJyYmbN29y9uxZO0kmEAgEAhBZze8ZSlK8QU6cA8UVEYGM3n1QqVTi6+tr0+RqN27cMPlbGqdOnTKECNy6dYtNmzbxyCOPWF2uu5GiE1ERalF+zpw5w+7duwH45JNPmDRpkp0lujMxHkt2795N3bp1bXYuY6UbZMW7LBbvovTt25c33niDnTt3kpCQQO3ata0qpzmeffZZ9u3bR0JCQrGSMFWFXvHWW5MBGjRowKZNm+xq8dbpilu0XV1dadeuHbt27WLHjh13lXVuw4YNxMbG2lsMgcBu6H97xbNgX8oTbiUU73uAnJwcQ3kRS4p3kyZNAKF4W0KvkAUFBeHg4GAzi7ckSeVWvPft22fy/tdffxWKdxnRK95BQUEkJSUZsv/fDuTn51utvqgtuXTpkuH/n3/+WSjeFcTYyr1//36blnfMyMgweZ+SkkJKSgpQPsW7Tp06dOnShR07drBixQomTJhgTTGLsXXrVsN498knnzBx4kS7PCNXrlwBTJOVNmjQALCv15jWgid5586d2bVrFzt37uTFF1+sWqFsQG5uLiqViokTJ9pbFIHA7iiVSvEs3AaoVKoyef0JxfseQK8cOjk54ePjY7aNXvE+d+4cWVlZuLm5VZV4dwR6hUytVgPYLLlaVlaW4cEtr+IdHBzMhQsXRKKPcqBXvCMjI/nhhx9uG4v3F198wdixY/nzzz954IEH7C1Oiei9aQBOnjwpxo8KcuHCBcP/traaFlW809PTTWo/l4chQ4awY8cO5s2bx5tvvomLi4vV5DRm7ty5jB492mRbdHQ0HTp0sMn5SkJv8TZWvJs3bw5gto5vVaGTAEXx7V26dGHKlCns2LGjymWyBc7Ozmi1WlasWEFERIS9xREI7MaGDRuYOHGieBbsTGxsLAMGDMDZ2bnUtkLxvgfQ1xutXr06CoWZX+WCz6pXr861a9eIjY01xHwLZPSKt96V0ljxliTJYr+WF2NluyyK961bt1i+fDkgJ2V75513OHr0KBqNxqRckMA8t6vi/dprrwHw1FNPlXkBpqq5efMmSqXSRPHW6XQcOXKE9u3b21GyOw9JkkwUb32eB1uhz1dh/L6iivfzzz/P//73PxITE1m6dCkvv/yy1eTUk5OTw/jx44tt3759+22jeDdr1gyQfyuuX7+Ov79/lctlSfHu2LEjSqWSc+fOkZiYaFhAvtOJiIigVatW9hZDILAbevdy8SzcOYjkavcAxmVPSkK4m1umqMVbH+Odl5dncNG0BuVRvE+cOEFQUBDp6ekEBwfzxhtv4O7uTk5Ojs0n7ncDkiRx8eJFAEMd3rS0NEOs6+2AXhm63cjMzKRhw4Y0a9asWGyTSFBXfoyzioMcL2bLJIlFLd6pqancunULKL/i7eTkxLhx4wC5NF92drZ1hDTi8OHD5Obm4uvrS0JCArNnzwbgn3/+sfq5yoI5xdvLy4v69esD9rN668xp3ciytWjRApDrEQsEAoHAPgjF+x7A2OJdEnrFW2Q2L47eEqpXvF1cXAzZf60Z510exfuVV14xuKXPmDEDZ2dnmjZtCsDBgwetJtPdyvXr18nPzwcgNDSUatWqAbbPKF0ayWk5VO/7Hi515dXr27EE0NmzZ7l27RoJCQksWLAAKFyMEiXtyo/e2u3v74+7uzs6nc5ispasrCxWrlxZKbfh9PR0nILCCRw8G+c6TUlMTDTcZ/rnoDy89NJLBAUFER8fX8wd3Brs378fgPbt26NWq4mMjATkxEL2yG6uj/E2Tq4GGJRbe4X7lDRStGzZErC9N4VAIBAILCMU73uAslq8RWZzyxS1eINt4rzLqninpKQYJt4XLlzgySefBOC+++4D4N9//7WaTHcr+qRg1atXx8nJybDwZM8YTYDJG2JxC+9AwDNyxmb9JP92wpxMr7zyCgCbNm0qZlEVlIxe8Q4JCSm1LNXkyZMZMGAAXbt2NSx6lJe0tDSCBs3EOTAUv4dfM5zf3d29TDFqRXFzc+O7775DoVCwaNEifvjhhwrJZQl9Hou2bdsC0LRpU6pVq0ZGRoZdFhnNWbzhNlC8JcshT7Vq1QJMkyEKBAKBoGoRivc9QHkt3kLxLs7Vq1dBoWRvui//npMVYltkNjdWtm/duoVOpzPbTj8pDwoKok6dOobtHTt2BGDv3r1Wk6ki6HQS0/86xabjpgpafn4+/fv3Z/r06XaSrBB9bLJ+Qqq3CNnbW+DiddP4223btgHw/fff8+OPP94WFnC94mFM7969qVu3Lrm5uXdNEqeqQu9lERwcXOICqCRJJkrt+PHjK5SJ/1ZKauEbndagePtGdOTv2IqNZ926deO9994DYPjw4VatGa230uo9epRKJZ07dwaq3t38ypUrnDt3Drj9FG9dCblG9OOccU4GgUBgniFDhvD4449XeP+QkBBDSIxAYIxQvO8BymvxTkhIuK3iXMvCrVu3mDp1KosXL7bJ8ZOTk/Fo2o31Z/Lov1C2Jtuilrex4q3T6SzGj+sVb30JGz36REMxMTFkZWVZTa7ysvVkMl9sO8Pw5abxvtu3b2f16tWMGzfOEF9tL/SWn6KK96FDh+wmEwDafJO3zz//PHPnzuX555/nmWeeuS3KhpizeLdo0cIQK//ff/9VtUh3NHrFNzg42JCk68iRI8XaHThwgHPnzuHs7EzHjh3Jzs7mgw8+KHdc/blbhfHjeVfPceHCBRTO7igfGs3QZdGkZFUsvvyDDz6gS5cuZGRkMGzYMKstEumfVWOPo65duwJVq3hfvXqVoKAgQ4iPJcX75MmT5OTkVJlchRQq3vla00VbYfEWCAR3MvPnz6dZs2Z4eXnh5eVFhw4d+PPPPy223759OwqFotjr5MmThjbr1q2jTZs2+Pj44O7uTosWLQwJi22FULzvAa7eSEHl4VeqxdvHx8cwsbmT4rzz8/Pp1q0b77zzDi+99BJr1qyx6vH1CdQca9Q12W5rizcUeisUxZLiXbt2bWrUqIFWqzVku7QH1zLM1zI0ztw8Z86cqhLHLHrLj762vV7xPnz4sF2tyrp8I6VHIQ/RxnGzX3/9tV3iWo0xZ/F2dHQ0hDoIxbt8GLua6626R48eNXx+9uxZXnzxRZ566ikAnnzySX788UdCQ0O5ceMGjz76aLnCS65lGC3uKJWkp6fjUruxYdOVtIopjQ4ODixZsgRXV1e2bdvGt99+W6HjGKPVag3PqjnFe+fOnWi12kqfpyzs3LkT19B2OPoHAxQrz1mrVi18fX3RaDScOHGiSmQyRlIUTuluZeWh1RWOY0LxFggKsWXySoFtUKvVfPbZZ0RHRxMdHc2DDz7IY489Vqq+curUKZKSkgyvsLAww2e+vr6899577N27lyNHjvDCCy/wwgsv2DRXjVC87wFO+Xem1ohF5LqVrHjDnRnnPWfOHBP34PHjx1t00a4I+hhupaqwPFeeRmdIrGPNGFyD4l0wgbIU561XvBs2bFjss0aNGgHYZeKnx0FZaHnRGFlejN1Pv/jiC86cOVOlchlT1OLdoEEDlEolKSkpVl1MKS95eYVKz6TpxRcnbty4YXA/txd6xTskJASAtWvXAoU5Bvbt23dbuMTfCeh0OsP4VbduXYPF+9SpUwbL6vjx41myZIlsmVYoeO+996hZsyb//fcf9erV49q1a3Tu3Jm5c+eW6Zxp2YWTToXKEQCX4BaGbdfTKz4prVevHp988gkAY8eONbtIUx6Sk5PRarUolUrDYifI1mUvLy/S0tKqzLU7KdeJGk/+j5pDvwQoVkZSoVDYLUmpTicZfjcA2n36N/0XFoYc6ce55ORkoXQI7jkiIyMZNWoUY8aMwd/fn+7du3P8+HF69+6Nl5cXnp6edO7cuViIzPTp0wkKCsLPz4+RI0caErKWlyVLluDt7c3mzZut8XXuSfr06UOvXr0IDw8nPDycTz/9FA8Pj1IXnWvUqEFgYKDhpVKpDJ9FRkbSt29fIiIiqF+/PqNHj6ZZs2bs2rXLZt9DKN53OZm5GnKq1UPh4MTmZPdS299pmc0TExP54IMPgP+zd97hURR9AH7vLpdL74EkkIQSQu+99w7Sm4AgilRRUVFAmgooCoKiAiJFKSJSPinSe5UWagg1lBASEkJ6vZvvj+M2OZJACAkBmfd58jy53dnd2dnZ2fnNrxkFOQcHB27cuJGnPqYmwdva3lHZFhGXnC8ahFuJlhR9dzneo1Zg4eSRSfB+6623aNGiBX///TeQWeMNL4bgrdWkDy2xSenaWZNvJBhXnLt27ZrrD9mz8qjgbWVlRfHiRquGgrQWiEtO19516tWfGTNmAEaT80GDBgGwevXqAqmbCdNi0/Tp04mIiKBr166AMZexTqcjKipKRk/OIfv37yc4OBh7e3uaNm2Kp6cn9vb26PV6rl+/zt27d1m7dq1S/vvvv1fecXt7e7788kt69uxJWloa7733HmPGjHliGrqM76RJ8NYVLadsi8jGYiWnvPfee1SvXp0HDx7w3nvvcfXq1VxrpU3vqYeHBxYW6YufGo1G0XqvW7dO2R4TE8POnTvzxdXm4r30VGkqCx0jVpxk4f5rZmUK6huamJq5fY8FRykm566urmi1xmf9rIshEsnLyNKlS7GwsODgwYNMmzaNRo0aYWVlxa5duzhx4gSDBg0ysybbvXs3V69eZffu3SxdupQlS5awZMmSp77ut99+y0cffcTWrVtp2bJlHt7Rq4ter+ePP/4gPj5ecbHMjqpVq+Lp6Unz5s0fq7QQQrBz506CgoJo1KhRXldZQQre/3FO336g/H8pykDkEyZUL1uAtXnz5pGQkEC9evUYPnw4ffr0AYxC+LMihGDw4ME0adIECydPNCXrKfvuxSYrJsp5GawmXFsYjY0jais7LD1Lmwne4eHhLFq0iJ07dyrCalaCd9myZYGCFbxT0tK13DFJ6YK1aTX5xx9/xNHRkbNnzyoRi583j5qaQ3rbFaTgnZDBijw8NomPP/6Y1NRUli1bxuuvvw4Y/ZIKasEC0ifuXl5euLq6KtstLS2pXr06IM3Nn0RCivFBmyZyPXv2xNbWFpVKpeSDvnLlimJNUKNGDcLCwhg5cqTZeWxsbPj999/58ssvAfjmm28oXLgwb731lhLf41HiU9KFNJVGC2oLLN19lW3PKnhbWFjwww8/ACgm8d7e3sqC4dNgCh5nWiDLyBtvvAHAokWLSElJ4e7du/j7+9OiRQsmT578xHOnpqYq+ctzQlxCuuDtWK8Xm86E8uUm87GioL6h8SlZu5/cjTZa0KjVaiUQZ3ap6iSS/zJ+fn7MmDGD0qVLs2nTJhwdHfnjjz+oUaMG/v7+vPnmm2ZzKmdnZ+bOnUuZMmXo0KED7du3Z+fOnU91zbFjxzJr1iz27NlDnTp18vqWXjnOnj2LnZ0dOp2OoUOHsm7dOmUh+lE8PT1ZsGABa9asYe3atZQuXZrmzZtnUsxFR0djZ2eHpaUl7du354cffsjXBRIpeP/HOXkjfVKRaoA/jt16bPkX2dR8//79Zqm7DAYDixcvBowaFpVKxfvvv49KpeLvv/9+5nzMERERLFy4kNjYWNw6fmi2Lzw2fzTeiYZ0Exi1VmcmeGcV9MvX1zfTNtMzPHHiRIGZ+yZkmATGJKb/bxK8GzVqRNOmTYGCi8AeEhKChbMXCVbpLhgvguCdpE83X70XaxSATJq+xo0b4+7uTmRkJHv27CmI6hnrhSOubUdxLs5oRXPyZhQX7xoDMv5XUtolJCTw008/5VlqLMNDf9tNZ0Lps+AI5SZuZfmhK4r1wptvvqmU9fPzA4zvi0mb26tXLyWg46OYzM8XLFiAv78/aWlpLFq0iDJlymQZpC0xo4xmoUXr5q1oviG93z0LdevWpXXr1srv0NBQunXrRteuXZ+qb2QVWM3Ea6+9RuHChQkNDaVz5854enoqbiKPC7oWHh7OypUr8fHxwcXFhaZNm3Lr1uO/jQBxCent4li3p/K/IYMvtWn8fd4a74TkrC0KbkWla/5NrkkZgwtJJK8KNWrUUP4PCAigYcOGihVIVpQvX97MLNnT0/Op0sfOnDmT+fPnc+DAASV2h+TZKF26NAEBARw5coRhw4YxYMCAbJVMpUuXZvDgwVSrVo26devy008/0b59+0xZdezt7QkICODYsWNMnTqV0aNH5+v8SgreGchoBvtfIeiuMW1MSoQxeM/yIzfMfG4fxbRyFBYWlm1gr/zmclgsiSnmk4hFixbRqFEjs/QOV69e5c6dO1hZWdGpUyfAOLHo0aMHAH/99dcz1SOj4K7zMvelzqjxjoiIYOPGjSxbtozo6GiehRRV+kdA9YjgnVWaq4wfBRN16tTB2tqakJAQswBNz8rlsNgnWkyYSEzNrPG+f/++EqW9RIkSinlQQQjeKSkpxLv44/XWj4zZHs65EONzexEE72SR/kwj4sx9MS0sLBSz7rwOIphTHsTEYt9+DHaVWjHrQBih0Yl0/ekQbWbvRwjx0gdYS01NZeLEiYpP3+uvv/7MVhl3HiRSY+oOPvzzNO+uPMnhhykJ1xy8QHx8PCVLlqR6rdqsPxXC9Yh4ReN9+PBhRYA0jXGPY/DgwQQFBXHw4EEqVqzI/fv36dGjRyaf3oyLOyqNFsvCfmb7L4TGsDMwzEygzA1//fUX//77LwkJCbz++uukpaWxbt06evXqleNFwZs3b2JfvSOX/Xpx6765+bilpSXTpk0DyBTd9ty5c1nG+jh79izlypVj1apVyvi6Z88eqlatmuUiRUYSkrIe/2KT01cyTHEPQkJCnuvCZ1xy1hrv21HpWnqT4F2Q45tEUlDY2qa7W1pbWz+x/KNCuUqleqr4QQ0bNkSv1xfYt/q/iKWlJX5+ftSoUYPp06dTuXLlpwrUW6dOnUxucGq1Gj8/P6pUqcKHH35I9+7dmT59el5XPf16+Xbml5C+/frnW7RgvUFkmjQ8SkpKCtOnT6dGjRp06dIlTxYCQh+udscd/xtXW0vuRCex6Wz2/l22traUKFECMEZ3ft78e/0+Lb/bR5efDhKXnEZISAjDhg3jrbfeAowTUZMAahIqy5cvj06nU85hyiV78ODBXK/sxySl8tvRWzjW642Nfz3EIymewmOTzExsO3bsSP/+/ZWgQlkRERHBtGnTsvWvS0tLQ2+R/jFQWZgL3ofOXcWucmuzADpZYW1tTbNmzQDYtGnTY8vmlLO3o2n53T7e/u14jsonmmm8jW137do1VJbWFGkxkJMhCUrqqY0bN+ZrIIus+PvfS7i2ex+VRotBwOKDwUDBC94GgyCVdD/WjL64Jnr2NGraCsrcfPOJq6h1NgCkGQSHr6b30ZikNEXwPn36NImJiVme40XFYDDQtm1bvvjiC7N0UBMnTnym8/5+5Ab341NYc/I2GWXZ4Ejj+Ny0WTM6zT3E+6sC+GTNGUXwXrVqFWlpadSoUcMsEuuTqFevHrt378bDw4NLly5l8ktMEeljiEqjRetiXES0sjAK5PsvR/DW0uNszyand1hMkplVS3bY2dlRs2ZNrK2tWbZsGQEBAdja2nLz5s0sFxKzIvBWBM5NBxGrtuN/AZmtiwYOHMjw4cOV3yargISEhEzf0CNHjtCxY0diYmLw9fVlxYoVBAYGUq1aNSIjI+nTp89jA4/FZqNVzph+zRR0MzU1NdvgmPlBdoJ3SAbB2zS+5fa7+KTYARLJy0KlSpXYv39/vn5Da9WqxZYtW5g2bRrffPNNvl3nVUYIoQQhzQmnTp3KlAbyWc/5tEjBOwOB127l28rU3F1XaDhjN3Wm7WTXRfPJTGhoKEuWLKFx48aMGzeOEydOsH79esV/7VkIf5gWxkqfwBt1iwHwxcYLRCdkP9iYJs6HDh165us/DdP/CaTnfKP28+LdWEauOMmnEyYzb948s3K//fYbkJ7n9lETnkqVKtGhQweEEI8VhB/H5L/Ps+G2DqeG/XDvMk4xw+xa1Whefi82OVNEW4Dly5cDxhf3o9Wneee34+gNAr1ez2uvvcb48eMZMmRIlteMiopCY+2g/M6o8T4XEs1Zjza4tnmXbmNmUbhKU+pO/ptBS45lacFgCjqUVy4DSw4FA3Dq5oMcacESMlgsmDTeQZev4vX2z1hU786na89Qt25dunTpoiw4PS+m/xPIRxtvoLZMX+TYduEuQghFI3Tnzp1ntl7IDbHJaZChX2X0jzfRqFEj3N3duX//foFEN99w1nz8On3rgfL/vdhkfH19KVSoEGlpaQWfE/0p2bt3Lzt37sTGxoYVK1YoUfe3bduWI1Pk7LCyMLdMaVHWGJ07Sm9cMCxVtS5BYbEABN2NpXLlymblM5qh5xRXV1c+/fRTAMaNG8elS5eUfRkXd1QaLRobY+DI0oXMA3AeuZZZcLwZmUDDr3fz5uJjT1UflUpF5cqVadu2LQDr169/4jF6gyDQtrIy/h6/kdkfW61W8+OPPxIaGkpqaiq3bt2iWrVqgPni8fbt22nQoAE3btygePHiTJkyhe7du1OmTBm2bNlCoUKFuHDhAkuXLs22PvHZrDVEZfieWlpaKouyzzOIWVwWi3SQtal5buJ/BAUF0bx589xVTiJ5wRg5ciQxMTH07t2b48ePc/nyZX7//XclY0xeYco1/fnnn/Pdd9/l6blfNcaNG6cEIz179izjx49nz5499O3bFzD602eUm2bPns369eu5fPky58+fZ+zYsaxZs8YsTsr06dPZvn07165d4+LFi8yaNYvffvuNfv365dt9SME7Axpbp3wTNv86aZy03Y1JYujvJxXBVwhB69atefPNNzly5Ag2NjaMHTsWMGpsAwMD2bx581NHCI6KTyEwNIbIh5Ga7Cz0DGlcgmKuNkTEpbD3ctZBdwBFE/m8tZDz96ZrJ9Qq2BN0j722TbD09Gfo0KFKkKH//e9/CCE4c/YchXp9wVXvtmb5SgEmTJiAWq1m9erVfPbZZ+zZsyfHFgTXI+JZfyprv+1KRY0T1PCHPpAtWrQw23/v3j3i4uKISUrjrxO32XYhjHYD3mXJkiWKSfWGDRuy1KhGRkaitrZXfpsE7/CYJHovOAJao6AY7lSWRkOmcidRza6L4QSGxrLowHXm7LismDaazODzauJ3/k66EBqeA//PjBF2TT7e/7sYg4W9G2A0fzQI43MC2Ldv33PR3u6+GK70s7izOyl87Cc0ahWxSWmExybj5OSkaKwKwg/yUVN+k7VARiwsLOjWrRsA06ZNy9eV2YxEJ6TS7edDHL5jPsE/ej1dCxYRZ1yQehHNzc+FRPPXidskZRH92cSyZcsA6NevH3369KFkyZI0atQIIYSyLzdYWph/avvW9kGjViE0lliXrIXWM92VJSXNQM2aNRXh0d7engEDBuTqukOGDFG0uVWrVuXHH38kNTWVVFX6QoBWZ4Xa2jiuNS3rYXa8u72OR9l1MYwUvYGj1+/nyhfc5C6UMRJ5VqTqDfSaf5hU15LKthM3orJd+DNFPbe0tKRmzZqA8Rv2999/M2XKFAYPHqwsgB49etQsB7e7u7uySDF+/PhsF4ySDFlPmTJqvAFFo/I8Be+YpKw19ZfD4pT/K1WqhFqt5vbt24rvfFhMEt//E8CRY9lbM0VGRtK8efP/pDue5NXE1dWVXbt2ERcXR+PGjalevTq//PLLY32+c0v9+vXZtGkTEyZMyHHKR0lmwsLC6N+/vxIk7ejRo2zZskUJhBYaGsrNmzeV8ikpKXz00UdUqlSJhg0bcuDAATZt2qS46wHEx8czfPhwypcvT7169fjrr79YtmwZb7/9dr7dhxS8M6Cxc3mij1duEELwID59Ap2iN7DtgjEdz5FTZ7lmcMfK0Y1Bgwaxd+9epk2bpgSeqly5MgsWLOCTTz7J8fVS0gx0m3eItnP2E59qnKQ46dRYaTU0KW00wzsenL3JmEnwPnTo0HOb1GcUOGoVc2HJm7UobKNCbeuER9dxzJr9PW3atMHKyorg4GCGDx/O/ot3sC5WlZspthy9bq6ZqVq1quLrPXXqVJo2bUrJkiUZOnToE3101p8KwSDANuYGyXfT80w7WmvxdDIKv6YJ5+LFi9m8eTMGgwEfHx/0ej1HjhwhLCbdTPXojehML/GKFSsyXXfO99+bCd5qC0siIiI4fC2SuOQ0DMlGzcXNB6kcu5H+/DaeucPnGy/w3Y5LXAg1BrjKy4mfEIIr4emTt4walOxIfETjLYTgbIKDWZnIuGQqV66Ms7MzcXFxnDhx4pnr+jhik1IZt87onlDNJorIzd/h62qLr4vRbNp0jwUZFX7XRfPALTEZtFiRccnEPtSADxkyBJ1Ox969e5/Kvyk33IiMp9GM3VT+fBsnHmocUyNvY5tkXLy7eDdWKWt6L14kwTs8NoneCw7T4YcDfLT6NGUmbKHnvMPsvXTPzFw6MTFRiQuRcbXbJPT++OOPuU6J9ajlQq3iLhSyMX5+C3WfyJwj6e9zYqqepFQDv//+O927d2ffvn3citUri7UpaQb2X7732AUEE1ZWVmzYsIGmTZuSkJDAyJEjsbS0RK1L12xbWtugtjG+m2U8zd/RrLSoGSOi77uU/QJudrRv3x4LCwvOnz//2AXlxQevc/xGFEKfSuSWudhYaohNSmPm9iD6LTz62MjrTZo0AYwaj06dOjF58mRu3LiBhYUFP//8s5nQbWLIkCFUrVqVe/fuUatWLcaNG6fEpDCRgvmk3NvF+D148IgFWUEI3g/ikrLcHnQ3VkkpZm9vT5UqVQBjsFKAwYuPMGtvCO3H/pLlYmN0dDQdOnQgJCRECfonkbxs7Nmzh9mzZ5ttq1SpElu3biU+Pp6YmBj27dunuFouWbIkk1XO7Nmzcxx0Kzg4mPfff1/53ahRI+Li4hg1atQz3MWrza+//kpwcDDJycmEh4ezY8cOs+jjS5YsMXs+Y8aM4cqVKyQmJnL//n32799Pu3btzM755ZdfcvnyZaXMoUOH6NWrV77ex39G8P7pp58oXrw4VlZWVK9eXfmoPA0Wtk6cPXs2zwOihDxIJDY5Da1GxbvNjB+uj/86w9tLj9Hnz1u4dRiN19s/M+27H5Woixl91gC2bt2a4+utOnaTa/fild8iLQUXeysAahRzBuB4cPYpVCpUqICXlxdxcXFs27Ytx9d9Fkxmlj4uNvw5tC6N/N1ppz1HWmwkKjs31p8OxcbGhqFDhwLGNGJ6z3QT85/3XOV+vPmKf+/evZk2bRoVK1ZU/CPnz5//RE2LyQc+5fJB9LHpAr2LraWiATIJGEWLFkVXvBpbz4cpiyVbtmxRUrgAWBczaq68ylbnq9k/Akb/XCEEQgj++OMPSpcuzYIly1Fl8N9WaXXcuXNH0VjEB+7FEGkMkpexi87fl66FOHjFGBAvLyd+yWkG0jJomW7nRPDOIBT8sOsKveYfIVFjh0hLQac2nissJhm1Wq20265du565rtlxMzKBfguPEhqdhK+rDUWijBqtYsWKUbKQHWAMHgfprgv5sQj3OFL1BtacNGqhEq8b/V9NGu+wmCSazdxLj3mHEUJQpUoVJTLnokWL8jWI05wdl7mZIT6FKzFE/jMbuywUA6b3wpQ25UUQvL/ZEsSRa+YLjf8G32fAon9p8PVuNp0JRW8QjF+8BesO4/AdsYSAlMJK2e7duyvBCv38/LI0OTcYBGdvR2cbuPJRywVbnQV+3M22zvcTUihXrhwr/1jF0iBoM3s/jb7ZzYkbUQxbdoL+v/7L9ztzZgXl5eXFjh07zNxuNFZ2yv86a1vsXIyabhdbHUMalVD2PcjC4iLj+3/sMQu42eHk5KSYLD9u0eh/AcZ0f/e3z8fy1r/ULWE03/5x91UOXIlg1vZLmY6JTUql+8+HOKMumWmfraMzfaf8goWdS5bXs7GxYceOHXTp0oW0tDSmT59O8eLF+fzzzzl27BgxMTGkqc0tAHxdjAsYUS+AxvtBfNaCd4reYKb1btiwIZAueJ8JNc4V7Gu8Zpbu7cKdGKZuusDosRM4cuQIzs7OShYRiUQikeQOiycXefFZtWoV77//Pj/99BP169dn/vz5tG3blgsXLih5K3OChZ0rDx484NKlS2apSzQaDVZWVizcf42f9lwlKVVPyzJuTOtUNtM51Gq1WbTESyERzNltzJlZ3NWGbpXd+f1wMA8S09gRmK7d0ltY8+2WQArZW9KgpAutWrWiSpUqXFUXxcLJA90t86i6CQkJWU62L4fH8eexm2bb9PFR2NvZER8fT/lCRgE8MDSGSyERFHGyNov0mJiYiMFgoEuXLvz4448sWLBACdQF5lEhk5KSHqsBepqyQQ+1ZqU97ElOTiYtLY3Tx44QGwLOTd9i7q7LfLc9iE7NBjHe1papX32Nbdn0BPf7L0dQa+oOZnQpS+tyRv9SlUrF6NGjFdP9999/nzlz5rBkyRLatGmTqQ7W1taExiRzJTwOjVpFyL9bsK6dnjLG0UqDvcY4sb4Xm4QQghS9gUFLjCZ6bj5dsSxsNG2s0DFdw21TxJ+//73Me2uDWBKhxq54FS5cCOCbb75h7+kr7D5+jpTQSFxajzCrj8pCR0RkJOduGYX/1Iib2HoU4XHhqvZcDKNvdQ8cHIyaq+joaCIiInB0dESr1XLrfgL2OjVajM/i3J0YDl2LYmAdbywt1IQ8SCRFn96v9Ho9EQ9izK5x9W408fHGBRytVoulpSUAD+KTiY5LwM3OkthE84novw8n6InBAZSqVZ8r91O5ce8BJZwtqF+/PmvXrmX79u289957ynkfJBn4+/QdbC01dCzvmqVPPRhNr1UaLQsPXOPotfs4WqlpX6EwDUoaJ9jJaXq6/XyUew8jhE/sUI6544zmXp6enjg4GSfT50OiiI8vpET2f1QDv/3sLX7aF0xxVxs+be2HraVx+EwzGAiOTKKslyNCwKGrkaw5eZtS7rYMqmc+/sQkpWJpYYGrY7rgEx8fT+DdWCZsCCLwbhykJhF3eivWxavxICGFOw8S+ePfm0QnphKdmMqp6+GULmxHt27dGDNmDEFBQaxZs4Z27dphY2OjnDe7MQKM/rY2NjYIIbgdlcjpGxHcjUniXmwK8SlpVPRyoHU5d7QaNaEPzBda/G/8zcmQizjoVIQ9ohANjTJO8GvWrIlKpSI4OJhr165RuHBhsiLjGJGcnMytiFhOh8RQzdsRNztLohNT2Xw+nIQUPRoLC9QqNaU97Kjj60hkbCJWWg02lpkj+9vY2KBSqZSAZgDj2hif2dHgKG5HJXErKpF7cSmMWHESO50FccmWWHkbczDP3H6ZW5FxtC5XCE8HHR9//DGff/45wcHBNG7cmM2bN2NlZYWbmxuR8amM/V8gh65FUdzVmiENfOlYyQMrKysl60BUfLp2tqq3A/Hx8dw/vJq7p69TZ+B4gtOc0KhVisvMnYhonLQG5uy+xrqHbi/RiUZTfxP/C7jDiIbeyrM2pZzLiE6nw8LCArVazaeffoqPjw9L/7eDqw9dPgBS9QIbZ3diktJwsdXycevSnAuJ5uDVSO7HJhIfbxTMgiMTcLHVEnwvXYgLeZCIXq83C0T3KOHxaejR4FfITin73nvvsXXrVubNm0elSpXo0aMHFhYW6HQ6LC0tSUrVK9+ExOsnKONfgtq+DuzMYBESFp0+EhoMBv69GsaIP84SGZ/K8RvQuf87HDx0mDLdP2Rsn2Ycvv6A347cpP7Xu6hcxAHLZDWOl+5SzNVWWVDV6XSsXLmSf/75h/Hjx3PhwgUmTZrEpEmTsLa2wXXwQjL2Ni9H49i37lQIA+oWIzHR+K64uRnb9+bNm8THx3MhNJaN58IZ3bosjtbGFav4+HiEEFyLSOBuTDLFXK0p4mRNqt6AhUaDnW36uxwfH098cho3oxI5dSsGNztLnG20rDkVipejFQMalCQ6IXsLgJPB4fg6alCpVDRu3Jg5c+awY8cO7kSYx7FYv/EfRowYwbbAe3zwlzEdml5TiyLDFuHgUogfA7J/zhLJq8L+/fuVWBVZERcXl+0+iUQlCirRbx5Su3ZtqlWrxs8//6xsK1u2LJ07d84yaFNycrKZCXVMTAze3t44N3ubqF0LsbS0NEvT1KhDDwq3Hs7ey+bptSIWD8MQa76tQYMGbNq0iTS9AYOAcqN/R+VoXP2OO7KKhH//Qlu0PDbVO+Mo4gm5dBqtYyEcanc3O09qaBDxJ//Gqf3HACRcPUbfbq/hbGPJ2LalqV27NlejBdYVW6O2dSI17ApJgXtw7Z9Zg5AccpF7Kz9RBCSnzhOw9KlE/In/YRW0laBLl9A8FGo6duzAgQMHMBgMxjbSWOBUpztaV29UUbe4uHkRVhZqNGoVPXr2ZN/VaFBrsHD1RmVhiT4ukpTgAPQx4Ww8FkRNX2estBoGDBjw2GA6rb7eQkBILO82LUHg6pmsWLGCpKQk1LbOFBm+RNEEC4OeX3uXZcH2M/wbZYWVIZF7e5dh13AAKgtLRFoKkb+9h04fz6JFiyhRqjRrLqcSeDeWG4EBnFw5k9Twa+h0OtRqNaDColAJ9A9CObJ/N5dTHBm9+izOIoaAGa/jUKcHzo2NpqbJ148TvXkWhUYYzcSPjW1KYqqeRt/uU+4jJewqoUvew7lBHxzq983yXpOuHSds9WTsa3bBuembZlpus+d27Th3V0+myDsLsHD2IuyP8eg8/HBqkh5oydJCTUpaupZNpCZzb8GbiLQUZTKs0+mYN28eZRu2p++vx7BQGbh/fBMWrj5oi1ZApVYTu/83RFIs9s2GoNFoeLe8nuLlKnP07CXmjh9u1q9EahIpIYHoo0IoXrM5zm6FmN65PIOW/EtUkoHUsCto7N1R2ziSdOUIuhK1UKmN93h/47d0Hz2dXZciidm1gKRz29P7GkbTWJVKRc9REzlpVVUxtTYkRJNyJ5C4Pb9iSEnAws0Xtc4Om5pdKe1uTcmKNdhxMd3s1ZAUR8Qvb4EwoCvdEMfWRvOuQsm3OfD1m9SqVYvTp09jaWmJtV8tnDp+iiE5nsjFw9EnxZGcnIxWqyUuLo7VJ0K4FhHPvPV70boXU84vUhJJuXEKy+LV0di5Mqt7ef7ad5ZD4enP88Hf00kJNmqvLTz8cer8GRqNhm96VqNTFaMffomazVE3fw+V1gqhTyXifzNIfRCK16C5WfaLuAO/k3DSqJlK1RtISzH6VVeqVIlDR47yICGV8Nhk+r3zLmF6GyxcvEm5GUDylaMYEh4A4O3tzcmAM3Sff5TADKbiGUm5c5EHaybhPnghKiujC0Sz0u6seb8lMTExuDZ/C7saXcyOSQ3aR/CfXwLGnKlnzpzBxrcSVt7lsfQqS9r9W8QfWoHWoxQa5yJ8NOVrLtyJwS3tHmFH/uagS2vUOhvjtf+agF2jN7Gp0i5T3TL2xfsrPkYfba49vnr1Km5ubuwKuseQZadIu3+b+8s+MD9YbYFtzW7Y1+mOQYDQp/Hg4Aqsi5TBqmQtpZghOYHIJSPQelfAwcWd24c3UKjHZNRWdsTs+w2Xtu+htjY30Y7eOoct875Q/LSbf76Wm6l2pN0PIWr1ZxiSYs3ez0WrN9GsQW0GLj3JxbuxPFj/JSm3zuL29i+orR1ICNhs1g6m976jRyzC0oa//vyT1OREDAkP0BYpj8benbT7txnSozWfDehAXHIaP/35DzO/no5D6/fQZKP1PfppE1xsLfni9638dkmFPi6StHvBpN0LxqZGZ1LvXERt54qFk1FDXsLNlgnVBe3btwdAZWWPysISQ2IM6FPBQofviCUkCgvqlXRBnxjHnp3bSLq4j/irJ9DrDVj718GuYktSI27Qt05xar3WnzIe9vRc8C/6hGhu/9DXuPjtWgS3N39S6upCLEe/MMY6uHI9mNbzAlBbZlh4OrMVS5/KSl2z7UP6NBLP7SD58kFS71ykR98BDP54MhGxSezYd4ilSxZjU7oBFi5F0D5yLq+YC9xxMC7Uze5ZidcblAaMGSpSU1NRq9XodDpc31qAxtaZDhU9+K5nJQA8fUuibTwEnW8V5Xz6uPuorR2wSbjL7qn9+GLTRa7eizfGBHHwQKXJWldip7PA19GC8+FJ6BNi0Dx0HUgNu4q2cEniDq8k4dhaypQpw/bt2/Hw8CBNQLERSxDWTsp5wlaOQ50Sh9sbs7P8LhmSE7g1uyfR0dHK4m5BcPLkSapXr86JEyeUd0wieV4kJiYqMRKy4nm6ZCxfvpx+/frJd6GAeZox6aUXvFNSUrCxsWH16tV06ZI+CXzvvfcICAhQcqBmZPLkyUyZMiXT9mJDF3BzyWj69uhCt27duBkHEUkqVl9Tk6BXoVYJWngJLkWrCI5T0b24Hm9bQbJBxZVoFd52gkougmQ9TA3QkKKHxIf5Ujv46GnhJTIGLGbDhg38+uuvlK1aC33bCSQ/LKtRCfQia+0eQN+SelIMsOa6GgPZl3PVCeKjo7i9fREt/Z0YOHAgAGfvq1gYZK4lsrMQ6AV8WlnPQwUgS9Zs5qimApaF000P1YZU0FhQxUVQ2kmw8mpmbZMagZUFJKSp8LEVvFtej1YNAmPQNBPno1Scj1JhbQE7QtRo1YIJVfU4WhoHtj59+gDQ6ou1BMVZZnmPr/noaV5EYBAw97yGq7EqvGwEzb0MJOphb6iae0kZLqpPJfzvGZQvX4Ex/dqz9baaHXfUWKgErYoaiE1RsT9MTUVdBBs/H4hHndfQNX4HgFruBvr6GRj7r4YEvYqxldNINcC3ZzNECDakErryM5ybvImuSJlHq5ve3g+uEudkNIfUkUpyBt9Bf0cDl6LViLsXufn7JxT7eD0CFbd/fIMW3d7gokcL5fm+UUrP+hsa2hQ1sPyKmphUFSPK6fF3FAwZMoSwsDCmT59O6TJl+faMhpCE7PtLdnjZCO4kGPu/jy0Ex+X8HO+U0aMG5l009hOxahQNRs3mYFgGk3oESQeXEn5qBwP69KJxy7bG98egyvQuOGoFOg2EJ2WugwpBq6KCfaEqEvUquhXT08hT8GuQmjP31bQpqqett3G469u3L/Hx8fzwww8UKerN16c13E1U0auEnlquqfTu3Zu0tDRmzZ3PnFtFcnSvlmpBisG8Xg5awdgqes5FqfjjqtrsXlx1ghpugoNhKuLSVPg7GujnZ2DEoH4kqqwpOjxrs84iNoKPK+nZcUfF5ptqki7sJOF+OCUr1SDBuZQy5jyKk6WxLv8LVuNiJSjtKJh51gIVgiK24GwpcLAECzXsC1UhUNHZ19i/AOoUMtDBW8/gN/qQlJRE/2m/sS/aXIAr42hgWDnjQtDevXtZuP8qLs3fMSujVQlSsxjfaroZOBaR3i96FNdz4K6a0EQVZRwNOFpCqgHORanM2rlVEQPtfbI28d54U832EDW13Q287pd1mTsJsGbvafatXYyfmzUTv5jO2mA1wbEqpZ/Vcjfw773Mgogw6FGpje3TuqiBazFwOUZNERvBmMrpFj6zzmq4Eafi7dJ6KroIwsLCGDJkCBYWFqxcuVIJ6PPjBTWXotX099PjaiWYfc4Ca43gyxp6PjxqHGfKOhlwsoTD4Vkv2OWUck4GLjwwfw9n1dGjVhnb+JeLmcf2R7FUCyZV03M1RsXJSBWnI439RoXAzQrzsTcDthaCAX5p/HIuhVQL20z7i9gIQhJUWEVdI2jBKN544w26du3KhhvG8RpAqxbMqKUn1QArrqoJiMxZe/g7GohKVmEQoBfwIOXpx0QTPUvo+fOasZ3qFzbQs4Sxjx09epTp06dTokQJJn81iwkn0r8RM2qlcTpSxT+31dxPNo5xjpZwP/nJ9VCrBF42xj5rECq8bQUxqRCd4R4SDq2ge69eRCSpsNfCzjtqGnkY6FY8vf+PHz+eG5a+uLYyd2lLvH4SZ00KST51SL0fgkhNQleoOD724GYFMXEJ7JjSWwreEskLghS8XwyeZkx66U3NIyIi0Ov1mUwZCxcuzN27WfvQjR07ltGjRyu/TRpvvZUT9tVf46JtJSaftjZLEVLS3Zb5favi62rD3J2XmLMnmL+uZ56YrBlcHaG2IPrfdN/GGj4OTO1bKVNZk4/mW3170mNAY0Lvx+JfyIab9xPptCD7HKfLMwi7dYo5Ud7Tjl8P385Ubunb9Zgx/n2CLuyhco9JSsCZxkJwdW0guy+l++fFpRk/3GmFy9CkigexSWl8e9EOy6gk1GlJWIedJcapFNg6gYCTkSpOZohnVqWo8SMcHJnAg8Q0HgZT52a8ilSvSuy/Gsm+K5GsGlQVR2sLftx3g98v3jGr73vN/enTqDgpKSkcO2ZMVVOoUCGWDWtCVEIqkzdf5tD1B0p5XxcbJvetjgajMOVRJo5+SwO4k6Di9yvpbeRso6V/HR/2BIVzJiSWQl3Gcw/4+F/QPJyvpAkVm29p0GpUgKC0q5aNgI+9ClPypAYVS9CkdlE8Lp3gWmQiZarWNvo+n01/VkKtxaPv18pvm4RQEmw8aVzKjXcaFWP0n2cJi01WhO5+1T34uJUfZ0JiuXA3lt61fDh07QHDVgRgbeeIxs4VgQoMaejjonitXkUuPnTp1uqsGN6rMcMxalhurTnLxnP3iLf3oXHjYnhVbkT4rv+hc/Hitq0/IQnGA6v7OFLEUcfN+4mU97Rn84V7Sl+vX8KZ+BQ9AbfTzcvvPBTWPR2t+Oud6iw9GsKN+4loNWriU/RsuZB9gKVa1SpTw8eRf79YwOZVi+nSsBa1K/pzMCw9aJ1Aha7+QIrU6sPOhPuU0BUjxXCbcp72/PlObYIj4th+/i5z9gQTnaqCDG6nbrZa6pVwQS9UNPJ3pUsVL4YtP8nOoEjWBGuoWsEfYRUKxNK6dgValCtMQkKCYj7btWtXbG1tOZZ2lRXHQ7F296FFs+LUrFmTw4cPczHeyvx+fB35vH0p/r0Rzabz4cQl6zkfajQrMwmDfWsVYVQjH3ouCuDG/UR+vmLHnehk9ELQsKQz0UlpnAmJJTJZxdYQ4zE2lhqWvl0XG0sNbycnY1BldsuoXNSRoLuxhCQYeP9I+tBtWa4FlkAk8NCDAAu1CiutmnolnNFp1Gw4F86DFBWf/Jt+XNlWpeDsZWoUc2FR34pmQQfn7r3BL4duKUJ3GQ97fh9Rl5CQEJKSkrCwsKBp3Rrs22LsU07WFjxITONitJqd8UX4/LWyVK7bhPXavRiA5LtXSI24iU3p+qRqdViooYaPE652Vhy5HklkfKqZ0A2wOsP4+tOAOhR1c0SlUhGXnEZEdAJHrkUyYdNltoWo6d2kMtW8jWOQSqXC2toalUrFykXHgCha1/CnSZWsNZ9arZZZEz8i9V4woz7/mbYtmmAyIvzzZChTt17NUugGFKG7vKcdM/pXYceRAD7cHUdYkopmLVpiZWkUqGcF7QcSqV+zCtW8HZU4ExUrVqRly5bodDo0Gg3b4s5w6exdPHz9iE5KA27R2N+dFs3KMN4plC0X7jGze0VsrSzp8vNhbj9IwkYj8Ha1xcPBivC4ZNQqFXWKORGXrGfDuXAltV8he0si41Io7KDj605l8HO3oe7Mw8q9ONlY0qG9Md6C27UIfrmY/TfIwcqCmKQ0Ugwqxh83n0YYR1AV9zJYJbev4IFOq+bItfvciU4iPk3FTxe1YJF1BGHTAqG4dxWAtm3b0qRJExoLwclbMQxecZZUg4r19z24HBbHnegkLNQqnKwtsNJquP0g/eJdKxdGa6HhfkIa07uUx8HKgtjYWA4cOECDBg04cTuOZcdCOHz9AakP3Ww8Ha0o4mSFnc6CmMQUTt4yjof+hWyITdITGmO00Pmoe2OurTrH8RsPOBim5oMO1SlVyBY3NzemT59OVFQUUY5+QLBSnzEZ3sFC9pZ8370cZT3suBeXQlhMMn+fDWfVSaNvuLudJR+0KIWTzvi//8N0bzGJacQkpVHU2YqLYfH0WpQehd3e2oLp/YzpJH/7N4Sdd65j5VwIrU9hyhS2w9vdkbDIaD5/6EkTf/EAXnYqoovWx7p4NUwtF/PvWkpqItm1Zy/2VlqSkpJ48OABPpl1FhKJRCLJIS+94G3iUf9PIUS2PqE6nQ6dLnOaFACnBq8TDvBQELG3sqBUITumd62En4fR3LJ/Az+WHbtDZHzm9B3XolKxtDCfNLcs74Wjo6PZtnv37impy7p164aPmz0+bsbzOzs50a1aUdacvI2tTkN8svn5VCpjcC1Hay0/9quBq52OuqU8WBcQwqYz6cFcPJ1tiYgwmsL7+PiY1eGjNuXYfSlzurDzYYkMtHfg0w0nuRWVhJejFetGNKewQzc+nfQF36/cjGXhkrjW74UeNbaWGg5+2gwnG6NGOjoxlS4/HiQiLhl7Ky0hDxIZtz49OvShm/H8L+AOARly/wLU93NlRLNSqFQqtFqtYsZTpkwZ3F2dcXeFbjVSFMG7ZbnCfNW1Ii526c+xrqMjEzum8uWmC/i42KBKjqNrXX8G1CuBrc6CLtW8aTlrr1mgML0w5ua+FZXAseAoUvVGqwSbGGMApbJeTiz7oBFRCalU83HCQqPGw8mGa5GJRCXqFZ/Mcp4OSkRxACEMIAQNrEKY9ll/3B7W8+2G8UzdbEwl9mXnCvSr4wtAQ0dHGhotFrGzNvoJWljZYOHgDoAhLhIQ1KlRBa4Zn/HdmGRFU6bVamlX2ZuN5+6x5GgIS46GQNUBuNmV5vtrLoiHaWAmdyzHwPrFzdp+SGQCx4Lv42JrSSN/d5KSUxi3ZCvhGncOZwhKZW9liZuLMx+2dVa2GQyC0hP+USasO0Y3ouV3+5Tgb+7OjmzYsIF1s4xR+Xv0mErNat5cCI3jbkySWT9Qa3Xg6MnCh4tIfev4Ymeto4K3jgrerhRytmNXYDjlvBx4s35xHKwssNBkFog6VCnKziDjqtCaM+Hcf7gKVKywM7a2tkokZTc3NyXtWkkPZyCU82EJaKxsadamA1eLtmHrfVflvE42WiZ1qkgZL0fK+BTmjYb+gDHKdNXPtxGfosdeK/ioVWmc7awZ374c7/x+gptRxqnsa5W9mNO7Cgkpeg5djSQqIYUxfxkDuLUp74GnuwspKSkP06qZB7VqW8GDCR3K8euB6/x64Hqmey6cepegIzuwTIxk/uRRdOrQDpUqfVz0+ifQLF0fwLy9xvP4FbLH3t7ebF+7Kt78cig9iFgZD3u0Wi1XrxoFoZIlS9KqSjGmPBS8i7vbceqm8Vn+fSaUa5HxWKjVGFQaqhV14O1Gpbh7157Pp48nNN6AoyYF6xZNKFGhAjEhNzluX59EjS1VvJ345Y0afLrmjOLPW8LNlhJe7kpdnLVanO2s8XRzZM7eG0TEpfDp35co5KDDWqth4YCaWFpqEUJw8WFQqVp+HpnGYBOzZs3iypUrODg40K9fP+zs0v3v+zewY8vF+5y4EYWVVs3yt+tgq9PgaK2l7uQN8DA6eKnCDgQFBdG9TVO8P/iTNEtrwuL1+D300419OIZ7uTnj6Giv5NSuXbu2Wb1M40RsmppLEcZ+U7+0se6DmzoyuGm6Fc2OD5uQkJTM/l3badeuQZZpcEY0T2D2jktULOrIgLrF0AuBRqVCrVYpka5NuNhaKuco7JzeBvZWFqwcXIe5u66w5bxxMbuRvzsbM3xrvBytaFfRk46VvahU1JF7sclcCI3hXEg0kfEpfNSqNLY643Rj5rYgfthlXHir4u3ErwNqYGOpocz4jUq+bhN3ThoDLtaoUUNpp2ZOTrzVMJ4F+66x95Lx++ZgZcHiN2tS3deFxBQ95SZtUcagJuW8eK2yl9l5TdpaBwcHWlV2pVVlX67di2PmtkuU8bBnZDM/s/lDQkoaK47epF1FT3rOT1+sKOTiyFfdKtNiltGyrvuvp/i2R2UalikPQHLh8vyw1xgQ00qrJik1vc3frF+MD1r642BlvGdHR/ArAvXLFqVz9UjuPEikVfnC2Ftlfq6mLvPgwQN++HwM5VwrcsHaGJ/AydZKaasirkY3km2BEWwLjMBCrWLZ27XZmuyHhX0UaQ9C8Y88xICBU5h2xLgYaUhNwpCcQMKlw0z4fREu9sY+rNVq8zWIY27YvHlzlqk5JZJXhYMHDwLyXShorl/PPC/Ljpde8HZzc0Oj0WTSboeHh2cb0Ccn9K7ixqg2lfByss60z81Ox68Da7Li6A361ynG+TvR7AgMZ0dgGAevRLD/oS94ESdrRjX3o3PVzKaqGzduxGAwULVqVYoVK5Zp/9QuFWhX0YPyHrbU+TrdXP7zTuXpWcObW/cTsNJqcH04UWtRrjAtyhXmbvQhJeWPs40lYWFGfe2jbVHey5GGpdz49/p9ZnSvhKVGzbDlJ1l7MoSDVyIIi0lGq1HxY99qFHYwav2mT/4MQ2Is33zzDUnnd/DDyn9oVNlPEbrBuBiw88PGCAHBkfE0m2lu6j9lg1EIt7ey4JvulbgUFsfOwDBmdK9sNtExpTUpUyZ9otmtujHg3YmbUUxoXw7rLIIqDahXjH51fDHo09i8eTPtGhRHqzV28+Jutvw5tC7nL1zk7UEDsStZg7U/T6NReR/+OHaLYw8jvZf3ciD0jHFiWLx4cUoVNhdKTIF4wmPTtSqlPeyx01nwb/B9SrlZs+uz10BjQcmJY5XJNMDbDYvjaK0lWW+gb+2sA/9Za433pdbqFME7Jcr4HP39/elQCTaeCaV9JU+z45qXLYS1VmMWUdymVB0yTpV61cx8TR9XG3xc030jLS3UNPMStGhVjfJTdijbTRPnjKjVKizUalIfBs4r6W6Hn7sdlx+m5kpJjGPQoEHGdnN3p0OHDlhaWjKvf3WOB9+n+7zDmc4JoFGraFvB/P761valb23fLMtnpFPlIjhYaXlr6XFFGIT052bKRWtKGwLg7Wx8z48FR1F5yjZKOlXHukR65LA1w+rh42KTZV5jSws1c1+vxqkb93GLCcLuYTu1KFuYyt5OnAuJ5q0GxRnTujQqlQpbnQUtyxnfR3c7HYsPBfN+C6MQb9LEZ6RNeQ9+7lcdgLFty9CmggffbA3C3V7HBy38EULg42RJ06a/cvjUYbp22k7r1q354osvKFeuHIGBgXQtV4Sr4YUxCIG1pYZNZ0KJTTbeX0n3zKa+/oXtlQU+AP+Hi44Z38siTtb4F7bjUlgcrct7oFaplLHnXEj6ItSHbcpS388YbKpVq1a0atWKwMBglixZkn5B9Y+s27Kb15rXQ61W8U2PyrSZvY+YpFQGZ4iybeL69eu8/vrr3IqIx7rbdMJjk5X88pWnbKORvztFna15kJCKWgV+hewyncN0P+PHjwdg5syZZkI3gJVWw9JBtdgZGEY1H2e8XdLfE3t9NLEY266ooyX9+vUCBKkRN9F5lWbBvmvM6F4ZIQTRD6ODmwJrmaJd+/qa9+eyD9N5zdt7VdlWwStrk14rrQYNWWuMTfi42jCrVxXltzqDa5KFWmX2jDOO4w7W6edtWa4wFYo48lW3iorg3aJsYUXwrlDEgY3vNjS7biEHKwo5WCnpKzMyspkfqXrBpbBYvuhcIf0bpj/OP1FeWLoZ28TWUs2Nm+fR6XQUL26+WDiscUlO3YxSxuwPW5Wmuq/R7cHaUmOW9aFOiaz92R+lhLsdP/bN2kTQxtKCtxsa++Gj6/nF3WzNxt2PVp+miJM1hWu/hmW9N0jVC+qVdOWdRiUYuNhoyfVz32q0rWg+vmWkbknXbPeZ0Ov1dO7cmb1792JVrAqFexljKzjbpc9ZXGzNXbTSDILeC44AoNWo+G30azTyf5vkND0H7p/AXp3KT4MagRB06dLZLN/ti0RycjIajYYJEyYUdFUkkgJHrVbLd+EFQKPR5CgF80sveFtaWlK9enW2b99u5uO9fft2OnXq9FTnstNpSAAMKUlYX9mJl1PtLMuFhYVR3MGKGd0rA1CxqCNpBsGOwDDWB6SbT/es4Z2loAMopoYZ65wRK62G5mULk5KSAoY0UBsfVaNS7lhpNZmEQRNaTfqsQK1WER5u1BoVKpR5AvTLGzWIS07DzU5HTFKqMnkwCd2zelahqk+6dlOlUjFjxgzOnDnD1q1bObbmZwa3XpDpvCqVcUJXwt2OvrV9WH70JhZqlZmm+bP2ZWlTwZM2FWBU81KZzhEUFASYC95gFL5NAnh2aNQqDNkEUK/m40w1n7p852HLqQMrCNhZi8YV3qNzlSKsOXGb4zeiaFvBk/V/BwNkuShSKENKMfXDWZiLrSUjmpbk8LX79KhelKnRH7Bo0SLFTz1j2/Ss6f3Y+ls9FLyFRovmYfThtNgIihQpgp2dHTN7VqZRKXdFeDOhs9Awvn1ZPlt/Lsvzvt2geJaLFdlhaaHGXmehCGhZRY9+FJVKRY8aRZm2+SIqFRzdt5O0NOPxW7duVQL8AdQo5sKvA2pQxNmaNL1gw/p1zL9lXGhwtrHMNGnMCUIINm/ehI+PjyIUmjAJzaaVSTPBO4NApTcILt1PF7rfq+dOdd/09yArmpYpRIOSzmzeHKRsU6tVrHqnDslpBkXgyuq4pmXS301TNFRLS0u6Vy/K0euRfN6pvLLfQqOmZjEX/hxSN9O5du7cycSJE5k1axZbt241S0GoVqv54IMP+PbbbwmNTjSzjCnpnlkotdVZ4GqrU3Ill3443phW1E3v5V/D6rHl3F1eq+xFk9LuLDpwHXsrY/T8K+FxDGlcQhG6wZh+7+TJk+zevZsDBw5w8eJFQkJCOHr0KD98NZnOLXeSkpKCi60lez5uggqVWZ8VQrBkyRJGjx6t5Fj2Eymkqsz7Ssb80sVcbZV36lE+++wzkpKSaN26NW+99VaWZex0FnSqknnxtIS94PTDceb0ge1cvnwZT09PUh4K3n8ev03vWj4kJBstYyzUKpxsjP0gu3G5XSVPPl171mxbWc/88aVVqVRYatQkPwzO6GCVPh3I2F87PFzgc7KxZOeHjTl0JYKODzXIq0/cYmaPKk91XZ2Fhk/bZo5/MXXMSBZ5FaHI8CVY2LnQydfABWGgdOnSZsFOAZxtLVk9tB7RCalcvBtDreLmwnXXqkVYeyqE95qXopC9ubvIszKrZxUGLPqXce2MWU00ahULB9Tg7aXHFeE75EEiVk2MsQ2sNYLfBtVCrVIxomlJSrjZPVbozilz585VYtiIDMEFXRzT5wautllb9gEsHFCTRv7G8VZnoeG3QcaAgqVjvuPkyZPMnTs3W6vBgkan06HX61m2bBlly2bOLiORvCps3ryZCRMmyHehgAkMDKRfv37ZWlNn5KUXvAFGjx5N//79qVGjBnXr1mXBggXcvHlTyfmcU77oXIE/955h3bcf8otOz9gxH5kJCgC3bt2iQoUKODs7c+rUKZydjRPy0h6ZBeGizpm15WD0S9+yZQvAE1eUVSqVInQ/7pwmtBlMb4UQygQvK+2/lVajTEgdrLRseLcB/5wNxdfNlrolXLPU7gGMGzeOrVu3snz5cr7++mulDbJiymvlqeLtRBFna17/Jd3vvXnZx1sjmDRrpUuXfmy53DJ48GCGDx/OL7/8wqhRo7C21LBqSF2C7sZS2sOe7wY/TAH3iKYFMmq8k5X2drWzxK+QPX6FjP3giy++MMub+zSYBA0DGnSeRk2oPiZcaQudhSZb4b1fHV961fRm6qZAlhwKBox53Fe+U5eaJTMvvjwJFztLRfA2pc96lDfq+TJ/7zXq+xm1NO80KklpDwcSU9KY++lgAD7//HOqVq2a6diM/SC6Silm/rMWuwrNmPJa+Uxlc8KqVavo06cPrq6uvPbNJkXwdrTWorMwtqtJ453x2WYUvAGalnbnwqoZ/Lt1DS5LlgC1yI7IyEh2795Nhw4dMu3L+I7lBJPljqurK9/2qPxYl5lHsba25ptvvmHo0KF89NFHbNiwAb1ej42NDQkJCcycOZOhQ4fi5+dH6cL2BD3MW169WNbvb1lPe/ZfNgreNR8KNo9aojhYaelZw9gXy3g4KIuRj8PKyoq2bdsq6ViuXLlC6dKl2bVrF59//jnffPMNbdu2Zfny5Yq1ChhTRvXu3ZvVq1cDUKpUKS5fvkzUvmXYNR7E5I7lsNCo+eqfi8Qlpy+clCqctbY7ODhYWQCdOXPmUwsZr1d1Z//8DTj7lGbbNmPU/9mzZzNt3nIePCxzNTyOP44ZTfb71fFV+kJ2greDlZYPWvjz3Q6jKXo5T4en6j9Pi6VFBsE7g7Cts9DwXvNSPEhIoYl/eh1LutspCzWdqxbJ0port3h4eLDo14W888HH1K7fCBc34zv3uMmko42W2iUya4cndypP3zq+VPNxyrP6mahZzIWzk1ujyRAptL6fG/s/acrMbUF0rOTF6wvTv3VeRCouMR+3zj7g5tNw6NAhxo0bB8C8efN48CCan43Kf5ydnJRyLnZZL15W9XGisb97lvtGjRqVJ3V8HpQtW1YGlJK80pgWw+W78PLwbGFRXxB69erF7Nmz+fzzz6lSpQr79u1j8+bNmcz4nkTLch789n5H3LSphISEsGLFikxlZsyYQUxMDDdu3FA+fAAVvBwp7maraDQASmRhwgnGKISpqanUqFGD8uWfTsDIyqc1I8MaG4N2ta3gQXR0tFFjjtHM90n4FbLj3ealeK2yV7ZCN0DDhg2pWLEiCQkJLF6cdeTljPXtUcObeiXd6FbNqKmu7utsZn79KHq9XvHDfVTjnVf06dMHGxsbzp8/z/z58xFCoFGrKOflAMLAzZvGXOhZa7yNGpSwmCRuRj7M2/oYzcLTYjI1j08Dm9L1AEiLicjxIoRWo2ZSx3LK77S4+9y/dNxsUSanOGcwP7XRZS0AfNDCn1k9K/NDn/RBv7G/O3WKWrNt2zYAunfvnuWxGSlTpgz3t/1E6G+jaVLSXMv34MEDTp06lc2RRqKiohg+3BilNzIykrjQdJ/mQhn6c1Yab7sMZvR/j6zP4jdr0aiiUTA/cMA8FsLBgwfp3r07dnZ2VK5cGTc3N3r06MFPPxlTHRkMBr755hvatGnDhg0bnnjfGXl0wSk3GqeSJUuybt06kpKSuHv3LrGxsUpgxT/++AOACR3KUa+kK/8bUV/xMX2U95qXolmZQmx8t4FSJisXkGfF19eX+vXrAzBp0iRjCrfVqxk7dqxZualTp7J69WosLS355ptvOH/+POXLlyfyyFqGFrrKwPrF6VfHlzOTWrH1/UZKBoXsrBWWL1+OwWCgefPmTz0OA9SoWomoHfO5tmg04bdv4OnpSZcuXahe3I24s0YXjeDIeCWOQUaT+cdZIr3XohTXprVjVs/KzOld5anr9TToLNLHhEf7wQct/ZnSqQJq9fPTelarVo206DDOHdzG+fPGPNK50eI4WGmp7uucbxpbTRZt4manY3rXStTzc6OKt5OyPTrwUKayz8Knn35K/fr1SUhIoEmTJgwePBh//1Lc3z6PuDPbqeyZvojomo3VUHZCt0QikUjyl/+E4A0wfPhwgoODSU5O5sSJEzRq1ChX59HpdHzwgTHf69dff20W6ffu3bssXLhQ+b18+XISExMBo5Zy90dNCJjYirXD6zGjeyUzM20TQgh+/fVXAN58881M+59Eq1atzOr0KPX83Ng/pinf96mqTO7s7e2xtn68pvxpUKlUjBgxAoAPP/yQhg0b0r59e9q1a8frr7/OypUrszzu624V+b5PVWZn8DnMips3b5KUlIROp3vqxZOc4uTkxLvvvgvAsGHDaNKkiRLQ7c6dO6SmpmJhYUGRIpk1OqZFiSPX7vNvsDH4WF6ag2al4Uq6EfBU2v+ME86UsKusWrUqV3XJOHHLTuNtpdXQtVrRTKbhGzZsIDU1lfLly+do8uzq6oqrox0poZeU4FO3b9/m/fffx9vbm2rVqjFr1qxsj//888+JiopSfu/bvEb5P+NCUlY+3gDbP2jEysF1qFTUCYCWLVsCsHDhQhYsWIAQguHDh9OgQQPWrFlDfHw8Z86cUY43jQ0rVqxgzJgxbN26lZ49eyoCRE4wuVjkhaWHhYUFhQsXRq1W88YbbwCwcuVKhBA0KOXGisF1qJxBQHiUGsVcWDSwJhWKGAM1xcbGKu9IXluivP7665lMtGbNmsW5c0a3iZMnT/L5558DsGDBAj766CO0Wq2y0PL3X38ox6nVKkp72HN4bHMW9K/OwHqZrVYA/vzzT+XaueFRa5jvvvsOrVZLpUqV0Mcb++HW82HoDYKiztYUeRgvJKMlUlaCt+keulYrmq1LUV5hmWExzsG64A3gypUrh06nIzo6WrFsyM2iSEGTcdH9zObfs4zdkBuWLVvG118bs2a8+eabrF27FrVajZ+fH7EnNxL5zxwKFUoXqh/9lrSt4IGXoxX96+TPd1UikUgkj+c/I3jnJUOGDMHR0ZGLFy8yf/58ZfusWbNISkqiTp06+Pr6Ehsby9q1azMdX83HWTG/fJSTJ09y9uxZdDpdJv/fJ2FITmD79u1P1KJ5u9ig1aizDayWF/Tr10/RBh84cIDNmzfzzz//sHLlSl5//XVFs5YRC42a1yp7ZTLrfRST8FGqVKlMvn15yaeffkq3bt2wtLRk3759tGzZkrS0NEUj6uPjk+X1M2pPLS3UfN2tIhWLZh0xOTdYPzJZCvtjPGkP7j61sPNN90qUdNIQtWMB27Zty1VE2ozCdHYa7+wwTZxzou02YRLQz507x71796hZsyZz5sxRfJ8//fRTTpw4kem4ixcvMnfuXMAo8FesWJHo2+kpy0o9DK5lMBiU5/uo4FSqsL1ZUKMWLVoofXzIkCFMnDiRn3/+GYD+/fuzbt06/v77byZOnAgYTb6OHTumBOsCSEpK4pdffsnx/eeXi0WXLl2wtLTkwoULnD179skHZIHpvSxcuPBj3Utyg6enJ0uWLOG9994jNjaWjh07IoRg1apVJCcn88Ybb5CWlkb37t2VRQRAWWA9f/58pv5d2MGKVuU9sLTI/Jm7ceMGZ86cQaPR0Llz51zVWa1W06ZNG8BoCdWrVy/AmCLMJHhfeRhkMKMPclxcHElJxsCMObFEyk8sH6PxLgi0Wi116tQB0gMN1qqVvZvHi8r7zf2pXdwF9v1EanIiO3bsePJBTyAwMJBhw4YBRsuQRYsWKe9hyZIllXKPfrN61iiKr6sNv79Vi5/7Vefgp82UgHYSiUQieb5IwTsLHBwcFO3Kxx9/THBwMJGRkcqke8KECUognsmTJ+coip2JTZs2AdChQ4ccT177++mx06qI2TQDMAofponb4zAFXskPwdvW1pZLly5x7tw5vvvuO7755hu+++47xW9z3LhxJCQk5Orc+e3fbcLJyYm//vqLCxcuYGlpSWBgIGfPnlW0rX5+flkel1F7+ln7stkG0MstukcEheRQY32e1ry3Rw1vNr7XGFVSNOHh4dy6dStTmevXrzN//nxFsL137x5Hjx5V+rRLDjTeWRETE6ME9+rRo0eOjzNNurdu3cqwYcO4e/cupUqVYuvWrXTt2pXU1FQ6duzInDlzuHbtGr/99htjxoyhdu3apKWl0aFDBzp06MDAgQNJDr2ENiWWWsVclKjhoaGhpKSkoNFo8PZ+fJA7tVrN7Nmzld9ffmmMGvzOO+/w22+/0blzZzp27MiUKVMYOHAgYDSHDg0NpWzZsixfvhwwZjDI6aJHfphyg7Gvt2/fHkAxiX9a8qtuJrp168bs2bOxs7NThNg1a9YwefJkzp8/j7u7Oz/99JOZNYdpcS4mJoY7d+5kd+pM7NmzBzCmqXJxyVnU66xYsWIFp06d4uOPP1a2GQXvB2blMqazMmm7bW1tsbXN2h3peWEmeGcTAPB507hxY+V/Dw+PJ76nLyI+rjasGlKXzrWMgUPHjBnDoEGDOHLkSK7OFxgYSLNmzYiLi6Nhw4Z89tlnZvttbGyUvlSjRg2zfTO6V2bvx01pWMq4yPOiBkyTSP7LLFmyBKcM8RckrzBCIqKjowUgoqOjlW16vV40bNhQAKJEiRKiadOmAhBVq1YVBoNBxMTEiMKFCwtAjB49OsfXatasmQDETz/9lKPyKSkpYv369SI5OVlERkYq1/z0008fe9zmzZuFWq0WgJg3b16O6/esxMXFiSJFigjgqe4zI8OHDxeAGDt2bK7rYWq3lJSUHJVv3bq1AMQPP/wgPvzwQwGI9957L8uyBoNBDF92QvRbeEQkp+pzXcfHMXfXZeH7yUZRZ8Ia4efnJ0aPHi0MBkOuzlWlShUBiL/++stse2JioihRooQARIUKFcS+ffuEh4eHAIS7u7sICAgQSw5eF76fbBS+n2wUC/dfy/E1Dx06JABRtGjRp6r3vn37lL4DCAsLC3HixAkhhBCRkZGidOnSZvsz/jk6OoobN24IIYQ4duzYw21OIjU1NdP5ixcvnuM63bhxw+w6t2/fzlQmMDBQ6HQ6AQgHBwdx7tw5ERMTIywtLQUgzp0798TrREZGCpVKJQAREhKS4/rllL179wpAaDQa8ffffz/18ePHjxeAGDJkSJ7WK6t3NSoqSmi1WgEobbJ27dosjy9TpowAxNatW3N8zQEDBuRoHM0tXlUaK+9N++/3mb0DBw8efOo+mB1PO849Svvv9yn13Hj6zjPXJy/Ys2eP8q516tQpX67xrO2WUzLei+ndy2r8MBEfHy9GjRolZs6cKfR6vTAYDGLhwoXCwcFBAKJSpUri3r17WR4bHh4uLl68mF+3IoTIeq5UEJw4cUIAyrdBImncuHG2c7ZnxdfXV3z33XfPdI7FixcLR0fHPKlPRpYtW/ZSvAs//fSTqFixorC3txf29vaiTp06YvPmzVmWfeeddwSQqc0bN26cad7Xq1evJ1779u3bom/fvsLFxUVYW1uLypUri+PHjyv77969KwYMGCA8PT2FtbW1aN26tbh06dJT3d/TjElS450NarWaRYsWYW1tzbVr19i9ezc2Njb88ssvqFQq7O3tFRPSOXPmZKlNfJSUlBQOHzbmLc64qp8TVCoVLi4uiun7jBkzOH/+POHh4YwcOZIxY8Yo6XUAPvroIwwGA2+99RbvvPPOU13rWbC1tTXzgx8+fDhHjx59zBGZuXHjBpB1YLP8whTc6eDBg5lSJj2KSmXMb/77W7WzNGPNC4Y3KcnKwXVYM7otly9fzlXUZRM1a9YE4PDhwwQHB7Nq1SpGjRpF6dKlFX/nc+fO0ahRIyWq9r1796hSpQqzR6eb9cYlpWU+eTbExBjzOLu6uj5VvevWrYuHh4fye+rUqUqkThcXFw4cOMCECROU51WoUCFGjhzJt99+y6lTp/DxMVofVKlSBVtbW6KjH3DlSrrJeXb+3Y/Dx8eHdevWYW9vz/Tp07P0+y9Tpgx79+6lY8eObNmyhfLly2Nvb6+YIpu032A0NRZZaMB37tyJEILy5cvj5eWVaf+z0qhRIzp37oxer6dv376PtdTZsWMHx48fN9uW3xrvjDg5OdGiRQvA6BPdt2/fbFMvmnyAn8aX3qTxNgWdy2uKuKb7ZneuUsTsHXiSf/fz5EXz8QZjP/3222/p0KFDpgB7LxsNGzY000Dr9Xq2b9+eZdmQkBDatGnD999/z4cffkjTpk1p1KgRb7/9NjExMdSrV49du3bh5uaW5fHu7u75biUmkUgkuaFo0aJ89dVXHD9+nOPHj9OsWTM6deqU6bu9fv16jh49mu0caPDgwYSGhip/Gd2BsyIqKor69euj1Wr5559/uHDhAjNnzlSsD4QQdO7cmWvXrvG///2PU6dO4evrS4sWLfIsNkcmnkqk/4/yuFXc3377TRQrVkw0bdpUHDt2LNN+0wrMu++++8TrnDlzRtHM5VQLmNXKfOfOnQUgLC0tlZVwQJQtW1Y0bNhQ9OrVS9EShYWF5eg6eU1ISIioV6+eAMRnn332VMdWqFBBAGLLli25vv7TajR27NghAOHj46Nogffs2ZPr679I/PXXX9lqiXU6nfj111+VZ+Xt7S327dsn3N3dlTLFOn8g/MZtEhdDY3J8zdWrVwtANGjQ4Knre/HiRfHVV1898fnfunVLxMbGZrvfpAndtWuXsm3SpEkCEG+//fZT1+tJ72xWfc7U9p6eniI+Pl5MmDBBqNVq0bJlSxEUFGR2fL9+/QQgPvjgg6euW05JSUkRTk5OAhC7d+/Osszs2bMVa4MdO3Yo28uVKyeAbFepn6VOWb2rixYtUtru/v372R7/xRdfCED07t07R9e7du2acn+P6z/PQpuOnRVNcnBEnNm++fPnC0C89tprz3ydZ9Xcjlp5UqlnwM2oZ67Py8Lz0ngLIcTNmzfFG2+8IZo0aSIA8cYbb2QqExAQYGYp9ugY/c0334i0tLR8r+uTkBpvyePQ6/Xiq6++EiVLlhSWlpbC29tbfPnll0II4/y3adOmwsrKSri4uIjBgwebjb8DBgwQnTp1Et98843w8PAQLi4uYvjw4Wbv6I8//ij8/PyETqcThQoVEt26dVOOffS9uX79ukhLSxODBg0SxYoVE1ZWVsLf31/Mnj3brM5Pum5WWtacsHjxYuHt7S2sra1F586dxbfffvtKa7yzwtnZWSxcuFD5ffv2bVGkSBFx7ty5LK0McmPV8Mknnzx2HhoUFJTJKjEtLU24uLiIX375JcfXeZoxSQre4tk+Jn///bfyMs6cOfOxZdetWycAUbNmzRyfP6sJgukBm/5M5ueP/nl4eDz1/eQlv/76qwBE3bp1c3yMwWAQ9vb2AhCBgYG5vvbTTqxiY2OFRqMxa7+7d+/m+vovEmlpaaJkyZLKfVWsWFG8/fbb4vvvvxfnz58XQgiRnJwstm/fLqKjo0VKSor4+eefxbvvvisAYWtr+9Qm9SahqW3btvlxSznC5B6yfPlyZVv//v0FIKZNm5bn18uqzyUlJQlfX18BCFdX10xm9CY3kDt37iim1UePHs3zumXk9ddfz3ZB7PLly0o9ANG8eXMhhNEE1uS68jhT2dyQ3bualpYm5syZo/TR7Ni1a5eyaJQTTH3zacalp6Vv377CtlwT8faXCzLtMy0U5Gbx51GeVYBce/KWInhfuxf35AP+IzxPwdvEtm3blO91YmKisv3y5cvKAnq5cuVEUFCQOHbsmOjatavo2bPnM30H8xopeEsex5gxY4Szs7NYsmSJuHLliti/f7/45ZdfRHx8vPDy8hJdu3YVZ8+eFTt37hTFixcXAwYMUI4dMGCAcHBwEEOHDhWBgYFiw4YNwsbGRixYYBxDjx07JjQajVixYoUIDg4WJ0+eFHPmzBFCCPHgwQNRt25dMXjwYBEaGipCQ0NFWlqaSElJERMnThT//vuvuHbtmli2bJmwsbERq1atyvF1IyMjRdGiRcXnn3+unPtJHDlyRKhUKjF9+nQRFBQk5syZI5ycnKTg/ZC0tDSxcuVKYWlpqXzf9Xq9aNq0qbIwkp3g7ebmJlxdXUW5cuXEhx9+KGJiHq8QKlu2rHj//fdF9+7dhbu7u6hSpYrybIVIV4heuXLF7DgPDw+z/vkkpOD9lDzrx2TKlCnKRPXy5cvZlvvmm28EIPr06ZPjc2c3Qdi0aZMYPHiw+P3334Verxf79u0Tbm5uZhP71q1b5+p+8org4GDFry0uLmeTuvv37yv1j4+Pz/W1czOxqlatmnJtf3//XF/7ReTMmTOiQ4cOom/fvmaTvqwwtV1ERITSHgkJCVmW1ev1IiwsLJM2eM6cOQIQPXv2zLN7eFr69OkjAPHtt98q22rWrCkAsXr16jy/XnZ9bs2aNWbv5TvvvCPatGmj/N68ebMYN26cAET9+vXzvF6P8ssvvwhANG3aNNO+Ll26CEDRint5eQkhjBMJQBQqVCjXsQay41mFoLi4OGXRzOTj/zhMiy/jxo3L1fVywogRI7Jd3DAtaOXF9Z+17SJikxTB+0H88xNCC5qCELyTkpJE0aJFBaBMLlNSUkSdOnUEIOrUqfNYy44XASl4S7IjJiZG6HS6LLWECxYsEM7OzmbzwE2bNgm1Wq0oOAYMGCB8fX3NLDt69Oih+PCuWbNGODg4ZCto5VQbOnz4cEVTnpPrCvH0Pt59+vQRbdq0MdvWq1evV17wPnPmjLC1tRUajUY4OjqKTZs2KfumTZsmWrZsqcwvsmrzBQsWiO3bt4uzZ8+KlStXimLFiokWLVo89po6nU7odDoxduxYcfLkSTFv3jxhZWUlli5dKoQwjsG+vr6iR48e4v79+yI5OVlMnz5dAKJVq1Y5vjfp4/2cmTBhgpLyJKtURyZMvqYZU3/klnbt2rFgwQL69euHWq2mYcOGXL161SyCeaVKlZ75Os+Cr68vnp6e6PV6Tp06laNjTP7d7u7u2Ng8Pu1YXtOgQQPl/3bt2j3Xa+c3FStWZMOGDSxbtgwrK6scHWNvb49Wa4x0HBkZmWn/nTt3qFq1KoULF86UCzk2NlY5R0Hh6ekJoPitGwwGLly4ADzf3MBdu3Zl//79jBs3jrVr1zJv3jw2b97M0KFDAWMe+Xnz5gEwevTofK9PhQoVAJTo/Sb27NnDunXr0Gg0bNy4ETA+47i4OE6ePAlA1apVX7ioyLa2tkocA1PWiOwQQuS7fzegZKzImFfexIvk4+1qp+OXN2ow9/WqONq8GFHN/6vodDomTJgAwPTp04mNjWXixIkcOXIER0dHVq1aledp+iSS50VgYCDJyck0b948y32VK1c2y+JQv359DAaDkqYSjN/ljOnwPD09lfGyZcuW+Pr6UqJECfr378/y5ctzlDln3rx51KhRA3d3d+zs7Pjll1+4efOmWZnHXTc3BAYGUrduXbNtj/5+FSldujQBAQEcOXKEYcOGMWDAAC5cuMCJEyeYM2cOS5Yseez8YvDgwbRo0YIKFSrQu3dv/vrrL3bs2KHMT7LCYDBQrVo1pk2bRtWqVRkyZAiDBw9WslRptVrWrFnDpUuXcHFxwcbGhj179tC2bdt8S2csBe88QKVSUa5cOSDzZDYjJsE7uzRVz4qDg4MSkAjSA4YVJKYJ8aOBmrLDNCD6+vrmW52y46OPPlKCbj1N7un/KiqVSgnkExERoWx/8OABI0eOxM/PjzNnzgDGgBh6vV4pYwquVpCCtylIW2hoKAC3bt0iPj4erVabb+9gdjRo0ICpU6fSpUsXVCoVKpWKqVOnotPpuHHjBvfv38ff359OnTrle138/Y2p1UJCQpQ0cnq9ng8++AAw5iyvX7++kmP60qVLbNiwAUAJdPeiYXpf//jjj8eWu379Ordu3UKr1VKvXr18q48pcEvGgJcmXiTBG6BlucJ0qJT3wfwkmXnzzTcpUaIEYWFh+Pj48NVXXwGwcOFCJTCkRPIyYm1tne0+IUS2AlXG7aaF/oz7DAYDYJxLnDx5kpUrV+Lp6cnEiROpXLlylmOsiT///JMPPviAQYMGsW3bNgICAnjzzTdJSUkxK/e46+YGkcP0oa8alpaW+Pn5UaNGDaZPn07lypWZM2cO+/fvJzw8HB8fHywsLLCwsODGjRt8+OGHjw2yXK1aNbRaLZcvX862jKenpyKfmShbtqzZ4kv16tUJCAjgwYMHhIaGsmXLFiIjIylevPgz33NWSME7jzBFE824evcoV69eBfJP8AZjxzbxtJHT8wOT4H3s2LEclQ8JCQGMERCfN97e3pw5c4Zz5869EIsWLwImwfvevXsA/Pjjj3h7e/Pjjz+SmJhI1apVAUhKSiI4OJjr16/zySefKJYfL5LG2xQ909/fP9OHtiBwcXFR8lXb2NiwfPnyfFthffS6pudq+mAtXryYgIAAHB0dmTJlCpAuoC9cuJB//vkHCwsL3njjjaxPWsD07NkTgP3793P//v1syx06dAgw5jrOzxzaL5PgLXl+aLVaFi1ahIuLi9I33n33XbnQK3npKVWqFNbW1uzcuTPTvnLlyhEQEGAWJfrgwYOo1WrlO5MTLCwsaNGiBTNmzODMmTMEBweza9cuwDj3zbj4D8bvQb169Rg+fDhVq1bFz89PmYc/DVmd+3GUK1eOI0eOmG179LfEuECRnJxM//79OXPmDAEBAcqfl5cXH3/8MVu3bs32+PPnz5OamqrM9bKifv36meSyS5cuZancc3R0xN3dncuXL3P8+PF8U4S8GPlD/gOYBo/sNN7JycnKCkt+Ct7Vq1dn8eLFQPrkryAxmdds376dtLQ0LCwe3+Xu3LkDkC/plHKCra3tczVDftHJqPHesGEDI0eOBIz9/aeffqJZs2ZUrVqV06dP06ZNG7PUXfBiabxN2vkX6fnOnTuXXr16UbVq1cd+PPIaf39/IiIiuHTpEiVLlmT8+PEATJo0SXnmZcqU4eDBg4pJVs+ePZ9LKrHc4O3tTZkyZbh48SL79+/P9oN5+vRpIP8191LwlmRH48aNuXjxImvXrsXb25u2bdsWdJUkkmfGysqKTz75hDFjxmBpaUn9+vW5d+8e58+fp2/fvkyaNIkBAwYwefJk7t27x7vvvkv//v3N3CMfx8aNG7l27RqNGjXC2dmZzZs3YzAYFKVXsWLFOHr0KMHBwdjZ2eHi4oKfnx+//fYbW7dupXjx4vz+++8cO3bsqTWZxYoVY9++ffTu3RudTpdtSj8To0aNol69esyYMYPOnTuzbds2tmzZ8lTX/K8xbtw42rZti7e3N7Gxsfzxxx/s2bOHLVu24Orqiqurq1l5rVaLh4eH8nyvXr3K8uXLadeuHW5ubly4cIEPP/yQqlWrminKmjdvTpcuXZS56gcffEC9evWYNm0aPXv25N9//2XBggUsWLBAOWb16tW4u7vj4+PD2bNnee+99+jcuTOtWrXKl7aQGu88wtQ5Ll26lKWZSXBwMAaDAVtb23ydcA0dOpSZM2cqvqwFTaNGjXB1deXevXuKb+XjMGm8C0rwlphj+sDcvXuXDz/8EDDmZg8MDKR58+ZmbhaPCt3wYmm8TfnkTfEYXgTs7e1p167dcxW6IT0X94ULF/jyyy8JDw/H39+fESNGKGUejRFhsl55UTH5bD9unDEtvuR3/IvsBG+9Xq+4bUjB+9XF3d2dIUOG0K5duxcuZoJEklsmTJjAhx9+yMSJEylbtiy9evUiPDwcGxsbtm7dyv3796lZsybdu3enefPmzJ07N8fndnJyYu3atTRr1oyyZcsyb948Vq5cqSykf/TRR2g0GsqVK4e7uzs3b95k6NChdO3alV69elG7dm0iIyMZPnz4U9/X559/TnBwMCVLllRcsB5HnTp1WLhwIT/88ANVqlRh27ZtfPbZZ0993f8SYWFh9O/fn9KlS9O8eXOOHj3Kli1baNmyZY6Ot7S0ZOfOnbRu3ZrSpUszatQoWrVqxY4dO8wsBa9evWrmGlmzZk3WrVvHypUrqVChAl988QWzZ8+mb9++SpnQ0FD69+9PmTJlGDVqFP3792flypV5d/OPkuOQbf9h8iJSZ2JiopI7O6s0VBs3bhSAqFy58lOdtyCir+Y177zzjgBE1apVRXJy8mPLtm7dWgBi8eLFz3TN/0K7FRQZ227YsGECEC1bthSAcHZ2zhRV1BQBEhAjR44UFhYWyu9ly5YV0F0Y04CY6pGUlCQ8PDwEIA4cOJAv13uZ+pwpV3fZsmWV9GEZI4wKIcS+ffvMorFnl/f7WcmrdluxYoUARI0aNbItY0q9eOTIkWe61pMwRTgtUqSI2fawsDABCJVKJVJTU5/5Oi9Tn3uRkO2WO2RUc4nkxeJlimr+X0ZGNS8ArKysFJ+BrMzN8zuw2ovMxIkTcXFx4dSpU4o/TnZIjfeLhUnjbYpKX758+Uxa7GHDhjFp0iSWLl3KnDlzqF69urKvIDXezs7OSsyDw4cPc/fuXSwsLF7YAGHPE5NvfmBgIKmpqbRt2zZTJP/KlSub/a5Spcrzql6uMPW7c+fOkZaWlml/WFgYYWFhqFQqJbJ7fpGdxttkZu7m5vZEtxuJRCKRSCT/LaTgnYc8LsDa8wis9qJSpEgRmjVrBhgn+o/D5ONdpEiRfK+X5MmY/G5MpjtZLYg4OjoyefJk3njjDdRqtZm/TUEK3iqVSvHznj9/PmCMOfC46KuvCo8K0ab2yYiDg4MioPbq1euFiBnxOEqWLImtrS1JSUlZRjk1mZn7+fnla2A1SBe84+PjzSLohoWFAdLMXCKRSF5W2rZti52dXZZ/06ZNK+jqSV5w5JJ7HuLv78/WrVuz1HgHBwcDPDY0/n+ZnER9T0pKUiISS433i8GjeWVz4otcv359Zs2aBRSs4A3GAGs3b95U0kzJ6MFGHBwcqFy5MqdPn2bx4sV4e3tnWW7dunVcvHiR9u3bP+caPj0ajYaKFSty5MgRTp8+TdmyZc32Py//bjAuRqlUKoQQ3L9/X1kAkoHVJBKJ5OVm4cKFJCYmZrnPxcXlOddG8rIhBe88xCRcZqXVLcj81C8CORG8r127BhiFghddu/aq8KjgnZMFkYwabysrqzyv09Pw6EJB165dC6gmLx7r16/n1q1bNGzYMNsyfn5+L5WVTpUqVThy5AgnTpygd+/eZvtMEc0fNaHPDzQaDa6urkRERHDv3j0peEskEsl/BGmRKXkWpKl5HmLymzx27FimyOYmwdvHx+e51+tFwJRu7XGCd0Y/eBnp9cXg0dXbnAjehQsXplevXlSvXl1ZcCkoTAIPGM3MCyI//ItKsWLFHit0v4yY0hceOHAg077nqfEGlOi39+7dU7ZJwVsikUgkklcXqfHOQ6pWrYpWqyUsLIwbN24oZuWxsbFERUUBZGvS+V/HJICFhoYSGxubpQmySfAuVarUc62bJHtyY2oOKKbdBU1GwbtHjx4FWBPJ88C0kHDixAkSEhKwsbEBICUlRUmx+Dw03mAUvAMDA81Sm0jBWyLJOzZv3vzEuDESyX+ZgwcPAvJdKGiuX7+e47JS8M5DrK2tqVKlCseOHePIkSOK4H3r1i3AGHDHwcGhAGtYcDg5OVGoUCHCw8O5dOmSWeRrE6aASC+Taet/ndyYmr9ImDSgbdq0YejQoQVcG0l+U6xYMby8vLhz5w7Hjh2jcePGgNHSJjU1FQcHh+fm7mPKCCA13hJJ3pKcnIxGo2HChAkFXRWJpMBRq9XyXXgB0Gg0JCcnP7GcFLzzmOrVq3Ps2DHOnj2r+Bi+6mbmJkqXLk14eDhBQUFZCt6vcsq1F5VHBe+XrQ+3bt2a8PBw3NzcpPvCK4BKpaJhw4asWrWKAwcOKIK3yb+7UqVKz60fZGVqLqOaSyTPjk6nQ6/Xs2zZskxBFCWSV4nNmzczYcIE+S4UMIGBgfTr1w+dTvfEslLwzmNMZtImIRLg+PHjgDHdzauMv78/+/fvz9bP22SqUaJEiedZLcljeDQ4Wn6nYcoPTAKQ5NWgQYMGiuBt4nn7d0PWgrdpEfZVdTmSSPKSsmXLUq1atYKuhkRSYJjMy+W78PIgg6vlMSZtbUbBe82aNQAvRUqe/ORxkc0NBoNikv+qRn5/0XlV3SQkLxcNGjQAjL5vBoMBeL4RzU2YBG+Tj3dycjKhoaGAHOMkEolEInkVkYJ3HpNR8BZCcOHCBQICAtBoNHTq1KmAa1ewlC9fHsg66nt4eDgpKSmo1eqXzo/4VcHksyqRvMhUqFABrVZLbGyssphXEBrvR328TdpuGxsbXF1dn1s9JBKJRCKRvBhIU/M8xmQmHRMTQ61atahYsSIAHTt2fOUFl0aNGmFpacm1a9cICgqiTJkyyr4bN24AxuBdWq22oKooeQxyQUTyMmBhYUGpUqW4cOECQUFBWFtbc/fuXVQqFRUqVHhu9ShcuDAAd+/eBdLHOF9fXxlvQCKRSCSSV5CXXuM9depU6tWrh42NDU5OTgVdHaysrBRf7uPHj7N48WIAPvjgg4Ks1guBnZ0dTZs2BeCvv/4y22fSBkkTzBePadOm4eDgwM8//1zQVZFIcoTJreXixYuKtrtkyZLY2dk9tzqYFqpM5uUmwduU7UIikUheNSZPnkyVKlUKuhoALFmy5KnlhoEDB9K5c+d8qY/k1eClF7xTUlLo0aMHw4YNK+iqKCxfvpx27dopv6tVq6bkl33V6du3LwBz5swhLi5O2S4jv7+4jB07lqioqOeqLZRIngWTNU1QUFCBmJlDuuD94MEDEhISuHbtGiAXFyUSyavLRx99xM6dOwu6GpLnyPTp06lZsyb29vYUKlSIzp07Z4r1NHnyZMqUKYOtrS3Ozs60aNGCo0ePmpW5e/cu/fv3x8PDA1tbW6pVq5ZJifcoaWlpfPbZZxQvXhxra2tKlCjB559/rsR/ARBCMHnyZLy8vLC2tqZJkyacP38+7xrgEV56wXvKlCl88MEHikn3i0Dt2rXZtGkT48ePR6VSMWnSJGla+JA+ffrg5+dHREQEffr0Ye3ataSkpCjBj+Sk9MVErX7phwrJK0RGjXdBBFYDYzBCGxsbwKj1PnjwYIHUQyKRSF4U7OzsZIyLV4y9e/cyYsQIjhw5wvbt20lLS6NVq1bEx8crZfz9/Zk7dy5nz57lwIEDFCtWjFatWpllBenfvz9BQUH8/fffnD17lq5du9KrVy9OnTqV7bW//vpr5s2bx9y5cwkMDGTGjBl88803/PDDD0qZGTNmMGvWLObOncuxY8fw8PCgZcuWxMbG5kt7vJI+3snJyWZJzmNiYgBITU0lNTU1z64zadIkPvnkE6ysrHJ9XtNxeVmvguann36idevWbNy4kY0bN/L222+zfv16wJh3OS/u9b/Ybs8L2Xa5Q7Zb7siPdjMFuQwKCiIyMhKAcuXKPfdn4+XlxZUrVwgKCuLw4cOAMdZFXtVD9rncIdstd8j2kjRp0oRKlSphZWXFwoULsbS0ZOjQoUyePBkwWi++++677Ny5E7VaTZs2bfjhhx+UmBeTJ09m/fr1BAQEALBnzx7GjBnD+fPn0Wq1lC9fnhUrVihKmA0bNjB58mTOnz+Pl5cXAwYMYPz48VhYPFl8mTVrFosXL+batWu4uLjQsWNHZsyYka3Lkaluw4YN48svvyQyMpL27dvzyy+/ZDJJ//bbb5k5cyYpKSn07t2b2bNnK/GJli1bxuzZswkKCsLW1pZmzZoxe/ZsChUqlIsWf/nZsmWL2e/FixdTqFAhTpw4QaNGjQB4/fXXzcrMmjWLX3/9lTNnztC8eXMADh8+zM8//0ytWrUA+Oyzz/juu+84efIkVatWzfLahw8fplOnTkpWqWLFirFy5UolzbMQgtmzZzN+/Hi6du0KwNKlSylcuDArVqxgyJAhedQK6bySgvf06dOZMmVKpu3btm1TNBQvGtu3by/oKuQp48ePZ+HChdy9e5eFCxcCxvQ7UVFRbN68Oc+u819rt+eJbLvcIdstd+Rlu5ncWEJCQggJCQHg/v37eTq25ASdTgfADz/8QEpKCq6urly6dInLly/n6XVkn8sdst2ejoSEhIKuguQFYOnSpYwePZqjR49y+PBhBg4cSP369WnRogWdO3fG1taWvXv3kpaWxvDhw+nVqxd79uzJdJ60tDQ6d+7M4MGDWblyJSkpKfz777+KhejWrVvp168f33//PQ0bNuTq1au88847gFGx9STUajXff/89xYoV4/r16wwfPpwxY8bw008/ZXvMlStX+PPPP9mwYQMxMTG89dZbjBgxguXLlytldu/ejaenJ7t37+bKlSv06tWLKlWqMHjwYMDoAvvFF19QunRpwsPD+eCDDxg4cOBz//68qERHRwPg4uKS5f6UlBQWLFiAo6OjmYVYgwYNWLVqFe3bt8fJyYk///yT5ORkmjRpku21GjRowLx587h06RL+/v6cPn2aAwcOMHv2bACuX7/O3bt3adWqlXKMTqejcePGHDp06NURvCdPnpylYJyRY8eOUaNGjVydf+zYsYwePVr5HRMTg7e3N61atXrhchWnpqayfft2WrZs+Z+K9t2uXTsmTJhA9+7d2bBhA1qtlvnz59OhQ4c8Of9/td2eB7Ltcodst9yRX+324YcfEhYWBhg/8AMGDHjuLhMrVqzg/PnzhIeHA1ClShVl5T0vkH0ud8h2yx0m60DJq02lSpUUwbdUqVLMnTtX8ds+c+YM169fx9vbG4Dff/+d8uXLc+zYMWrWrGl2npiYGKKjo+nQoYMSlLhs2bLK/qlTp/Lpp58yYMAAwJg16IsvvmDMmDE5Erzff/995f/ixYvzxRdfMGzYsMcK3klJSSxdupSiRYsCxkXT9u3bM3PmTDw8PABwdnZm7ty5aDQaypQpQ/v27dm5c6cieA8aNEg5X4kSJfj++++pVasWcXFxzzXA54uIEILRo0fToEGDTHGDNm7cSO/evUlISMDT05Pt27ebZYNatWoVvXr1wtXVFQsLC2xsbFi3bp3Sd7Lik08+ITo6mjJlyqDRaNDr9UydOpU+ffoA6VlHTBYZJgoXLqwERM1rXkjBe+TIkfTu3fuxZZ4lMqxOp1M0ERnRarUv7Ef4Ra7bs7B27Vr27duHu7t7vvjp/1fb7Xkg2y53yHbLHXndbqVLl1YE78aNG2c55uc3psnnyZMnAePHPD/6huxzuUO229Mh20oCmQNVenp6Eh4eTmBgIN7e3sq4B0YXHycnJwIDAzMJ3i4uLgwcOJDWrVvTsmVLWrRoQc+ePfH09ATgxIkTHDt2jKlTpyrH6PV6kpKSSEhIeKKF6u7du5k2bRoXLlwgJiaGtLQ0kpKSiI+Px9bWNstjfHx8FKEboG7duhgMBoKCghTBu3z58mg0GrP7P3v2rPL71KlTTJ48mYCAAO7fv68E8rp58yblypV7bJ3/64wcOZIzZ85w4MCBTPuaNm1KQEAAERER/PLLL/Ts2ZOjR48qJvqfffYZUVFR7NixAzc3N9avX0+PHj3Yv39/tvLDqlWrWLZsGStWrKB8+fIEBATw/vvvK24LJh6NwyWEyLfYXC+k4O3m5vbK57x+VbCwsKBZs2YFXQ2JRPIfo0KFCuzbtw9ASWP4vMmovQFeWR8/iUTy3+HRBRiVSoXBYMhWWHmcELN48WJGjRrFli1bWLVqFZ999hnbt2+nTp06GAwGpkyZovjeZsTKyuqxdbxx4wbt2rVj6NChfPHFF7i4uHDgwAHeeuutp4pVYKp3xvpnd/8A8fHxtGrVilatWrFs2TLc3d25efMmrVu3JiUlJcfX/S/y7rvv8vfff7Nv3z6zxQ0Ttra2+Pn54efnR506dShVqhS//vorY8eO5erVq8ydO5dz585Rvnx5wBiodP/+/fz444/Mmzcvy2t+/PHHfPrpp4oyt2LFity4cYPp06czYMAAZTHl7t27yoIPQHh4eCYteF7xQgreT8PNmze5f/8+N2/eRK/XKwEb/Pz8XnmTDolEInlVGTduHCdPnuTOnTt069atQOrwaARzKXhLJJL/KuXKlePmzZvcunVL0XpfuHCB6OjoTIuQGalatSpVq1Zl7Nix1K1blxUrVlCnTh2qVatGUFCQEizzaTh+/DhpaWnMnDlTcTH6888/n3jczZs3uXPnjpIO8vDhw6jVavz9/XN03YsXLxIREcFXX32ltIEpkNerihCCd999l3Xr1rFnzx6KFy+e4+NMgbBN8SUedRfTaDRmqcEeJSEh4bHHFC9eHA8PD7Zv364EaEtJSWHv3r18/fXXObvBp+SlF7wnTpzI0qVLld+mhtu9e/djHe4lEolE8t+lSJEiSiTxgqJ8+fKo1WrlIy8Fb4lE8l+lRYsWVKpUib59+zJ79mwluFrjxo2zjMl0/fp1FixYwGuvvYaXlxdBQUFcunSJN954AzDO7zt06IC3tzc9evRArVZz5swZzp49y5dffvnYupQsWZK0tDR++OEHOnbsyMGDB7PVimbEysqKAQMG8O233xITE8OoUaPo2bOnohl9Ej4+PlhaWvLDDz8wdOhQzp07xxdffJGjY/+rjBgxghUrVvC///0Pe3t7xa/a0dERa2tr4uPjmTp1Kq+99hqenp5ERkby008/cfv2bXr06AFAmTJl8PPzY8iQIXz77be4urqyfv16tm/fzsaNG5VrNW/enC5dujBy5EgAOnbsyNSpU/Hx8aF8+fKcOnWKWbNmKX74KpWK999/n2nTplGqVClKlSrFtGnTsLGxyRRpPa946ZPzLlmyBCFEpj8pdEskEomkILG2tjbTlEjBWyKR/FdRqVSsX78eZ2dnGjVqRIsWLShRogSrVq3KsryNjQ0XL16kW7du+Pv788477zBy5EglkrQp7ez27dupWbMmderUYdasWUqqscdRpUoVZs2axddff02FChVYvnw506dPf+Jxfn5+dO3alXbt2tGqVSsqVKjw2GBsj+Lu7s6SJUtYvXo15cqV46uvvuLbb7/N8fH/RX7++Weio6Np0qQJnp6eyp+pX2g0GrN+0KFDB+7du8f+/fsVs3KtVsvmzZtxd3enY8eOVKpUid9++42lS5fSrl075VpXr14lIiJC+f3DDz/QvXt3hg8fTtmyZfnoo48YMmSI2WLImDFjeP/99xk+fDg1atQgJCSEbdu2YW9vny/toRJCiHw580tETEwMjo6OREdHv5BRzTdv3ky7du1kYJOnQLZb7pFtlztku+WO/3q7vf322/z6668AHDlyhNq1a+fZuf/rbZdfyHbLHS/KXOnkyZNUr16dEydOUK1atQKrh+S/xaM5xl8Gli9fTr9+/eS7UMA8zZj00mu8JRKJRCJ5UWnZsqXyv9R4SyQSiUTy6iIFb4lEIpFI8omMEdXzK0qqRCKRvEosX74cOzu7LP9M5skSyYvISx9cTSKRSCSSF5VChQqxe/duhBBPzDsrkUgkkifz2muvZeu2k1v3kcmTJzN58uRnqJVE8mSk4C2RSCQSST4ig31KJBJJ3mFvb59vwa8kkvxEmppLJBKJRCKRSCQSiUSSj0iNN8Yk7WCM2PmikZqaSkJCAjExMTL66lMg2y33yLbLHbLdcodst9wj2y53yHbLHaY50ouSDCcwMLCgqyCRFCjXr18H5LtQ0DxN+8t0YsDt27fx9vYu6GpIJBKJRCKRvNDcunWLokWLFtj1b968SdmyZUlISCiwOkgkLwoajQa9Xl/Q1XjlsbGxITAwEB8fn8eWk4I3YDAYuHPnDvb29qhUqoKujhkxMTF4e3tz69atFy7H+IuMbLfcI9sud8h2yx2y3XKPbLvcIdstdwghiI2NxcvLC7W6YD0Vb968SURERIHWQSJ5EUhOTkan0xV0NV553Nzcnih0gzQ1B0CtVhfo6m1OcHBwkBOEXCDbLffItssdst1yh2y33CPbLnfIdnt6HB0dC7oKAPj4+ORokiuRSCQvEjK4mkQikUgkEolEIpFIJPmIFLwlEolEIpFIJBKJRCLJR6Tg/YKj0+mYNGmS9N94SmS75R7ZdrlDtlvukO2We2Tb5Q7ZbhKJRCIpCGRwNYlEIpFIJBKJRCKRSPIRqfGWSCQSiUQikUgkEokkH5GCt0QikUgkEolEIpFIJPmIFLwlEolEIpFIJBKJRCLJR6TgLZFIJBKJRCKRSCQSST4iBW+JRCKRSCQSiUQikUjyESl4SyQSiUQikUgkEolEko9IwVsikUgkEolEIpFIJJJ8RAreEolEIpFIJBKJRCKR5CNS8JZIJBKJRCKRSCQSiSQfkYK3RCKRSCQSiUQikUgk+YgUvCUSiUQikUgkEolEIslHpOAtkUgkEolEIpFIJBJJPiIFb4lEIpFIJBKJRCKRSPIRKXhLJBKJRCKRSCQSiUSSj0jBWyKRSCQSiUQikUgkknxECt4SiUQikUgkEolEIpHkI1LwlkgkEolEIpFIJBKJJB+RgrdEIpFIJBKJRCKRSCT5iBS8JRKJRCKRSCQSiUQiyUek4C2RSCQSiUQikUgkEkk+IgXvV4yBAwfSuXPngq6GRCKRSPKBgQMHolKpUKlUrF+/vqCrI3mJCQ4OVvpSlSpVCro6EolE8tIjBW+JRCKRvNSEh4czZMgQfHx80Ol0eHh40Lp1aw4fPqyUeZUE0TZt2hAaGkrbtm2VbSqViuDg4IKr1EMGDhzI5MmTn+qYF6Xuj1KsWDH27NmT4/J79uyhWLFiyu/Jkye/cAJtxrb29vYmNDSUDz/8sGArJXlhkWOvRPJ0WBR0BSR5S0pKCpaWlgVdDYlEInludOvWjdTUVJYuXUqJEiUICwtj586d3L9//6nOk5qailarzadaPj9ME+C8RK/Xo1KpUKvlev2rgkajwcPDAzs7u4KuiuQFJa/G3vxCzoklLxryC5oFQggSUtIK5E8I8VR1bdKkCSNHjmT06NG4ubnRsmVLzp8/T/v27XFwcMDe3p6GDRty9epVs+O+/fZbPD09cXV1ZcSIEaSmpuZlE0okEslz4cGDBxw4cICvv/6apk2b4uvrS61atRg7dizt27cHULSMXbp0QaVSKb9NGsdFixZRokQJdDodQgiio6N55513KFSoEA4ODjRr1ozTp08r1zx9+jRNmzbF3t4eBwcHqlevzvHjxwG4ceMGHTt2xNnZGVtbW8qXL8/mzZuVYy9cuEC7du2ws7OjcOHC9O/fn4iICGX/X3/9RcWKFbG2tsbV1ZUWLVoQHx+fp222Z88eVCoVmzZtonLlylhZWVG7dm3Onj2rlFmyZAlOTk5s3LiRcuXKodPpuHHjBikpKYwZM4YiRYpga2tL7dq1M2l9Dx48SOPGjbGxscHZ2ZnWrVsTFRWVZ/V/XBvOnz+fIkWKYDAYzI557bXXGDBgAABXr16lU6dOFC5cGDs7O2rWrMmOHTvMyhcrVowvvviC119/HTs7O7y8vPjhhx/y7B6WLFnClClTOH36tGLOvWTJEoAn9r+M/dbHxwc7OzuGDRuGXq9nxowZeHh4UKhQIaZOnWp2TZVKxc8//0zbtm2xtramePHirF69Os/uSfJq8SxjL8CGDRuoXr06VlZWlChRgilTppCWlqbsz01/zWpODM827ppcNKdMmaK8k0OGDCElJUU5Pjk5mVGjRlGoUCGsrKxo0KABx44dU/abxtydO3dSo0YNbGxsqFevHkFBQUqZx31XAA4dOkSjRo2wtrbG29ubUaNG5fm3QZL/SI13FiSm6ik3cWuBXPvC562xsXy6x7J06VKGDRvGwYMHiYiIoFGjRjRp0oRdu3bh4ODAwYMHzQaz3bt34+npye7du7ly5Qq9evWiSpUqDB48OK9vRyKRSPIVOzs77OzsWL9+PXXq1EGn02Uqc+zYMQoVKsTixYtp06YNGo1G2XflyhX+/PNP1qxZo2xv3749Li4ubN68GUdHR+bPn0/z5s25dOkSLi4u9O3bl6pVq/Lzzz+j0WgICAhQNOUjRowgJSWFffv2YWtry4ULFxSNYWhoKI0bN2bw4MHMmjWLxMREPvnkE3r27MmuXbsIDQ2lT58+zJgxgy5duhAbG8v+/fuVBdk9e/bQtGlTrl+/bjaBzS0ff/wxc+bMwcPDg3HjxvHaa69x6dIl5V4SEhKYPn06CxcuxNXVlUKFCvHmm28SHBzMH3/8gZeXF+vWraNNmzacPXuWUqVKERAQQPPmzRk0aBDff/89FhYW7N69G71e/8z1hSe3YY8ePRg1ahS7d++mefPmAERFRbF161Y2bNgAQFxcHO3atePLL7/EysqKpUuX0rFjR4KCgvDx8VGu9c033zBu3DgmT57M1q1b+eCDDyhTpowymX8WevXqxblz59iyZYsi9Ds6OiKEeGL/A+PiwT///MOWLVu4evUq3bt35/r16/j7+7N3714OHTrEoEGDaN68OXXq1FGuO2HCBL766ivmzJnD77//Tp8+fahQoQJly5Z95nuSvFo8y9i7detW+vXrx/fff68oh9555x0AJk2apByfm/6acU4shHjmcRdg586dWFlZsXv3boKDg3nzzTdxc3NTFrfGjBnDmjVrWLp0Kb6+vsyYMYPWrVtz5coV5Z0FGD9+PDNnzsTd3Z2hQ4cyaNAgDh48CPDY78rZs2dp3bo1X3zxBb/++iv37t1j5MiRjBw5ksWLF+f2EUoKAiHJRHxyqvD9ZGOB/MUnpz5VXRs3biyqVKmi/B47dqwoXry4SElJybL8gAEDhK+vr0hLS1O29ejRQ/Tq1St3jSWRSCQFzF9//SWcnZ2FlZWVqFevnhg7dqw4ffq0WRlArFu3zmzbpEmThFarFeHh4cq2nTt3CgcHB5GUlGRWtmTJkmL+/PlCCCHs7e3FkiVLsqxLxYoVxeTJk7PcN2HCBNGqVSuzbbdu3RKACAoKEidOnBCACA4OzvL4o0ePitKlS4vbt29nuV8I4xjfqVOnbPcLIcTu3bsFIP744w9lW2RkpLC2tharVq0SQgixePFiAYiAgAClzJUrV4RKpRIhISFm52vevLkYO3asEEKIPn36iPr16z/2+s/Ck9pQCCFee+01MWjQIGX//PnzhYeHh9l371HKlSsnfvjhB+W3r6+vaNOmjVmZXr16ibZt2+bFbQghjP2vcuXKZtty0v8mTZokbGxsRExMjLK/devWolixYkKv1yvbSpcuLaZPn678BsTQoUPNzlu7dm0xbNiwp66nRCJE7sfehg0bimnTpplt+/3334Wnp6fZcU/bXx+dEwvx7OPugAEDhIuLi4iPj1e2/fzzz8LOzk7o9XoRFxcntFqtWL58ubI/JSVFeHl5iRkzZggh0sfcHTt2KGU2bdokAJGYmCiEePx3pX///uKdd94x27Z//36hVquV4yUvB1LjnQXWWg0XPm9dYNd+WmrUqKH8HxAQQMOGDR/rp1i+fHkzjY+np6eZiaFEIpG8THTr1o327duzf/9+Dh8+zJYtW5gxYwYLFy5k4MCBjz3W19cXd3d35feJEyeIi4vD1dXVrFxiYqLisjN69Gjefvttfv/9d1q0aEGPHj0oWbIkAKNGjWLYsGFs27aNFi1a0K1bNypVqqSce/fu3Vn6zF69epVWrVrRvHlzKlasSOvWrWnVqhXdu3fH2dkZgFq1anHx4sVct9Oj1K1bV/nfxcWF0qVLExgYqGyztLRU6g5w8uRJhBD4+/ubnSc5OVlpr4CAAHr06JFndXyUJ7Whv78/ffv25Z133uGnn35Cp9OxfPlyevfurXz34uPjmTJlChs3buTOnTukpaWRmJjIzZs3zc6XsX1Mv2fPnp1v9wY5639gNOG1t7dXfhcuXBiNRmPmg1+4cGHCw8PNzpPVPQUEBOThHUheJXI79p44cYJjx46ZuUPo9XqSkpJISEjAxsYGyF1/zTgnNl3rWcZdgMqVKyt1MtUjLi6OW7duER0dTWpqKvXr11f2a7VaatWqZTaeAmbjqaenJ2AMUOfj4/PY78qJEye4cuUKy5cvV44XQmAwGLh+/bq0WHmJkIJ3FqhUqqc29y5IbG1tlf+tra2fWP5RoVylUmXyh5NIJJKXCSsrK1q2bEnLli2ZOHEib7/9NpMmTXqi4J1x/AQwGAx4enpmGa3ayckJMPrYvv7662zatIl//vmHSZMm8ccff9ClSxfefvttWrduzaZNm9i2bRvTp09n5syZvPvuuxgMBjp27MjXX3+d6dyenp5oNBq2b9/OoUOH2LZtGz/88APjx4/n6NGjFC9ePLdN81SoVCrlf2tra7PfBoMBjUbDiRMnzBZvAWVSm5Nv0LPwpDYE6NixIwaDgU2bNlGzZk3279/PrFmzlHIff/wxW7du5dtvv8XPzw9ra2u6d+9u5rOZHRnbIz/ISf+DrL/juf225/c9Sf7b5GbsNRgMTJkyha5du2Z5vsfxpP6a1ZieX+OuSqVSTNIfrZcQItO2jO+oaZ/pHX3cd8VgMDBkyBBGjRqVqQ4Z3WMkLz4yuNp/jEqVKrF//34ZLE0ikbzSlCtXzizwjFarzZGfcbVq1bh79y4WFhb4+fmZ/bm5uSnl/P39+eCDD9i2bRtdu3Y187Pz9vZm6NChrF27lg8//JBffvlFOff58+cpVqxYpnObJosqlYr69eszZcoUTp06haWlJevWrcurZjHjyJEjyv9RUVFcunSJMmXKZFu+atWq6PV6wsPDM9XfFEW9UqVK7Ny5M1/qCzlrQ2tra7p27cry5ctZuXIl/v7+VK9eXTnH/v37GThwIF26dKFixYp4eHhkma4sY/uYfj+ufZ4WS0vLTH0yp/0vt+T3PUkkORl7q1WrRlBQUKY+7ufnZ2a1kRf9NS/G3dOnT5OYmGhWDzs7O4oWLYqfnx+WlpYcOHBA2Z+amsrx48efWhOd3XfFdA9ZtZeM2v5yIQXv/xgjR44kJiaG3r17c/z4cS5fvszvv/9uFjlRIpFI/itERkbSrFkzli1bxpkzZ7h+/TqrV69mxowZdOrUSSlXrFgxdu7cyd27dx8bYbtFixbUrVuXzp07s3XrVoKDgzl06BCfffYZx48fJzExkZEjR7Jnzx5u3LjBwYMHOXbsmDLBev/999m6dSvXr1/n5MmT7Nq1S9k3YsQI7t+/T58+ffj333+5du0a27ZtY9CgQej1eo4ePcq0adM4fvw4N2/eZO3atdy7d085/t9//6VMmTKEhITkSdt9/vnn7Ny5k3PnzjFw4EDc3Nzo3LlztuVNZtxvvPEGa9eu5fr16xw7doyvv/5aidw+duxYjh07xvDhwzlz5gwXL17k559/Nosg/Cw8qQ1N9O3bl02bNrFo0SL69etndg4/Pz/Wrl1LQEAAp0+f5vXXX89SM3zw4EFmzJjBpUuX+PHHH1m9ejXvvfdentwHGPvk9evXCQgIICIiguTk5Cf2v2dl9erVLFq0iEuXLjFp0iT+/fdfRo4cmQd3I3nVeJaxd+LEifz2229MnjyZ8+fPExgYyKpVq/jss8/MrpEX/fVZx10wpiV76623uHDhgqKNHjlyJGq1GltbW4YNG8bHH3/Mli1buHDhAoMHDyYhIYG33norR3V80nflk08+4fDhw4wYMYKAgAAuX77M33//zbvvvvtUbSF5AShYF3PJs9K4cWPx3nvvmW07ffq0aNWqlbCxsRH29vaiYcOG4urVq0KIrAPvvPfee6Jx48bPp8ISiUSShyQlJYlPP/1UVKtWTTg6OgobGxtRunRp8dlnn4mEhASl3N9//y38/PyEhYWF8PX1FUJkHzQqJiZGvPvuu8LLy0totVrh7e0t+vbtK27evCmSk5NF7969hbe3t7C0tBReXl5i5MiRSoCbkSNHipIlSwqdTifc3d1F//79RUREhHLuS5cuiS5duggnJydhbW0typQpI95//31hMBjEhQsXROvWrYW7u7vQ6XTC39/fLOCXKUDP9evXs22PpwmutmHDBlG+fHlhaWkpatasaRZIbfHixcLR0THTsSkpKWLixImiWLFiQqvVCg8PD9GlSxdx5swZpcyePXtEvXr1hE6nE05OTqJ169YiKioqy7pMmjRJeR455XFtaCItLU14enoKQPn+mbh+/bpo+n/2zjs+qjLr4787NZlk0hvphEAg9F6kqqAgomLBDtbFtiqWXdy1rrvYXlddldVVsYsNEBWQqFTpIYHQIQnpvc2kTH/eP+7cm4S06TNJzvcjHzMzd+6c55k7997znHN+Z84c5u/vzxISEtjbb7/d4VqalJTEnn/+eXbDDTcwlUrFoqOj2RtvvNGtXbNmzWJLly61eRw6nY5de+21LCQkhAFga9asYYx1f/wx1vlx29n3fuGYALB33nmHzZ07lymVSpaUlMS++uqrHu0kcTWiM5w59zLG2JYtW9i0adOYv78/CwoKYpMmTWLvv/+++Lojx2tn98SMOXfeFX5bzzzzDAsPD2eBgYHs7rvvbieA2NLSwh566CEWERHBlEolu+iii9iBAwfE14VzbtvzYFZWlng+7+m6whhjBw4cYHPnzmWBgYEsICCAjRo1iv3zn//sdj4I34NjzM7G0QRBEARB+CTLli1DfX09NmzY0OU2Qluyurq6dnXD3kCoAxV6WPsKycnJeOSRR/DII4/Y9Z7nnnuuR10Bb8FxHNavX99tVkNnPPfcc9iwYQOJsBEexdHj1dXYck4lCFvpPQpiBEEQBEH0yE8//YTAwECsXbsWCxcu9LY53bJjxw7s3LnT22Y4zalTp6BWq3H77bd72xSXUVhYiPT0dBgMBqSnp3vbHIIgiF4POd4EQRAE0Ud45ZVXxDpJQeXbl8nPz/e2CS5h6NChfa4tZ2xsrBjlViqV3jWGIAiiD0Cp5gRBEARBEARBEAThRkjVnCAIgiAIgiAIgiDcCDneBEEQBEEQBEEQBOFGqMYbgMViQWlpKdRqNTiO87Y5BEEQBEEQPgVjDFqtFrGxsZBIvBe3oXs2giB8CXvOjeR4AygtLUVCQoK3zSAIgiAIgvBpioqKEB8f77XPp3s2giB8EVvOjeR4A1Cr1QD4CQsKCvKyNe0xGo3YunUr5s2bB7lc7m1zeg3unre1Bwvx4k8nxcczh0SgWmvAiTIN/BUS7P7LxVDKpC7/XE9Ax5xj0Lw5Bs2b49DcOQbNm2NoNBokJCSI90zeQvj8/Px8hIWFedUWZ+lLx2JfGgvQt8bTl8YC+N547Dk3kuMNiKlKQUFBPul4q1QqBAUF+cTB1Vtw97ztKWyGRKnC9NQI7D5Xjd0FzQAAiVIFPYADxTpcMcr3W/l0Bh1zjkHz5hg0b45Dc+cY/XXedEYz1h0uwbRB4UiOCHB4P95O7xY+X61W+9w9m730pWOxL40F6Fvj6UtjAXx3PLacG0lcjSAc4HipBgDw4MWpiA326/D6t5lFnjaJIAiCINrRYjDj1V9OYffZarz9+zk8tT4HN/9vH4xmi7dNIwiC6HdQxJsg7KS2yYAqrR4AMDIuGBseuAiLV+9BcV0LApUyNOpN2HmmClqdEWo/31mJIwiCIPoX7+/MwzvbcvHOtlzEh/oDAEobdNiTW4NZQyK9bB1BEP0BxhgsDLAwBrOFgQl/MwZmaf3bwhgs1scd/rbuw2xhMBiNKG7ig2BSqQwM/D6Z9bP4/wNo87zF0vo8A/9k28cd3299rof9MgY0NWpsngtyvAnCTorr+LTy6CAlApQyBChl2ProTPxvZz6uGDUAt3+4H6UNOpwo1WBySriXrSUIgiD6IxYLwzeHWrOviutaxL/355HjTRC+isXCYDBboDdZYDBZYDBb/y8+Nre+duHr1r+F141mCwwmM86el+DQTydhAQeTmcFkYTBbLDBaGMxmBpPFYn2OwWi2wGzhtxG2NbV7jt/W0olDbbY+zxhEZ5p3Vl2NDK8e3eeOHduNRd9s87bkeBOEnVRo+Gh3dFBrirlKIcPDlw4GAIyIC0Zpgw45JQ3keBMEQRBeYV9eDUrqWzp97UhxvWeNsbJq1SqsW7cOp06dgr+/P6ZNm4aXX34ZaWlpXrGHIJzBYmFoNpqh1RnRqDNBqzfx/9eZ0Kg3olFvhs5oRovBjGaDGS1G/nGzwYQWowU6gxnNRhNaDGbojBbr8/zfrkcClPl2GaSEAyQcB4mEE/+Wchw4DpBIhL/51/Q6Hfz8/SDhOHBora/mOOs/cNb/8/uB9W9O3L51G1zwvIRrfS/abd/x/eAAU4sSts4sOd4EYSflGh2A9o53W4bHBmPriQqcKtd60iyCIAiCENmXVwMAuHx4DLYcL2/32rnKRm+YhB07duCBBx7AxIkTYTKZ8Le//Q3z5s3DiRMnEBDguOAbQTgKYwyNehPqm42oazagrtmI+mYDqrU6HCzio8QNOjMaWoy8g93WuTaY3BTNbY9CJoFSKoFC1uaftOPfyk5ek0slkIChID8fQwanQimXQSblIJVwkAn/pBLIJPxzcqmk9TXr863bSyCTcuK20gucYamE6+A4Sziug0MtbMdxgJRr/dtW4Uaj0YhNmzZhwYJZPiGuptFosP5R27Ylx5sg7KRSdLyVnb4+KIq/ecivbvKYTQRBEATRltMV/OLvxIFhuHlyIv7x0wn85fKhuPvTQ6jQ6NHQYkSwv2dvWrds2dLu8Zo1axAVFYXMzEzMnDmz0/fo9Xro9XrxsUbD11MajUYYjUb3GesBBPt7+zgA3xoLYwwanQlVWj2qGvWo0hpQ3ahHVaMB1Vo9Khv1qNYaUNtsQEOLEUZzV96zBCjuOZYplXBQK2UI9JMhUClDoFKKQGspokohhZ9cCn+5BP5yKfytj1VyKfzkEvgrpPzz1tf8rdsq5VIopBLIpZzTnQSMRiMyMnIxd1aSTziq1upo/j8GmO18ty8da4B9dpDjTRB2Ut7AO94xXUS8B1rbtORVeSeiQBAEQRBnK/hr0JDoQMwYHImMFbMA8Neuco0O5yobMT4p1JsmoqGhAQC67ce9atUqPP/88x2e37ZtG1Qqldts8yQZGRneNsFleGIsBjNQZwDq9Bzq9Nb/G4Ba698NBsDE7HNW5RKGABkQIANUMoYAOdo/lgF+MsBPCvhJmfX//D+5BOC4Hpwvk/Vfm+oPBqDZ+s8T9KXjDPCd8TQ3U403QbiNCquieVQPjnddsxF1TQaEBig8ZhtBEARB6IxmnK/hs66GRKvbvZYaFYhyjQ55Vd51vBljWLFiBaZPn44RI0Z0ud3KlSuxYsUK8bFGo0FCQgLmzJmD8PDeraPCRyIzMHfuXB+JRDqOq8ei1RlxvqZZ/Fdg/X9hbTPqmm2LMAb5yRARqESUWoGIQCUi1UpEqhWIDFQiIlCJ8AAFQlRyhKrk8JNL3Toeb9KXxgL43niELBxbIMebIOyktol3vCMCO3eoVQoZYoP9UNqgQ151I8YHdL2STxAEQRCu5lxlIyyMdzyi1O3LohLC+LZiRXWdC695igcffBBHjx7F7t27u91OqVRCqexY2iWXy33iptsV9NexMMZQ1ajHmfJGnK7Q4ky5FmcrtSioaUZNk6Hb9wYopIgL9UdsiD/iQtr/f0CwHyLVyg7OtLvH4+v0pbEAvjMee2wgx5sg7KRRZwKAbnt0p0QGorRBh9yqJoxPIsebIAiC8BwPr80CACSFB3SoD00I49Ozi2s9leDakYceeggbN27Ezp07ER8f7zU7CM9hNFtwpkKLnOIGnCzT4HSFFqfLtd1GryPVSgwMD0BSuArJEQEYGMH/HR+qQpCfzOnaZ4LwNOR4E4SdaEXHu+ufz8CIAOw+V428KhJYIwiCIDxHSX0Lcq3XnhsmJnR4PSGUd7wLveB4M8bw0EMPYf369di+fTsGDhzocRsI92O2MJyt1OJocQNyihtwtIR3tg2mjm2yJByQHB6AIdFqDIlRY0h0oNXBDkCgktwUom9BRzRB2InWhoj3oEgSWCMIgiA8z5GiegBA+oAg3DYlqcPrQsS7qM7zjvcDDzyAL7/8Ej/88APUajXKy/k2Z8HBwfD39/e4PYRr0BnNyDxfi63FHL7/NBNZhQ3Q6k0dtlP7yTAqPhjDY4ORFq1GWowaqVGBLkkJJ4jeADneBGEHepMZBjO/YtvdSmxKZCAAII9aihEEQRAepMgayR4SHdjp6wmhvINbodFDZzR71OlZvXo1AGD27Nntnl+zZg2WLVvmMTsI5zCYLDhcWIfdZ6uxN68GR4vrrS25pAD4/vEBCilGxgdjVHwIRsQFY1RcMJLCVZQeTvRryPEmCDsQot1AT443H/EuqGmCyWyBTCpxu20EQRAEUWZteRkd3HnnjbAABQIUUjQZzCipb8GgyM4ddHfAWFf9kglfhjGGvOom7DpThV1WZ7vZ0L77cmSgAnFKHa6cko7JKREYNiAIUgk52QTRFnK8CcIOBMc7UCnr9oISG+wPP7kEOqMFxXUtSLa2GCMIgiAId1Kh4R3vAV20vOQ4DglhKpwq16KwttmjjjfRezBbGDIL6vDL8XJsPVGOotr2KvjhAQpMHxyBi1IjMHlgGAao5di8eTMWTEn0CaVpgvBFyPEmCDtobON4d4dEwmFgRCBOlmlwpkJLjjdBEAThEcqtjndMFxFvAIgP5R1vbyqbE76H3mTGrjPV2HqiHL+erERtm5ZeCqkEE5JDMWNwJGYMjkD6gCBI2gQgjEbbemsTRH+GHG+CsAO9iU+t8pP3nDo+Mi4IJ8s0OFJcj3nDY9xtGkEQBEGgwdqeKUSl6HIbX+nlTXgfi4Vhf34tfsguwc85Ze1K6oL95bhkaBTmDY/BzCERUCnIbSAIZ6BfEEHYgd7aCkMp61mMZnRCCL45VIxsq8IsQRAEQbgbQU26u5aXiYKyOUW8+y1nK7T4LrMYG4+UiroAABAT5IfLhkfjsuExmDgwDHLSqCEIl0GON0HYgRDxVtoQ8R6TEAIAOFrUAIuFtUvJIgiCIAh3oNXxEe+gblpeerOXN+E9dEYzNuWU4asDhTh4vk58Xu0nw4IRA3D12DhMHhhG9ysE4SZ6veO9evVqrF69GufPnwcADB8+HM888wzmz5/vXcOIPolBjHj37HinRavhL5dCqzcht6oRg6PV7jaPIAiC6McYzRbojPx1qruIdwJFvPsVeVWN+HxfIb4/XIyGFn5hRirhcPHQKFw7Lg6z06KolzZBeIBe73jHx8fjpZdeQmpqKgDgk08+wVVXXYWsrCwMHz7cy9YRfQ0h1Vxhg+Mtk0qQHhuEzII6nCjTkONNEARBuBVbW17GW3t5a3QmNLQYEexPKtR9Dcb42u0PduXh15OV4vNxIf5YMjEBSyYmILoL5XuCINxDr3e8r7zyynaP//nPf2L16tXYt28fOd6Ey9Ebba/xBoAh0WpkFtThTIXWnWYRBEEQhJhmrlJIIeumNjdAKUN4gAI1TQYU1TYjOC7YUyYSbsZktmDTsXJ8sCsPR4sbxOcvGRqFW6ckYeaQSOqvTRBeotc73m0xm8349ttv0dTUhKlTp3a5nV6vh16vFx9rNBoAfCsEX2uHINjja3b5Ou6at2Y931pDLrFt36mRfDrf6TKN175Dxhh+P1WFQD8ZJg8M63F7OuYcg+bNMWjeHIfmzjH68rzVNfIiWWqlrMfxxYf6o6bJgPNVWqRFqXrcd1+cr76E2cKw8UgJ3vrtHPKrmwDwZXHXjo/HXdMHUr92gvAB+oTjnZOTg6lTp0Kn0yEwMBDr169Henp6l9uvWrUKzz//fIfnt27dCpWq54uPN8jIyPC2Cb0SV89bdikHQIrqynJs2rSpx+3rGvjts/MrbdreHRyt5fDhaT5Cf/tgM8ZHMJveR8ecY9C8OQbNm+PQ3DlGX5y3cxoAkIEZdT1ec6QtEgASZOw9DHNBz9eF5maqB/dFzBaGH4+U4q3fziLP6nCHquRYOi0Zt01JQnig0ssWEgQh0Ccc77S0NGRnZ6O+vh7ff/89li5dih07dnTpfK9cuRIrVqwQH2s0GiQkJGDevHkICgrylNk2YTQakZGRgblz50IupxosW3HXvBXuyAMKzmFgYgIWLOi5lKGmyYC3T2xHjYHD7EvneaUH5ua1RwBUAAC2Vqjwt1tndqtYSsecY9C8OQbNm+PQ3DlGX563XeeqgeOHER4ShAULus78A4CT8rM4vDMfgdHJWLBgWI/7FrIDCd+AMYbfTlbipS2ncK6yEQAQopLjnhkpWDotudsaf4IgvEOf+FUqFApRXG3ChAk4ePAg3nzzTbz33nudbq9UKqFUdlwBlMvlPnsR9mXbfBlXz5uR8Q6rv0Jm035jQuQIC1CgtsmA4gYDhsf6u8wWW8mtahL/LtfokVmswbRBET2+j445x6B5cwyaN8ehuXOMvjhvJgt/jfJTSHscW1IEn3pc0qCzaR762lz1Zo6VNOCfP5/E3rwaAORwE0RvoU/+Ohlj7Wq4CcJViH28bVA1F0gOV6G2yYD86iYMj/WsgI3FwlBgbRczNSUce/NqsPV4hU2ON0EQBNG7EDpv+NkgACr08qaWYr2HCo0Or/5yGt8fLgZjfIeVOy8aiPvnDOq2bztBEL5Br3e8n3rqKcyfPx8JCQnQarVYu3Yttm/fji1btnjbNKIPIvbxltvheEcE4HBhPc5XN/W8sYsp0+hgMFkgl3JYOi0Ze/NqkHGiAs9emQ6OI1VTgiCIvoTOaF0ctuEalWjt5V1c1wKzhZHStQ9jtjB8tvc8Xtt6Bo16vmXclaNj8eRlaWJPdoIgfJ9e73hXVFTgtttuQ1lZGYKDgzFq1Chs2bIFc+fO9bZpRB9E7OMtta2dGACkRAQAgCh64kkEZz8hTIVZQyLhJ5egpL4FJ8u0SI/1LT0DgiAIwjnsiXjHhfojQCFFk8GM1zNOw2RheHBOKtQUOfUpcoob8NT6HOSU8K3BRieE4Nkr0zEuMdTLlhEEYS+93vH+8MMPvW2CzRjNFjE1iOidiH287Yx4A/BKxFtoKTIwPAD+Cimmp0bi15MV2HK8nBxvgiCIPoY9EW+phMPI+GDsy6vFO9tyAQCnyrT4+I6JlBHlA+iMZrz6y2ms+SMfFgao/WR48vKhuHlSImUnEEQvhTxAD1Gh0WHWK9sw/eXfcby0wdvmEA7iSI33QMHxrvF8HZ3g7CeF8zYsHDUAAPDjkVKP20IQRN9BbzKDMdtaExKeQ4h423qNGp/UPmq640wVDhXUudwuwj6yi+qx4K1d+HA373RfOToWvz02C7dNSSKnmyB6MeR4e4g1f5xHaYMOlVo9bvvwACo1Om+bRDiAWONtQxqfQLLV6a1tMqCh2egWu7rifI014h3B14Bdmh4NqYRDfnUTiutIUIcgCPs5WabBRS/9jtmvbUellq5lvoTeGvH2k9t2jbpmbBwUUgkUUgmGRPMq57Qw6z2MZgte33oa167eg7yqJkSplVizbCL+c9NYRKn9vG0eQRBOQo63h2h7IattMuDDP/K9aA3hKGKNtx0R7wClDFFqvn1dfo1n082FVHMh3T1QKcPIOF5ZfX9erUdtIQiib/D+zjxUNxpQUNOM93fkedscog32RrxTo9T47bFZ+P3xWXjysqEAgN9OVlI2gxcoqGnC4nf34K3fz8FsYVg4agB+eWQm5gyN8rZpBEG4CHK8PUBNox4l9S0AgH8vGQ0A2JBVQhe2XogjqeZAa7p5fnWjy23qCrOFoaiWP+6EqDsATEkJBwD8ca7aY7YQBNE3YIxhb26N+HjjkVK6lvkQOjsj3gAvvhkfqsJFqRFQyngBzjMVnrtWEcCW4xVY+NZu5JQ0INhfjv/cNBZv3zwOoQEKb5tGEIQLIcfbAwgXsIQwf8wfMQAqhRQVGj2OlWi8bBlhL/ZGEwRaHW/PpXeX1rfAYLZAIZUgNsRffH7WkEgAfC2f2UI3zARB2E51owHlbUqlKrV6nK0kJ81XcPQaBQD+CimmDeIXZn87VeFSu4jO0Zss+D5fgofWHoFWb8L4pFBsfngGrhwd623TCIJwA+R4ewChznZQZCD85FLMGBwBAPj1JF3YehutfbxtjyYAbR1vz6Wal1qzLGJD/NqJsUxIDkWwvxw1TQbsz6/p6u0EQRDtyCluwJPfHQHA94Censpfy9pGwAnvIrYTs/MaJXDxsGgAfLo54V7KG3S4+YMD2FnO34r/aVYK1t47pd1COUEQfQtyvD1AlVYPAIgJ4oUxLhUubLSi3Oto7eNt30/HGy3Fqhr54+5CQRa5VILLhvPH4E9HyzxmD0EQvZfyBh1ueG8vtp2uAgCkRAZg8sAwAMCB86QX4SsI5VByO69RAhdb64kzC+pwtLjeVWYRF3CkqB6L3t6NoyUaqGQM7906FivnD3P4eyMIondAv3APIDjekVaBrTlDo8BxwLESDcoaWrxpGmEnJrMgrmZfO4+UNo63p+ohKzXtj7u2zB/JtxXbcbqK6jMJgugSxhg+3J2PKat+Q4u1fhgABgT7YUxiCADgWAm1yPQVTGb+fC6TOtZyKi7EX0xz/mg3icC6gx+yS3DDe3tRqdVjcFQAHh9pxsVpkd42iyAID0COtwcQ2q0IytYRgUqMTQgBAGw7VeUtswgHMFlroqUS+346CWEqcByg1ZtQ3Whwh2kdECLenTnekweGQSbhUFLfIgqwEQRBtCWvqhHvbs/FP346IT43a0gkRsYF496Zg8QOCQU1zR5vlejrZBbU4ZYP9mF9VrFHP1e4RsntvEa1Zdm0ZAB8urnRuthMOI/FwvB/W0/j4bXZ0JssuGRoFL6+ZzLCqUsYQfQbZN42oD9wYcQbAGYMjsThwnrsz6/BzZMTvWUaYSdiNEFiXzTBTy5FXIg/iutakF/d1Kkz7GqqOznuBFQKGcYmhuDg+Trsya1GYjgdgwRBtPL7qQrc+fEh8XGoSo7nFg3HVWPi2m2XEOaPotoWHCttwEXWmu/+DmMMT3x7BHnVTdiXV4sJSWFICFN55LMFR9nRiDcAjEkIQahKjrpmI7KL6jExOcxV5vVbjGYL/vL9Uaw7XAIA+NPMFDx5+VBYzCYvW0YQhCehiLcHqBQdoNZlzUnW2riD+VQb15sQogmO3NQM9HCdt1bHX9CD/OWdvj55IK9ee4COQYIgLuCrA0XtHn9+9+QOTjcAjIoLAQDkULq5yOkKLfKs53mzheG7TM9Fvc1iVpbjjrdUwomLKCSc5zzNBhPu/fQQ1h0ugVTC4ZVrR2HlgmFOfUcEQfROyPF2M4wxMeId1SbyODYxBDIJh9IGHYrrPNdiinAOs8UaTXDggik43nkecrwb9bzjHajsXN12EgkjEQTRCUazBTvP8GVQT1yWhjdvHIPhscGdbjsynn8+p5gcb4HT5dp2j7ef9pxCuJCV5axI1/ikUABAdlG9syb1a+qaDLjlg/3YdroKfnIJ3r9tPG6YmOBtswiC8BLkeLsZrd4kKmG3TflVKWQYbq2PO0iOT69BuKmxt8Yb8HzEu9Xx7jziPS4pFFIJh+K6FpTUU503QRA8uVWN0JssUCtluH/2oE4j3QJCnTdFvFvJreLP8XOsgllHSxpQ1+QZbQ+TE4vDbRlt1aE5UlRPApwOUqXVY8n7e5FVWI9gfzm+uHsyLrF2tSEIon9CjrebEZSl1X6yDn01JyXzK8oH8us8bhfhGGKquQM3Ncke7uUtON4BXUS8A5UyjIgNAkAlDwRBtHKqjI/YDh2gBsd1f65LH8CfQwprm9Gkp3pVgF+4AICpg8IxJDoQjAF78zyTsu1MOVRb0gcEQS7lUNNkQHEdLczaS6VWh5v+tw9nKhoRHaTEt8unYnwS1coTRH+HHG8305mwmsAkscaWaqh6C2YnbmrElmI1TbBY3B9BaBIj3l1rKArp5vvJ8SYIwsrJcg0AYJjVqe6O0ACFeH07W9noVrt6C3nWiPegyEBMG8TXSu/JrfbIZxtFAVDnbu/85FJxUSWL0s3tolKjw03v78O5ykYMCPbD1/dOxZBotbfNIgjCByDH282ILZ0CO3G8k8Mg4fi0tFJK9e0VGK1pfI6IosSF+EMu5aA3WVCm0bnatA406np2vAW12v0eisYQBOH7iBHvmJ4dbwAYEh0IADhToe1hy76PxcKQX80vQKREBmLaIH6BfY+HRMpEHRInI94AMMJaRnCyTOP0vvoLlRodbnx/H3KrmhAb7Ie1904Rs90IgiDI8XYzlVYHKyqoY6PGYJUcY6x1VDvOUD9vX8diYRBK3RzpkSqTSsSWMvlV7k03Z4yhydCz4z05JRxSCYe86iYU1ZLI34WU1rdg7us7cNFLv+MsORVEP0FwtIYOsC1KJ0TzzpTTb6Sgthk6owVyKYeEUH9MTgmHhOOj4OUN7l9wNbko4g20ZjyQ420b9c0G3PbhAeRVNyEuxB9r752KpHByugmCaIUcbzfTXcQbAGYNiQIA/H7Kc6qnhGOY2qSHSx2MJgjp5vk17nW8W4xmCOYG+nXteAf7yzE+kdca8KTybm/hvztycbayESX1LXh243Fvm0MQbqe+2SC2wEyzMT1W2O4MpZoj40Q5AGB0fAhkUgmC/eVi5HjKqt+w9Xi5Wz/f6MKI9zDrwouQAUF0TZPehDs+PojTFVpEqZX46p4pSAz3TO92giB6D+R4u5nuarwB4JJhvOP9x7lq6E3mbvf1wa48XLd6D/4455laMaI9glos4LhibLJ19dvdEW8hzVzCAf7yzsXVBGYO4WsQ91Gddwd2nW39re3JrcHhQhJCJPo2RbV82VOkWomAbrJl2jKYIt4im4/xjvVVY2LF5+altypZP/hllltbiJrNjguAXoiQyVCu0XlMlb03ojeZsfzzTGQV1iNEJcfnd08mp5sgiE7xuuNdX1+PDz74ACtXrkRtLX/jf/jwYZSUlHjZMtfQWQ/vtgyPDUKUWolmgxkHu1E3P16qwYs/n8Shgjo8+OVhaHVGt9hLdE3biLejaXwDI1sF1tyJVlA0V8h6VCUWlFYPF5BT2ZbaJoOoQC/cOH/8x3kvWkQQ7kdwCuND/W1+j1DjXa7RoaHFM9emRr0J9356CHNe2+4TLTktFoYPduUhq7AeADA3PUZ87ZbJSWKtt8FswRf7C91mh9HiulRztZ8cCWH8cSAI7hHtsVgYHv06G7vOVkOlkGLNsokkpEYQRJd41fE+evQohgwZgpdffhmvvfYa6uvrAQDr16/HypUrvWmay+gp4s1xHKan9qx6mnGyNQ24rtmIn46WudBKwhaE2jnA8WiC0Ms7r8q9KZkl1vYvUUGdH3dtGZ0QDKmEQ1mDjvp5t0FYHIkN9sOfLxkMANiUU+aROk2C8BbCOSA+1PaIndpPjthgXsfEE1oIWp0RV7/zB7aeqEB+dRMe++YIjGZLz290Mc0GE656ezeS//ozUp7ahBd/PgmA720eE9yq6xIaoMCX90zB2zePBQD8dLTUbb2xTdZ5kLsg1RxoFdijdPPOeXnLKWzKKYdCKsH7t03AWGvpFkEQRGd41fFesWIFli1bhrNnz8LPr/UiNX/+fOzcudOLlrmOnhxvAJhmdbz/6Eb1NLuoAQCvjA0AG7NLXWUiYSNCqjnHARIHHe9BkXxkqKiupcfSAmcQIrUp1s/rDpVChuHWft6ZFPUGYwxv/XYW163eAwBICFNhRFwwJiWHwWRh+HTvee8aSBBuRLhmRXdzzeqMITF8lO+0Bxzv9VklOFfZKHaXKKxtxq6znhco/Wh3Po4UN3R4/v7Zgzrd/pKh0fCTS1BU2+K21mtCZpYjnTc6QxBYO0UR7w58daAQ7+3MAwC8ct0oTB8c4WWLCILwdbzqeB88eBB/+tOfOjwfFxeH8nL3CpB4AqPZghprXVRXqeYAcFEqn4KWU1zfZQq5cJH+6/yhAIAD52sp3dzDCD28HVE0F4hSKxGolMFsYSiscV+d3znr8ZIa1bPjDQDjrKv0WVTDjF+OV+D1jDOiOF2sdbHrjouSAQDrDpeIxwJBOMrR4no888MxnPaxuuj6Zv66EhqgsOt9gsDa2Qr3C6wJYqQr5w8Vf5c/WBejjWYLVq7LwfX/3YNjJR2dYldhMlvw8Z4CAK06GuEBCuQ8Nw/zRw7o9D3+CqnYwnGPm7RahMwsudQ1t3fDrAsqJyni3Y7dZ6vx9w3HAACPXDoYV4+N87JFBEH0BrzqePv5+UGj6biKevr0aURGRnrBItdS08g73TIJh1BV1zcxA4L9ER/qDwsDjnayem6yQFSZnTYoHEnhKpgtDAdIDMujCDc0zkQSOI7DIGudd64b080Fx3uQDRFvoLVf6/ESimp8c6io3ePJA/kb5YuHRSHYX45yjQ77qO854QQWC8O9n2bi070FuP2j/Wi2tv4TaNSbcOfHBzHyuV/wwBeHUd2oxw/ZJbjtw/3YlOPeMqP6Fv66Fewvt+t9gsCauyOjjDHkWK+TE5LDcIXVyd12qhJGswXfZRbjqwOFOHi+Dg+vzRJTr13NrrPVqG7UIzxAgaPPzcPuv8zBz3+eAbVf9/M21c19vU0uVDUHgKHWiPeZCq3b5rK3cbZCi/u+yITZwnDN2Dg8bC1FIgiC6AmvOt5XXXUVXnjhBRiN/Ao7x3EoLCzEX//6V1x77bXeNM0lVGr5WtCIQGWPqclCP+/sovoOr9VbxUT95BKEBSgwbZA1Nf0c3fwDfPub/Xk10Bndl7oNtKbwOasWO8gahc51o7L5uSr7It4jBce7tAGWfhzNbWg2YscZPmV1zbKJePHqEbh+QgIAQCmT4rLhvMjabyep9RrhODklDSjX8NeHCo0e6w7zYqKMMXz8Rz5GPPsLfj9VCa3OhJ9zyjDrlW14eC0v4PTnr7LcumgnRLztdbw9FfE+Va5FTZMBMgmHoTFqjE0MRXiAAhqdCa9nnMHKdTnitrlVTdjtpsiyEHW/YtQAyKUSxIeq2tV1d4Vw/d6XV+OWc62rU80Tw1Twk0ugN1lQ6EY19t6CRmfEvZ9lQqszYWJyKF66dmSPAqYEQRACXnW8X3vtNVRVVSEqKgotLS2YNWsWUlNToVar8c9//tObprkEW+q7BQTHW1BEbUudnj+px4b4g+M4MTV9f37/dbyLaptx3eo9eHhtFha8uQtL3t+HOz8+6Fan0eyiSIIQhc51U41fi8EsHnuCmFvPNgVAKZOgyWBGQa13b64amo1eS+XeebYKZgvD4KhAzBkahVunJLW7gZ01JErcjiAc5ZcLejl/ub8QjDH8fqoSz/14QnxeWDhrMrQuKposDC9tPuU22wRV8hCVfY53alQgOA6oaTKgulHvDtMAAF/s59O7pw+OgJ9cCqmEE9tyrt6eCwAIC1CI7byERQ1Xk1XEl+VMsmbE2Mrw2CD4y6XQ6EwuX0AxWxgEzTZnSqLaIpVwokp3rgfKCHwZi4VhxddHkF/dhLgQf/z31vFQyrpv10kQBNEW25p0uomgoCDs3r0bv//+Ow4fPgyLxYJx48bh0ksv9aZZLsMex3tsYggAPuLNGGu3glpnvYeJDeZrTccn8fW4p8q1aDaYoFJ49Wv0OBYLw2PfHsGhgjocaiMGtie3BltPVODyETHdvNtxjGKquXM3NKLj7aaolXDc+culCPKz7diQSSUYNiAI2UX1OF6q8dqK3H935OKVLacwJFqNr/801e6om7NsP8071HOGRnX6+vTUCEg4PpW/tL5FrP8mCFspqm3Gu1YH8akFQ/Ha1jM4UabBkeIGfLznPABgdHwwrhwdizsuGoiSuhb8eLQUmhYjJiSH4Z5PD+HXkxWo0OgQ5u/6m34h4h3ib1+Nt79CiqQwFc7XNONMuRYRqfaJs9kCYwxbjlUAAO68aKD4/Nz0GHxzqBgAoFbK8J+bxsJPLsEP2aXYfroSJrMFMhfVPAO8gyvU5o+KC7HrvXKpBKMTgrEvrxaHC+vEFH1X0FbZ3VWp5gDfz/tocYPbBOF6C+9uP4dfT1ZAIZVg9a3jEB7o+mOcIIi+jdf7eAPAxRdfjMcffxxPPvkkJkyY4G1zXEZlDz282zI8NhgyCYfqRn2Hlk5N1vK/MKvYzYBgf8QE+cFsaa1160/szavpsr794z35bvtcs4tSzVOjhBrvJre0lKlqtJY4qBV2pcAJ6ebHSr1T563VGfHWb2dhYfyikhC98hQWC8OOM3z66OwhnWtMBKvkGBUfAgD4w00prETf5s3fzgLgrwtLJiRivnWh8Op3/sCus/wx9e8lY3D3jBRIJRwSw1V4YE4qVi4Yhrnp0RiXGALG4LZab6HG296INwAxMnrGTcrm+dVNqG7UQyGTtIs0Cy05AWDNHRNxUWoERseHIMhPBo3O1KnyuDOU1rfAaGZQSCWIs6PfuYCweO7qLhJtM4Vc0cdbQCgjOFfp/Pe6c+dOXHnllYiNjQXHcdiwYYPT+/QEO89U4f8yzgAAXrhquHgdIAiCsAevOt4vv/wyvv76a/HxDTfcgPDwcMTFxeHIkSNetMw12BPx9pNLxbYdF6abt5h55ynIvzV6KUTIszqpCe/rCGmaSyYkYFJyGBRSCT67axIkHLAvr9YlNwedIdZ4OxlJSAwLgFTCoVFvQoXG9SmZ4nFn52r8iDj++DvhJfXafXm1aG6TUvv1wUIYTJ4T8zleqkF1owEBCikmJHedPiqII+0lgTXCTgwmi3j+evvmcQhWyXHd+Ph226REBnTbBnD+CF5MTMjOcCU6oxk6I/+bC3Ig2yRNbCnmnsioIBqZFq2Gn7w12u+vkOKzuybhlWtHib9dmVQitnfaeca1c1Vg7UiREObvUC21uxxvQQAUcG3EW/hez7gg4t3U1ITRo0fj7bffdnpfnqKkvgV/XpsFxoAbJybgxkmJ3jaJIIheilcd7/feew8JCbxwUUZGBjIyMrB582bMnz8fTzzxhE37WLVqFSZOnAi1Wo2oqChcffXVOH36tDvNthl7HG+gjTN9oeNtjXgHtVFLba0Jd337p7d+O4sxL2zFsz8c80mhLSF6MX1wBD69axJ2/2UOZgyOxMVDeeGrL/cXdfd2hxEUXZ2NeCtkEiSFqQC4J928yqqmH2Gn4z08VhBY08ANgfgeybbWTF47Lh7RQUrUNRux/bRrRcx+O1mBif/8FXd/cgg1F9ShZhbwWRSTU8KhkHV9apyawjve+3Jr3JKxQPRdNh8rg1ZnQkSgQnS+pqdG4M8Xp2JsYggmJYfhbwuGdbuPGUN4Z3J/fg30Ll6YarvwFai0v4RpsJsj3oIg3YBORMxmDI7EDRMT2j03PZXPXHF1B5DzNbwwZnK4bRoaFzI2gf/uc6uaUGdtOeoKjJY2qeYuElcDWh1vV7TAnD9/Pl588UUsXrzY6X15ArOF4dG12ahvNmJkXDCeWzTc2yYRBNGL8WpxcFlZmeh4//TTT7jhhhswb948JCcnY/LkyTbtY8eOHXjggQcwceJEmEwm/O1vf8O8efNw4sQJBAQ4dlF0FYKquS2p5gDfS/nTvQWiaIuAznov1LZNyVhr3+XDhR1rwp3hQH4tXremU32ytwAj40M6RGS8iclswakyPhV6eGwQ/ORSMfJx8+QE/HqyAhuyS/DYpYNc/9kuVItNiQxEXnUTcqsacVGbNElXYO+Cj8CQaDUUUgk0OhNq3KeN1CVCK72xiSFQ+8nw8Z7z2Ha6EvOGu6ZmnzGGZ344jiqtHr+erMClr9fif7dPECNk5603lYN7UIKfkBwKuZRDaYMOhbXNSHLw5pvof3yXydch3zK5VbSP4zismJeGFfPSbNpHWrQaEYFKVDfqO+2C4QxCWzOFTOLQeU5IST5TrnXpdUmgvIG/ptqiHg7wv1WAF0Izmi0u620t2OGoxkNogAIpkQHIq2pCVlGduGjsLOY21yhXzn2UWokQlRy1XrguAIBer4de3/rhQhtao9EodsVxF+9sz8OB87UIUEjx7+tHQgoLjEbXLXgJ9rt7HJ6gL40F6Fvj6UtjAXxvPPbY4VXHOzQ0FEVFRUhISMCWLVvw4osvAuBvkM1m21pDbdmypd3jNWvWICoqCpmZmZg5c6bLbbaHajsjj0LE+3iJBnqTWVTLFCPebVLNR8YFQyrhUKXVo7RBhzgXiDxZLAzPbTze7rn3duTi2nFxPtMu41S5FnqTBQEKaYdow8zBkYhUK1Gl1bslDVi4qXHFzdugqAD8etI9yuYnSnkHNtEaVbcVhUyCtBg1ckoaUNzk2e+bMYbj1tryUfHBSAhT8Y73qSqX3cDnVTeJ+gmxwX4obdDh6R+OY9Ofp4PjOORXW6NYPSjBqxQyjEkIwcHzddibW0OON2ETjDHRUZ433HFHi+M4TE8Nx4bsUuzJrYVt7rpttFgj3iqFY6JtAyMCIJNw0OpNKGvQuVx8UIh4RwfZ5ninRgYi2F+OhhYjTpRqMNqaKeYsdc38tT00wD4BuraMTwxFXlUTMgtc53gbXZSVdSEcxyub76vzjqbMqlWr8Pzzz3d4ftu2bVCp7LvO2UO+FnjrmBQAh6sTDTi+fzuO9/gux8jIyHDTnj1PXxoL0LfG05fGAvjOeJqbbc8G8qrjvXjxYtx8880YPHgwampqMH/+fABAdnY2UlNTHdpnQwN/YQgL67pG01Orp0JLlRA/qU37HaCWIyxAjtomI44U1GJsYgiMRqNY4x0gl4j7kXFAWnQgTpRpkZlfjSgXKHkfLW7AiTINAhRS/PDAVFz59h6crWzEwbxqcVHA22w9zgsKTRsUDrPZhAvXZy5Oi8TXh4qx7XQlJklduxrWrOdvtqQS5/ebHMbfkJ6t1LrURouFYW8uv+gwOTnE7n2nD+Ad78JGzqMriWUNOtRae/OmhPkBYX7wl0tQrtHhaFEt0q36B86QdZ6flwlJIXjnpjGY8/ounCzTYF9uFSYkhSK/ml8ESQhR9jj2ScmhOHi+Dn+cq8K1Y/maW19bge0t9Jd5K6xthlZnglzKYWCYn1PjnZAUgg3ZpcgsqEXaANfNnbaFv2b5ySQO7ZMDMDBChbOVTThRUofIANfeYpRbF86iAuU22zc2IRjbz1Rjf1410mP4RTJnj7la67U9SOnYPAHAmPggfJsJHDpf67LvT6e33h9IXX/+HhwZgH3u62LXLStXrsSKFSvExxqNBgkJCZgzZw7Cw8Pd8planRGvvrMXFuhw5agYPHude/p1G41GZGRkYO7cuZDLPdvFw9X0pbEAfWs8fWksgO+NR/AjbcGrjve///1vJCcno6ioCK+88goCA/kUz7KyMtx///12748xhhUrVmD69OkYMWJEl9t1tXq6detWl62e6s1As4Gf3sw923HcxgBCrEKC2iYJvty6F2WxfIS1xcS/+VROFrii1prSUIsEgATrd2aDFTqf+pRRwgGQIiXAiOP7tiM9WILMagn++/M+XJXkOZGr7vghh199jjCUYdOm0g6vq7X8GLYcKcbEsa5dDcuu4fet02qwadMmp/bF67/JcKKoxul9WRigNQLBCqBaBzQZZJBxDPlZu1GQbefOavkxFjV5diUxx/q5UX4W/JbxCwAgJVCC43US/O+nPzA3zvla6l+L+M+QtdRi345fMSJYggNVEry1cT+uH2hBcS1/bOVm70PNye73xTXw+9pxsgw//1yMtvdjvrIC29vo6/N2vI4/ZiKVFmT8sqXH7bujsRkAZMgqrMOSGNfN3bkGfr8Wg87h81Kgmb8ubdxxCE3nXKuBkFvG/0bPnzyCTaXZttmj4+d90/6TiK5vH690dN7OFfFjLDhzApvqHIuBaoXvsKAWP/68Ca7QQqto4ffJTCanrysXYqjyXtabUqmEUtkxc1Aul7vtpvuF74+huF6H+FB//HPxKCgU7r25d+dYPE1fGgvQt8bTl8YC+M547LHBq463XC7H448/3uH5Rx55xKH9Pfjggzh69Ch2797d7XZdrZ7OmzcPQUHOR9YAoKiuGTiwG0qZBNcsnG/zSmlhQB6O/XoOusBYLFgwGkajEc8f/h0AcPGMqRjbJlWu5XAJ/lh/HFpFGBYsmOS0zd98nAmgBldPS8eCKYlATjkyvzmK84ZALFgw3en9O4vBZMHjB34DwHD3olmdplLP0pvwyaptqNEDVTrglkWuWw0zZJcCZ44hNjoCCxaMd2pfDS1G/PvYNtQbOMy8ZJ5DQkYAH+G+49NM7MmtxZ9mDMTYYcFAVjZSo4Ow8Iqpdu8vsUSDr/+7D8WNHC699FIoFI6nUtrDud/PAafzMDktDgsW8ItmdeGFOP7TKZRz4S45vrd/nwMUl+GiUUOwYFYKwvJqcduaQ8hpUOAv4ybAsn8f/OUS3HR1z79XvdGM9/+1DRqjBcMmzUJKZIDPrcD2FvrLvNXsKwROncLwpGgsWDDGqX1ZLAzvnN4Grc6E0ibgzmtcM3fbz1QBJ7IQGRaEBQvsP38AQL4qD1m/nYM0LB4LFox02qa2PHX4NwBmLLp0JlIibSvxiDhfi58+PIQSgx/mz58FjuOcPuZW5+8FNFrMnjYRMwc7ptHR9jtMGTsdw2Odv/c4Xa4FsvfC30+JBQtmO72/tkQV1OHrUztcuk9fZevxcmzILoWEA968cWw7YVuCIAhn8LjjvXHjRsyfPx9yuRwbN27sdttFixbZvN+HHnoIGzduxM6dOxEf370YmCdWTxt0fIQ4IlBpl/MyKSUCwDkcLqyHTMZ/PUKNd1igfzv7JgzkU6yOlWoAidSp2mOzheGwVU19+uAoyOVyXJweA7k0B3nVzShuMGBgD7Wv7uZURQOMZoZgfzlSooI6dY5C5HKMSwzF/vxanNNwLv1ODdagv79C5vQ+I+RyUSCpqF6PUfGO1ULuza3Bnlxesfe9XflYMJIvOUiLUTtkY3p8CORSDs1moKLJhBQPCRSeLOfrq0fGhYh2X5I+AM/9dApZRQ1oNgHBDrQ3aktRHV8fmhzJz81Fg6OQHK7C+ZpmvLiJ74SQFB5g0+9VLpdjXGII9uXV4mBhA9JiQ9q91pcdSHfR1+etpIFPT06OCHDJOMclhmLHmSrka113njNa+HOqyolz3NABfHeEs1VNLv0+tTojmvR8bVF8eCDkcttuX8YnR0Au5VDVaEBFowkJbRZsHZ23hhY+jTtC7e/UGIXv8EiJFmOSXJAyLeGz4+RSict/S+lxoS7ZT2NjI86dOyc+zs/PR3Z2NsLCwpCY6P02XfXNBvxtwzEAwL0zB4ndBwiCIFyBx9uJXX311airqxP/7urfNddcY9P+GGN48MEHsW7dOvz+++8YOHCgO823mVZhNfsihqMTeMenUqtHUW0LLBYmqpq3FVcDgJSIQKj9ZNAZLfxKtxMU1zWjxWiGQiZBqlXVWe0nFy86u89VO7V/V3C0pB4AL77VXURy8kC+vv+cxrWpcYLwkL+DwkMXMsgasTnrRM/bg+fbt8nZlMP3CJ480LGbOKVMiiHR/Pd/rMT2mhVnEQTh2kZ9EsJUGBQZALOFYddZ5/vwCsJq8aH8IodEwuHPlwwGAByy9tO1Z3Fpagof6aJ+3oQtFNby4iv2ih52xQTruTlP67rzXLN4jnN8TV5oPXW2olEUpHQFFVZhNbVShgA7MoT85FKxVeKhAte0FRPF1VTOZQS5up+3KztvXEiwvxx//OVip/dz6NAhjB07FmPHjgUArFixAmPHjsUzzzzj9L5dwQs/nkCVVo9BkQF45NLB3jaHIIg+hscdb4vFgqioKPHvrv4VFBTYtL8HHngAn3/+Ob788kuo1WqUl5ejvLwcLS0t7hxGjwg9gu3tpewnl2JEXOtNQpPBDAb+InphupNEwmF0fAgAON1W5pxVXTslIqDdRfuiQbxzsccHHO8ca7upUfHB3W432dpnOVfDubTPss5ovSmVu8bxFm5QTzvR81bo4z7/AnG9S4ZFObzPEVbn93ipe3rxXohWZ0SptT3P0AtE1C4Zxqv9bjlW7tRnWCwMldY2awOCW7MLrh4Th+TwVkeoJ0XztkwdxB9n+/OonzfRMxViD2rXKH0LTlu+Cx3vFms7MZUT57jEMBWUMgn0JguKap3v+yxQbs0YsLWVWFtc6eDqTWborO2knM3CcbnjbVU1l7uiYLwTglXOR9Fnz54NxliHfx9//LHzBjrJbycrsC6rBBIOePX60WKrUoIgCFfhcce7J8rLy/HnP/8ZgwfbttK4evVqNDQ0YPbs2RgwYID47+uvv3azpd0jKJqH2xnxBoCJ1r7CK745ghmv8jVVcinX6UVgjLXm21nH+4w16pp6QQ/jaamtUT1XRi8cQejzPDIupNvtxiaGQCbhUG/gUFzvugUY4WbLVRdjwfE+5WC2gsXCkGX93v80a5DYQkbtJ7O53U5nCFHnY6WeiXjnVvFp5pFqZYcb2StG8orhv52sFHsMO0JNkwFmCwPHtc9CkUg43DY1WXw8Kq77RZ22jE4Ihp9cgupGA85WNkKrM0FvWxdEoh9SY82CcuSa0BmjE0IgtZ7nyqwLV87SYnQ+q0cq4TDYmjXjzKLihQitxBxxvIXsgEPnnXdwhcwnAFApnbsWjE4IgYTjs3GEhRlnECLeMhf1K+9PNLQY8dT6HADA3TNSMC6RUswJgnA9Xjk719fX45ZbbkFkZCRiY2Px1ltvwWKx4JlnnkFKSgr27t2Ljz76yKZ9dbZyyhjDsmXL3DuIHqgWb7Lsi3gDwIw2Yi1N1ot8Qmjn6YmjXeB4n6vU4n+78gC0OvLi/uODEaiUob6Z74PqLaq0epwoa+3z3B0qhQwj43jn8UC+ayIJQOtNqasc76ExvI2nyx2b16MlDahvNiJAIUX6gCB8fMckRAQq8fAlzqXHtUa8NR6J5J613pynRgZ2eI3v6e2PFqMZ2045nm4u3NRGBCo73JTeMCEe01MjcPf0gbjcjrZ8SpkUE5L4RbJXfzmNi17Zjr8dkvICVQRxAbVN/DUhzInez20JUMqQZnVws6z6HM7S7KJymiHR/KLiGSdLoNpSYWcP77YIkeXTFVpodc612RLmSC7lnNJVAYBApQxp1uvAYRdEvU1mq+PthlTzvs4rW06hQqNHSkQAVswd4m1zCILoo3jF8X7qqaewc+dOLF26FGFhYXj00UexcOFC7N69G5s3b8bBgwdx0003ecM0l1HtYKo5AExPjcDfrxiG+SNiIFw/Lxveeeqw4CjnVjVC48ANRXmDDle/swe1TQb4y6WYb40wCsikEkxJ4Z2LP3K9k25utjDc9clBAMDgqEAMsCHiMTGZv9E64IIIh0CLm1LNKzR61FtrBu1hx2newZuVFgmFTILpgyNw8G+X4O4ZKU7ZNSRaDYWEob7FiJySBqf2ZQtC7evATlSKOY7D/BH8MfnLccfTzSu1wk17x9+j2k+Oz++ejL8vTLe7T6uQbp5xogItRguMFg5/WXcMTXrHo/NE36PFYBbPH65yvAFgXGIIAIiZL85QqdXh8318iZez57i0aOfLaC6krIHPXrLl/H8hUUF+SAjzB2POL1KIixMuug6MTwoB4Jp0c6OFz8qSuSnVvK+SXVSPLw8UAgD+tXgkpZgTBOE2vOJ4//zzz1izZg1ee+01bNy4EYwxDBkyBL///jtmzZrlDZNcTo2D4moA72zcPSMFq28dj//dNg4zoi24+6LkTreNVCsRF8LfUAg10Pbwxf4CNOpNGBwViG+XT0VcSMf6w2nWOu8/vFTnvflYGY4WNyBAIcXrN4yxyTkSHO9DLqqdAwCdGA1yzc8mUCkThb4cSTcXhIKmprQKqdnrOHaGUibB8FA+cvLz0TKn99cTlRpr7WYXkazLhvN13ttOVcJgcqyffIX1M6LVjqfgd8aUNnMvk3AIkDHUNhnxxX7bNCoIz2C2MDHi7A1qmvjjTyGVONw6sDOEhdfDTjredU0GLPrPH2KmllLm3DluiJNlNJ0h1HhHOVhGMz7RNfXUQqq5ygkBuraIdd6Frot4SyWUam4rZgvD3zfkgDFg8di4dud0giAIV+OVs3NpaSnS09MBACkpKfDz88Pdd9/tDVPcRpUTEe+2zBwcgetSLAjqRsRljDXqYW+6uclswbeHigEAy2cNEkXdLmS6NfX94Pla6E2eL2LdlMM7f0unJWNkD2nmAuMSQsCBobC2BZUuqJ0DAJ3JtZEOABgqCKw5cIMqpP6PSXB9LdrYcP4G7qejZbC4ubZfiEZHqTv/rYxNCEWkWgmt3oQ9DmZdCGmqjt60d8Xo+GBRpfqeGclYmMgvDHx9sIgE13yE+mYDbnhvL8b9IwOrNp/0ig17zvHK90H+MpcsjgmMTeDPhyfLtKL4oyN8sb9ArKEGgFFW0U5HSbeKJOZVNbariXYG4TzR1QJdT4y3aqc463gLWhMqF3W3GGs9fx8v0Th9fRXe7+fkwkl/4ov9BThWooHaT4aVC4Z52xyCIPo4Xjk7WyyWdj0mpVIpAjzUL9hTVDQ4Xo9mL2OtUQ8hha7ZYMLrGWfwesaZbm961vxxHuUanZim3BWDowIRqVZCZ7TgcEG9Cy3vGV2b2l4h5dgWgvzliLWWxR8475oWMsJcKl3oeDsqsNakN6HGGsFLDHdNe6K2DAthCFBKUVLf4pKsAb3JjEe/zsaCN3d1UMgXFqkiu3C8JRIOc9P5qPcvxysc+nzB8Xb0pr0rZFIJvl0+FZ/fNRmPXpKKceEMfnIJcquanBY8JJzHbGG4/aMDorP13o48bDnm/iyOtuRXN+HJ748CgF1tsGwhIdQfajmD0cxwzImykO3WspXnrkzHd8unilkmjhKlViIiUAELA045qGFxIc7+hoWId1ZhnVNCoc0uEKBrS1K4CqEqOQxmC06WOZchoLcKgLryGtWXqdLq8eovpwEAT16W1uU1iCAIwlV4xfEWxM8WL16MxYsXQ6fTYfny5eJj4V9vpbpRD63eBI5zrB7NXlqVzevAGMOLP5/EW7+dxVu/ncUtH+zrst70m0NFAPgLTncLBBzHYZq1ltXV6eaMMeQUN4jt1y5k55kqtBjNiAvxx4i4oE636YqUIP7myhVKtoDra7wBiMI69gqsCT2pg/xkTre06QyFFJg/nBca+9IFadOf7yvE+qwSnCjT4E+fZ6K4rrXNkJBqHtVNGvjlVlu2HCtzSN1cTDXvpMbbWaKD/DB9cAQ4joOfDJhrbeW22ckWaITz/HqyAkeLG6BWyjDPunjz9w3H0NDinMCWPXxgFa4EgPtnD3LpvjmOQ3Igf55zNJKrM5rFjhGz06IwITnM6ag8x3Fi72xXdEcwmS2o0jr3G06LUUOtlKHJYMZxJ2xqTTV3zXWA4ziMbbMo4Aw6injbxapNJ6HVmTAyLhg3T07ytjkEQfQDvHJ2Xrp0KaKiohAcHIzg4GDceuutiI2NFR8L/3or2dbIc2pkoMsjHJ0xIq61rdHJMi3WHS4WXztcWC+u6LalSqvH2cpGcBxw/YSEHj9D6Oe9N6/GdYYDWLkuB1e+vRuzX9veoUa9UqPDvZ9lAgDmDY+2+2ZwkJq/IT2Q76KItzWa4K5Uc3tSugXHNb4LtXtXcMsk/rj46WgZyp1sV/TT0VLxb63OhEfWZsNktsBotoiR+6hubqinDgpHYpgKdc1GfLm/0O7PF9otdfcZrkJwvDNOVFC6uZfZdZaP5F43IR7/uXksBkUGoLrRgHe2nfPI55vMFmzM5o/9L++ZjCUTE13+GQOt57nDDjptR4sbYDBbEKlWIsmF2TPCQumJUucFGmuaDLAwvlWZI51CAP69ghjizrOOLyA3u7jGG2hdPHdW+M3VLS/7MpkFdViXVQKOA168egSkpARPEIQHcL9X2Alr1qzxxsd6jCPF9QA6tuZyF35yKSYNDMfOM1X4dO956IwWqBRSvHPLONyx5iC+3F+IP18yuJ2abm4V37c7IVRlU8RUuGE5UlSPRr3JaYEgrc6It38/h7UHi6yPTXj0m2xsfniG2KLlwa+yxO2vGGl7mrmAEPE+Wa6BRmdEkJ9zkWG9i1MMAWBgRADkUg5NBjNK6luQEGbbjW9RLR/xFsTZ3MGIuCBMTA7FwfN1WJ9VgvscjNY1G0ziosqX90zGnz7NxKGCOvzn93OYmBwGs4UhRCVHZDc31HKpBMtnDcJT63Pw5f5C3DV9oM0LMQaTBbmV1j71kWqHxmAPMwZHQCGVIL+6CblVTUiN6tgmzV5e3nIKX+wrgNHMz1WISoGwADleWjzK5mOmPyIsuk1JCYdSJsXfr0jHHR8fxP925WFkXDCuHB3r1s8/VqqBVm9CkJ8Mkwe6R7QpWS1EvOvBGLN7gfKgtRRnYnKoS+vPxYh3ifMRbyHNPDJQ6ZSDNDstCltPVGDn2WqkxDu2jxYX13gDwFgHdVouRKjxdlYcr6/DZwaeAABcPz5ebMtKEAThbujs7AbyqpoAtNbveoKZ1hptwZEdGqPG7CGRSB8QBIPZgp9z2tc1CjamdNLCqTMSwlRIDFPBZGE46GQEuaHFiIX/2Y33dvIpmNMGhSMsQIFzlY3Yaq3hPVepFW+a/+/60ZhgFcaxh2AFkGhtIeOKVi2tfbxd97ORSyVIjeKPE6FPuS3kV/PfX3KEe7URrhnL351uPFLaw5Zdc7xUA5OFISbID9MGReDFa0YAAN787Sxu/XA/AODSYdGQ9HBDvWhMLFQKKfKqm3DQjvKBMxVaGMwWBPnJkBDmvoUKgUClDFPatBlzlsyCWqzenguNzoQWoxllDTqcLNPgj3M1+NNnmThf3YRfT1Q41E6wL6M3mXHOuuAi6GDMTovEkgkJYAx44rsjOG/9HbkLoTfzpIHhbouoJQTwPaWrG/Uormux+/3CeXaiA+fY7hhhdbxPl2thNDvWjUCgvKHrdoD2MDstEgBwpLgBTQ7+XFqvA65zvEcnhIDj+NaK1V2UXdkCRbxt46ejZcgqrIdKIcVj89K8bQ5BEP0IcrzdQEEtfzOX6MFI1IXiaMNjg8FxHBaPiwMA/JBV0u51IeI9KNL2aJxQ5+2osrTAMz8cQ0FNM4L8ZFg8Lg4vXzsKN0/iUzA/2XMeZgvDj0f4hYJLhkbh2vEOhiYATLC2anF2sQBore1z9U3NSGtKpj3iSOdrrI53uHsd7/kjYiCXcjhZpsG5SseEfwTnRoj8XjUmrl2kMSbID3+/omc12UClTMx8+NGOhQBhXkfEBbs0otcdrWJwztd5C7+FqSnh+PHB6fjqnilYtXgk1EoZTpRpMPu17bj700O4+LXtotK9L5BdVI8XfzrRQUzPUxTUNMPCALVSJoomcRyHfy0eiSkpYdAZLXjrt7NutaHIWhIyKMp9v1OFFBg2gF+8szfdXGc0Y38+Xz4kZDW5ioQwf6j9ZDCYLThb0ejUvirE+m7nNFNiQ/yRFq2GhQGnGxw7FxitLbsUUtfdPgX5ycVrcbYT6eZ6NywO9zV0RjNe2nwKAN/NxRMCuARBEAJ0dnYxjDEU1PA3W+6ORrYlLVrdTu01PZZ35hZYHZXDhXWob27tY+uI4z1VdLwdr/M+V9mIH7JLIeGAT+6chNdvGIOEMBVunJQAhVSCA+drccVbu/Cm9YbY2VTQCUkhAFrTKZ3BHeJqADDS2sYtxx7HW4x4u3dxJzRAgZmD+SjRxiOOqUELv4e29aNPzEuDzBoBXLlgKEJUtvW7XzCKP55/OV5uc038SWsmQVft8tzBZenR4Dje+SxrsD8K2ZZ9Vl2F26cmYWR8MKYOCsdNkxLx6vWjIKwjyCQcqhsNuPezQ9D6QOR7fVYxFr/7Bz7YnY9bPtyPbacrPW5DnvUclxIZ0G7BRSrh8JS1bdD67BKcrXBdr+kLKbWKIMaFuDfTYpw1om9vZk9mQR10Rguig5RIi3ZthhYvsGZdVHSyzltoCekKJ0mIep+od8zx1pv4qLLCxencY0WR1HqH9yHYppRRxLsr1vxxHiX1LYgJ8sM9M1K8bQ5BEP0McrxdTH2zEVodXwPmyYg3x3GYMzRSfCzc8LRd4W8rKGNvqjnQ6nifKNOgrsnQw9ad810mL/x28dAoUckV4EXCXl8yGnIpJ7bW8pdLcWm6c21thIj3kaIGp/rcAq2tWlwd8RYcwpziBpvEuIxmC4qsKaUDPbC4Iyx+/Hik1CGxsM6i84nhKqy+dTxevHoEFtmxuHLRoAiolTJUavU2R/fOWx3/FA8uhEUF+Yntiz7f57gqvMlsERfJRl1Qh3j5iAHY+cQcHH56Lg79/VLEh/qjuK4Fa/447/DnuYJGvQnP/nAcFsb/hhkDVnydLaZ9e4pc8RzXcXFxVHwI5qVHgzHg8e+OwmByLhW6K0o85HgLTpu9EW9hUWdqSrhbskGEdHNnMzEqNK5JNQeAWVbH+1Q9Z5egpYCQNi93YcQbQKuyeZHjZVE6inh3S21Tq7Dik5enuVSvhSAIwhbo7OxiBCcjOkjp8Tqr2WlR4t9D2kQvZlsd8u2n+KhTi8EspkDaI/wUpfbD4KhAMAYxPdFeMk7wqbdXj43r8NrCUbFYe+9UBPnJkBIRgI+WTXRaxC05XIWIQAUMZotdEeULMZktMJjd43gPGxAEmYRDTZNBVN/ujuK6FpgtfL/o6G5acLmKuenR8JPzYmGOtOHpLOIt7PfWKUl23fArZBJcYme7rsJa/vPd0e+8O260lk+8uz23g2K/rRTUNsNoZvCXSzGgk2hfQpgKYQEKhKgUePLyoQD49lVCWYQ3+D6zGBqdCSkRATj89FyMjAtGXbMRt324v13WjbsRdBC6Wpx6emE6gv3lOFJUj6c3HHOLAn1pPf97jnW3420V5zpZprWr3Z7wex7v4vpugeEOlNFciNFsETUdBgQ7P48TksKgUkihNbRjx9MAAEmZSURBVHI45UC2g9FNEW9BjPVIUYPDfcYFx5si3p2zevs5NOpNGB4bhKvHdLwHIQiCcDfkeLsY4SY/Kcxz0TWBS4ZGYdm0ZLxy7ah2zuHsIbyjsuNMFSwWhtyqRjAGhAUoEGFna5bWft72O96l9S3IrWqCVMJhxuDITrcZnxSKvSsvwa8rZrmk5pDjOFE0yJm2YpXWGkOZhHN532w/uRSDrQsltiwOtD3GehIkcwUBShkuGcpnHvyQXdLD1u1hjLVGvF0Ucb58RGu6eU/OktnCxNZrSW6uh7+Qa8fFYdHoWDAGrNp80qF9CLWxg6J6/q4XjhyAhDB/aHSmDmKKnoIxhs+sEf6l05Lhr5BizR0TkRIRgLIGHd76zTNtvID2qeadkRCmwhtLxkDCAV8fKsK6w/Yd2z3RbDCh1poZFOfG7gMAMCDYDwOC/WC2MBwpst3JLbD+Nge66bchlNEcL9XA5KDA2vs785Bf3YSwAIW46OYMCpkEUwby14RdZ+2/jgkLsAqpa8+9Q6IDoVJI0ag3iVku9iKkmlPEuyNlDS34ZC9/bnrisjSPXDsJgiAuhM7OLqar6J4nkEkleG7RcNwwsX1f7gnJoVArZahpMuBoSQPOWFf5BzvQ5miqtZ+3IwJrQtQjLVrdrfMaoJS59KIoON7O1HkLKaMDQvzcok4sCKzZEhmtbeIXAcIDbauLdgWLxvDp4OuzSu1SKC6oaYZWZ4KEc13pxcwhEVDKJCiuaxHLErqitL4FRjODQippp4HgCTiOw1/nD4VMwmFPbo1DUT8hFVhI2e0OiYTDjdY+0V8dsL/XuSs4XFiHc5WN8JdLRWHHiEAlnr9qOAA+7b5S61xPeFvJs0a8UyK6Ps/NGRqFFXOHAABe2nLK6XKUtgjRbrVS5nQrQ1sYZy2rsTXd3GxhYltCd12vUiICofaTocVo7vG32hkanRH/3Z4LAPj7FcNs1oLoiRmD+UXdXQ4I/7kr1VwmlWBUPP87z3KwJ7sY8SZV8w785/dzMJgsmJQchllDOl/4JwiCcDfkeLsYbzreXSGXSjBjCO8wbztViTPWKNoQB8R0+FpAvn5SqLuzlXPWVfzB0c73NbaHSdboRub5OodT+Erq3FurOTI+BIBtEe/6Zl48K9RFN6G2cPHQKEQEKlDdqMe2U7YLZQnq4xelRrgsRV+lkGGGVcW/p3ZdQnZAfJi/29o5dUdsiD8WWgXhPt5z3q736oxm/HTUqu4/zDatg+vHx0Mq4ZBZUOf2VlmdsXo73yLwilEDoG7jbE5PjcC4xBAYzBZ8Y2156E5qmwzi76QnHYR7Zw5CbLAfqrR6l0a9xfpuN0e7BcZZa4QP2yiwVq7RwWC2QCbhMCDYPYtSEgknplBnOSAa9vm+Amj1JgyOCnRpavCMVP78kVlQj0a97an5gPvE1YDWOu9DdrRLbIvQToz6eLenoKZJPO88flmax7pbEARBXAidnV2MkLqX6OG01p4Q6r+3n64UVXyHOOAAB6vkYvTN3qi3IK5kj5K6Kxg2IAiBShm0ehNOlfdco2w0W/DjkVLsPFMlpjIL6crxoe5ZUBFSMo+V9CywVmd1KEJU7o+iCcilEiwex7d1++aQ7Y6T4Dg6q05/IUK7rp4cb3EhzINChxdy65QkAMCmnDI02XGTv/FIKaob9YgN9hOVmHsiKsgPU1P4aJ670s0tFoaG5o7K6SdKNfj1ZAUkHHDf7EHtXuM4DrdPTQYAfLG/0OG0Y1sR0szjQvx7FFBSyCS426pu/NEf+S6r9RYUzd1d3y0wzlrnfbiwzqYxFNYI5zR/yFwcvW2LKBpmp+J6k96Ej3bnA+CPJ1dmQSWFqxChZDBZGPba2aVDaCfm6og3AEy2LhLvya1x6DjUmdzT8rK388avZ2GyMMxOixQX4gmCILwBOd4uRGc046g1Yjk0xrWtWZxltjW16khxA/Za01dToxyzcVoqf2O/7VSVXe8TbvQ8ocTdFqmEE9Mwbenn/cwPx/DQV1m4/aMDWPT2H9ibW+N2deKhMWpRYK24rvv2U4JAlScj3gBwwwS+hGHb6SqxvU93VGp0OF2hBccB85xUp7+Qi4fy7bpyShq6bddVUMsvhHm6vrst45NCkRyuQrPBbLMgHACst0Zfb52aZNdN/pWj7e91bit1TQbM/fcOjH5hK57beLydcyAsyMwfMaDTxbX5I2MQFqBAWYMOu93c29verg3XT4iHn1yCc5WNOOxEH+W2lImOt2dKHIbHBkMhk6Cu2SgKy3WHkPIf46Zot4CwIGBvxPvd7edQ3WhAYpjK5Qt3ADA0hD92d56x7zpmsDq37oh4T0wOg0zCoaS+RVw0tAd3dd7ozZyt0GKDVZvk8XlpXraGIIj+DjnebXC0RZbA4YI6GEx8T1RH6qfdSVSQnxhVbbYqHjsS8QaAeekxAPi0db3J9ppIQaDM3Td6nTEp2ep495DCd6JUg68OtEZ0c0oasPSjA/g+k79wuytt1E8uxXDr99NTjaY3It4Ar4A/PikUZgvD9zak5AoLPMNjg1xWmykQqVaKqbW/dhP1FhZ7PNna70I4jsN14/lsgW9tzBYwmCxiT+b5VjE5W7lseAxkEr4tn6tbeP13Z67YpuvjPefxrrX+FmjNPhBquy9EKZPiSmva/Q/Zrl8UaEtuNT9uWxf51H5yLBjJ22brd9QTVY389SQy0DPnO4VMgtHWGmFb9CyqrfbZK7BpL0KqeX51k83X2IKaJry3gy9b+NsVw9wSXR5mdbx32Ol4CxFvhRtsClDKxIjsT0ft/420qprTrZ3A29vOgTHg8uExYutOgiAIb0Fn5zYcKnBcfAtodZgmD3RPT1RnaXtDHB6gQLiDN1xjE0IQpVZCqzdhj41peowxMcISpXbvjV5niMrm52u7TeH7/jDfZ3z+iBhkPDoT01MjYGjTSix9QJDbbBR6jvdU3+etiDcA3DCh1YHsKRUyyxo5nJDkntQ+Id18azeOt69oLiweFw+OA/bn16KotudI1pkKLQxmC4L95Ui20/YQlUKsgXfk5r07NufwEfvp1hrZ/9t6GtlF9ShraEFJfQukEg6TU7ruRnCVtY3gL8fL7Wp7ZS9ixNuO7Jol1oyOH4+UusQ2QQQxzIMiiFOsc29L+nRNI2+fux3vEJVCzDywtUf1zzllMFkYpqSEuTxbRmBwMINcyqGwttkuPQRBXM0dEW8AuMb6G1l3uMTudHOhXt3ZNpx9hfzqJjHz58GLU71sDUEQBDne7XCm3RQAMUXY1vRGT3NNm97ZzU70+ZVIuFan57htqbNavUkUfonyQO/pCxmdEAK5lEOVVt9tGubvVuGwq8bEYXC0Gh8snYA0qwhdalQghse6z/EeLzjePdRC1gmOd4BnI94AcMWoWKgUUuRVN3WZPcAYQ8aJClFMTFDqdTXCMbgvrwYaXceaY8ZYa+s1LzvesSH+Yu31hqyeswWOl/IlKyPighxaxFs4ik/NFWrsXcG5ykYU1jZDLuXw3m3jcdWYWFgY8PcNOeK5c9gAdbc3/WMTQpBkTbvvqT7fGYTfeIodehKTBoYhIcwfTQYzfjtpu4BgV9QIEeUAzzneQgtGW2qEBfvCPWCfkJ2SZWMa/3ZrGdPCUbFuW8RWSlvT4O2Jegviau6IwgPA/JED4C/nz7HZdqbnC9f1AHK8AQDvbjsHC+PFQSnaTRCEL0COdxu+OlCE17eexh4H6w9LG/iIrqfEdOwlRKUQo6rXdJEOaiuXDefTzTNOVNikFF6p4aMraqWsR7Ejd+Anl4opfL+e7PyGv1KrQ351EzgOopPkJ5fi3VvH4Zqxcfi/60e7NZNB+G5Ol2ug7cSRFKhrElLNPR/xDlTKcKXVqVvbScsqxhie+O4o7vn0kPicK/qxd8agyECkRAbAaGbYcbrjjXNdsxGNehM4zn2iePZwrVWcbl1Wz5EsIVKf6qAQ4dzh0VBI+ZploX2gs/zn97MA+IyeAKUMTy9Mh9pPhmMlGjzx3VEAPWc3cByHq6z1uu5KN9cZzaLI5SA7Sn44jhOPbVfUx9dY06odzSxyhHGJoVDIJKjU6sWSgK6oEdsSut++sVYH1xa1bouFiQtPk90shCWom9tT593aTsw914JApQyXj+Cvr/ao7DPG0GTN1AhQUo13UW0z1lsXOSnaTRCEr0CO9wW89fs53PzBfny697zd7y11swCXK1hzx0T8/YpheMzau9ZRpqSEQ+0nQ3Wjwaa+sUKaeWSQ59PMBS631sp+uDsftZ3UGmZbozFDotQIblM/PSgyEP9eMgajrbWK7iIqyA8JYf6wsO4jQ95MNQeAmybzvaJ/yikTbQF4MbUb39+H7zL5dP3RCSH4y+VDMSDYfb+H7tTNBecrJsjPJ8SGLh8RA3+5FPnVTT0KTQnZM45qCgT5yTHTKqjoiqh3bZNB3M9fLh8KgE9RfvRS/jxisEYBJ1i1FLpDSDffeabKaV2NzjhZpoHRzBAeoECsnXoSQr/67aer0NDS9eKXLVRbU7nDPBjx9pNLxQW8vT10nWhdGHC/fYIDfbiwrkddkJL6FjQZzJBLOSS7WYhT6Oe9N6/GZr0SgxvbiQkIZWE/Hi0VP68nmg1mCOt5lGoO/HdHLkwWZm1l2PN5iSAIwhOQ490FL/x4AjnFPfdUFmCMebx9jCOo/eS4e0aK01EOhUyCS629hX+xQalZ6PkdE+T5NHOBa8fFYVBkACo0ery8+VSH14X01DQvKtKPt94gZHaRbm4wWdBkTScM9bC4msDo+GAMjVHDYLKIEYVT5RrMe2Mn9ltTjm+dkoj1903r0FbK1Qj1n9tOV4qRKAEhzdybwmptCVDKMN8ayfreujjRFYKKvjOReqF/+M9HS51ukbUntxpmC0NatBoj25QO3DY1Caltosq21PMPiuRLNkwWhk3HXN/yTEjPHZ0QYneGSlq0GoOjAmEwW/CLjWU0nWEwWaDV8dFHT6Ryt0XI1ulJf0NMhfeA4z0oMhARgUroTRZxgbMrhAyNQZGBbkvnFhgarUZEoBLNBjMybeydLdZ4u9G2aYMiEKVWor7ZaHMavNCqUMIB/j6w0OhNyht0+PYQf459iKLdBEH4EOR4t2H5zBQcfW4eFoyMgcnC8PcNObDYkEYNAJoWk1hfNcALqt3e4LLhvNOz5Xh5jzf2x0v4/tneUDQXUClkeOW6UQCAbzOLcLS4vt3r563pvfaKWbmS8VYRuK6E/upb+JtlCcdHNb0Bx3G42Rr1XnuAF1lb8fUR1DcbkRyuwg8PXIQXrx7p0r67XTEmIRQRgQpodSbsz2s/Z76gaH4hQi/0H4+UigrEAGAyW5BT3CBmYrT2jXd8Ee+SYVFQyCTIrWrCaSfTzQWxrousqbkCcqkE/7pmJFQKKS4ZGmXz73uRNd18oxvSzY8Ijnd8iN3v5ThOtM2ZdPO2pSJB/p79nQrtHvfl1XR7/RKyDTyROcNxHKakhFnt6l5LRVjA9sTvViLhMHMIf0zvOGubg+uJiLdU0noc2qIJAbQKqwUoZD4p7upJ1uzJh8FswcTk0G7FHgmCIDwNOd5tePCSwQjyk+O5RcMRqJThSHGDmDbbE0KEKjxA4RNprZ5g5pBIKGUSFNe14ESZpsvtzlRoscYqtHXx0CgPWdc545PCsGBkDCwMuOn9fTjUpu2OkJrszZ7PQkpmZkFdO8dMoN7aSizYX+4Rx7YrrhoTB6VMgtMVWny6twAnyjTwk0vw3X3T3J6S3xaphMMlQ4V08/YRynKN72kuTB0UjrgQf2h0JrFt1blKLWa9uh1Xvr0bM17+HbvOVqHCqongTNmK2k+OWdZ085+dTDc/Vc477qMTOgoUTRoYhkN/vxQfLpto8/4WWp2KA+drUdbQc094exAi3mOsdcX2IvSM3pNbI6aL20urEySF1MO/01HxIVAppKhrNorf24UwxtBorQcO9PNMWrKouJ7XfQq8cOxHeyg7SviNdKYT0RlCOzF3R+OvtpZk/HqyolPxyAtp0pOwGsAven25j9cf+dNM92ZcEQRB2As53p0QpfbDw5cMBgC8vOWUTbV+vSHN3NWoFDKxjvSX410rFL+/Mw9mC8Olw6JxxUj7ehK7g+cWDceYhBA0GcxY/nmmGGUUBK2SI7wXIR0cFYhItRI6o6XT2nlPRqm6I9hfLgrsPbvxOABgbnqM21sTdcalbeq822ZeCDfwUV7UFbgQqYTDvTNTAAD/3ZEHo9mC5388IS7cNRnMuO3DAwAAP7nE6frg1nTzMofTzRljYvpvV2UYKoV9N/txIf6YmBwKxoBNNpSq2Ep9s0HMXBntoJp+ckQARsUHw2xh2JTj2IKFkGbuDSdILpWIQpI7u4jitq0HVis9E5EXRBYPF9Z3uqgoIJQlRXvodzs9NQIcxy8uVWp6XgQyuLmdmMDw2CCkRgVCb7Jgiw2/EXGxp58Lq319sAhavQkpkQFeX+gnCIK4EHK8u2DptGQMigxATZMBb/x6psftSxv4G+f+kmYuIDhfXbUVM5haayXvmTHQJ1LgotR++OqeKRgSHYjqRgP++fNJ6Ixm8TtM9mLEm+M4XCS0BDrXsUazrllQNPdOmnlbrrf29BYQUkk9zfTUCPjJJSht0OF4aWvmhSDoF+2F9nXdsWRiAiIClSipb8G/M85g19lqSDhg66Mz22ULJIapnP69XDIsGgqZBHnVTThRpsHGI6V4fetpnOwmQ+VCzlU2QqszQSrhMNCFYldCKu1PR13neJ8s4xcIEsL8nVL9dzbdXKi39VQ0+ULmpPEOh9Ae8UIa29QD+8k9cxuQEhGASLUSBpOl2zZZlVphwcwzv9vwQCVGWltN2VJPbXBzOzEBjuPEFqC2pJs3UQ9vmMwWrPnjPADgnhkpXs0KIwiC6AxyvLtAIZPg2SuHAwC+2FfY40q4UE/anyLeAHDpsChIJRxOlWvFVO22nCjTQKszIVQlx8Rk7zhmneGvkOLla/l673VZxVifVQLG+FIBT6oQd8Y0ax3t7k7a2nlb0bwt0wZFtItKeev79VdIMWMwn3nRtlVca+TMtxxvP7kUt1hr5N/dngsAWDByAIZEq/HfW8dBbXXWhsY43zM+UCnDnDR+bq54azf+/FUW3vr9HBa8tQvP/HCsRyVnxhj+tuEYAD4bQylzXTRtwcgBkEo4HCvVoLLFNfsUI/PRzgkk8v2jgYPn68R6e3sQHFu1l5wgIdKXWVCHhuaOGVut0VHP1QNzHIdp1kXFrhYEAO/8bmdbFyq22tBbXhBXU7o54g20LgDtzatBeQ8lGa2txPqv473pWDlK6lsQEagQFy0IgiB8CXK8u2HmkEiMTwqFwWzBJ920F2OMYdtp/kaisxrIvkyISiFGOjtTARaEjsYkhPjc6vPYxFDMHxEDxoCV63IA8PWq3o7KCwJWR4vrO9T21Vodb2/08L4QqYQTMx4AXoXYW1zYVsxsYai2qjb7Uqq5gOB4CyydlgwAGBDsj62PzsSLV4/A0wvTXfJZV1h7UwuMT+JTvD/dW4A/f5XVrQDX3twaHMivhUImwb8Wj3SJPQLhgUrxWD9c7ZrfnOB4D3HS8Y4J9sOUgbyT6Ei/8baOrTdICFMhNSoQZgvrNN3cW9HRy63niw1ZJV0u+ggRb0+lmre1a+eZKnFuusJTEW+A/x6FkoyNR7qPenv7mPM2jDH8b2ceAOD2qcn9RmuHIIjeRZ9wvHfu3Ikrr7wSsbGx4DgOGzZscNm+75kxEADw+b5CNBs6XpDNFob7Pj+M3KomSDhg1pD+V1MkOF+d1aEdsSqHe1Jwyx4em5eGtusBs63RQW8SF+KPgREBsDBg3wUtgSqtdcuRat9wJh+8OBUTkkLx5OVpHheRasslQ6Mg4YDjpRqU1LegpK4FZguDQibxSt15T0QF+Ymt0AC06zM7INgft05Jctl3fPnwGNw2JQkPXZyKX1fMxPf3TcOaZROhkErwy/EKUfiwM4R2X9eOi3dLL1whopdZLXG65RmAHmvR7UGImK07XGy3bUKNtzfTfoWo97ZOosvectIuGRaNmCA/VGr1WHe4oyOpN5lFzQ1PlogMG6BGUrgKepNFXETvDJPZApN1ocoTEW+gVWRtfVb3C0D9PdV8f34tckoa4CeX4NYpSd42hyAIolP6hOPd1NSE0aNH4+2333b5vuemxyApXIWGFqPYF7It6w4XY8vxcsilHJ5ZmO71NGVvMC+dd7wPF9Z3SMnPdqK1jydIjQrENWNba5WFlENvc5G1JdC2C5R2hXTDKB9xvKPUfvjuvmm4f7Z3e6WGByoxPol3DH89UYGfraJYQ6IDvbog0B1PXp6GoTFq/OuakW61USGT4B9Xj8Bj89KQGsU7pHOGRuGZK/mI+mu/nEZRbefp1LvP8uUOl7hJpOiy4XwNeqWOw4ky51qeMcZwutw1EW8AmD8yBkprO7ZjJbbXxAPer/EGWuu8t5+p6pDV0Ogl8TeFTIJ7RHHBXJisadsCVdZot0Iq8aiOBcdxuHwEfx3b3I2QmaGNvUoP1cZfMXIA5FIOJ8s0OFXe9XHYKKqa989I7yfWBcRrx8X3y/swgiB6B33C8Z4/fz5efPFFLF682OX7lko43D2dj3p/uDsf5jY3MIwxfGw92T86dwiWXTTQ5Z/fG4gJ9hMj2lvapJs3NBuRV8XXfY/x0Yg3ADx+2RAMiQ7EzZMTfaYeWFjMyDhR3u6YE268Bkd7L63bVxHSzTcfK8OHu/mUw2XTfPc3mRqlxpZHZoo90T3NzZMSMXlgGFqMZry85VSH1xv1JlEh3F31+2o/OeZY+yj/lOOcyFqFRg+NVQQuJdJ5ETi1n1w8ptZl2dZWUqDRB6KPE5JDofaTobbJgKwLxMyEemBv1KDfNCkBoSo5CmqaOyjaiwuLQUqPl/zMH8F3ANh2qhIths7T4PXGNo63C/UOuiNEpRAXUTZ0E/Vu6sep5mUNLWJ9vlC2QxAE4Yv0vzM0AL1eD72+tT+rRsM7M0ajEUZjRyGaq0bF4P+2nkFhbTN+ySnF3PRW4ZrjpRooZBJcN3ZAp+91FmGf7ti3K1kwPApHiurxfWYxbprAp8ZlnuejZUlhKgQqOI+OwZ55i1DJ8POD02ze3hNMSAxCsL8M1Y0GfH2gANePj4NWZxQdoSGRKrfZ2luOuQuZMyQc/9oE7Mvje7OHquS4Ynikx8bRG+ftb/PTcNXqvfjpaBnumFqNUW1acJ2zLvKEquRQyd03rvnDI/HLiUr8dLQMT8wd7LAWxIkSvv1ecrgKEmaB0Wjp4R09s2hUDH46WoaN2aV4cm4qZDbW9TZYtRj8ZRK3Hg89HXOzh0Tgx6Pl2JhdjFGxrYt1on1y99rXGXIOuH1KIt78PRfvbjuHy4dFiE52QXUjACAuxM/j85YerUJ8qD+K61qwIasI143rKM6lbeHvG+RSDhazCZbutQldxsKR0dh6ogI/ZJfg0Ys7V+vWtrj/mPPVc9uX+wthtjBMSQlzSbYLQRCEu+iXjveqVavw/PPPd3h+69atUKk67+E8IVSCX1sk+L+fsmA8b4bZAryaIwXAYWyoCXu3/+pWmzMyMty6f2dRGQAJpDhS3IA1329CtD+wuYgDIEWEpBGbNm3yil2+Pm/dMTxIgj0tEvxtwzEcyDqKGH8AkCJcybBvh3uPN6B3zt0AlRRlzfxNaWqAHlt/2eJxG3rbvE2IkOBglQR/+WovHky3QAg0ZtXwv99gicGtv1+jGVBKpSjX6PHMJ1swLdqxWu9tpby9arPWZfaaLUCgTMq3lVz7C9JDbbPtVK4EgASlBeewadNZl9jSHV0dcwMM/Jx8d7AAw815ELKQD5fwz9dXl3vl3BxjAhQSKU6Va/H6l1swzDqvvxfzdrHGGo/YdeG8jVVzKK6TYvXWY1CVH+mwfVULAMgggcWj82a0AH5SKcoadHj7681I7UTD9ex5/pgryD2NTc0dM1hcQXOz/Qr/7kZvMuOrA4UAeFE1giAIX6ZfOt4rV67EihUrxMcajQYJCQmYN28egoI6b+EzTqPD9v/bhVwtkDRmOs5UNKJs/zGEquR4666L3FZTZDQakZGRgblz50Iu937v5u74VXsYO85Uo0Y9GCOGROCXfQcBAFdMTseCKZ5Np+1N89YVM/UmPPfjSfxwpAwbClrTGmcOi8WCBa5VmG5Lb567kqB8vPIL7+jcOXccLh3muZr93jpvY+pbMPfNP3BOAwQNmYAZg/nU74IdecCZcxgzyAPHW8lv2FrC4es8KSaPH4krRw2wez+/f5cDFJRhxuhULLjYdZoDWdwpfLavEMXyODy+YJRN7/nxiyygqgoTx4zAgokJLrPlQno65uaaLdjy1h8orG1BRdBQLJ/F11ef/vUcUJiHtJQkLFgwzG32dccZ+Wms2VOALH0EHlswEQCw54fjQFEJJo9w7Xd4IV3N2+QmA7a8ugOFTUDi6OkYEdf+fuBMhRbI3osAPwUWLJjjNvs6Y7/pOL7NLEGFfxL+vGB4h9fX1RwGaqoxccwoLBjvnlZaQnagL7E5pxzVjQbEBPmJpSEEQRC+Sr90vJVKJZTKjuJUcrm8yxvmhHA5rhg1AD9kl+KTfUXIr+Zrl++ekYLoEOfrCXuiO9t8hesnJGDHmWq8tysf7+3KBwBIOGBmWrTXbO8N89YVoXI53rhxLIbHBeNfm/gIRohKjmUXpXhkTL1x7m6YmIRP9xYh2F+OS4cP8EjLnwvpbfOWFCnHbVOS8OHufLz+2znMHhoDiYRDUR1fb5sSpXb7eOYnWBAdn4TP9hdh5frjGBITjBFxtrdmNJot2H6GL22ZlhrlUnuXTEzEZ/sKkXGiEg16i00q+Vqr0FVogJ9Xf6tyOa8/8ujXR/C/3edx+0UpCPaXo9mahq/2V3jtWL1n5iB8tq8Q+/PrcLy8CaPjg5FTwovjJUW4/5gDOs5bTIgcC0by1/mP9xXizRvHttvebJXF8ZfLPD5v14yLx7eZJdh8vAIvXD2yQ7usFgP/nQarlG6zzRfPa0Kr15snJ3rlfE8QBGEPdJayg7usImvrs0qQXVQPjgOunxDfw7v6D5cOixYj/35yCQZFBuDvV6QjNYqEwByF4zjcO3MQPrlzEp68PA2/PzbbZ1uz+QIRgUrsfHIOfvrzdLoJs4P7Zw9CoFKGYyUasYXY+Rp+cTEpvPPyG1ci4YC/LRiKi4dGQW+y4LFvjnTZ57kz9ubWoKHFiIhABSYNdK0Q3Ii4YIxOCIHBbME3h4pseo/QTizI3/uOyqLRcRgcFQiNzoQPdvGig77Qeio2xB9XjeEjs+/tyMWB/FqcKNNAKZNgjhfbOt4zg88K2HikVFTJF9Bbe3h7qpVYW6YMDEdciD+0OhM2ZHVsxdbaIq7/qJqfKNUiq7AecimHGye5L7OEIAjCVfSJO9PGxkZkZ2cjOzsbAJCfn4/s7GwUFha69HNGxYdgYnJrL9sRscGI8mCvUV/HTy7FV/dMwbNXpmPHE3Pw22Ozced031WV7k3MGhKJ+2enUpsUG1DIJOR020l4oBJ3z+B/q/+39QyMZgvyq/l6zoER7s/oAfgOEq9eNwrhAQqcrtDiP7+ds/m9QguoecNj3NKa7TZrX+Av9hW26zLQFRodL0Kl9mI7MQGphMOKuUMAAB/tzkd1o15UNfd2z2ch9X3L8XL8a9NJAMDicXEItyGrwF2MiAvGgpExYAz4v62n272mM/KLQQovON4SCYdlVsXuD3fnd2gR5yvfqSf53tptYP6IAXQvRhBEr6BP3J0eOnQIY8eOxdixfFrYihUrMHbsWDzzzDMu/6y72jiS0621kEQraTFq3HHRQJ9py0UQhG3cPSMFYQEK5Fc34ZM951HdyCs4J4V7xvEG+AWAF68eAYDv83ymwrbe3vvzawC4r9/4wlEDEOwvR0l9C3480nVLJwAwWxgqNHyafqQXHci2XD4iBiPjgtFkMOPt389B02JtJ+blhYHB0WpcOiwKjAFHihsA8Kn93mbF3CGQcMDWExXIKqwTn2+2thm7MM3bUyyZlAC1UoazlY34+oLsC2/1ZvcmW47zLcS81ZKRIAjCXvqE4z179mwwxjr8+/jjj13+WXPTYzAlJQzB/nLcMIFSmwiC6BsEKmV4YA4vaPXiz3z0MSJQgWAPp0vPHzkAc9OjYbIwPL3hGBjrPsLc0GxEXhWfFj82MbTbbR3FTy4VF12f//E4qrT6LrctqWuB0cygkEkQF+LvFnvsheM4/OXyoQCAL/YX4MB5oeWe9zNols8aJP6dHK7C6Hjba/vdRWqUGovH8WVkK9fliJFuoc94jJcWloP85HjUmr3w8pZTqG3iW4hZLAz1LXyWRX/Kimo2WJAcrsJkF5eXEARBuIs+4Xh7EqmEw1f3TMGRZ+d5LAWTIAjCE9wyORGxwa1OxUg7BM5cyTML0+Enl2B/fi029hBhPlpSDwBIDFO51elYPmsQ0gcEoa7ZiKfW53S5IJBn7UU9MDzA4Z7k7mD64AjMHBIJo5nBYBKEuLxfgz4hOQyz0yKhkEnw9MJ0sae3t/nL5UMRHqDAqXIt/m/raZgtDJut+gfJXrz23z41CUNj1KhvNuKVLbzoZkOLUSyB8IXFFE+yZGKizxwzBEEQPUGOtwPQSZ4giL6In1yKF68ZAcFfvCjVO+U0CWEqPNgm+i7UTHdGdmE9AGCMm0UHFTIJ/u+G0ZBLOWScqMCG7I4CVwBQWMvXxid6QJTOXt5YMgbDY/kWWRwHxIf6RkT+o6UTkfX0XFwyzHfaQUWqlXj5Wr593P925WP2a9uwL68WCpkEt3gxtVkmlYjlGGsPFuFwYR1qrJFvtZ/MK/Xn3kIq4XCtm1qnEQRBuIP+c4YmCIIgeuTiodH44u4pePiSwbhtapLX7LhnZgoGRgSgSqvHGxlnu9wup4SvDR7lgRTlYQOC8MilfKrvsz8cF1OP21IkON5hvud4hwUo8OXdU3DvzBS8fsNonxGkkkg4n6xNvjQ9GjdZ1bKLalsglXB4Y8kYJHj5u52QHIbrxvOp8E9vOIa8Kj7LwpZWd77Cu+++i4EDB8LPzw/jx4/Hrl277N7HzMHhPnMMEwRB2AI53gRBEEQ7pg4Kx6Nzh0Ap815rIqVMiucXDQfA9+o9WabpdLu8ar6+e0i02iN2/WlmCkbHB0OjM+Gv6452SDkvqm0BACT4SDT5QoJVcjy1YBiuGUutMG3h71ekY7C1JeZzV6ZjwcgBXraI56/zhyLIT4bjpRrc+1kmAM91IHCWr7/+Go888gj+9re/ISsrCzNmzMD8+fPt7kRzzdhYN1lIEAThHnxviZkgCIIgAMwcEokFI2OwKaccT63PwXfLp7VrF2a2MBTWeLbtmUzKp5wveGs3tp+uwjeHitopcftyqjlhPwFKGX58aDqqtHqvR7rbEhGoxBOXpeHpH44D4NOurxnbO9KuX3/9ddx11124++67AQBvvPEGfvnlF6xevRqrVq3qsL1er4de3ypoqNHwi3ATE4JgNHZdhtIbEOzv7eMA+tZYgL41nr40FsD3xmOPHeR4EwRBED7L0wvTsfNMNbIK6/H5vgIstfYyBoDS+hYYzBYopBLEelBBPDVKjcfnDcG/Np3CCz+ewIi4YAyPDQZjDEV1vOOdEOo7ThrhHH5yqU853QK3TklCaIACCaEqjIoP7hX6MwaDAZmZmfjrX//a7vl58+Zhz549nb5n1apVeP755zs8v3PHdqhUvve9OEJGRoa3TXAZfWksQN8aT18aC+A742lubrZ5W3K8CYIgCJ9lQLA//jJ/KJ7ecAyvbDmFS9OjxTZdQpp5YriqXSTcE9w1PQXbT1dhT24Nlq05iHX3TYNSLoFWZ4KEg086akTfguM4LBzVu9Ktq6urYTabER3dXkgvOjoa5eXlnb5n5cqVWLFihfhYo9EgISEBc+bMQXh4uFvtdTdGoxEZGRmYO3cu5HLvdxlwhr40FqBvjacvjQXwvfEIWTi2QI43QRAE4dPcMikRP2SV4FBBHVauy8H/bh8PpUyK7acrAQCjvND2TCrhsPrW8Vjy3l6cKtdi6ZoDeNQqvJYUHgA/uffq4wnC17kwOs8Y6zJir1QqoVR2FI6Ty+U+cdPtCmgsvktfGk9fGgvgO+OxxwYSVyMIgiB8GomEw0vXjoRCKsHOM1VY8OYunK3Q4uejfF9lbwleBfvLseaOiRgQ7Ie8qiY89FUWAGBIdKBX7CEIXyciIgJSqbRDdLuysrJDFJwgCKKvQY43QRAE4fOkRqmx+tZxiFQrkVvVhLn/3olKrR5BfjLMHBLpNbsGBPvjkzsnIckqphagkOLuGSles4cgfBmFQoHx48d3qM3MyMjAtGnTvGQVQRCEZ6BUc0BsB2NPjr6nMBqNaG5uhkaj8Yl0it4CzZvj0Nw5Bs2bY9gzbxPj/PHNHaPxyNpsZBXVAwAuTo+DrrkRHTtqe44Yf2DDPeOQW6VFXIgKAUqZR64ndMw5Bs2bYwjH9IUt9OxlxYoVuO222zBhwgRMnToV77//PgoLC7F8+XKb3i98vlar7fXfX186FvvSWIC+NZ6+NBbA98Zjz7mRHG/wJ28ASEhI8LIlBEEQhD28af1HEIRn0Gq1CA52XFdhyZIlqKmpwQsvvICysjKMGDECmzZtQlJSkk3vr6mpAQAMHDjQYRsIgiBcjS3nRo45u3TZB7BYLCgtLYVarfa5dhyCemdRURGCgoK8bU6vgebNcWjuHIPmzTFo3hyH5s4xaN4cgzEGrVaL2NhYSCTeq1Ssr69HaGgoCgsLnVoA8AX60rHYl8YC9K3x9KWxAL43HnvOjRTxBiCRSBAfH+9tM7olKCjIJw6u3gbNm+PQ3DkGzZtj0Lw5Ds2dY9C82Y8vOLrCjW1wcHCf+f760rHYl8YC9K3x9KWxAL41HlvPjSSuRhAEQRAEQRAEQRBuhBxvgiAIgiAIgiAIgnAj5Hj7OEqlEs8++yyUSqW3TelV0Lw5Ds2dY9C8OQbNm+PQ3DkGzVvvpi99fzQW36UvjacvjQXo3eMhcTWCIAiCIAiCIAiCcCMU8SYIgiAIgiAIgiAIN0KON0EQBEEQBEEQBEG4EXK8CYIgCIIgCIIgCMKNkONNEARBEARBEARBEG6EHG+CIAiCIAiCIAiCcCPkeHsZEpUnCKIvQ+c4x6B5I4iOvPvuuxg4cCD8/Pwwfvx47Nq1y9smdWDnzp248sorERsbC47jsGHDhnavM8bw3HPPITY2Fv7+/pg9ezaOHz/ebhu9Xo+HHnoIERERCAgIwKJFi1BcXOzBUfCsWrUKEydOhFqtRlRUFK6++mqcPn263Ta9ZTyrV6/GqFGjEBQUhKCgIEydOhWbN2/udePojFWrVoHjODzyyCPic71pPM899xw4jmv3LyYmRny9N42lJ8jx9iINDQ0wm83iY7rRso1z584hIyPD22b0Os6cOYPly5f75I2Kr1NUVITMzEyUlpZ625ReRWVlJbRarfiYznG2QdcGx6HrQ9/l66+/xiOPPIK//e1vyMrKwowZMzB//nwUFhZ627R2NDU1YfTo0Xj77bc7ff2VV17B66+/jrfffhsHDx5ETEwM5s6d2+5c+cgjj2D9+vVYu3Ytdu/ejcbGRixcuLDdecET7NixAw888AD27duHjIwMmEwmzJs3D01NTb1uPPHx8XjppZdw6NAhHDp0CBdffDGuuuoq0YHrLeO4kIMHD+L999/HqFGj2j3f28YzfPhwlJWVif9ycnJ67Vi6hREex2AwsPvvv59NmzaNzZ07l73wwgvMZDJ526xewZEjRxjHcSw8PJydP3/e2+b0CsxmM3vkkUeYv78/u/XWW9nPP//sbZN6DQaDgd17770sIiKCjRo1ikVERLDdu3d72yyfx2g0sjvvvJMlJSWxiRMnsptvvplVVVV52yyfh64NzkHXh77NpEmT2PLly9s9N3ToUPbXv/7VSxb1DAC2fv168bHFYmExMTHspZdeEp/T6XQsODiY/fe//2WMMVZfX8/kcjlbu3atuE1JSQmTSCRsy5YtHrO9MyorKxkAtmPHDsZY7x9PaGgo++CDD3rtOLRaLRs8eDDLyMhgs2bNYg8//DBjrPd9L88++ywbPXp0p6/1trH0BEW8PUxGRgbS09Nx/PhxPPHEE0hISMAXX3yB5557DgBFNnrCYDDgsssug1wuxyuvvOJtc3oFmzdvxsGDB7F582Z89tlnWLBggfgaHW9d09jYiOuuuw5nz57F1q1b8c0332DcuHF4+umnAdDcdYXJZMKyZctw4sQJfPLJJ7jppptw9OhRLF68GCdPnvS2eT4LXRuch64PfReDwYDMzEzMmzev3fPz5s3Dnj17vGSV/eTn56O8vLzdOJRKJWbNmiWOIzMzE0ajsd02sbGxGDFihNfH2tDQAAAICwsD0HvHYzabsXbtWjQ1NWHq1Km9dhwPPPAArrjiClx66aXtnu+N4zl79ixiY2MxcOBA3HjjjcjLywPQO8fSHeR4exCNRoNvvvkGl112GTIyMnD11Vdj9erVuPHGG3Hw4EE0NzeD4zhvm+nTHD58GKGhofjiiy/w/vvv48CBA942yef54IMPMGbMGMyaNQs7duzA008/jY8//hiFhYV0vHXDiRMncPLkSTz99NMYO3Ys0tLScP3110OtVsNisdDcdUFZWRkOHDiABx54ALNmzcKjjz6KjIwM5OXlYfXq1aioqPC2iT4HXRtcA10f+i7V1dUwm82Ijo5u93x0dDTKy8u9ZJX9CLZ2N47y8nIoFAqEhoZ2uY03YIxhxYoVmD59OkaMGAGg940nJycHgYGBUCqVWL58OdavX4/09PReNw4AWLt2LQ4fPoxVq1Z1eK23jWfy5Mn49NNP8csvv+B///sfysvLMW3aNNTU1PS6sfQEOd4exGQyYfr06bj77rshl8vBGINCoYBOp0NLSwtUKhVFNTrBYrGIfyuVSiQlJeHiiy/GxIkT8fzzzwPgb1yJ9lgsFmi1WlRXV+OSSy7Biy++iBtvvBE5OTl45plncPHFF+PHH3/0tpk+i8FgwLlz56BUKgHwN37vvPMOYmNj8dFHH6GlpcXLFvomNTU1KC4uxpQpUwDwgicxMTFYuXIltm7dip07d3rZQt+DMUbXBhdA14e+z4ULUIyxXrko5cg4vD3WBx98EEePHsVXX33V4bXeMp60tDRkZ2dj3759uO+++7B06VKcOHFCfL23jKOoqAgPP/wwPv/8c/j5+XW5XW8Zz/z583Httddi5MiRuPTSS/Hzzz8DAD755BNxm94ylp4gx9uN/Otf/8Kzzz6LtWvXAuBTc5YuXYoxY8YAaHUoGxoakJKSAqDjgdUfuXDeJJLWw/Tw4cNobGwEAHzxxRfYsmUL5s+fj8suuwynTp3yir2+QmfzplarYTAY8MEHH+DMmTNYt24dvvvuOxQUFGDQoEH46KOP+v28AR3nDgCmT5+OWbNm4Y477sD8+fMRHR2NmJgYKBQKrFy5EkuXLm0n/tEf2bRpE4D2adBpaWmIiYnB559/DqD19/vAAw9ArVZj8+bN0Ov1njfWhxDmTbgGBAcH07XBRjo75gTo+tB3iYiIgFQq7RC9qqys7BAJ82UEpebuxhETEwODwYC6urout/E0Dz30EDZu3Iht27YhPj5efL63jUehUCA1NRUTJkzAqlWrMHr0aLz55pu9bhyZmZmorKzE+PHjIZPJIJPJsGPHDrz11luQyWSiPb1lPBcSEBCAkSNH4uzZs73uu+kJcrzdwIEDB5CUlITvv/8eBw8exL333ovrr78eZ8+eBdB6UyXckGZlZWH69OkA+ncdX1fzdu7cOXGbyspKXH311QCA3377DUqlEr/99hsef/xxDB061EuWe5eu5k1o+XHPPfdg8+bN2L9/P1JTUyGTycBxHP7+979j//79HU5U/Yme5m7jxo34+eefodFo8Morr2Dz5s148803kZGRgczMzH57M//zzz8jPj4eCxcuxJ49e8BxXLvMlOuvvx5fffUVKisrIZfLodPpAPA3b+vXr++357kL500ikbSbNwG6NnSks2NOmBPh/3R96LsoFAqMHz++g2J9RkYGpk2b5iWr7GfgwIGIiYlpNw6DwYAdO3aI4xg/fjzkcnm7bcrKynDs2DGPj5UxhgcffBDr1q3D77//joEDB7Z7vbeN50IYY9Dr9b1uHJdccglycnKQnZ0t/pswYQJuueUWZGdnIyUlpVeN50L0ej1OnjyJAQMG9Lrvpkc8oeDW31ixYgW74oorGGO8onROTg5LSkpi9913HysvLxefZ4yx/Px8FhkZyU6dOiW+Pzc3t902/YXu5q24uJgxxtitt97KbrvtNjZx4kQWGRnJ/vGPf7DQ0FD22muvedN0r9LVvC1fvpxVV1ezgoICNmPGDJaens7KysrE97W0tLDAwED27bffest0r9PdMVdaWsoYY+zgwYMsLS2NVVZWMovFwhhjzGQy9dvjbteuXezyyy9nDz74IJs/fz6bMGFCh21+/fVXNnHiRHb//fczxpg4b9u2bWNRUVHsyJEjHrXZF7Bl3tpC14ZWepo7YT6WLl1K14c+zNq1a5lcLmcffvghO3HiBHvkkUdYQECAzynYa7ValpWVxbKyshgA9vrrr7OsrCxWUFDAGGPspZdeYsHBwWzdunUsJyeH3XTTTWzAgAFMo9GI+1i+fDmLj49nv/76Kzt8+DC7+OKL2ejRoz3e5eC+++5jwcHBbPv27aysrEz819zcLG7TW8azcuVKtnPnTpafn8+OHj3KnnrqKSaRSNjWrVt71Ti6oq2qOWO9azyPPfYY2759O8vLy2P79u1jCxcuZGq1Wvxt96ax9AQ53i7EYrGw+vp6Nn36dPb4448zxlpvCN599102fvx49tZbb7V7z+rVq9m4ceMYY4wdPnyYTZo0iUVGRjKj0ehZ472ILfP2n//8hzHG2DXXXMPCwsLYAw88IDrjL730EuM4juXn53vFfm/R07yNGzeOvfPOO4wxxjZs2MAUCgV79tlnxXn7+uuv2dSpU1lFRYV3BuBFbDnm3njjDcYYY6dOnWIcx7HMzEzx/evXr2fjxo1jhw8f9rzxXkJwns+cOcNef/11lpeXxw4dOsRUKhX74IMPGGNMPG+1tLSwf//73ywgIICtW7eO6fV6xhhjL774Ips9e7a4r/6ALfPWmSNN1wb75q65uZldc801LDw8nK4PfZh33nmHJSUlMYVCwcaNGye2tfIltm3bxgB0+Ld06VLGGH9cP/vssywmJoYplUo2c+ZMlpOT024fLS0t7MEHH2RhYWHM39+fLVy4kBUWFnp8LJ2NAwBbs2aNuE1vGY/Q4lKhULDIyEh2ySWXiE53bxpHV1zoePem8SxZsoQNGDCAyeVyFhsbyxYvXsyOHz8uvt6bxtIT5Hg7SWZmJquvr2/33IQJE9if/vQnxhjfa44xvj/r4sWL2TXXXMPy8vLEbR966CF23XXXsUcffZRJJBJ21113ie/py9g7b4sWLWJ1dXXs6NGjHX5sOp2OvfLKK/0iCmTvvF111VXiKvsbb7zBYmNjWVpaGrvmmmtYQEAA++c//+nZAXgRe+fu6quvZgUFBaypqYktWbKEqVQqtnz5cnb77bcztVrNnnnmmX7hQHY2b8IKstFoZI899hiLjIwU5094TaPRsCeffJKp1Wo2a9Ysdv311zN/f39xMaivz5298yYgzEt/vTYw5vgxd+DAgXY3a4z1r+sDQRAE4duQ4+0g3333HYuPj2eDBg1iiYmJ7JlnnhFX2N98800WGBjImpqaGGNMjPZ8//33LCEhgf3xxx+MMf5mITk5mXEcx2bPnt3hhqEv4ui8xcXFsT179njNbm/j6LzFx8ez3bt3i/vZv38/e/fdd9nKlSvZ6dOnPT8QL+DM3AnHXFNTE3vyySfZsmXL2O23394v5q6zeRNKFSwWi+gg5uXlsYSEBPbYY48xxjpGb7/55hv27LPPsuXLl7OTJ096dhBewNF5a7sQYTabWVJSUr+6NjDm+Nz5WiohQRAEQXQGOd4OcPDgQTZ06FD2xhtvsCNHjrB3332XRUZGsvvuu4/V19ezgoICNmjQIDGSZjAYxPeGh4ezDz/8kDHGWF1dHXvppZfYL7/84pVxeBpXzVt/g+bNcZydOyGdVaC/pPl2N281NTWMsVZnx2KxsHfffZfJZDIxm0ev17OGhgav2e8tXDFvTU1NrKWlhf3rX//qN9cGxlw3d8LrBEEQBOFrkONtB8LFfPXq1Sw+Pr7djeXbb7/NJk2axFatWsUY4+uQpFJpu/qj3NxcNmjQIPbdd9951nAv46p5+/777z1ruJeheXMcmjvH6GnepkyZwv7xj390eF9NTQ2bNm0au+qqq1hmZiabN28e++yzz/qNA+SqeZs7dy777LPPPGa3L0DHHEEQBNFfoHZidiD0Uc3Pz8eQIUMgk8nE15YtW4aJEyfihx9+wJkzZ3DffffhxhtvxJIlS/DCCy8gOzsbr7zyClQqFaZOneqtIXgFV83blClTvDUEr0Dz5jg0d47R07yNHz8emzdvxvHjxwEAZrMZABAWFoZ77rkHGzduxMSJE6FQKHDttdf2m97Trpo3pVKJxYsXe34AXoSOOYIgCKK/QI53N2RkZODPf/4z3nzzTRw4cEB8/qKLLsKePXvEZu5msxkBAQG46qqrIJFI8PPPP4PjOHz++ee4/vrrsX79elx//fU4ePAgvvjiC8TGxnprSB6B5s0xaN4ch+bOMRyZN47jsHXrVgCAVCqFwWDAu+++i7vuugszZ87E0aNH8eOPP8Lf398rY/IE7pw3lUrllTF5CjrmCIIgiH6Lt0PuvkhpaSlbuHAhi4qKYrfccgsbOXIkCw4OZvv372eM8ZL1Q4cOZffeey9jrL2Y0IwZM9h9990nPjabzaypqaldL9a+Cs2bY9C8OQ7NnWM4O29Cf27GGCsvL2cPP/ww++STTzw7CC9A8+Y4NHcEQRBEf4cc7wtoampiS5cuZUuWLGnX9mvixIls2bJljDFe4OXTTz9lEolEVCgXuOWWW9icOXPEx/2l3ozmzTFo3hyH5s4xXD1v/QWaN8ehuSMIgiAIqvHugEqlglKpxLJlyzBw4ECYTCYAwMKFC3Hy5EkAfKrbDTfcgKuuugp33303duzYAcYYysvLcfbsWdxyyy3i/vpLvRnNm2PQvDkOzZ1juHre+gs0b45Dc0cQRGc899xzGDNmjMc/d/v27eA4DhzH4eqrr+5229mzZ+ORRx7xiF3C5wm2ZWdne+xzCc/AMcaYt43wNYxGI+RyOQCAMQaO43DbbbfB398f77//vvicTqfD/PnzceLECYwZMwbHjh1DYmIivvnmGyQkJHh5FJ6H5s0xaN4ch+bOMWjeHIPmzXFo7giif9HTYvbSpUvx9ttvQ6/XIzw83ENW8Wzfvh1z5szB6dOnERUVhZCQkC63nT17NsaMGYM33njDI7bV1tYiNzcXkyZNQlZWllcWJgj3Iet5k/6HcHMAtJ44CgoKcOedd4rPm81m+Pn5Ye3atTh69CgOHjyIpUuX4uabb/a4vb4CzZtj0Lw5Ds2dY9C8OQbNm+PQ3BFE/6KsrEz8++uvv8YzzzyD06dPi8/5+/sjMDAQgYGB3jAPAHp0ur1BWFgYNBqNt80g3IUH09p7Lbm5uSw6OpodOnRIfE6v13vRot4BzZtj0Lw5Ds2dY9C8OQbNm+PQ3BFE/2HNmjUsODi4w/PPPvssGz16tPh46dKl7KqrrmL//Oc/WVRUFAsODmbPPfccMxqN7PHHH2ehoaEsLi6Offjhh+32U1xczG644QYWEhLCwsLC2KJFi1h+fn6X9mzbto0BYHV1de2eb2xsZLfddhsLCAhgMTEx7LXXXmOzZs1iDz/8sLjNZ599xsaPH88CAwNZdHQ0u+mmm1hFRQVjjNeKGTRoEHv11Vfb7TcnJ4dxHMfOnTsnjjshIYEpFAo2YMAA9tBDD7XbPj8/nwFgWVlZXY6B6J1QjXc3MGsW/u7duxEYGIjx48cDAJ5//nk8/PDDqKys9KZ5PgvNm2PQvDkOzZ1j0Lw5Bs2b49DcEQTRHb///jtKS0uxc+dOvP7663juueewcOFChIaGYv/+/Vi+fDmWL1+OoqIiAEBzczPmzJmDwMBA7Ny5Uzy3XH755TAYDHZ99hNPPIFt27Zh/fr12Lp1K7Zv347MzMx22xgMBvzjH//AkSNHsGHDBuTn52PZsmUA+GyeO++8E2vWrGn3no8++ggzZszAoEGD8N133+Hf//433nvvPZw9exYbNmzAyJEjHZ8woldBqebdIKTDHThwANdeey0yMjJw7733orm5GZ999hmioqK8bKFvQvPmGDRvjkNz5xg0b45B8+Y4NHcEQXRHWFgY3nrrLUgkEqSlpeGVV15Bc3MznnrqKQDAypUr8dJLL+GPP/7AjTfeiLVr10IikeCDDz4Qzy9r1qxBSEgItm/fjnnz5tn0uY2Njfjwww/x6aefYu7cuQCATz75BPHx8e22a1sek5KSgrfeeguTJk1CY2MjAgMDcccdd+CZZ57BgQMHMGnSJBiNRnz++ed49dVXAQCFhYWIiYnBpZdeCrlcjsTEREyaNMnpeSN6CV6MtvcKWlpaWGpqKuM4jimVSvbSSy9526ReAc2bY9C8OQ7NnWPQvDkGzZvj0NwRRP/CnlTzBQsWtNtm5syZ7P7772/3XGJiInvzzTcZY4zdf//9TCqVsoCAgHb/OI5j7777bqf2dJZqnp2dzQCwgoKCdtuOGTOmXar54cOH2aJFi1hiYiILDAxkKpWKAWDHjx8Xt1m0aBH705/+xBhjbN26dUytVrOmpibGGGOFhYUsISGBxcfHs7vvvputW7eOGY3Gdp9JqeZ9F4p494Cfnx+Sk5Mxd+5cvP766/Dz8/O2Sb0CmjfHoHlzHJo7x6B5cwyaN8ehuSMIoivaCjECfJZMZ89ZLBYAgMViwfjx4/HFF1902FdkZKTNn8tsaPLU1NSEefPmYd68efj8888RGRmJwsJCXHbZZe3S2u+++27cdttt+Pe//401a9ZgyZIlUKlUAICEhAScPn0aGRkZ+PXXX3H//ffj1VdfxY4dOzqMk+h7kONtA1u2bIFUKvW2Gb0OmjfHoHlzHJo7x6B5cwyaN8ehuSMIwhWMGzcOX3/9NaKiohAUFOTwflJTUyGXy7Fv3z4kJiYCAOrq6nDmzBnMmjULAHDq1ClUV1fjpZdeEtsbHjp0qMO+FixYgICAAKxevRqbN2/Gzp07273u7++PRYsWYdGiRXjggQcwdOhQ5OTkYNy4cQ7bT/QOSFzNBujmwDFo3hyD5s1xaO4cg+bNMWjeHIfmjiAIV3DLLbcgIiICV111FXbt2oX8/Hzs2LEDDz/8MIqLi23eT2BgIO666y488cQT+O2333Ds2DEsW7YMEkmrq5SYmAiFQoH//Oc/yMvLw8aNG/GPf/yjw76kUimWLVuGlStXIjU1FVOnThVf+/jjj/Hhhx/i2LFjyMvLw2effQZ/f38kJSU5NxFEr4Acb4IgCIIgCIIgeh0qlQo7d+5EYmIiFi9ejGHDhuHOO+9ES0uL3RHwV199FTNnzsSiRYtw6aWXYvr06WLnBYBPXf/444/x7bffIj09HS+99BJee+21Tvd11113wWAwtBNjA4CQkBD873//w0UXXYRRo0bht99+w48//ojw8HD7B0/0OjhmS1EDQRAEQRAEQRBEL2f79u2YM2cO6urqEBIS4pbP+OOPPzB79mwUFxcjOjrarveeP38eAwcORFZWFsaMGeMW+wjvQBFvgiAIgiAIgiD6FfHx8bjppptcuk+9Xo9z587h6aefxg033GC30z1//nwMHz7cpTYRvgNFvAmCIAiCIAiC6Be0tLSgpKQEAF/bHRMT47J9f/zxx7jrrrswZswYbNy4EXFxcXa9v6SkBC0tLQBaa8qJvgM53gRBEARBEARBEAThRijVnCAIgiAIgiAIgiDcCDneBEEQHmT79u3gOA719fXeNoUgCIIgCILwEJRqThAE4UZmz56NMWPG4I033gAAGAwG1NbWIjo6GhzHedc4giAIgiAIwiPIvG0AQRBEf0KhULhUyIUgCIIgCILwfSjVnCAIwk0sW7YMO3bswJtvvgmO48BxHD7++ON2qeYff/wxQkJC8NNPPyEtLQ0qlQrXXXcdmpqa8MknnyA5ORmhoaF46KGHYDabxX0bDAY8+eSTiIuLQ0BAACZPnozt27d7Z6AEQRAEQRBEt1DEmyAIwk28+eabOHPmDEaMGIEXXngBAHD8+PEO2zU3N+Ott97C2rVrodVqsXjxYixevBghISHYtGkT8vLycO2112L69OlYsmQJAOCOO+7A+fPnsXbtWsTGxmL9+vW4/PLLkZOTg8GDB3t0nARBEARBEET3kONNEAThJoKDg6FQKKBSqcT08lOnTnXYzmg0YvXq1Rg0aBAA4LrrrsNnn32GiooKBAYGIj09HXPmzMG2bduwZMkS5Obm4quvvkJxcTFiY2MBAI8//ji2bNmCNWvW4F//+pfnBkkQBEEQBEH0CDneBEEQXkalUolONwBER0cjOTkZgYGB7Z6rrKwEABw+fBiMMQwZMqTdfvR6PcLDwz1jNEEQBEEQBGEz5HgTBEF4Gblc3u4xx3GdPmexWAAAFosFUqkUmZmZkEql7bZr66wTBEEQBEEQvgE53gRBEG5EoVC0E0VzBWPHjoXZbEZlZSVmzJjh0n0TBEEQBEEQrodUzQmCINxIcnIy9u/fj/Pnz6O6ulqMWjvDkCFDcMstt+D222/HunXrkJ+fj4MHD+Lll1/Gpk2bXGA1QRAEQRAE4UrI8SYIgnAjjz/+OKRSKdLT0xEZGYnCwkKX7HfNmjW4/fbb8dhjjyEtLQ2LFi3C/v37kZCQ4JL9EwRBEARBEK6DY4wxbxtBEARBEARBEARBEH0VingTBEEQBEEQBEEQhBshx5sgCIIgCIIgCIIg3Ag53gRBEARBEARBEAThRsjxJgiCIAiCIAiCIP6//ToWAAAAABjkbz2KfWURI/EGAACAkXgDAADASLwBAABgJN4AAAAwEm8AAAAYiTcAAACMxBsAAABGAf/QfbnKdxiXAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ml = ps.Model(head)\n", + "\n", + "func = ps.Exponential()\n", + "rch = ps.rch.FlexModel(snow = True)\n", + "sm = ps.RechargeModel(\n", + " prec, \n", + " evap,\n", + " rfunc=func, \n", + " recharge = rch,\n", + " name = \"rch\",\n", + " temp = temp,\n", + ")\n", + "\n", + "ml.add_stressmodel(sm)\n", + "\n", + "ml.add_noisemodel(ps.ArNoiseModel())\n", + "\n", + "ml.solve(report=False, tmin=tmin_cal, tmax=tmax_cal, fit_constant = True)\n", + "\n", + "\n", + "axes = ml.plots.results(figsize=(10, 6))" + ] + }, + { + "cell_type": "markdown", + "id": "25618d6e-8510-4b27-8442-fe73ffbecc69", + "metadata": {}, + "source": [ + "The head are simulated over the total period including the calibration and validation phases." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1d271cd4-7d97-4cbb-8c64-be621d2fee79", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sim_cal = ml.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val = ml.simulate(tmin = tmin_val, tmax = tmax_val) \n", + "heads_sim = ml.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "\n", + "ci_val = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_val, tmax = tmax_val)\n", + "ci_cal = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_cal, tmax = tmax_cal)\n", + "ci_tot = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_cal, tmax = tmax_val)\n", + "ax = ml.plot(figsize=(10, 3), tmin = tmin_val, tmax = tmax_val)\n", + "ax.fill_between(ci_val.index, ci_val.iloc[:, 0], ci_val.iloc[:, 1], color=\"lightgray\")\n", + "ax.legend([\"Observations\", \"Simulation\", \"95% Prediction interval\"], ncol=3, loc=2)" + ] + }, + { + "cell_type": "markdown", + "id": "868fc4b0-6628-4e09-a08a-8382f9fcd65a", + "metadata": { + "tags": [] + }, + "source": [ + "A comprehensive plot is provided including:\n", + "- scatter plot of observed head values over the total period (2001 - 2016).\n", + "- simulated head over the total period (2001 - 2021).\n", + "- 95% prediction interval over the validation period (2016 - 2021)." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e7512939-0ba7-4019-99bb-83a0721c4440", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "\n", + "ax.scatter(\n", + " head_full.index,\n", + " head_full,\n", + " label=\"Observations\",\n", + " color=\"red\",\n", + " s=10,\n", + " alpha=0.8,\n", + ")\n", + "\n", + "\n", + "ax.plot(\n", + " heads_sim.index,\n", + " heads_sim,\n", + " label=\"Simulations\",\n", + " color=\"blue\",\n", + " linewidth=1.5,\n", + ")\n", + "\n", + "\n", + "ax.fill_between(\n", + " ci_val.index,\n", + " ci_val.iloc[:, 0],\n", + " ci_val.iloc[:, 1],\n", + " color=\"lightgray\",\n", + " label=\"95% Prediction Interval\",\n", + ")\n", + "\n", + "\n", + "ax.set_title(\"Observations, Simulations, and 95% Prediction Interval\")\n", + "ax.set_xlabel(\"Time\")\n", + "ax.set_ylabel(\"Groundwater Head [m]\")\n", + "ax.legend(loc=\"upper left\", ncol=2)\n", + "ax.grid()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d12582d5-a0a9-40e7-a1c5-824866e2bef3", + "metadata": {}, + "source": [ + "**Diagnostics checking**\n", + "\n", + "A diagnostics check is performed. This is done to ensure that the model adequately describes the observed time series.\n", + "\n", + "The check is conducted to test the assumptions for white noise:\n", + "- No significant autocorrelation;\n", + "- Residuals are homoscedastic;\n", + "- Residuals follow a normal distribution.\n", + "\n", + "The results of the diagnostics check show that all tests reject the null hypothesis, meaning that the data do not agree with the assumptions." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e45427eb-6836-4038-950c-f61080bb157f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChecksStatisticP-valueReject H0 ($\\alpha$=0.05)
ShapirooNormality0.900.00True
D'AgostinoNormality203.850.00True
Runs testAutocorr.-15.410.00True
Ljung-BoxAutocorr.9.290.00True
Durbin-WatsonAutocorr.0.84nanFalse
\n", + "
" + ], + "text/plain": [ + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.90 0.00 True\n", + "D'Agostino Normality 203.85 0.00 True\n", + "Runs test Autocorr. -15.41 0.00 True\n", + "Ljung-Box Autocorr. 9.29 0.00 True\n", + "Durbin-Watson Autocorr. 0.84 nan False" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ml.stats.diagnostics(alpha=0.05)" + ] + }, + { + "cell_type": "markdown", + "id": "4e77a3d0-c55c-4481-a4d0-0bad6075aa44", + "metadata": {}, + "source": [ + "**Reducing autocorrelation**\n", + "\n", + "Autocorrelation is computed and displayed for time lags from 1 to 365 days. The autocorrelation plot shows that autocorrelation gradually decreases reaching minimum values around a lag of 11-12 days." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4495c675-fbec-4dc9-9023-3661d9a2eb40", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.This figure includes Axes that are not compatible with tight_layout, so results might be incorrect." + ] + }, + { + "data": { + "image/png": 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xYoXD+Xv27Ins7GzExMRYRlO75ZZb0LhxY7zyyiu4du2azWAQUqCsbABt0aJFdsu2zuqTMu8AoF+/fpg1axZOnDiBRx991MM1dU1iYiKCg4Nx5MgR2afb1p588kmkpaVh5cqVWLZsGeLj49GiRQvL37t06YIaNWrgwIEDeP75533ZdCIiIk167733IITA6tWrsXr1aru/v//++5g+fbrsQ0pnQaqypIeSf/zxh02ATgiBU6dOWQZIkP5mMpkQExMjuyzgxkBUZZ08edLygE7i7OFh2b/VrFnT8hBQLnvvpptukl3ehx9+iMcffxwzZsywmX727FnUqFFD9n3OWK9v2aClo/Ul9WNwjoiINK9Lly5455138MILL+COO+7AiBEj0Lp1a+j1ehQWFmLNmjUAIPuE1Nrjjz+Od955B8OGDUNBQQFuvfVWfPfdd5gxYwb69u1rCXbpdDoMHToU7733Hpo2bYrbbrsNu3btkg2kuaJ3797417/+hQkTJqC4uBgdOnTA9u3b8cEHHzicv0ePHliwYAHOnj2Lt956y2b60qVLUbNmTbRv394yvXPnzqhZsyZGjhyJadOmISQkBB999BF++uknu2XfeuutAIDZs2ejT58+CAoKQtu2bdGlSxeMGDECTz75JHbv3o1//etfqFatGgoLC/Hdd9/h1ltvxTPPPOPxd2CtSZMmeP311zF16lT8/vvvuPfee1GzZk2cPn0au3btQrVq1WwyA1u0aIH4+HjMnDkTRqMRixcvtlleREQE3n77bQwbNgx//fUXHnnkEdSrVw9//PEHfvrpJ/zxxx9YuHChV9pORESkNaWlpXj//ffRtGlTZGRk2P39iy++wJtvvomvvvoKHTp0AADs27cPiYmJlnkclRKRe+DXo0cPpKWl4cMPP7QZvX7NmjUoLi62PBDt3bs3goKCsHDhQsTHxztse3x8PKpUqYIPP/wQAwcOtEw3mUzYsmWLZRR6T1StWhX33HMPfvzxR7Rt2xahoaFuvV+n09k9GP3yyy9x4sQJNGvWzDKtbLkTZxISEgDcCPxJQUwAyMvLw8GDBzF16lS32kjKY3COiIgCwsiRIxEfH4/58+dj3rx5OHnyJHQ6HQwGAzp37oyvv/7aciHjTHh4OHJycjB16lSkp6fjjz/+QKNGjZCamopp06bZzPvmm28CANLS0nDp0iUkJCTgiy++QJMmTTxaB71ej88++wxjx45FWloarl69ii5dumDdunU2GWCShIQE6PV6VKlSxeZitWfPnli6dCnuuece6PX/lJetXbs2vvzyS4wbNw5Dhw5FtWrV8MADDyArKwt33HGHzbKHDBmC7du3Y8GCBXj99dchhMDRo0fRpEkTLFq0CJ06dcKiRYuwYMECmM1mNGzYEF26dLGrZ1JRkydPRqtWrTB//nysXLkSJSUliI6ORseOHTFy5Ei7+Z988kmMGDECVapUwaBBg+z+PnToUDRu3BhpaWlISUnBxYsXUa9ePdx+++12dVuIiIgqk6+++gonT57E7Nmz0b17d7u/t2nTBv/3f/+HzMxM9OvXDz179sTMmTNRs2ZNxMbG4uuvv7bUsbUm98CvV69eSExMxMSJE3HhwgV06dIF+/btw7Rp09CuXTskJSUBuPGwbsqUKfjPf/6Dy5cv47HHHkNUVBQOHDiAs2fP4rXXXkONGjXw8ssvY8qUKXj88cfx2GOP4c8//8Rrr72G8PBwu2s4d82fPx933303unbtimeeeQZNmjTBxYsXcfjwYXz++eeW+nmO9OvXD8uWLUOLFi3Qtm1b7NmzB+np6XYZb02bNkWVKlXw0UcfoWXLloiIiEDDhg3RsGFDu2U2b94cI0aMwNtvvw29Xo8+ffqgoKAAL7/8MmJiYmyCnaQRCg5GQUREREREREQqMGDAABEaGirOnDkjO8/gwYNFcHCwOHXqlCgsLBSPPPKIqFWrloiKihJDhw4Vu3fvthtxtKSkRDz99NOibt26lpHipdHQL1++LCZOnChiY2NFSEiIaNCggXjmmWfEuXPn7D57+fLlomPHjiI8PFxERESIdu3a2Y1smpGRIdq2bStCQ0NFVFSUeOCBB8T+/ftt5hk2bJioVq2aw/UDIJ577jmHfzt69Kh46qmnRKNGjURISIioW7eu6Ny5s5g+fbrNPGXX/9y5cyI5OVnUq1dPVK1aVdx9993i22+/Fd26dRPdunWz+YyVK1eKFi1aiJCQEAFATJs2TQhhP1qrEEKUlpaK2bNni1tuuUWEhISIOnXqiKFDhwqj0WgzX7du3UTr1q3t1mfYsGEiNjbW4bqS/+mEEELJ4CAREREREREREVFlpS9/FiIiIiIiIiIiIvIFBueIiIiIiIiIiIgUwuAcERERERERERGRQhicIyIiIiIiIiIiUgiDc0RERERERERERAoJVroBnjCbzTh58iSqV68OnU6ndHOIiIiIiIiokhFC4OLFi2jYsCH0eua9EJHnNBmcO3nyJGJiYpRuBhEREREREVVyBw4cQKNGjZRuBhGpjDsBfJ0QQvipXV5TVFSEGjVqwGg0IjIyUunmEBERERERkR+cOHECrVq1UroZREQuMxqNMBgMTufRZOac1JU1MjKSwTkiIiIiIqJKQsotYaIGEandhQsXEBMTg+rVq5c7ryaDc0RERERERFT5MFGDiLTGlbESWLWSiIiIiIiIbHzzzTfo378/GjZsCJ1Oh08++aTc92zbtg3t27dHeHg4br75Zrz77rt286xZswatWrVCWFgYWrVqhbVr1/qg9URE2sLgHBEREREREdkoLi7Gbbfdhv/7v/9zaf6jR4+ib9++6Nq1K3788UdMmTIFL774ItasWWOZJzc3F4MGDUJSUhJ++uknJCUl4dFHH8XOnTt9tRpERJqgyQEhLly4gKioKBQVFTGVmYiIiIiIyId0Oh3Wrl2LAQMGyM4zceJEfPbZZzh48KBl2siRI/HTTz8hNzcXADBo0CBcuHABX331lWWee++9FzVr1sTKlStdagvvBYlIK9w5XjFzjoiIiIiIiCokNzcXvXv3tpmWmJiI3bt349q1a07n+f777/3WTiIiNeKAEERERERERFQhp06dQv369W2m1a9fH9evX8fZs2fRoEED2XlOnTolu9ySkhKUlJRY/n3hwgXvNpyISAWYOUdEREREREQVVnZEQqmCkvV0R/M4G8lw5syZiIqKsrxiYmK82GIiInVgcI6IiIiIiIgqJDo62i4D7syZMwgODkbt2rWdzlM2m87a5MmTUVRUZHkZjUbvN56ISGEMzhGRW0wmE3JycmAymZRuChERERGpRHx8PDZt2mQzbePGjejQoQNCQkKcztO5c2fZ5YaFhSEyMtLmRUQUaBicIyKXZWZmIjY2FgkJCYiNjUVmZqbSTSIiIiIiH7h06RL27t2LvXv3AgCOHj2KvXv34vjx4wBuZLQ9/vjjlvlHjhyJY8eOYezYsTh48CDee+89ZGZmIjU11TLPqFGjsHHjRsyePRu//vorZs+ejc2bN2P06NH+XDUiItXRCakQgIZw+Gwi/zOZTIiNjYXZbLZMCwoKQkFBAQwGg4ItIyIiIiJv27p1K+655x676cOGDcOyZcvwxBNPoKCgAFu3brX8bdu2bRgzZgz279+Phg0bYuLEiRg5cqTN+1evXo2XXnoJv//+O5o2bYo33ngDDz30kMvtku4FZ8+ejSpVqrj8Pp1Oh9q1a6NBgwZo2LAhGjRogOrVq7v8fiIid7kTu2JwjohckpOTg4SEBIfTu3fv7v8GEREREVGlI90LekNERIQlUOfovwziEVFFuBO7CvZTm4hI4+Li4qDX6+0y55o1a6Zgq4iIiIioMnrooYcstexcUVpairNnz+LkyZMoLCzExYsXcenSJfz222/47bffnL43IiJCNnBn/V8G8YjIUwzOEZFLDAYDFi9ejJSUFJSWliIoKAiLFi1il1YiIiIi8rulS5dWqBfVpUuXUFhYiJMnT1oCdo7+KwXx8vPzkZ+f73SZ1apVkw3cWQf1GMQjorLc6ta6cOFCLFy4EAUFBQCA1q1b45VXXkGfPn0AAE888QTef/99m/fcdddd2LFjh+XfJSUlSE1NxcqVK3H58mX06NEDCxYscOsGn91aiZRjMpmQm5sLIQQ6d+7M4BwRERER+Y2/7wWtg3hy/5WCeK6SgnjlZeNVr14dOp3Oh2tHRL7ks26tBoMBs2bNsnRje//99/HAAw/gxx9/ROvWrQEA9957L5YuXWp5T2hoqM0yRo8ejc8//xyrVq1C7dq1MW7cOPTr1w979uxBUFCQO80hIgVs2LABI0aMgNlshl6vx+LFi5GcnKx0s4iIiIiIvC4iIgJxcXGIi4tzOp8UxHMUuLOeduHCBRQXF7ucieesG611d1oG8Yi0rcIDQtSqVQvp6elITk7GE088gfPnz+OTTz5xOG9RURHq1q2LDz74AIMGDQIAnDx5EjExMVi3bh0SExNd+kxmzhEpgyO2EhEREZGStH4vWFxcXG4A7+TJk7hw4YLLy7QO4kn/bdKkCe644w60a9cO1apV8+EaEZEcvwwIUVpaio8//hjFxcWIj4+3TN+6dSvq1auHGjVqoFu3bnjjjTdQr149AMCePXtw7do19O7d2zJ/w4YN0aZNG3z//fcuB+eISBn5+fk2gTngxrHg8OHDDM4REREREZWjWrVqaNasWbmDqjkK4jkK6kmZeIcPH8bhw4ftlqPX69GiRQu0b98e7du3R4cOHXD77bczYEekMm4H537++WfEx8fjypUriIiIwNq1a9GqVSsAQJ8+fTBw4EDExsbi6NGjePnll5GQkIA9e/YgLCwMp06dQmhoKGrWrGmzzPr16+PUqVOyn1lSUoKSkhLLv915ikBE3sMRW4mIiIhISSdOnFC6CX7hbhCvbODu0KFD2L17N06ePIkDBw7gwIED+OCDDwDYBuw6dOiA9u3bM2BHpDC3g3PNmzfH3r17cf78eaxZswbDhg3Dtm3b0KpVK0tXVQBo06YNOnTogNjYWHz55Zd46KGHZJcphHDaR37mzJl47bXX3G0qEXkZR2wlIiIiIiUdOXJE6SaoSnlBvFOnTmHPnj3Ys2cPdu/ejT179jgN2EnBOgbsiPyrwjXnevbsiaZNm2LRokUO/x4XF4enn34aEydOxJYtW9CjRw/89ddfNtlzt912GwYMGCAbgHOUORcTE6PZOgNEWmcymXD48GE0a9aMgTkiIiIi8puDBw+iVatWvBesgMLCQkvATnqdPHnSbj69Xo+WLVtagnUM2BG5xy815yRCCJvAmbU///wTRqMRDRo0AAC0b98eISEh2LRpEx599FEANw4Mv/zyC9LS0mQ/IywsDGFhYRVtKhF5icFgYFCOiIiIiPyuUaNGSjdB8xo0aIB+/fqhX79+lmnWATspw66wsBD79+/H/v37sXz5cgAM2BH5iluZc1OmTEGfPn0QExODixcvYtWqVZg1axbWr1+P+Ph4vPrqq3j44YfRoEEDFBQUYMqUKTh+/DgOHjyI6tWrAwCeeeYZfPHFF1i2bBlq1aqF1NRU/Pnnn9izZw+CgoJcaofWR+ghCgQmkwn5+fmIi4tjoI6IiIiI/IL3gv4jBeykYJ0UsCurbMBOGnSiatWqCrSaSD18ljl3+vRpJCUlobCwEFFRUWjbti3Wr1+PXr164fLly/j555+xfPlynD9/Hg0aNMA999yDrKwsS2AOAObNm4fg4GA8+uijuHz5Mnr06IFly5a5HJgjIuVlZmZixIgRMJvN0Ov1WLx4MZKTk5VuFhEREREReYmjDLuTJ0/adIfdvXs3Tp065TTD7l//+hf69euH+vXrK7UqRKpX4ZpzSuDTEiLlmEwmxMbG2o3YWlBQwAw6IiIiIvIp3guqj3XATsqyO3XqlM08Op0O8fHxGDBgAB544AHccsstCrWWyH/cOV4xOEdEbsnJyUFCQoLD6d27d/d/g4iIiIio0uC9oDacPHkSu3fvRl5eHr766ivs2bPH5u8tWrSwBOruvPNO6PV6hVpK5DsMzhGR10k15iIiItCpUydmzhERERGR3/FeUJuMRiM+++wzfPrpp8jJycH169ctf4uOjsb999+PAQMGICEhgYNBUsBgcI6IvKpsjbmkpCR8+OGHKC0tRVBQEBYtWsSac0RERETkc7wX1L7z58/jq6++wieffIKvvvoKFy9etPwtIiIC9957LwYMGIC+ffuiZs2aCraUqGIYnCMir5GrMZebm4vi4mI0a9aMGXNERERE5Be8FwwsJSUl2Lp1Kz755BN89tlnOHnypOVvwcHB6NatGx544AE88MADaNy4sYItJXIfg3NE5DWsMUdEREREasF7wcBlNpuxe/dufPrpp/jkk09w4MABm7+3a9fOUqeubdu20Ol0CrWUyDUMzhGR13B0ViIiIiJSC94LVh75+fn49NNP8emnn2L79u2wDl00adLEklHXtWtXBAcHK9hSIsfcOV5xSBQicspgMGDx4sUICgoCAEuNOYPBAJPJhJycHJhMJoVbSUREREREgSQuLg6pqan49ttvcerUKWRmZuL+++9HeHg4CgoKMH/+fCQkJKB+/foYNWoUfvvtN6WbTOQxZs4RkUtMJhMOHz5sqTFXdpCIxYsXc1AIIiIiIvIp3gtScXExNm3ahE8++QRffPEF/vzzT8vfEhMT8cILL6BPnz7Q65mLRMpi5hwReZ3BYED37t0tGXNSYA64UR8iJSWFGXREREREAWTBggW46aabEB4ejvbt2+Pbb7+VnfeJJ56ATqeze7Vu3doyz7JlyxzOc+XKFX+sDgWIatWqYcCAAVi2bBlOnTqF9evXo1+/ftDpdNiwYQP69euHW265BfPmzcP58+eVbi6RSxicIyK35efn29SgA4DS0lIcPnxYoRYRERERkTdlZWVh9OjRmDp1Kn788Ud07doVffr0wfHjxx3OP3/+fBQWFlpeRqMRtWrVwsCBA23mi4yMtJmvsLAQ4eHh/lglCkDBwcFITEzE559/jvz8fIwbNw41atTAkSNHMHbsWDRq1AgjR47EL7/8onRTiZxicI6I3BYXF2eXJh4UFIRmzZop1CIiIiIi8qa5c+ciOTkZTz/9NFq2bIm33noLMTExWLhwocP5o6KiEB0dbXnt3r0b586dw5NPPmkzn06ns5kvOjraH6tDlUDTpk0xZ84cmEwmLFq0CG3atMHff/+NRYsW4dZbb0VCQgL+97//4fr160o3lcgOg3NE5DZng0QQERERkbZdvXoVe/bsQe/evW2m9+7dG99//71Ly8jMzETPnj0RGxtrM/3SpUuIjY2FwWBAv3798OOPP3qt3UTAjW6vI0aMwL59+7B161Y8/PDDCAoKQk5ODh5++GE0bdoUs2bNwtmzZ5VuKpEFg3NE5JHk5GQUFBQgJycHBQUFHAyCiIiIKECcPXsWpaWlqF+/vs30+vXr49SpU+W+v7CwEF999RWefvppm+ktWrTAsmXL8Nlnn2HlypUIDw9Hly5dkJ+fL7uskpISXLhwwfI6dOiQZytFlY5Op0O3bt2wevVqHD16FJMnT0adOnVw/PhxTJ48GQaDAU899RR++OEHpZtKxOAcEXnOepAIIiIiIgosOp3O5t9CCLtpjixbtgw1atTAgAEDbKZ36tQJQ4cOxW233YauXbsiOzsbt9xyC95++23ZZc2cORNRUVGW15133unRulDlFhMTgxkzZsBoNGLZsmVo3749SkpKsHTpUrRv3x5dunTBqlWrcPXqVaWbSpUUg3NERERERERkUadOHQQFBdllyZ05c8Yum64sIQTee+89JCUlITQ01Om8er0eHTt2dJo5N3nyZBQVFeHAgQMuBQaJnAkPD8ewYcOQl5eH3NxcDBkyBCEhIfj+++/x2GOPoUmTJkhPT8fly5eVbipVMgzOEVGFmEwm5OTkwGQyKd0UIiIiIvKC0NBQtG/fHps2bbKZvmnTJnTu3Nnpe7dt24bDhw+7VPJECIG9e/eiQYMGsvOEhYUhMjISp06dghDCtRUgKodOp0OnTp3w0Ucf4dixY3j11VcRHR2NwsJCTJgwAc2bN8fy5ctRWlqqdFOpkmBwjog8lpmZidjYWCQkJKBx48YYP348g3REREREAWDs2LHIyMjAe++9h4MHD2LMmDE4fvw4Ro4cCeBGRtvjjz9u977MzEzcddddaNOmjd3fXnvtNWzYsAG///479u7di+TkZOzdu9eyTGfi4uKg1/P2lbyvQYMGmDZtGo4dO4alS5ciJiYGRqMRw4YNwx133IH169czMEw+x6MbEXnEZDJhxIgRMJvNAG48+ZwzZw5iYmKQkpLCIB0RERGRhg0aNAhvvfUWXn/9ddx+++345ptvsG7dOsvoq4WFhTh+/LjNe4qKirBmzRrZrLnz589jxIgRaNmyJXr37o0TJ07gm2++camOnMFgwOLFixmgI58JDQ3FE088gUOHDiEtLQ1RUVHYt28f+vTpg169enHgCPIpndBgCPjChQuIiopCUVERIiMjlW4OUaWUk5ODhIQEp/OkpaVh/PjxfmoREREROWMymZCfn4+4uDgO5kSadfDgQbRq1Yr3guRzf/31F2bMmIG3337bMlDEkCFDMH36dNx0000Kt460wJ3YFR87EJFHXOlaMGHCBMyZM8dPLSIiIiI51qUoYmNjkZmZqXSTiDzSqFEjpZtAlUStWrUwZ84cHDp0CEOHDgUArFixAi1atMDYsWPx559/KtxCCiQMzhGRR1ztWjBx4kR2cSUiIlJQ2VIUZrMZI0aMQF5ensItIyJSvyZNmuCDDz7ADz/8gJ49e+Lq1auYN28emjZtilmzZnFkV/IKBueIyGPJyck4duwYUlJSZOcxm804fPiwH1tFRERE1vLz8y2BOYnZbEanTp1cyqDjyOxEREC7du2wadMmbNiwAbfddhuKioowefJk3HLLLVi6dClHdqUKYXCOiCrEYDDg3XffRXp6usO/6/V6NGvWzM+tIiIiIolcKQqz2VzuIE7sDktEZKt379744YcfsHz5cjRu3BgmkwlPPfUUbr/9dqxbt44ju5JHGJwjIq9ITU2F0WjEyJEjodPpLNOFENiwYYOCLSMiIqrcnJWiKC0tlc1wd9QdliOyExHdSEBISkrCoUOHkJ6ejho1auCXX37Bfffdh4EDB+LMmTNKN5E0hsE5IvIag8GAqVOn2gXneCFPRESkrOTkZOzYscNhgG7z5s0O3+OoO6yzYB4RUWUTHh6O1NRUHDlyBOPGjUNwcDDWrFmD1q1bIzs7W+nmkYYwOEdEXiV3IZ+bm6tQi4iIiAgAOnbsiFmzZtlNf+ONNxyOru6oO2xQUBDLVRARlSGN7JqXl4e2bdvi7NmzGDRoELPoyGUMzhGRV8nVtRk8eDDr1BARESmsQ4cODqdPmDDBLstd6g4bFBQE4EZgbtGiRTAYDD5vJxGRFt1+++3Iy8vDK6+8guDgYKxevRqtW7fGxx9/rHTTSOV0QoPVCi9cuICoqCgUFRUhMjJS6eYQURmZmZk2NWokQUFBKCgo4EU9ERGRQkwmExo3buywYPm///1vJCcnIy4uzuZcbTKZkJubCyEEOnfuzPM4KYr3gqQVP/74I5544gns27cPADBw4EC88847qFu3rsItI39x53jFzDki8rrk5GSsXLnSbjrr1BARESnLYDBg9uzZDv/20Ucf2YzKajKZkJOTg1WrVmHw4MEYNGgQR2wlInJRu3btkJeXh5dffhlBQUH4+OOP0bp1a6xevVrpppEKMXOOiHzCZDIhNjbWJnuOmXNERETqMHLkSCxatEj27zqdDjqdzi4LHuD5nJTFe0HSoh9++AFPPPEEfv75ZwDAo48+infeeQd16tRRuGXkS8ycIyLFsU4NERGRer300ks2o6uXJYRwGJgDmAlPROSuO+64A7t378ZLL72EoKAgZGdno1WrVlizZo3STSOVYHCOiHwmOTkZBQUFyM7OxooVK5CYmKh0k4iIiColqYuqNOiDs+6t5eGIrURE7gsNDcV//vMf7Ny5E23atMEff/yBRx55BIMHD8aff/6pdPNIYQzOEZFPbdiwgXVqiIiIFJSZmYnY2FibenIAMH78eKSnpzscZV2OXq/HzJkzmQlPROSh9u3bY/fu3Zg6dSqCgoKQlZWF9u3b44cfflC6aaQg1pwjIp9h3TkiIiJluXIuNplM+PjjjzF27FiHywgKCsKDDz6I//3vfzCbzdDr9Vi8eDGSk5P9sg5E1ngvSIFk9+7deOyxx3D48GGEh4fj3XffxbBhw5RuFnkJa84RkSrk5+fb1athnRoiIiL/ceVcbDAYMHDgQIcZdCNHjkRubq4lMAcAZrMZKSkpli6yRP5iMpnwzTffKN0MIq/p0KED8vLy0K9fP1y5cgVPPPEEnn/+eVy9elXpppGfuRWcW7hwIdq2bYvIyEhERkYiPj4eX331lcN5U1JSoNPp8NZbb9lMP3LkCB588EHUrVsXkZGRePTRR3H69GmPV4CI1CsuLs7uQp91aoiIiPzH1XOxwWDArFmz7N6/ZMkSHD16lA/bSHFS9+z+/fsr3RQir6pRowY+/fRTvPrqqwCAd955BwkJCSgsLFS2YeRXbgXnpJP27t27sXv3biQkJOCBBx7A/v37beb75JNPsHPnTjRs2NBmenFxMXr37g2dToctW7Zg+/btuHr1Kvr37y87GhQRaRdHbCUiIlKWO+fiDh062E0rLS2FTqfjwzZSlMlkwogRI3jPSAFLr9dj2rRp+PzzzxEVFYXt27ejffv2+P7775VuGgEYN24c2rVrh48//thnn+FWcK5///7o27cvbrnlFtxyyy144403EBERgR07dljmOXHiBJ5//nl89NFHCAkJsXn/9u3bUVBQgGXLluHWW2/FrbfeiqVLlyIvLw9btmzxzhoRkapII7bm5OSgoKCA9WmIiIj8zNVzsaMsOwA4duwYH7aRohx1zyYKRP369UNeXh5at26NwsJCdO/eHQsXLoQGhwoIKIcPH8bevXtx/vx5n32GxzXnSktLsWrVKhQXFyM+Ph7AjfoTSUlJGD9+PFq3bm33npKSEuh0OoSFhVmmhYeHQ6/X47vvvpP9rJKSEly4cMHmRUTaYTAY0L17d17EExERKcSVc7Fc19ZJkyYhMTGRD9tIMXKBY6JAFBcXhx07dmDgwIG4du0ann32WSQnJ+PKlStKN63SKikpAQCbWJa3uX2E+/nnnxEREYGwsDCMHDkSa9euRatWrQAAs2fPRnBwMF588UWH7+3UqROqVauGiRMn4u+//0ZxcTHGjx8Ps9nstD/1zJkzERUVZXnFxMS422wiUpjJZEJ2djYWLlyI7OxsFpEmIiJSIbmurYcPH4bBYECzZs2Qn5/P8zj5Vdnu2USBLiIiAllZWUhLS4Ner8fSpUvRtWtXHD9+XOmmVUpSYDQ8PNxnn+F2cK558+bYu3cvduzYgWeeeQbDhg3DgQMHsGfPHsyfPx/Lli2DTqdz+N66devi448/xueff46IiAjLkLJ33HGH0wPt5MmTUVRUZHkZjUZ3m01ECsrMzETjxo0xaNAgPPvssxg0aBAaN26MzMxMpZtGREREVpwNICEV5E9ISEBsbCzP45XAggULcNNNNyE8PBzt27fHt99+Kzvv1q1bodPp7F6//vqrzXxr1qxBq1atEBYWhlatWmHt2rUutUXqnv3FF19UaJ2ItEKn02H8+PHYsGEDateujd27d6N9+/YsCaYAf2TO6UQFOy/37NkTTZs2RcuWLTF27Fibk3lpaSn0ej1iYmJQUFBg876zZ88iODgYNWrUQHR0NMaNG4fx48e79JkXLlywBPYiIyMr0nwi8jGTyYTGjRs7rJMQFBSEgoICdnclIiJSkczMTKSkpKC0tNRSXy4xMRGxsbE2db94HlcPk8lkKRzfuXNnr2yTrKwsJCUlYcGCBejSpQsWLVqEjIwMHDhwAI0bN7abf+vWrbjnnntw6NAhm3u0unXrWhIxcnNz0bVrV/znP//Bgw8+iLVr1+KVV17Bd999h7vuusuldvFekCqjgoICPPTQQ/jxxx8RFBSEpUuXIikpSelmVRrt2rXD3r17sX79eiQmJrr8PneOVxXuuC+EQElJCZKSkrBv3z7s3bvX8mrYsKEl0ltWnTp1UKNGDWzZsgVnzpzB/fffX9GmEJEK5efnyxYwlbrJEBERkXo4GkDCUUF+nseVZzKZMH78eEsPBW/2Tpg7dy6Sk5Px9NNPo2XLlnjrrbcQExODhQsXOn1fvXr1EB0dbXlZ95B666230KtXL0yePBktWrTA5MmT0aNHD7z11lsVbi9RIGvSpAm2b9+OIUOGoLS0FI8//jjefPNNpZtVafgjcy7YnZmnTJmCPn36ICYmBhcvXsSqVauwdetWrF+/HrVr10bt2rVt5g8JCUF0dDSaN29umbZ06VK0bNkSdevWRW5uLkaNGoUxY8bYzENEgSMuLg46nU42c65Zs2YKtIqIiIicMRgMNtlXUnfXsplzPI8rJzMzE8OHD7e7xhJCICUlBYmJiR5n0F29ehV79uzBpEmTbKb37t3bkqEnp127drhy5QpatWqFl156Cffcc4/lb7m5uRgzZozN/ImJiQzOEbmgSpUq+OCDDxAdHY25c+ciNTUVp0+fxuzZs2VLi5F3qK7m3OnTp5GUlITmzZujR48e2LlzJ9avX49evXq5vIxDhw5hwIABaNmyJV5//XVMnToVc+bMcbvhRKQNBoMBS5YssTth6HQ6u4szIiIiUqeyBfml7q7s0qoMk8mEESNG+Kx3wtmzZ1FaWor69evbTK9fvz5OnTrl8D0NGjTA4sWLsWbNGvzvf/+z3DN+8803lnlOnTrl1jKBGxkrFy5csHkRVVZ6vR5z5szB7NmzAQDp6el46qmncP36dYVbFthUlznnbnp02TpzADBr1iyHQ7QTUeBKTk5GYmIicnNz8eeff+Knn37C4sWLMWfOHMydOxeLFy9GcnKy0s0kIiIiJ6zP50IIdO7cWekmVVqOuhlb81ZWY9mHq0II2Qyd5s2b2/SGio+Ph9FoxJw5c/Cvf/3Lo2UCwMyZM/Haa6950nyigKTT6TBhwgTUrVsXw4cPx7Jly3D27FlkZWWhatWqSjcvIKkuc46IyFMGgwEDBw5Ev379sHjxYssFpdlsRkpKCkwmk8ItJCIiovJs2LABgwcPxqBBgzhiq4Icjaor0el0mDlzZoWyGuvUqYOgoCC7jLYzZ87YZb4506lTJ+Tn51v+HR0d7fYyJ0+ejKKiIsvLaDS6/PlEgezJJ5/E2rVrER4eji+++AK9e/fGuXPnlG5WQPJH5hyDc0TkVywoTURE5F8mkwk5OTkVfhAmdaXkAzblle1mrNfr0a1bN0ud30mTJlUocBoaGor27dtj06ZNNtM3bdrkVsbkjz/+iAYNGlj+HR8fb7fMjRs3Ol1mWFgYIiMjbV5EdEP//v2xadMm1KhRA9u3b0fXrl1x4sQJpZvlU8ePH7cEy/yFmXNEFHAcPellQWkiIiLfyMzMRGxsLBISEiqc6cYHbOpiParujh078O2331pq0HkjcDp27FhkZGTgvffew8GDBzFmzBgcP34cI0eOBHAjo+3xxx+3zP/WW2/hk08+QX5+Pvbv34/JkydjzZo1eP755y3zjBo1Chs3bsTs2bPx66+/Yvbs2di8eTNGjx7tcTuJKru7774b33zzDRo2bIj9+/ejc+fOOHTokNLN8onffvsNTZo0weDBg/32mdevX0dpaSkAZs4RUQBhQWkiIiL/8HamGx+wqY/BYED37t1x6dIlrwdOBw0ahLfeeguvv/46br/9dnzzzTdYt24dYmNjAQCFhYU4fvy4Zf6rV68iNTUVbdu2RdeuXfHdd9/hyy+/xEMPPWSZp3Pnzli1ahWWLl2Ktm3bYtmyZcjKysJdd93lcTuJCLj11luxfft2xMXF4fjx47j77ruRl5endLO87sCBAxBC4ODBg377TOssPV9mzumE3BA/KnbhwgVERUWhqKiIac1EfmAymZCfn4+4uDivBdFMJpNNQWkG54iIiLwrJycHCQkJDqd3797do2VmZmYiJSUFpaWllgdsHNRJeSaTCbGxsTYBuqCgIBQUFATcNRbvBYnknTlzBn379sWePXsQERGBn376CTfffLPSzfKa999/H0888QRiYmJsHg740l9//YXatWsDAK5du4bgYNfHVXXneMXMOSJyypvdYayxoDQREZFv+SLTzborZUFBAQNzKuGoBl1FB4UgIu2pV68ecnJy0KlTJ1y6dAnTp09XukledeHCBQBAcXGx3z5TqjcXFBTkVmDOXQzOEZEsXxV+ZkFpIiIi3/NVKQmpKyUArww0Qd6RnJyMWbNmQa/Xw2w2V3hQCCLSpurVq+Ott94CACxfvhy///67sg3yIik49/fff/vtM/0xUivA4BwROeGrws8sKE1EROQfvsp081VmPXnOZDJh4sSJfPhJRLjrrruQmJiI0tJSzJgxQ+nmeE1RURGAG9ls0iANvuaPkVoBBueIyAlfFX5mQWkiIiL/kTLdvFk3lhnw6sOHn0Rkbdq0aQBu1GkrKChQtjFeImXOAcDly5f98pnMnCMixfmyOwxHbCUiItImBoHUydHDT71ez4efRJVUfHw8evXqhevXrwdM9px1cM5fdeekzDkG54hIUb7qDiMtNzs7GytWrEBiYqJXlktERES+xQx4dZIefup0Oss0IQQ2bNigYKuISElS9tzSpUtx7NgxhVtTcVK3VsB/deekzDl2ayUixXm7O4yEI7YSERFpDzPg1cFkMtkNyJGYmGgXnGOXY6LKq0uXLujRoweuX7+OmTNnKt2cClMic47dWokooLFeDRERkXb5KrOeXCM3IAe7HBNRWVL23HvvvYfjx48r3JqKUbJbKzPniCgg8eKRiIhI2wwGA5o1a4b8/Hw+XPMjZw842eWYiMrq2rUr7rnnHly7dg2zZs1SujkVYh2c83e3VmbOEVFAYtFiIiJSK0fdBcmeXPaWGplMJmRnZyM7O1vz29XZA86yXY71ej3GjBmjRDOJSEWk7LmMjAwYjUaFW+M565pzzJwjIvICFi0mIiI10lLASUlaKk+RmZmJxo0bY9CgQRg0aBBiYmKQnp6udLM8Vl52nNTlODU1FQAwZ84c7stElVy3bt3QrVs3TWfPCSGYOUdE5AssWkxERGriKOA0YsQInpcc0Ep5CpPJhOHDh0MIYTN9woQJmDNnjkKtqhhXB+SYO3euJoKnROQf1tlzWjwWXL58GaWlpZZ/M3OOiMhLtHJhT0RElYOj85LZbMb8+fMValHF+aqLrlZqm+Xn59sF5iQTJ07U5A0qUP6AHLzGIqKyunfvjq5du+Lq1auYPXu20s1xm3WXVoCZc0REXqOVC3siIqoc4uLibDK6JfPmzdNkEMeXXXRdzd5Smtw2BW4EXrUcrDIYDOjevbvD75y1fYmoLJ1OZ8meW7JkCU6ePKlwi9xj3aUVYOYcEZHXOCpaPHPmTNVd2BMRUeVgMBgwbtw4u+lazDjyR004KXsrOzsbK1asQGJioteW7S0GgwFLliyR/fvu3bv92Br/YW1fInIkISEBXbp0QUlJieay58oG55g5R0TkRcnJyZg1axb0ej3MZjMmTZqkuYLFgTQCHBFRZTdq1KiAyOr2V7fGDRs2YPDgwRg0aJBqBx1ITk6G0WjE0KFD7f42adKkgD13s7YvEZVlnT23ePFiFBYWKtwi15Xt1srMOSIiLzKZTJg4caJmCxaXHQGucePGqrwxISIi1wRKVrc/SkdoacRWg8GAp556ym66FrMiXcW6c0TkSM+ePdG5c2dcuXIFaWlpSjfHZUp1a2XmHBFVClq+cHQ0ApwQgiP7ERFplDR4QmJiouazuv1RE04L53DrATEcBSyBwO3aWtnWl4hcY5099+677+L3339XuEWuUapbKzPnSPV8NfoXVS5aHhRCbgQ4rY/sR0RUGVkPntC4cWNMmDBBExlhzpQ3omdFqf0cXnZAjA0bNmDWrFl28wVq11aDwVCp1peIXNerVy/cfffduHLlCnr37o1Tp04p3aRyMXOOyIGyF7BTp05loI48otbR3lwJPjsbAW7u3Ln8PWgMHzgQVV5lu2cKIewevriaEaa2Y4mzET29sWw1nsMB+S63sbGxdvOqLdvPmzp06GA3LZDXl4hco9PpsGrVKjRp0gRHjhxB7969ce7cOaWb5ZRUcy4kJAQAM+eIHF7AzpgxwxKoS09PV7iFpDW+frLvrrJP2uW6Mjkb8cxsNmPcuHGquTkj58o+cBg/fjy3HVEl4qh7ZlnlZYSZTCaMHDkSjRs3Lvf8EUjUdg6XyHW51el0dtl+er0e1apV82fz/IZdW4lITqNGjbB582ZER0fj559/xn333ee3bDRPSJlz0dHRAJxnzuXn52PBggW4evVqhT+XmXOkWs4uYIUQmDBhAl566SU/t4q0zmAwoFmzZsjPz1c0KOLoSbujGnLSfI66tUqys7Mrzc2Zljl64DBnzhw+bCCqRBwFMHQ6XbkZYdJo3SNHjkRMTAwWLVpkOS9otSusJ9RyDrcm1+U2Pj7eJtsPuLGtOnXqFJDn64p2bV2wYAFuuukmhIeHo3379vj2229l5/3f//6HXr16oW7duoiMjER8fLzdg8xly5ZBp9PZvaTMFCLyr6ZNm2Ljxo2oUaMGcnNz8dBDD1mCUWojBecaNGgAwHnm3Pjx4/Hcc89h3bp1Ff5cZs4FGOnibeHChcjOzlbNhYsnnHXlk7zxxhsM0LlA6vqSl5enqi4wSnA1W83XHAWfHdWQ+/7778vNspDeW1luzrRK7oGD9LBhzpw5CrSKiPzJUffMJUuWoKCgANnZ2VixYgUSExNt3mM9WveiRYscLreydB9UyzncmrMut8nJycjNzbUJ3jk6X6uti7KnPO3ampWVhdGjR2Pq1Kn48ccf0bVrV/Tp0wfHjx93OP8333yDXr16Yd26ddizZw/uuece9O/fHz/++KPNfJGRkSgsLLR5+fqml4jk3XrrrVi3bh2qVq2KjRs3YujQoSgtLVW6WXakbq1ScM5Z5pxUQ+/06dMV/lx/Zc5BaFBRUZEAIIqKipRuiksyMjKETqcTAGxeaWlpSjfNIxkZGXbrIvdKT09XurmqlZGRIfR6vc33pdfrRUZGhtJN8zuj0Wj3XQQFBQmj0ahIWxz9Xq3bI/ebdvbKycnx+7qQaxztf9YvnU6nyL5IRP5nNBpFTk6OzfFeOj5Yn6PlzhWV8fihpnO4I2W3qWTLli1Oz9dy214tjEaj2LJli0vfs6fb6M477xQjR460mdaiRQsxadIkl9vZqlUr8dprr1n+vXTpUhEVFeXy+x3R2r0gkVZs3LhRhIaGCgAiOTlZmM1mpZtko0+fPgKAGDlypAAgmjRpIjtv69atBQAxZ86cCn9ufHy8ACDWrl3r9nvdOV4xc87H8vLyMHz4cIdd3yZMmIChQ4dqKmtK6v7lqgkTJmhivfytbDc6iVwXykAnVxdGiWyDDRs2OPy9Su2R684aFBSEYcOGOazrArC2i5oZDAbMnj1bNiNYCIHp06f7uVVEpATrwRPkBhQwmUyyo3U74qw+aSBQ0zm8LGlbNWvWzK5LsqNur3q9Hs2aNXO67dXA3UzFslmEer0eM2fOdDpwx9WrV7Fnzx707t3bZnrv3r3x/fffu9ROs9mMixcvolatWjbTL126hNjYWBgMBvTr188us46IlNGrVy+sXLkSer0emZmZGD9+vMvnOn9wp+bcxYsXAdw43lQUa84FgMzMTNx1111Od+iPPvoId955p6q6ATgj1/3rwQcfdDi/EMKuOyAB8+fPl+0S6agLZaCTqwvjrPC2LzgLPkvFouW23cqVK7Fs2TIcO3YMKSkpdn+fOHGiai7qyVZmZiYmTpzo9Fi9aNEidm8lCnBluzA6Czq5+sBFCKGqoI4vqOUcXlZ5ASwpYGX9YEYIgQ0bNjg816sp4OhJ4DA5ORmzZs2CXq+H2WzGpEmTnN53nD17FqWlpahfv77N9Pr161u6i5XnzTffRHFxMR599FHLtBYtWmDZsmX47LPPsHLlSoSHh6NLly7Iz8+XXU5JSQkuXLhg8yIi33jooYeQkZEB4MZveObMmQq36B/udGuVgnLeCM75q+Ycu7X6SHndpOReauoG4EhaWppsm6dOnepwnfR6vdi1a5fSTVcNV7rCqH0/8IWMjAwRFBRkWX8luo/IdXGRXnLbrez2kltOamqq39eJnHPnWF0ZuqcRVUZGo1GkpKRYjvFSF0a5roC7du2SPW7069evUpY2UMM53Jqr3TgdzafX68stb6Gk8rrjynG3a+uJEycEAPH999/bTJ8+fbpo3rx5ue1csWKFqFq1qti0aZPT+UpLS8Vtt90mXnjhBdl5pk2b5nCd1XwvSKR1c+fOtfzWFi1apHRzhBBCNG7cWAAQn332maVtcl1vQ0JCBADxzDPPVPhzmzZtKgCI7du3u/1edmtVAWcjmjqjlqdyjphMJkyaNMlu+qxZs2AwGDB9+nSHGUOBPAKWJ1zpCqPm/cBXkpOTUVBQgJycHBQUFCA5OdnvbXD09N+a3HYbM2aMTdcQuUFT5s2bF9DZE1rkzrFaMBOYKOBkZmbKjrIKwGFXwOzsbIfHDWngLzVmkfmadA6XGzzD31ztais3CJSj8/3TTz/ttBuov3iaqehu9+M6deogKCjILkvuzJkzdtl0ZWVlZSE5ORnZ2dno2bOn03n1ej06duzoNHNu8uTJKCoqsryMRqPTZRJRxY0ZM8YywOMzzzyDL774QuEW2Y/WCgCXL1+2m+/q1au4du0aAG1lzjE45yOOTpw6nQ733ntvue9Va20quZtY6xGgXnrpJYfBDbXV6lBSeQEgiVr3A1+yrvWjhLL15soblRi4cVE5atQom2kGgwHjxo2zm7cyBl3VTu4mZ+rUqQ7nZ4CVKHCYTCYMHz7c4d+k43XZroATJ0502MU9KCgI8fHxHtX28iV/jja6YcMGDB48GIMGDVK8VIurASxXr8kAYMmSJap40OxsFFpn5GrsVatWzeH8oaGhaN++PTZt2mQzfdOmTejcubPs56xcuRJPPPEEVqxYgfvuu6/c9RFCYO/evTY322WFhYUhMjLS5kVEvvf666/jqaeegtlsxqBBg7Br1y7F2iKEsKs5BwB///233bzWATkt1Zxzq1vrggULxK233iqqV68uqlevLjp16iTWrVvncN4RI0YIAGLevHk20wsLC8XQoUNF/fr1RdWqVUW7du3Exx9/7E4zNNGtVQj5FP/09HSn3RrVkjZflqvp8I5GIZVegd6tw1Xp6emW7ygoKEg88sgjmtkPApWj/Vun05Xb5VFuRGK57pIcwVh95I7VKSkpPI4RBTBnpQz0er0wGo0ud30vW7bA+jyv1Eif/hxtVI0jtrra1dadEdiVXidrcqPQOmP9nVjv63LfzapVq0RISIjIzMwUBw4cEKNHjxbVqlUTBQUFQgghJk2aJJKSkizzr1ixQgQHB4t33nlHFBYWWl7nz5+3zPPqq6+K9evXiyNHjogff/xRPPnkkyI4OFjs3LnTpXXesmWLOHDggCbuBYkCwdWrV8W9994rAIi6deuK/Px8Rdpx8eJFy3Hr0qVLIiwsTACwHI+sFRQUWObt1atXhT87IiJCABCHDx92+73uxK7cCs599tln4ssvvxSHDh0Shw4dElOmTBEhISHil19+sZlv7dq14rbbbhMNGza0C8717NlTdOzYUezcuVMcOXJE/Oc//xF6vV788MMPLrdDK8E5o9EosrKyRHZ2tsMaF9nZ2eKVV17RzM1f2YsXZydzR/VYpAvdys76Ylmn04m0tDSP64cEKuniy5/7i9w2kAvQuLKNnNVoJHVxdJMjV4uINTSJAoOjY3TZBynl1SJ1dH2jhkCVv9ug1usYVwJYrtQCVtM6VZSja3Rn+8Y777wjYmNjRWhoqLjjjjvEtm3bLH8bNmyY6Natm+Xf3bp1c/idDRs2zDLP6NGjRePGjUVoaKioW7eu6N27t11dO0fKXj9r4V6QKFBcvHhR3HHHHQKAaNasmThz5ozf2yDVwQwKChJms1nUqlVLABAHDhywm/eXX36xHH/i4+Mr/NlS/TpPzqE+C845UrNmTZsAjclkEo0aNRK//PKLiI2NtQvOVatWTSxfvtxmWq1atdx6mqeF4JyrTyu1kl0jd5PqbActG8zT6XSKFwhWmjvFpStrEMefT/qtyW2brKwsl2/IylLrzQrZchYMdjfLgIi0wVlGXFpamkvzSa+yWXNqOPb7uw1qCEh6ypUArNbWyRk17J/ukvsdqvlekCjQFBYWiiZNmggA4s477xTFxcV+/fyDBw8KAKJmzZpCCCEMBoMAIPLy8uzmzc3NtRwnbr311gp9bmlpqWVZf/zxh9vv98uAEKWlpVi1ahWKi4sRHx8P4EZdsaSkJIwfPx6tW7d2+L67774bWVlZ+Ouvv2A2m7Fq1SqUlJSge/funjZFddwZ4txgMGDWrFl20ydNmqSqukbff/+9w4K5zupnJSYm2g1PX9nrzskV4y0uLlZVjRqluPPb8bay9eb0ej0WLVqEzp07y9aemz17ttNtJFfLpjLWE1SrzMxMxMbGIiEhwWGNpOTkZOTm5tpsR9bQJNI+R9c1wI1BHcaPH2/5t1TfS64umU6ns6s76mnB/oooW1vO323wtA6aGsgN4gQAAwcODLhrMyX2z4rydKA9IvKe6OhorF+/HrVq1cKuXbswePBgXL9+3W+fX1RUBACWmpNSvUxf15yT6s0BKqs5J4QQ+/btE9WqVRNBQUEiKipKfPnll5a/zZgxQ/Tq1csynK2jzLnz58+LxMREAUAEBweLyMhIsXHjRqefeeXKFVFUVGR5GY1GVT8tcfeJlNqfYMnV4ijv6aHa10sJ5XVzVEONGiUptc+UlxnqKAvUOrPCGXZtVS9XMz14LCMKLJ5c1zjKcAfkezpYZ93q9XqRmprqs+O+XMa5qzXXvMmTOmhq4Ow8H4jXZkrsGxXBzDki9di+fbsIDw8XwI3yP1Lsx9c2btwoAIi2bdsKIYRo166dAOBwDIT//e9/luNE3bp1K/S5f/31l2VZV69edfv9Pu3WWlJSIvLz80VeXp6YNGmSqFOnjti/f7/YvXu3qF+/vjhx4oRlXkfBueeff17ceeedYvPmzWLv3r3i1VdfFVFRUWLfvn2ynzlt2jSHN0ZqPSC7m9rvSZdRf5E7GbpyItdKl11/Ke/70HKXEG9R6jtwJfgi1Yl0VEPSk2VnZ2f7YE3IHa4G3XgsIwocFbmuKRtwK+8hjdFoFKmpqT4N7JR33lQqWKZE7diKtsHReV7N1+gVJa1vVlaWJtan7O9PzfeCRIFuzZo1lgcariYsVNTq1asFAHH33XcLIYS4++67BQCHg4suX77ccsyuUqVKhT63sLDQ8tDGk0CkX2vO9ejRQ4wYMULMmzdP6HQ6ERQUZHlJB8/Y2FghhBCHDx8WAOwGkOjRo4dISUmR/QytZc4J4f4TKbXWZ6toYIFZQ/8oLxDA7JwblHrS76ugoNyNYKA8fdcyd7Y7j2VEgaGi1zXuBLv88cBJjdcOStWO9UUb5L7fsnUGtUgN28ld0u+Po7USKe+tt94SwD814HwtMzNTABB9+/YVQghLb8z333/fbt533nnH5ph9/fp1jz/36NGjAoAIDw/36P1+qTknEUKgpKQESUlJ2LdvH/bu3Wt5NWzYEOPHj8eGDRsA/NMf2FGdA2d1BMLCwhAZGWnzUrvk5GQUFBQgJycHBQUFSE5Odjq/WuuzydWlkOoMlqdDhw5200pLS53WqgtEJpMJWVlZdtOta3xosQaIL7j72/GWsWPH+qRWjly9IrPZjBEjRij+G6/M3KmRxGMZUWCo6HWNwWBA9+7dXTo/yNWZ9eZxQ23XDkrWjvVFG+Tq0c2dO1fT5281bCdPSL+/Ro0aKd0UokpPukc7d+6cpR6cK/Ly8vDll1+6/XkXLlwA8E/NuapVqwIAiouL7eYtW2fOUV06V0k158LDwz1ehqvcCs5NmTIF3377LQoKCvDzzz9j6tSp2Lp1K/7973+jdu3aaNOmjc0rJCQE0dHRaN68OQCgRYsWaNasGVJSUrBr1y4cOXIEb775JjZt2oQBAwb4Yv0UpbYLOE/IFcl3NWjh6KJRr9dXqoBTZmYmGjdujEWLFtn9bdasWZbvsmygIFAKD3vCYDCgWbNmyM/P9/mFojQgwJw5c2A2m5Gamur1oGBycjJWrlxpN91sNmP+/Ple+xxyn6vBYGfHsrKF2IlIvfw5cIE/roHUNhCDGq5nvdkGg8GAcePG2U3X+vlbDduJiLQtIiICtWrVAgAcP37c5fcNGDAA/fr1w/79+936PCk4FxUVBcD5gBAXL160+XdFBoW4cuUKAD8MBgE3g3OnT59GUlISmjdvjh49emDnzp1Yv349evXq5dL7Q0JCsG7dOtStWxf9+/dH27ZtsXz5crz//vvo27evRyugVu7erKlxVEfpqZp1cA64keXnKumisWxWoJRNGejkvkNJ2Wyc5ORkzJo1C3q9HmazGZMmTbIbPdLflAg8lDeCpreUfXIshMC8efN88llyo77OmzePQR0FmUwm5Ofno1mzZk5vZh0dy8xmM55++mm/7KtE5D3+ytD21zWQUhnnjqghk8/bbRg1alTAnb/VsJ2ISPtiY2MBuB6cu3DhAk6ePAkA2Lhxo1ufVZHMuYoE51SbOZeZmYmCggKUlJTgzJkz2Lx5s9PAXEFBAUaPHm0zLS4uDmvWrMHp06dRXFyMn376CUlJSR41Xq08CSwYDAbMmjXLbvqkSZOcnvh9GThx9FTNbDa7/VRNrV12/cHZ0O+OLoJMJhMmTpyomm4G/gqSWfNnVwt/PjmWe/rOJ9XKcXf/LnssA25kF6vl90pErnE1KO8N/roGcqe3hi+pIZPP221wdv7Ozc2tUFuVwt4aROQNjRs3BgAcO3bMpfmNRqPl/7/++mu3PkvqOisF5yp95hyVryKBBbmaRnInfl8HTrz1VK0yp87LZT7KXSiq6btSqh6JP78Dfz85HjVqVKXv5q0WnuzfzoLtkspybCPSKn8/dPLnOU0tXeylTL7s7GysWLHCrR4X3m6Dt7IJHZ2/AWDw4MGazZgu21tj4sSJSE9PV7pZRKQhUnDO1cw56+Dctm3bcO3aNZc/q2y31kqfOUflq8hFmFzXVkcnfkc3lt4uLu+tJ4+Vte6cyWTCpEmT7KaPHDlS9kJRTd0MlAoU+vM78PcT/srezVtNPNm/5Y7RZSlZjoCI5Cnx0Mlf5zQlMt2d2bBhAwYPHoxBgwYp1h5vZhM6G9xJqxnTZXtrCCEwYcIEvPTSSwq3jIi0oiLBuUuXLiEvL8/lzyrbrdVfmXNScI6ZcxpUkYswd078cl1OvV2cNjExEStWrEB2drbHTx4ra0Bi+vTpDrNsBg0aJHuh6KibwZgxY3zaTjlKBQr9HTDzd60erXbzVktGhrd4sn/LlR8oq7xyBESkDCUeOvmj+6DaRt5UW3u8RW5wJ61mTMtlg7/xxhuYM2eOAi0iIq1xt+acdXAOcK9rq1y3Vl9nzkndWpk5p0EVDSy4euKXG9rdm8VppaewgwYNwuDBgysUTNNqQMJT6enpDkdndSW4JQWLUlNTAQBz5sxR5KmzknVj/N0lxp+1etTUddlVasvI8AZP929H5QfK0nIdIqJAptRDJ18P9iR3XsnNzVXkoYoWz3Ou6ty5s2p6OFSU3L0EAEycODFgr9GJyHs8rTknvc+d4Jw73VqlzDnpOl8rmXMQGlRUVCQAiKKiIqWbIstoNIqcnBxhNBo9eq9erxcALK+goCCbZWVkZNj83fqVnZ3tlfaX1wZ3bNmyxWFbc3JyKtxWtTEajUKn0zlc39TUVJeX4c3vvyIqsi9XREZGhuU70Ov1IiMjw6+f7yuOtq1er1dk27pCTfuiL7i7fzv6PuReaWlpPm697xiNRrFlyxaxa9cusWXLloDZ3kQZGRkiKCjIcizzx7nF18dRR8vX6XSKnUMD/bxhvQ/p9XpNH+vT0tJkz2FqvkbXwr0gUWVw8uRJy7Hw6tWr5c7fo0cPAUC8/PLLAoAIDQ0VxcXFLn1WTEyMACDy8vKEEEKsWLFCABAJCQl288bFxQkAokGDBgKA+O9//+veilmR4i79+vXz6P3uHK+YOecjFcnEKa8LhNRdQI43itN6+6mnXN05KR01kMyfPx9CCLvpOp0Oo0aNcmkZanrqrMQIcIHaJQbQXjdvT/ZFrXSB9WTERkcZd4888ojDeSdMmKDJrkHWmZJ33nlnQGVMEvm7lAHg+3O6o+tGAIqdQ9UwYqsv+ToT0p/Gjx+PqVOn2k0P1Gt0IvKu+vXrIzQ0FGazGSdPnix3filz7p577kFMTAyuXr2K7777zqXPKtut1ZUBIaKjo23+7QnWnCOnJ/7yRgz0xkWYt7t+lL1Qk9rZqVMnzV7QOJKXl4c333zT4d/S0tJcvjBV08AQSlBTcNIXtNTNW24QBLlBD6Ru2GoP6FSkq27Zm/tnn31Wdt4JEya4VexWaWUD45JACpAT+fuhkz/O6dbHpZUrV9o9JPT3OVQNI7b6StmBFLR+fJw+fTrS09Nt9tFAvEYnIu/T6/WIiYkBUH7dOSGEJTgXExODHj16AHCta6vZbLZ0VXVnQIgGDRoAcBzAcxVrzpHDE780GqsrIwZW9CLMF089k5OTkZuba3fy1/IFjbXMzEzcddddDrPmUlJSLDXkXBHoT53LE+jBSS0FH+UGQXA06EF6ejrGjx+v+hsWb2RmWt/cO6vbI4TQ1A3O/PnzZR/+qHUfJVI7fwwKIX1O9+7dVVMXTckRW32Zwa2lc7irUlNTsWPHjoC9Rici33G17txff/2Fy5cvA7hxvnInOFdcXGy5xy6v5pzZbLZMY+YceYWz0VhXrVplEwDS6XR2N4Z6vb7CF2G+6Ppx6dKlgLugAf652XcUmNPr9R4NSx/IT53L468bGaXIdfNWa/BRGonJWtlBD6QHCo7mU9vv29s3VgaDAUuWLJH9u1ZucEwmk2zmr0QuYzLQaKVrNmmHP7tCquEBn5LlKXw9iJG7GeVaEajX6ETkW1JwrrzMOSlrrm7duggPD0dCQgIA4IcffsBff/3l9L3SYBDBwcGWDDa5zLm///7bck8uZc5xtFaqELlMjDlz5mD8+PF2wbm0tDSf1LDydtcPrQUlXCXX1Viv12Px4sUef39KPnVWmr9uZJS4CddS3bnMzEwMHjzY4d+s61vm5+fL1lpU2+/bF5mZycnJMBqNGDlypMNjtxZucOS2oTVHGZOBJhBHJybl+bsrpBK19awplV3mj6CgXEa5P0c49cW1S6BeoxORb0kP8V0NzkndYBs2bIiWLVtCCIGtW7c6fa91vTnpOlsuc04KxOl0OtSrV89mmieYOadx3jhhGgwGjBs3zqV5zWYzYmNjNVHDSktBCXc4elqq1+uxY8cOjy+IA3lQBFf440ZGyZtwLdSdc5YRCthuE2cZA2r7ffsqq8RgMGDhwoXYuXOnJrMqXGmfFoKMFeHouCuVlCCqCCWCVUoM6CRRqjyFv77nDh062E2Terj4mq+uXQL1Gp2IfMvdzDlpfgAud22VMuekLq2Abeac9b2KVG8uIiIC1atXB8DMuUrLmyfMUaNGydYxsqbX6yGE8PrFiK8yirQQlHCHyWTCpEmT7KbPnj0bHTt29Hi5gVjTxB2+Xn+lg59a2L7lDT4D3GjzF1984fA3AKj39+3LrJKOHTu6XKdPLeSOY47OQWoPMlbE999/77CkxPTp0xVqEQWKypaVpFTXWn8FBeV6uMydO9enx3lfX7sE2jU6EfmeqzXnymbOAe4H56TBIIB/gnOlpaW4evWqZboUiIuIiEBERITNNE8wc06jvH3CdDV7bvbs2V4v/uvLjCItBCXcIVdA3dFTVXcE+qAI5fH1jYzS+6Hc+kknGjVwZfAZAHjmmWecBvHU+Ps2mUzIz89Hs2bNfHKz6Oj3r8bvQSJ3HBsxYoTdNDUHGd1l/RDKWRfuRYsWYc6cOX5uHfmCUvUEK2NWkhK1c/0VFJS7Rvd19pyvr12UvjYiIu2xzpxzVh7FUXCue/fu0Ov1OHToEE6cOCH7XuturRKpWytg27VVypyrXr265b6KmXOVkC9OaM6y5/R6PdLS0pCamurVixFfP5ULpEK6cgXUvRFEC/RBEcrj7o2MuzdcSgc/y25f4MZvTU0jezo6rjzyyCMeLUtNv29/dGfWwnHOZDIhOzsbCxculD2OScV6rQXKjZr1ftC4cWMMHz7c6UWlP+tJkW8oXU+wMmYlKVE711/19uSu0efNm+ezberraxdHy9fpdHj88ccRHh6O9u3b49tvv3W6jG3btqF9+/YIDw/HzTffjHfffddunjVr1qBVq1YICwtDq1atsHbtWq+0n4j8TwrOXbp0CefPn5edz1FwrkaNGmjfvj0A59lzjrq1hoSEICQkBIDtoBBazpyD0KCioiIBQBQVFSndFBtGo1Ho9XoBwPIKCgoSRqOxQsvNyMgQOp3OskydTidSU1MdLtdoNIrs7GyRlZXl8edu2bLFZh2kV05OToXWw1paWprd8r3xXfmb3HeVmprqtc9IT0+37Fd6vV5kZGR4bdnlMRqNYsuWLYptF1d/UxkZGR59RxkZGSIoKMiyXH9+t5Jdu3b55LjhLUajUWRlZYns7GzL/uBony/vpdfrVbFOvjpOO6Lm41zZ84rccczR9wVApKenK70KFSK3XuW9vHkeJP/y529fjj+ur9REDd+5r6WmpjrcptnZ2T77TF9fuzg6Pzz++OPiwIEDYtSoUaJatWri2LFjDt/7+++/i6pVq4pRo0aJAwcOiCVLloiQkBCxevVqyzzff/+9CAoKEjNmzBAHDx4UM2bMEMHBwWLHjh0ut1Gt94JElVXdunUFALF3717ZeZo0aSIAiO+++85m+qRJkyzHGTlz584VAMSQIUNspkdFRQkA4tdff7VMW7VqlQAgunXrJvbs2SMAiEaNGnm4ZkI8+OCDAoBYuHChR+9353jF4JyX+eqEKQXdpBtkZ59f0UCOPy6mAuUC1dF35c0ghJIXtt7YlyrKlf2kot+R0WgUOTk5it0sqPm34GgfKC+oodfrxYIFC3wetPaUP79vtW5bo9FYbmDO+jim5iCjpzwNMms9KFmZqeH36K9zutIP1iRq+M59Te6c6OvrJl9eu5S3n7Zo0UJMmjTJ4XsnTJggWrRoYTMtJSVFdOrUyfLvRx99VNx777028yQmJorBgwe73EY13wsSVUbt27cXAMSnn37q8O+lpaUiJCREALAL7m/atMkSQDObzQ7fP23aNAFAjBw50mZ6w4YNBQDxww8/WKZlZGQIAOK+++4Thw4dEgBEVFSUx+vWt29fAUC89957Hr3fneMVu7V6ma9S6Q0GAwYOHIiBAwfKdmv0VndUf9Tr0EKXL1cYDAbMnj3bsi5BQUFYvHix174rpWp/KD1YgsSVumwV/Y6UHM0OUO9vQW4fAOBwsAPJ7Nmz0b9/f9lC2Xl5eb5psIv82Z1ZrQXg8/PznXbfBG5sR+k3obX6ea6Q67plfd7r27ev3fvYtVW7lC5lADguVzFmzBivfsacOXMU7bprTa3HQG+StmnZ9fT1SM++vHYp77qqd+/e+P777x2+Nzc3F71797aZlpiYiN27d+PatWtO55FbJhGpX3kjtp4+fRrXrl2DXq9Hw4YNbf7WpUsXhIWF4cSJE/jtt98cvt/RgBDAP3Xn5GrOWXdrLe/aVw5rzmmcUjf73gzk+Lpeh8Fg0Nxoho5kZmZi4sSJMJvN0Ol0mDlzple/K6UubNVSENiVumxquOGqCLX+FpztA84GO+nQoYPTQtl33XUX0tPTvd5eV/lzBEG1FoCXG2XQmvU2VmsAuSIcbRsAmDlzpuW8l5qaavc+Xxd7J99RavTQsqTrK2n/koJp3giipaenY/z48Yo/WJModQz096AfycnJWLlypd10rR4vyrv2rF+/Pk6dOuXwvadOnUL9+vVtptWvXx/Xr1/H2bNnnc4jt0zgRs2nCxcu2LyISD1iY2MByAfnpHpzDRo0QHBwsM3fqlSpgs6dOwOQrzvnqOYc8M+IreXVnCs7oqs7OForecTbgRxfBxm1no1RNrNICIHJkyd79WJQqQtbNQW8kpOTkZuba9Me6xsOtdxwVYQafwvO9gG54I71PjJq1CiHAR0hBCZMmKDoyJf+KhYOqLMAvMFgwJIlS2QDdGV/63IB5IkTJyqeCVkRjrbN5MmTLSP4yu3nviz2Tr7lz99+eebOnevVIJrJZMLEiRPtpit9LvH3MVCpQT86d+4smzGuteOFdF1lzfraUwjh9AFP2b9J2SrW0x3N42yZM2fORFRUlOVlXVCeiJRXXuaco8EgrPXo0QNA+cG5splzUnCuvNFaAc8HhWDmHHlErVkacrTe3cFf2WVK3NyrLeB16dIlp9+1mm64PKGmYKjE2T7gKLij1+tt9hG5rj6SCRMmKHLDImVUAPBLhrNaslDLSk5OxvHjx5GdnY2RI0eW+1t3FEBW2+jC7pLbNrm5uQAgmwFqPQ9pj9KlDADfHBfkuqsrfV3lz2OgkiU5nGWMazF7ztm155kzZ+wy3yTR0dF2GXBnzpxBcHAwateu7XQeuWUCwOTJk1FUVGR5STf6RKQOUnDu2LFjDv/uanAuJycHpaWldn8vKioCIN+tVS5zLigoCFWqVLGZ7i5mzpHH1JilIUdrwcSy/BVQUermXk0BL1e+azXccHnKUR2imTNnKr4uiYmJWLFiBbKzs+32AevgTnZ2No4dO2a3jyQnJ2PHjh0On4YLIfx+w6JERoWau4RKtUwXLlxY7m9dbj2U7jZXEXLrNHjwYMu+IZcBaj0Pkbt8cf0gtz9b149Ugiu1Y71F6Ycho0aNCphsW0fBXum73LRpk6ULWlnx8fHYtGmTzbSNGzeiQ4cOCAkJcTqP3DKBGzfFkZGRNi8iUo+KZs516NABVatWxblz5xwes8vr1iqXOQfApu6cJ/yZOcfRWr1M6RGytDYylpKjkXpDenq6pf2+GM5eCN+PCFv2s9Qwwpsj1iMh6/V6kZaWVuFlqm19rfcnpUbIlXhztF5Ho336cj92RMljTaCMdmq9T2jlHCNH+u1b/+bkto/cemtxG5J6+OKc5otleoN1u6yP/94+x6nhmjI1NTVgjpFlv0udTieSk5NFtWrVREFBgRBCiEmTJomkpCTL+37//XdRtWpVMWbMGHHgwAGRmZkpQkJCxOrVqy3zbN++XQQFBYlZs2aJgwcPilmzZong4GCxY8cOl9un5ntBosro9OnTluNESUmJ3d8HDhwoAIh58+bJLuPOO+8UAER2drbd31q1aiUAiC1btthMf+yxx+yW++CDDwoAYsGCBUIIIW666SYBwK1jjLWYmBgBQOTl5Xn0fneOVwzOeZE3b2Y9JTeke3p6ut/b4gqtBROtWW9vnU7n04vgjIwModPpbC6QvL1/qWH/LY9c8MqTIJva1lcNNxW+bEtKSorD33pqaqoXWy5PyWON3Gc7uvhQu127djk8x0ydOlXpprms7G//X//6V7n7RlZWlmbPVaRevnggYzQaRU5OjuoCx46OHb44x1kHAn310NQZrV2HO1P22hOAaNy4sdi2bZtlnmHDholu3brZvG/r1q2iXbt2IjQ0VDRp0kQsXLjQbtkff/yxaN68uQgJCREtWrQQa9ascattar0XJKqszGazCAsLEwDE77//bvf3Tp06CQA2gfqynn76aQFAvPTSS3Z/a9SokQAgdu/e7fA906dPt0zr1auXACA++OADIYQQbdq0EQDE5s2bPVq3unXrCgDi559/9uj9lSY4d+DAAaWbYqGmG2tvZGn4K6NILits165dPv3civL39vb156lp/5Uj10ZPbm7UuL5qClT7oi1Go9HuIl/aZv743pXc5nI3a74O6vuKXCakFm4+5bZFeefMQLrhJnVQ43nIl/x5jlM6QBko2dJq3kcZnCNSn7i4ONnjuhRc27lzp+z7//vf/woA4v7777f7W/Xq1QUA8dtvv9lMf/HFFwUAMXnyZMs0KRC4du1am39/8sknHq1XZGSkw892lTvHK03XnGvdurVqar4oXefCWkVHfvRnXaaytbYAbRQZ9/f29vXnqWn/lSPXxokTJ7pd/FmN66umQSF80Rali2UrOciJ3OAY4v+PXPvSSy/5vA3e5OgcAyg3yIc7HP32HRkzZozNvuFsxFq1rzOpkzfPQ9JAN2reF/05CJjSNWjVOAK7J8obNIeIyJpc3bnr16+jsLDQZh5H2rZtCwDYt2+fzXSz2WypIydXc05uQAjr/1a05hwHhCiHUNFgB2q/sXa1+K4SI10lJycjNzfXps1qLzLu7+3t64LKai5aL3HURp1O59HNjZp+rxK1DQoxduxYrweylC6WreQgJ8nJyVi5cqXDv73xxhuaCtDFxcWpZpAPd8kd66zp9XqMGjXKbrrciLVqX2f6h5qCWN467yox0I0ntD4ImDu0cE3lClcGzSEiksTGxgKwD86dPHkSZrMZISEhqFevnuz7b731VgBAQUGBZXRW4J8BHgD70Vp9PSCEEAJXr14FwAEhZEmpgfBhSrwnlK5zIdcW6eVKlz+lutapqUufq/y9vX1dUNlRNwy1dTF2VP+k7L9d7XKhpt+rNaUHhShbSzE1NdWrXVjkimVrsf6au+S69kqvF154QVUDlDijhkE+PFX2tz9s2DCXjgVKd82milFbnVEhKt79Uc3dDh3xR4kOtRxDA6Vrq1oHxGG3ViL1efXVVwUAMXz4cJvp3333nQAgbrrppnKXYTAYBADx3XffWaYdP35cABAhISHCbDbbzD937lwBQAwZMsQyrXbt2gKA+OWXX4QQQgwdOlQAEHPmzHF7nS5fvmw57p0/f97t9wtRiWrOqTF4oHSdC2ueFN9V6kJPaxeYEn9vb18WVJYLkKrlJkYI+dHDPA2yqen3KoTyvwN/fL5c7S5/7GdquHGTC2qV3ae1UItO6UE+KqLsb9/VY4FccDklJcUfzSYPKX1slVPRB5Nae7Dpy/aqLfgaSAMBqXFAHAbniNTnvffeEwBE7969baavXLlSABD/+te/yl1G3759BfDPSKtCCPHLL78IAKJOnTp28y9atEgAEA888IBlWmhoqAAgjh07JoQQYuTIkQKAeO2112zee+XKFdGhQwfxwAMPiNLSUoftOX/+vOWYd+XKlXLb70ilqTkHqK8+mdJ1LqxdunTJ7S5/StVlUluXPlf5e3t7sk1dFRER4bD7gpq6GDuqfyKEwMqVK5GTk4Pc3FzcfPPNLrdVTb9XQPlaeP74fLn6a77ez9TS9Wv8+PGYOnWq03mERmrRvfTSSw67t86dO1cVxwtnyv72XT0WyHXNXrRoEUaOHKn69a6slD62yqloHTY1lmhwxlftVaIkS3kCqUto586dA6KbLhH5llzNOaPRCACIiYkpdxmO6s5duHABgH2XVgCoWrUqgH9qzl29etXSDbW8mnO//vordu/ejU8//RQfffSRw/ZI9eYAIDQ0tNz2V5Tmg3OAOk7CauTpRZ9SdZmSk5Mxa9Ys6PV6mM1mTJo0SXMXML7mqzommZmZ6NSpk2yhdDXcxADy63/s2DEcOXIEnTp1cjn4oqbaQxJ/Fsx29fN9caMnV3/NV/uZ2m7cpk+fXm6ADrhRi27OnDl+aJFnlB7kQwly6wzcCNA1btwY6enpfm4VlUetQayK1mFTcqAbT/jqQawag69KPYjyBbkBcSZNmqSp9SAi37KuOSeEsEyvaHBOqj/nKDhXtuacdQCuvODcmTNnLP8/efJkm0ElJCUlJQBuDAbh6OGs13mUm6ewsjXnoIL0arUqW6NLp9MpnuovR63dTuQo1UXO23VM5LoZqnU7yNXGc2ffUVv3F2tK/2b9VYtPbr9LT0/3+meptevX1KlTy+3i6qt6Zt46fjmrw6amkhPWKrru5dUO9NV+rHZGo1FkZWWJrKwssWvXLsW7kJel1jqj3rj2UVuJhvJ4u7aqmq8f1dgl1BNqO4+yWyuR+ljXZzt79qxl+gMPPCAAiHfeeafcZUhdWKtXr27paiodR7t162Y3//r16wUAcfvttwshhDh27JgAIEJDQy3zzJkzRwAQSUlJNu/94IMPbI5nr7/+ut3yDx06JACIyMhIl74DRypVzTm1nYTVRs0XLGWp7cTvjJLBHW9/T85qzantJkYI+fa6+p2o/TehdPukG+zs7Gyff6a/CmYr/Z06Y32T6s5+XBHePn7J1WFTW+BbCO+te3m1AyvLIBHS8eLf//63JvYBNQaxtHTt4w2+Oh5rKfiqxeODPx+ouYLBOSJ1ql+/vgAg9uzZY5l2xx13CADis88+K/f9V69etdSM+/3334UQQixZskQAEP3797eb/9tvvxUARFxcnBDin+Be7dq1LfMsXLhQABAPPvigzXvffPNNAUDUrVtXABBVq1YVJ06csJln3759AoCoV6+e619CGZWm5pyUKq6V+mRKcDXV32QyITs7G9nZ2cjLy1Oku5/SXfpcpXQXOW9/T3LdfXbs2OH3rs2ukOvaWjbVWK7Lkhq7v1iTa19ubq7PP1uqyzZo0CAMHjzY5a5VnurQoYPdNF9sCzV3/UpNTcWxY8eQk5ODF154weE83qzr44vj16hRo1RfrxLw7rqPHz8e6enpsl0czGazao4p3iZdL4wcORKNGzfGoEGDZGu1mM1mjBgxQjX7gNrqjALaufbxFl+dg5UqyVKeinZdVgu5rq0TJ05Uze+biJTnqO6cO91aQ0JC0Lp1awD/dG111q1VqjlXtlur1JXV+v/lurUOGTIEnTp1wt9//42XX37ZZh6p5lxYWFi5bfcGTQfnXnvtNdXUJ1Nj/SrAtYu+zMxMywX2oEGDcOeddypSNF0rFzBKB3e8/T3JBS46duyoupsYQP4CEYBLwRe11h6SKFVEWomgs69qKDqi1hs34J+AwX//+1+Htei8WdfHF8cvudpK3li2N3l73VNTU3H8+HGkpKQ4/HsgFku3vl5YtGiRTU0ZOWazGdOnT/dD67RJK9c+3uLL474ag68AkJiYaLd91fTgwlWOHqgFco1RInKfdd054EZw648//gDgWnAOsK8752xACKnmnFQv7uLFiwCA6tWrW+YpLzhXv359zJs3DwCwdOlS7N271zKPVHMuPDzcpbZXmMf5eQqSUgPL1nxRqpuSmutXCeG8hlV5tXP8/Z2qufuZRA1t9EUb1NjdR45cN6Ds7GyX1kGt3V8k1scU65cvu8Io1bXKX11btcLX28GXx69du3apqttTWb5cd0f1AwNtP3al1p6zl1r2AzVSw3WFP/niuK9UHWBXBErXZbljgBL7Kru1EqnT2LFjBQAxduxYIYQQ+fn5AoCoUqWKMJvNLi1D6m768MMPCyGEGD16tAAgJk2aZDev0WgUAERISIgQQoi1a9cKAKJTp06WeTZt2iQAiFtvvdXmvX379hUARGZmphBCiMGDBwsAonfv3nbvbdOmjRvfgi2fdWtduHAh2rZti8jISERGRiI+Ph5fffWVw3lTUlKg0+nw1ltvWaYVFBRAp9M5fH388cfuNAUA7J7YKvGEXukujq5w9sQuPz/f6ZNvf3+nSmeluUINXeS8/T1J+0KzZs1U98TZEbnst/j4eJeemqs5iwqQH83Ul0+olcoo9FfXVq3wdRc3Xx6/OnbsqOoR/Xy57j169LCbFmj78fz5813KlJPD7m/ylCxnoARvH/elkgxK9PpwhT+zxH1JbrTqQDvWEZHnynZrte7S6upop2Uz51zp1nrt2jVcu3bNo8y5evXqAQBeeeUVAMCWLVss52R/Z865FZyTupPt3r0bu3fvRkJCAh544AHs37/fZr5PPvkEO3fuRMOGDW2mx8TEoLCw0Ob12muvoVq1aujTp4/bjS+7gZWo0aGFYJKzNsbFxTn9ofi7u5/auxxKlA7uePN7UvtFrSPeuMlWa/cXSefOnR3+NufNm+eTG1ylgs6Vrd5SefzRxc2Xxy+1B1t9te6BcvMtx2Qy4c0333Rp3n//+98Oj12BXIevopQqZ6AUbx73tfCQXK4ch1oeXLjDUY3RynzOJiJbzoJzrpKCc4cPH0ZxcbFL3VqBG11bPak5JwXnmjVrBp1Oh+vXr1u64krBOVXWnOvfvz/69u2LW265BbfccgveeOMNREREYMeOHZZ5Tpw4geeffx4fffQRQkJCbN4fFBSE6Ohom9fatWsxaNAgmy/QVf/9738Vr9GhhWCSs4sgg8GAtLQ0hxfSSmSElQ0QqHGwD6m+IADFgjve+p60cFErpyI32WqtEWlNiSfUiYmJWLFiBbKzs/0WdK5s9ZZc4Y/6RL4KTqs9SOWrLOFAuvl2xFnWXEpKChYuXIjs7GwYjUZ8+OGHmD17tsN5N2/e7MtmapZc3UYtnZPd4c3jvhYekgPefXCh5DUMz9lE5EzZmnOeBOfq1auH+vXrQwiB/fv3W4JzUVFRdvOGhoZazp1///2308w5adAI4MZx6/Tp05bPA24MRlG/fn0AN2JawD8DQqi+5tz169fFypUrRWhoqNi/f78QQojS0lJxzz33iLfeeksIIURsbKyYN2+e7DJ2794tAIjt27e79dlSv90DBw6ookaH2utXCSFfd65sbauUlBSxa9cuxWuPpaenq7KOn9rqC1b0ewqUOijuUNs2dMafdYiU/F4cracv6+upndZ/l2qtI+jrfVzr202OXJ0pnU4ndu3aJfs+R3X4oGDtOTXXJJNkZWUF5D7kiLfOb1qp1+et85warmHU8J2z5hyROv3xxx+W48Lly5dFSkqKACBeeeUVt5bTq1cvAUAsWbJE3HXXXQKA+PTTTx3OW716dQFA5Ofni5dfflkAEM8++6zDNl2/fl0I8c8xBIAoLi62zNu+fXubz3rvvfcEANG3b193vwoLn9WcA4Cff/4ZERERCAsLw8iRI7F27Vq0atUKADB79mwEBwfjxRdfdGlZmZmZaNmyJTp37ux0vpKSEly4cMHmBQBHjhxRxdMypbs4usJRJsaIESNssqYAICMjAw0aNFC0u5/JZMLEiRNVl82ltiwzb3xPWsj89Ca1bcPy+KurqdLfi6PMB2/X19NCtqRE61191di11R/7uNqzBj0llzU3btw4dOzYUfZ9jurwAcrUntNK+YbOnTtr+rfvDm9lvKmhDrArvJFxpvS5WlLZaiQSketq166NKlWqALhxzPIkcw6wrTvnrOYc8E/dufIy56R5gH+6tEZERFjeDwCNGjUCoFzmnNvBuebNm2Pv3r3YsWMHnnnmGQwbNgwHDhzAnj17MH/+fCxbtsylYn+XL1/GihUrXApkzZw5E1FRUZaXtHGbNm2qmsCC2utXyd38qiG4WZZauyiorV3eaI9WLmq9RW3b0BX+CP4r/b3I1b70Vn09rdyYS7TebUiNQSp/7OOB2LVVrtacXq/HqFGjnL5X7nft79pzaglouELrv313ePMhhBYekgMVL1mg9LlaolSNRC09ZCOqrHQ6nU3dOW8E55zVnAP+qTtXXFzssOZcWFiY5V5X+nvZenOSssE5VdecA270623WrBk6dOiAmTNn4rbbbsP8+fPx7bff4syZM2jcuDGCg4MRHByMY8eOYdy4cWjSpIndclavXo2///4bjz/+eLmfOXnyZBQVFVle0kZu1KiR6uuTqYWjE6lOp1NNcNOaWrO51NYub90Aa+Wi1hvUtg1d5evgv9Lfiy/r62npxtyaP+rO+Yoag1T+2sflsga1mlEiN6L72LFjyz0eGQwGh7Xn/H3MVUtAw1Va/u27w5uBSK2MOF/RfVHpc7VEiRqJZR+yLV++3OufQUTeYV13zpuZc45qzgGOg3PWmXM6nc4yj/T3svXmJNI5RDOZc2UJIVBSUoKkpCTs27cPe/futbwaNmyI8ePHOzzRZmZm4v7770fdunXL/YywsDBERkbavCTJycmYNWsW9Ho9zGYzJk2apPqsCCXIXQT16tVLdVlTah0UQm1ZZt66AdbKRa03qG0bqoUavhe5EeCsR2HyhNZuzCVabbdEbV1b/bWPB9qomxEREQ5/l+VlzUnGjx+P9PR0yzL0ej3GjBnj9XY6o5aAhqu0/tt3hzcCkVrKjK7ovqiGc7UkOTkZK1eutJvui33V0UM2V49BROR/Uubc/v37cf78eQDuB+datmyJoKAgnDt3zjKQgzvdWssONlp2xFYpc04aAEKidOacWwNCTJ48WXzzzTfi6NGjYt++fWLKlClCr9eLjRs3OpxfbkCI/Px8odPpxFdffeXOx1tYF9VTQ1FSrXD0XUmvlJQU1X1nah0Uwmg0Kj5ghkSuAHl2drZL71dDYWElqGkbqoXRaBRZWVkiOztbse/FenAd6VXR/VKr5wi54uHOCvCridz5RqnBAKzb5evfftmBlrS031lztB6eDnplNBpFamqqYucbLQzcJdHqMcsTFR1ERYvflfW+qNfrRVpamtvLUMs1jL+O83L7iXQvSETq8vrrrwsAIj4+XgAQUVFRHi2ndevWNr/3K1euOJwvISFBABArVqwQ3bp1EwBEVlaWzTy33HKLACC++eYbmzYOHz7cZr5NmzYJAKJVq1ZCCCEmTZokAIjRo0d7tA5CuDcghFvBuaeeekrExsaK0NBQUbduXdGjRw/ZwJwQ8sG5yZMnC4PBIEpLS935eAvrFVTD6GhaGAFMCOcnNzXcNFnT4gWXEuQujFy58QnU71grv0c1UVOQdteuXV7fL7V0Y27NF8FKf3I0aquWAowVofVRN70dHFbD+UYtAQ1XeCOAowUV3S/UcA/gCbU+fPaEP0bnljseMThHpE7Lli0TAERoaKgAINq0aePRch577DHLbz4sLEx2vn79+gkAIiMjQ9xxxx0CgPjyyy9t5pGmr1u3TgghxHPPPScAiKlTp9rMd+DAAZuA4pgxYwQAMXHiRI/WQQgfjtaamZmJgoIClJSU4MyZM9i8eTN69eolO39BQQFGjx5tN33GjBkwGo0Ou364S+nC01pPp7emxAhqcipTt46KqEjdj0D8jsv7PbKYsD211WS7dOmS1/dLrdZVTE5ORm5urs3vW+nt4w5HXVvNZjM6deqkyLnSn79/R6NuAtoZuVVuECmpa4k3lufv843aB+6yVllKtjgqY+JOt2etdVkGbhyHJk6cqJpzrjPnzp1DUlKSZUC+pKQkSxc1iVwJg7i4ODRs2BCPP/44Tp48afP37t27Q6fT2bwGDx4s2w5H3Xm9OZo7EXmXVHPu6tWrANzv0iqR6s4B8l1agfJrzgHy3VrlBoQoKirCpUuXtFdzTmlKFp5W201teeQCORJ/j6DmjFovuNQY3PG07odav2NPlfd71FIg3Z/UcNNszVcPXLR0Y27NF8FKf5HblkqcK/39+1fjoBjucPR7q8j5IdDON76mpQBORUkPT1JTUwEAc+bMcfk3qqYabK6SO+eqcdCYIUOGYO/evVi/fj3Wr1+PvXv3IikpyWYeueP8Cy+8gP/973/47bffcP/999v9ffjw4SgsLLS8Fi1a5LQtZR+yuTKgIBEpQ6o5J/F1cM6bNeciIyMt8544cUL9o7WqkVKjo6ntptYVycnJOHbsGFJSUuz+pqYL5Yo+TfUFNQd3HGVp6PV6p9tTixe1zjj7PWotkO5PartplgtqqCmz158cbZ/yfttq4eyBkD/PlUr9/tU2KIarTCYTJk2aZDd91qxZHp8f1DrQk1pp8fqyoubOnevRbzQxMRErVqxAdna2JjKjtTJozMGDB7F+/XpkZGQgPj4e8fHxWLJkCb744gscOnTIMp/cOXvu3LkwGAx4++23sWfPHhw/ftzm71WrVkV0dLTlJTcKozWtPmQjqmwaNWpkM9iPN4Jzzo4R7mTOST0A5DLnANsRW5k55wGlTnRqu6l1lcFgwLvvvmszgpoaAzMVeZrqbWoP7siNxutopGRrWu3u54iz32Mg3Oj4KmtTjUFaue6QlbEbi6e/bbVITk7Gjh07FO3iqdTvX+myG55y9H0Bjn+X7qgsXTW9Qav7jqc8/Y1KD00HDRqEwYMHa+K4WJFyJP6Um5uLqKgo3HXXXZZpnTp1QlRUFL7//nubeZ09iCgqKoJOp0ONGjVs/v7RRx+hTp06aN26NVJTUy3ZLkSkfWFhYYiOjrb829PgXKNGjVCzZk0A7ndrLS9z7vTp0wAcB+esR2xl5pwHlDrRqfGm1h2pqak4duyY6gMzZZ+mjhgxwu8XL1oI7iQmJtrdwDvb/6VgD4CAeBLp7Peo1UC6xNdZm2rLPIiLi7PZlyXz5s1TzY2LP7n721abjh07KpoNqdTvX6tZoN7u0iqpTF01K0qr+46nPMkQVvtDU2c8LUfiT6dOnXJ401qvXj2cOnXKZppcMDk3NxeTJk3CkCFDbG6s//3vf2PlypXYunUrXn75ZaxZswYPPfSQ0/aUlJTgwoULNi8iUi+p7hzgeXBOp9NZsudc6db6xx9/QAgBwHnNuWvXruGvv/4CYN+tFbANzjFzzkNKnei0nnmk9hRxuaLU/s6g0UJwx50Aopq76FaE3O9Ry4F0X9+AqDHzwGAwYNy4cXbTPT2eq7FWpDu8/XBAie9DyWxIJX//WssC9UWXVokWHnKpidb2nYrwJENY6/uTUoPGvPrqq3aDMZR9SW1w9JBMCGE3XS6YPGXKFJSUlGDBggU204cPH46ePXuiTZs2GDx4MFavXo3Nmzfjhx9+kG33zJkzLQNTREVFeXyzT0T+YV13riK/V1eCc1LmnJQNp9PpLAE7iXVw7uzZswBuPASqVauW3fKYOeclntTd8ga1B7i0TC0ZNFoI7rjaDUbLT5tdIfd71Gog3Zc3IGreF0aNGuWVG5dACER7s4ubUt+H0sdypX7/cus9d+5cVfzOyvJVl1ZAufqJWg3OO9t38vLyFGiRb7mbIayFh6bOKJUd+fzzz+PgwYNOX23atEF0dLTlRtfaH3/84TDTRO4YMX36dKc31QBwxx13ICQkBPn5+bLzTJ48GUVFRZaX0WgsZ02JSEnWwbmK3C8/9thjaNKkCQYMGCA7jxSIk45ZERERdudPKYB36dIly3x169Z1eH0tBedMJhMz5ypCido8Wr3o0wpvZ9BUhNqDO66ODqj1p80VocVAui9vQNS8L3hjtEs1Bx/d4a2bOCW/DzUcy5X4/cutt1ozoHx5vFHiGk3LwXln+06nTp00tS6ucPd8tGHDBkv3JeBGoFdtD03Lo0R2ZJ06ddCiRQunr/DwcMTHx6OoqAi7du2yvHfnzp0oKipC586d7ZYr9xDJWcBNsn//fly7dg0NGjSQnScsLAyRkZE2LyJSLyk4V7duXVSpUsXj5cTHx+Po0aN4+OGHZecpmzlXtt6c9bRLly45HQwCYOacVzl68uarGmVavujTEkcZNEqNVqj24I4rowNq/Wmzp7QaSJfL2gRQ4fVR+75Q0dEu1Rx8dJfcTdz06dNdXobS34e3siE9oeTvf9SoUarIAHeFwWDA7NmzfTZYlD+v0QIhOC/3m9HiupTHnQxhadtaB+eAG/uXlqg5s7Zly5a49957MXz4cOzYsQM7duzA8OHD0a9fPzRv3twyX4sWLbB27VoYDAa88cYbdsuZOHEifvjhB1y9ehUAcOTIEbz++uvYvXs3CgoKsG7dOgwcOBDt2rVDly5d/LZ+RORbcXFxAICmTZv6/LOsa84B9vXmAMfBOUdZwIDj0VoZnPOQv2qUBcJFn1aoZbRCLQR3XLm41UIXXW/TeiC9bNYmAMv6NG7cGOnp6R4tV+37QkW7c6o9+OgOuZu4RYsWYc6cOS4vQ8nvQ6luXEr//tWQNeiqzMxMy6ANOp0OM2fO9GqWuD/ryCodjPYGuQHPAO2tS3ncOT7I7Uda+z7Unln70Ucf4dZbb0Xv3r3Ru3dvtG3bFh988IHNPIcOHUJRUREA2wLwErPZjPbt21tGeA0NDcXXX3+NxMRENG/eHC+++CJ69+6NzZs3W65FiEj7evXqhbS0NLz99ts+/ywpc046L3grc+7UqVMoLi4G4L9urRAaVFRUJACIoqIiu78ZjUah0+kEAJtXUFCQMBqNXmvDli1b7D4DgMjJyfHaZ9A/jEaj0Ov1Nt+1Xq/36jZ1JiMjw/L5er1eZGRk+OVzPZGWlma3X5b9roxGo8jKyhLZ2dl++w79yWg0ii1btgij0ehw3/H28cCfHK0PADF16tQKLTMnJ0eV34nc/rxr1y6X3p+RkSGCgoIs213Nv93ypKamOjzv6HQ6l7+P9PR0y/6jxPchd+5MTU31yeep5fev9DnMFf74rvx1jSZ9lhq2vTfs2rVL9rgvnesCgavHB0ffh1a3rdxvQm3HB1fIXZ+kp6d7/bOc3QsSUeWydetWm2NOt27d7Ob58ssvBQDRvn17MWHCBAFAjB492uHyrl+/brl3CA0NFQDEzp07PW6fO8ergAvOCSF/A+PNwFkgXfRpgb9v6KxpbVuX911pKdDoibLr54/jgT/JbV9fXQArTW593dl31Rx8dIfcTZyr34f1b0On04m0tDQ/tfwfzm5EXQ0wukNND9IyMjJs1l2n06nq+Ouv78qfx+RACs47elDhyfFQzVwJVFkfx6yvybS8/nK/CX9c43pbRR+ouYrBOSKS5OXl2Rxz7rvvPrt5tm3bJgCI5s2biyeeeEIAEDNmzJBdpsFgsFnmTz/95HH7Kn1wzl9PqAPpok/t/Pm0vSw13dy5wtnF7eeff66pQKO75H77gbTOzgI0Op1Os+slR+5JvKvHdessykDg7Abd2X6tpkwTuRtRXwQY1PRwRU1tccRf7fNndo30eYEQnHf2YEZt+1JFOAtUyZ3jfRHY9yd/P7TwJW88UHMFg3NEJDlw4IDN8Wbw4MF28+zZs0cAEI0aNRJ9+/YVAERmZqbsMu+66y6bZf76668et8+d41XA1ZwD/FejTO2jdwYSJWv2KF2nyV3Oapj0799f8zV4nJGrQzN27FjV1lVzl1Sw3REhhFsDBGiBs5pLZrMZzzzzjKUekclkQnZ2NrKzs2EymRSvNeYL48ePR3p6usP6c3K/5czMTNx1112q+e07K3I/fPhw5OXlee2z1FRXUe010Hw9GIT158jVFvPmtrf+PDUP5OQqubqTEjXtSxUhN4DK3Llz8fnnnzs8x0s1gbTKnZF51V7/WK5WrNls9tngL0RUuUkDQkic1ZwrLi4ut+Yc8E/dOQlrzjnhSvTRX7VTAikjQ+38/bTdmtayJJ1lG5V9BcrTdiHkf/e7du0KuBp7U6dOld2mgdi9ddeuXbIZgwBE37597f5e9t+BtK/L1aAqu+2dHQuU/D4cdU2z3m6+yKBTOntK7Vk//uz27K/smkAjl1UmfXeBcnxztp5qOo55kytZ4lopS+Ls+J6SkuKVz2DmHBFJ/vjjD5vjzJgxY+zmOXHihAAggoODRUxMjACc15F78cUXbZZZWFjocfsqfbdWIXzfFVErJ8hA48pgB76gxQEUnF0cBXIgp2wgddiwYQH7W01JSZENbjjbT7X6YMGdGza5l1q7o3vCleOhP7uQustZwNVbN9xq29etj09q2hb+7nJb0e7qlZWzsgaBdC535wFjIK23s+u2Bx98UNXd4stydnz3xjZjcI6IJMXFxTbHmJdfftlunvPnz9scOwGIo0ePyi5z9uzZNss8d+6cx+1jcE74NstK7XVjApkSA0NoORBbXrZRoAUrJFKWjJrqbHlL2ZFo5bav3G9Cy/uzs/V15aX1bV9WecdDLdQxchZwreixSa37uhqPS0rUVvVHdk0gcjSwiBKDu/iaqw8YA+0axpXrNq2sv7MRxit6vGNwjogkZrPZ5hgze/Zsu3muXbtmdywqLi6WXeaHH35oM+/ff//tcfsYnPv/fJVlpbUBAgKJvweGCIRAbHkjvGlpXdwVaL9VR8EGue3rKAAT6PuzoxsALXVHd1d5x0MtjADoq2O6mvd1uePSK6+8olj7lPq+fJ1dE6iMRqPIzs7WVDa/J8oLVAXqNYyrWeJqOabJ8eQBoqsYnCMia1WrVrUcXxYsWOBwnvDwcMs8ERERTpeXk5Njc8wqLS31uG0Mzv1/chfAjz76aMBe9FcGchct2dnZXv+sQAnuyNUnC/SbHzVmqHjK2XHHWfdW64wKufm0tj+np6e7HKCbMmWK4rXGfMnZ8VAua05t34UvMoHUfOx21mXPF/X2XKVUbVVfZteQ9jl7IBOo1zCuZImrKRvYGWcPECvy+2Zwjois1a1b13J8Wb58ucN56tSpY5nn5ptvdrq83377zTJvSEhIhdrG4Nz/V97JbciQIWLBggUiKyvLUjB+wYIFlpez6VOnTrVcXAdiRoaayd3Y+OJCJZACsenp6TZZV4HYDcaaoy4xWv6tOgs2lFefJz09PeBucIxGoxg5cmSlrKtoTW7bd+vWzeF3oaasOWvS9pTO2RU9nqv92K3WjGYlBs7wZXaN2moOkmfS09MrRVdea86OETqdTjWlCVwh92CwIskSDM4RkbUmTZpYji1r164td574+Hiny7OuY1e9evUKtY3BOSveKCDu7FUZLhDUSK4WiS9uarQ2Uqszahix0B/kAhZTp05Vumkec3Shbh1scLU+j6OXmoIW7rKuLzh37lzVBTv8wdWuvmr+HnwRTFPzsVsu2K5kEFXJQJbcPlyRfUCtNQfJM5WlK6+1QOn1UF6yxIgRI9zepgzOEZG1Vq1aWY4pmzZtcjhPmzZtLPM88MAD5S6zZs2aAoCoU6dOhdrG4JwVd0Z88vSl5RtbLcvKynK4PbxdSFqLI7VWdnI3vmoOTjjj6gA37haStn6pobtfRTm7AQiE9ZNTXqBHyYCPq3zRDVXNx+7yblb9fV2hhkCWN7vdqz1zkshVgdLrwZVkCXfWjcE5IrLWsWNHy7Fkx44dDufp1KmTZZ7hw4eXu0wpmGcwGCrUNneOV8EIcAaDAYsXL8aIESNgNpt98hmlpaU4fPgwDAaDT5ZPjnXu3Bk6nQ5CCJvpixYtwqVLlzBq1CgcPXoUf/75p+VvtWvXxk033eTy9J9++glLliyB2WyGXq/H4sWLkZyc7PuVowqJi4tzuG+YzWZN/lbz8/MdHr86dOhg8++OHTti9uzZmDBhglvL1+v1aNasWYXaqAYGg8Hh+gcFBQXE+smJi4uDXq93eo7T6/UYNWqUH1vlHkfrUJHtlpmZaTnvq/HYbTAYsGTJEgwfPtzuOAXcuK7Izc3FwIEDfd4Wk8lkc41kNpuRkpKCxMREvx4rX3rpJcv5VuLqPmAymZCfn4+4uDgYDAaHx0xeq5EWpaamYvDgwTh8+DCaNWum2f131KhRmDt3rtPz1IQJE2A0GnH33XdbrsVr166Nzp07a3a9icg/qlatavn/iIgIh/NYT69Xr165y2zUqBF++eUXhIWFVbyBrqpQGFAhnjwtcVY0vaIvPo1Vjq+7LXNba1d53UC1xN0sEHePdUoWofcF60wDtXVn9JXyurZqoRuUt7qhailrymg0ioULF8oO3uGPfVdNg2d4sg+UzSzKyMjQ1D5AVFlUpPzGlClTbLrdM3OOiKz17dvXcrw4duyYw3kGDBhgmee///1vuct86qmnBADRunXrCrXNneOV3i5aF6AMBgPeffddpKenQ6fTeW25QUFBWLRoEZ/oKGTUqFFe3Z7lkZ68k/qNHz8e6enp0OtvHOa0/FuVMoCDgoIAlL8uL730kuzvQq/X4/PPP7d8LwAghEBKSgpMJpP3G6+A1NRUHDt2DDk5OSgoKFBVxpSvlM2idPfvapCcnIyCggJkZ2djxYoVSExM9Gg5zrKm1MZgMGDkyJFYsmSJzW8S+CeDzde/Sylr0ZpS2abu7gMvvfQSxo8fb5P1N2LECABw65hJRL6XnJyMY8eOISUlxe33zpgxAwkJCYiNjUVmZqYPWkdEWuarzDkAfs2cC/hurWVJ6eG5ubk2KdNNmjRBQUGBXVdHZ9OLi4s1nWIeCOS6sflKoHePCzSB0h0EuHFRm5iY6NK6GAwGjBs3DnPmzLH729ixY1GtWrWA7/JlMBgCZl1c4axrq5aOWxs2bKhwd1Rvd5H1h+TkZFSvXh2DBg2yme6P36UU/E9JSUFpaanigSxX94GXXnoJb7zxht10s9mM+fPnIz093eVjJhH5h5Qs0axZM4wfP97t90sPLTp37uyD1hGRVlWrVs3y/3LBOet5XAnOSdcN4eHhFWydGyqUo6cQpjJTWXIjWnnzVVm6x1FgcNStSxoQg12+ApN1l0AtHre8uV+qeaRWOc5+s77+3C1btohdu3YpPpq3q/tAed249Xq92LVrl0JrQUSuMBqNYujQoR5dk3/xxRe8FyQii2effVYAEKGhobLzjBs3znIM+eWXX8pd5v79+0VYWJgYO3ZshdrGbq1U6UyfPt3rXZYlOp0OqamplaZ7HAUGR11hFy9ebMkoY5evwCN1CczJycGuXbs0163Xm91RExMTsWLFCmRnZ2vmO5B+l9bnMSEENmzY4LPPzMzMRGxsLBISEtCpUyccOXJE0eOAK/tAXl4eJk6c6HQ5ZrMZnTp1Yvc3IhUzGAz44IMPbEqQuCIoKAg333yzD1tGRFojdWutXr267DzWGXX169cvd5mtWrXCuXPnHPZE8hWdEA6GCVO5CxcuICoqCkVFRYiMjFS6OaQiJpMJubm5AOBRV2VH0+Pj4xm0IM0ymUyy3bqc/Y3I30wmE2JjY+26oxYUFLi1f6p9pFZnvPUdqO2zvNWmOXPmYMKECQ5HuHVEr9fj2LFjPL4RqZx0PVKtWjXLtfj27duxYsUKu+PBokWLMHDgQN4LEpHFq6++itdeew2xsbEoKChwOM+cOXMwfvx46PV6XLt2za2HAhXhTuyq0tWco8BmMBgwcOBAy787duzocD53pxNplbPaa5WtLhupmzdqn5lMJktgDvinPlFiYqIm9nVnmWPebr8/P8tVzvYBuRpzzljXnyMi9bK+HpGuxUeOHImZM2dagnbWtb4vXLigZHOJSGXcyZyrW7eu3wJz7mJwjoiIiFTBeuCTatWq4ejRo1i4cKHl77Vr18ZNN92Eo0eP2mU533TTTfj8889VF3Byh9zAHgcPHrR8H47W25Pphw8fhk6ns8lCU8PAGY72gYceeghr1651OL9Op8Ps2bPRvXt33HXXXXZZdXPnzsWoUaM0sf2JyBYfIhKRK6TBHuQGg7D+myuDQSiFwTkiIiJSDYPBgA0bNmD48OEud190Rg0BJ1dJmWNl1/3ZZ5/1+Wfr9XrV1J50dR/Q6XTYuXOnJdPG0SjVzJ4jIiIKbFLGXFRUlOw8rVu3BgC0b9/eL23yhDrz+YiIiKhSMplMXgvMAcCsWbNUEXByVWJiYqX8bGuu7gNpaWk25ShGjRrlcGCoefPmwWQyeb2dRIHs3LlzSEpKQlRUFKKiopCUlITz5887fc8TTzwBnU5n8+rUqZPNPCUlJXjhhRdQp04dVKtWDffffz9/n0RUIffddx8GDRqEMWPGyM7Trl07mEwmLFmyxI8tcw+Dc0RERKQa+fn5XgvMAUCHDh28tix/8Pb6u8psNns0Mq4vuPIdTJ06FampqTbTDAYDxo0bZzevp6P+ElVmQ4YMwd69e7F+/XqsX78ee/fuRVJSUrnvu/fee1FYWGh5rVu3zubvo0ePxtq1a7Fq1Sp89913uHTpEvr164fS0lJfrQoRBbjatWtj1apV5T5kbNSoEYKD1dt5VL0tIyIiokonLi7Orhaap7TUpVXizfV3h5q+q/K+g6lTp2L69OkO/zZq1CjMnTvXboRHtawbkRYcPHgQ69evx44dO3DXXXcBAJYsWYL4+HgcOnQIzZs3l31vWFgYoqOjHf6tqKgImZmZ+OCDD9CzZ08AwIcffoiYmBhs3rxZNdm7RERKYOYcERERqYbBYMCSJUscdk90h5pqqLnDW+vvDrV9V3LfgU6nQ1pammxgTnrv4sWLERQUBAAejfpLVNnl5uYiKirKEpgDgE6dOiEqKgrff/+90/du3boV9erVwy233ILhw4fjzJkzlr/t2bMH165dQ+/evS3TGjZsiDZt2pS7XCKiQOdW5tzChQuxcOFCFBQUALhRVO+VV15Bnz597OZNSUnB4sWLMW/ePIwePdrmb7m5uZg6dSp27tyJkJAQ3H777fjqq69QpUoVj1eEiIiIAoM0Ymdubq7daKNNmjRBQUGB0+m1a9dGfHy8ZgMyZdff1fX2ZLpavytH34Gr7bQe8bVZs2aqWzcitTt16pTDEQ3r1auHU6dOyb6vT58+GDhwIGJjY3H06FG8/PLLSEhIwJ49exAWFoZTp04hNDQUNWvWtHlf/fr1nS63pKQEJSUlln9fuHDBg7UiIlI3t4JzBoMBs2bNsnQNeP/99/HAAw/gxx9/tIx+AQCffPIJdu7ciYYNG9otIzc3F/feey8mT56Mt99+G6Ghofjpp5+g1zOJj4iIiG4wGAwYOHCgw79ZDwLgynQtcrT+7q631r8nZ/uAK+9lUI7I1quvvorXXnvN6Tx5eXkA4DB7VwjhNKt30KBBlv9v06YNOnTogNjYWHz55Zd46KGHZN9X3nJnzpxZbruJiLTOreBc//79bf79xhtvYOHChdixY4clOHfixAk8//zz2LBhA+677z67ZYwZMwYvvvgiJk2aZJkWFxfnSduJiIiIiIjIBc8//zwGDx7sdJ4mTZpg3759OH36tN3f/vjjD9SvX9/lz2vQoAFiY2ORn58PAIiOjsbVq1dx7tw5m+y5M2fOoHPnzrLLmTx5MsaOHWv594ULFxATE+NyO4iItMDjASFKS0vx8ccfo7i4GPHx8QBujPSVlJSE8ePH22TSSc6cOYOdO3fi3//+Nzp37owjR46gRYsWeOONN3D33XfLfhZTmYmIiIiIiDxXp04d1KlTp9z54uPjUVRUhF27duHOO+8EAOzcuRNFRUVOg2hl/fnnnzAajWjQoAEAoH379ggJCcGmTZvw6KOPAgAKCwvxyy+/IC0tTXY5YWFhCAsLc/lziYi0yO3g3M8//4z4+HhcuXIFERERWLt2LVq1agUAmD17NoKDg/Hiiy86fO/vv/8O4EZK9Zw5c3D77bdj+fLl6NGjB3755RfZDDqmMhMREREREfley5Ytce+992L48OFYtGgRAGDEiBHo16+fzUitLVq0wMyZM/Hggw/i0qVLePXVV/Hwww+jQYMGKCgowJQpU1CnTh08+OCDAICoqCgkJydj3LhxqF27NmrVqoXU1FTceuutltFbXSGN5MyEDSJSO+k4JTcCvTW3g3PNmzfH3r17cf78eaxZswbDhg3Dtm3bcPnyZcyfPx8//PCDbM0AaVj7lJQUPPnkkwCAdu3a4euvv8Z7772HmTNnOnwfU5mJiIiIiIj846OPPsKLL75oGVn1/vvvx//93//ZzHPo0CEUFRUBuDEy8s8//4zly5fj/PnzaNCgAe655x5kZWWhevXqlvfMmzcPwcHBePTRR3H58mX06NEDy5Yts4yw7IqLFy8CAO8HiUgzLl68iKioKKfz6IQrITwnevbsiaZNm6Jly5YYO3aszcAOpaWl0Ov1iImJQUFBAY4ePYqbb74ZH3zwAYYOHWqZb9CgQQgODsZHH33k0mcWFRWhRo0aMBqNiIyMrEjziYiIiIiISCPMZjMKCwsRERFhkxRyzz33ICcnR/Z9Fy9eRKtWrXDgwAGbgGFFSMs8fvx4uTfe/taxY0fLAB9K80dbvPkZFVmWp+91532uzlvefFLSU2WKq/j7dyGEwMWLF9GwYcNyB0H1uOac9YeVlJQgKSnJLh05MTERSUlJliy5Jk2aoGHDhjh06JDNfL/99hv69Onj8mf++eefAPi0hIiIiIiIiG5w5f5QKsnkTdeuXVNdcCMoKEg1bfJHW7z5GRVZlqfvded9rs7r6nyRkZGq2Vd8TYnfhauBe7eCc1OmTEGfPn0QExODixcvYtWqVdi6dSvWr1+P2rVro3bt2jbzh4SEIDo62lKbQKfTYfz48Zg2bRpuu+023H777Xj//ffx66+/YvXq1S63o1atWgCgyicUvlQZI9tlqekJkL9U5u3O7c3tHegq8/YGuM25zSuHyrzNK+P2BrjNldrmS5YswfDhw2X/7ovtUlRUhMaNG1vuT9XkueeeU7oJFv5oizc/oyLL8vS97rzP1XnVtA+ohZq/E7eCc6dPn0ZSUhIKCwsRFRWFtm3bYv369ejVq5fLyxg9ejSuXLmCMWPG4K+//sJtt92GTZs2oWnTpi4vQ0oHjIqKqnQnPKByRbbLUtMTIH+rjNud27tyrTu3d+Vbd27zyrfu3OaVa90r8/YGuM39bdy4cS7N54vtUl53NSWoKQjB4Jx338fgnOfU/J24FZzLzMx0a+EFBQUOp0+aNAmTJk1ya1lEgLp/TOR93N6VC7d35cNtXvlwm1cu3N6Vj5q3eVhYGKZNm4awsDClm0KkCvxNqEuFB4RQwoULFxAVFYWioqJK9TSqsq53ZcftXrlwe1cu3N6VD7d55cNtXvlwm1ce3NZE5C3qy791QWWN8FbW9a7suN0rF27vyoXbu/LhNq98uM0rH27zyoPbmoi8RZOZc0RERERERERERIFAk5lzREREREREREREgYDBOSIiIiIiIiIiIoUwOEdERERERESV1hdffIHmzZsjLi4OGRkZSjeHSBUefPBB1KxZE4888ojSTakUGJzzs5kzZ6Jjx46oXr066tWrhwEDBuDQoUM28wgh8Oqrr6Jhw4aoUqUKunfvjv3799vMU1JSghdeeAF16tRBtWrVcP/998NkMln+XlBQgOTkZNx0002oUqUKmjZtimnTpuHq1at+WU/6h7+2edl5b7/9duh0Ouzdu9dXq0YO+Ht7f/nll7jrrrtQpUoV1KlTBw899JBP149s+XN7//bbb3jggQdQp04dREZGokuXLsjJyfH5OpI9b233xYsXo3v37oiMjIROp8P58+ftPuvcuXNISkpCVFQUoqKikJSU5HA+8h1/bW9eu6mHP3/jEl67Kef69esYO3YstmzZgh9++AGzZ8/GX3/9pXSziBT34osvYvny5Uo3o9JgcM7Ptm3bhueeew47duzApk2bcP36dfTu3RvFxcWWedLS0jB37lz83//9H/Ly8hAdHY1evXrh4sWLlnlGjx6NtWvXYtWqVfjuu+9w6dIl9OvXD6WlpQCAX3/9FWazGYsWLcL+/fsxb948vPvuu5gyZYrf17my89c2tzZhwgQ0bNjQL+tHtvy5vdesWYOkpCQ8+eST+Omnn7B9+3YMGTLEr+tb2flze9933324fv06tmzZgj179uD2229Hv379cOrUKb+uM3lvu//999+49957nZ6bhwwZgr1792L9+vVYv3499u7di6SkJJ+uH9ny1/bmtZt6+PM3LuG1m3J27dqF1q1bo1GjRqhevTr69u2LDRs2KN0sIsXdc889qF69utLNqDwEKerMmTMCgNi2bZsQQgiz2Syio6PFrFmzLPNcuXJFREVFiXfffVcIIcT58+dFSEiIWLVqlWWeEydOCL1eL9avXy/7WWlpaeKmm27y0ZqQq3y9zdetWydatGgh9u/fLwCIH3/80fcrRbJ8tb2vXbsmGjVqJDIyMvy4NlQeX23vP/74QwAQ33zzjWWeCxcuCABi8+bN/lg1csKT7W4tJydHABDnzp2zmX7gwAEBQOzYscMyLTc3VwAQv/76q29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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = head.plot(figsize=(10, 3), marker=\".\", linestyle=\" \", color=\"k\")\n", + "ax1 = plt.axes([0.95, 0.2, 0.3, 0.68])\n", + "acf = ps.stats.acf(\n", + " head,\n", + " lags=[\n", + " 1,\n", + " 2,\n", + " 3,\n", + " 4,\n", + " 5,\n", + " 6,\n", + " 7,\n", + " 8,\n", + " 9,\n", + " 10,\n", + " 12,\n", + " 13,\n", + " 14,\n", + " 30,\n", + " 61,\n", + " 90,\n", + " 120,\n", + " 150,\n", + " 180,\n", + " 210,\n", + " 240,\n", + " 270,\n", + " 300,\n", + " 330,\n", + " 365,\n", + " ],\n", + ").values\n", + "ax1.semilogx(acf, color=\"k\") \n", + "ax.set_title(\"Groundwater level \")\n", + "ax1.set_title(\"Autocorrelation\");" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ed567991-2344-4fab-b223-88111406255d", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#From above I see autocorrelation dropping after 10 days lag, I simulate three models with 7, 14, 21 ùdays lag\n", + "mls_ar = {}\n", + "dts = 4\n", + "\n", + "func = ps.Exponential()\n", + "rch = ps.rch.FlexModel(snow = True)\n", + "\n", + "for dt in range(1, dts, 1):\n", + " ml_name = f\"SW_{dt}\"\n", + " ml = ps.Model(head.iloc[::dt], name=ml_name)\n", + " ml.add_noisemodel(ps.ArNoiseModel())\n", + "\n", + "\n", + " sm = ps.RechargeModel(\n", + " prec, \n", + " evap,\n", + " rfunc=func, \n", + " recharge = rch,\n", + " name = \"rch\",\n", + " temp = temp,\n", + " )\n", + " ml.add_stressmodel(sm)\n", + "\n", + "\n", + " ml.solve(report=False, tmin=tmin_cal, tmax=tmax_cal, fit_constant = True)\n", + " mls_ar[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "6358126f-0100-43a9-b02f-2fe12e6d3c30", + "metadata": {}, + "source": [ + "The previously created groundwater models (`mls_ar`) are modyfied to analyze the impact of changing the noise model from autoregressive (AR) to autoregressive-moving-average (ARMA). The modified models are then calibrated and stored for comparison.\n", + "\n", + "Outputs:\n", + "- Recalibrated models stored in `mls_arma`.\n", + "- Each model is identical to the one in `mls_ar`, except for the noise model type (ARMA instead of AR).\n", + "\n", + "--> a decision can be made about the type of noise model to use." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "f76f4439-a097-436c-bbbf-599a414eae12", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_arma = {}\n", + "\n", + "for ml_name, ml in mls_ar.items():\n", + " ml = ml.copy(name=ml.name)\n", + "\n", + " ml.del_noisemodel()\n", + " ml.add_noisemodel(ps.ArmaNoiseModel())\n", + "\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + " mls_arma[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "56c29d70-1f30-4523-b5cb-c06ce82d8656", + "metadata": {}, + "source": [ + "The results of the simulations are shown below. Two different noisemodels are applied, the models are calibrated with an increasing timestep between observations. A Stoffer-Toloi test for autocorrelation is applied on the models with different noisemodels and time lags between observations.\n", + "\n", + "In this case, a model with an ARMA(1,1) noisemodel, with a 21 days time lag shows the lowest autocorrelation." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "bc3a9226-ffa6-4d4e-bdd4-39c38d9bb934", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AR noisemodel, ('SW', '1'):Reject the Null-hypothesis\n", + "AR noisemodel, ('SW', '2'):Reject the Null-hypothesis\n", + "AR noisemodel, ('SW', '3'):Reject the Null-hypothesis\n", + "ARMA noisemodel, ('SW', '1'):Reject the Null-hypothesis\n", + "ARMA noisemodel, ('SW', '2'):Reject the Null-hypothesis\n", + "ARMA noisemodel, ('SW', '3'): Failed to reject the Null-hypothesis, no significant autocorrelation. p = 0.11\n" + ] + } + ], + "source": [ + "alpha = 0.05\n", + "for ml in mls_ar.values():\n", + " if \"SW\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " n = ml.noise(tmin=tmin_cal, tmax=tmax_val).asfreq(f\"{i}D\").fillna(0.0)\n", + " stat, p = ps.stats.stoffer_toloi(n)\n", + " if p > alpha:\n", + " print(f\"AR noisemodel, {name, i}: Failed to reject the Null-hypothesis, no significant autocorrelation. p =\",p.round(2))\n", + " else:\n", + " print(f\"AR noisemodel, {name, i}:Reject the Null-hypothesis\")\n", + " \n", + "\n", + "for ml in mls_arma.values():\n", + " if \"SW\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " n = ml.noise(tmin=tmin_cal, tmax=tmax_val).asfreq(f\"{i}D\").fillna(0.0)\n", + " stat, p = ps.stats.stoffer_toloi(n)\n", + " if p > alpha:\n", + " print(f\"ARMA noisemodel, {name, i}: Failed to reject the Null-hypothesis, no significant autocorrelation. p =\",p.round(2))\n", + " else:\n", + " print(f\"ARMA noisemodel, {name, i}:Reject the Null-hypothesis\")" + ] + }, + { + "cell_type": "markdown", + "id": "d088a7ed-cbc8-449d-989e-4c99642f8cdb", + "metadata": {}, + "source": [ + "Now check the influence of the starting date" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2740ed7a-de90-432b-972b-7cea2125241a", + "metadata": {}, + "outputs": [], + "source": [ + "mls_with = {}\n", + "dt = 3\n", + "\n", + "\n", + "func = ps.Exponential()\n", + "rch = ps.rch.FlexModel(snow = True)\n", + "\n", + "for start in range(0, dt, 1):\n", + " ml_name = f\"SW_{start + 1}\"\n", + " ml = ps.Model(head.iloc[start::dt], name=ml_name)\n", + "\n", + " sm = ps.RechargeModel(\n", + " prec, \n", + " evap,\n", + " rfunc=func, \n", + " recharge = rch,\n", + " name = \"rch\",\n", + " temp = temp,\n", + " )\n", + " ml.add_stressmodel(sm)\n", + "\n", + " \n", + " ml.add_noisemodel(ps.ArmaNoiseModel())\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + "\n", + " mls_with[ml_name] = ml" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a733bcb9-df02-4d8a-8e06-1bb5c161d3bd", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_without = {}\n", + "dt = 3\n", + "\n", + "\n", + "func = ps.Exponential()\n", + "rch = ps.rch.FlexModel(snow = True)\n", + "\n", + "for start in range(0, dt, 1):\n", + " ml_name = f\"SW_{start + 1}\"\n", + " ml = ps.Model(head.iloc[start::dt], name=ml_name)\n", + "\n", + "\n", + " sm = ps.RechargeModel(\n", + " prec, \n", + " evap,\n", + " rfunc=func, \n", + " recharge = rch,\n", + " name = \"rch\",\n", + " temp = temp,\n", + " )\n", + " ml.add_stressmodel(sm)\n", + "\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + "\n", + " mls_without[ml_name] = ml" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "8071426e-f4ba-422a-ac03-d4e85d7bb501", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "data = {}\n", + "\n", + "name = \"SW\"\n", + "ml = mls_with[\"{}_1\".format(name)]\n", + "p = ml.parameters\n", + "mi = pd.MultiIndex.from_product([p.index[p.vary].to_list(), [\"opt\", \"std\"]])\n", + "data[name] = pd.DataFrame(data=np.nan, index=range(dt, 1), columns=mi, dtype=float)\n", + "\n", + "for ml in mls_with.values():\n", + " if \"SW\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " df = data[name]\n", + " for par in ml.parameters.index[ml.parameters.vary]:\n", + " df.loc[int(i), (par, \"opt\")] = ml.parameters.loc[par, \"optimal\"]\n", + " df.loc[int(i), (par, \"std\")] = ml.parameters.loc[par, \"stderr\"]\n", + "\n", + "\n", + "df_with = pd.concat(data, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "8f764780-1994-40f2-887a-e9f5a2eb99f6", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "data = {}\n", + "\n", + "name = \"SW\"\n", + "ml = mls_without[\"{}_1\".format(name)]\n", + "p = ml.parameters\n", + "mi = pd.MultiIndex.from_product([p.index[p.vary].to_list(), [\"opt\", \"std\"]])\n", + "data[name] = pd.DataFrame(data=np.nan, index=range(dt, 1), columns=mi, dtype=float)\n", + "\n", + "for ml in mls_without.values():\n", + " if \"SW\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " df = data[name]\n", + " for par in ml.parameters.index[ml.parameters.vary]:\n", + " df.loc[int(i), (par, \"opt\")] = ml.parameters.loc[par, \"optimal\"]\n", + " df.loc[int(i), (par, \"std\")] = ml.parameters.loc[par, \"stderr\"]\n", + "\n", + "df_without = pd.concat(data, axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "428943fb-9185-4812-a86e-cc2296728ae9", + "metadata": {}, + "source": [ + "### Parameter Variability Across Models\n", + "\n", + "This code plots error bars to compare parameter variability across models with and without a noise model.\n", + "\n", + "- Extracts models & parameters from `df_with`.\n", + "- Creates subplots for each parameter.\n", + "- Loops through parameters, checking for `opt` (optimized values) and `std` (standard deviation).\n", + "- Plots error bars for both datasets (`df_with` and `df_without`), showing uncertainty.\n", + "- Formats plots with labels, legends, grid lines, and a shared x-axis.\n", + "- Skips missing parameters and prints a message.\n", + "\n", + "The result visualizes how the noise model affects different parameters as well as the influence of starting the simulation from different timesteps." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c9366a89-cf33-43e4-9c35-fa0770fbf0a2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Skipping noise_alpha, columns not found in df.\n", + "Skipping noise_beta, columns not found in df.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "models = df_with.index\n", + "std_avg_with = []\n", + "std_avg_without = []\n", + "parameters = df_with[\"SW\"].columns.get_level_values(0).unique()\n", + "\n", + "fig, axes = plt.subplots(len(parameters), 1, figsize=(10, 10), sharex=True)\n", + "\n", + "for i, param in enumerate(parameters):\n", + " if (\"SW\", param, \"opt\") in df_with.columns and (\"SW\", param, \"std\") in df_with.columns:\n", + " opt_with = df_with[(\"SW\", param, \"opt\")]\n", + " std_with = df_with[(\"SW\", param, \"std\")]\n", + " std_avg_with.append(std_with.mean())\n", + "\n", + " axes[i].errorbar(df_with.index, opt_with, yerr=std_with, fmt=\"-o\", capsize=3, label = \"Simulation with Noise Model\")\n", + " axes[i].set_ylabel(param)\n", + " axes[i].grid(True)\n", + " axes[i].legend(loc=\"upper left\", bbox_to_anchor=(1.05, 1), fontsize=10, frameon=True)\n", + " else:\n", + " print(f\"Skipping {param}, columns not found in df.\")\n", + " \n", + " if (\"SW\", param, \"opt\") in df_without.columns and (\"SW\", param, \"std\") in df_without.columns:\n", + " opt_without = df_without[(\"SW\", param, \"opt\")]\n", + " std_without = df_without[(\"SW\", param, \"std\")]\n", + " std_avg_without.append(std_with.mean())\n", + "\n", + " axes[i].errorbar(df_without.index, opt_without, yerr=std_without, fmt=\"-o\", capsize=3, label = \"Simulation without Noise Model\")\n", + " axes[i].set_ylabel(param)\n", + " axes[i].grid(True)\n", + " axes[i].legend(loc=\"upper left\", bbox_to_anchor=(1.05, 1), fontsize=10, frameon=True)\n", + " else:\n", + " print(f\"Skipping {param}, columns not found in df.\")\n", + "\n", + "axes[-1].set_xlabel(\"Model\")\n", + "fig.suptitle(\"Parameter Variability Across Models with and without Noise Model\", fontsize=14)\n", + "\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "3a96ad98-5ccc-4fe3-9526-8b3fa35262b2", + "metadata": {}, + "source": [ + "The uncertainty behind the parameters is quantified by computing the standard deviation for both models with and without the noisemodel. Please note that the plot displays normalized values of the parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "c7b3b5e3-1031-4093-baa0-4a605ed3fce7", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "std_avg_with = [df_with[(\"SW\", param, \"std\")].mean() / df_with[(\"SW\", param, \"opt\")].mean()for param in parameters[:-2]]\n", + "std_avg_without = [df_without[(\"SW\", param, \"std\")].mean() / df_without[(\"SW\", param, \"opt\")].mean()for param in parameters[:-2]]\n", + "\n", + "\n", + "uncertainty_df = pd.DataFrame({\n", + " \"Parameter\": parameters[:-2],\n", + " \"With Noise\": std_avg_with,\n", + " \"Without Noise\": std_avg_without\n", + "})\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "bar_width = 0.35\n", + "index = np.arange(len(parameters[:-2]))\n", + "\n", + "bars1 = ax.bar(index, std_avg_with, bar_width, label='With Noise', alpha=0.7)\n", + "bars2 = ax.bar(index + bar_width, std_avg_without, bar_width, label='Without Noise', alpha=0.7)\n", + "\n", + "ax.set_xlabel('Parameter')\n", + "ax.set_ylabel('Mean Standard Deviation (Uncertainty)')\n", + "ax.set_title('Uncertainty Comparison: With vs. Without Noise Model')\n", + "ax.set_xticks(index + bar_width / 2)\n", + "ax.set_xticklabels(parameters[:-2], rotation=45)\n", + "ax.legend()\n", + "ax.grid(axis='y', linestyle='--', alpha=0.7)\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "31c970b4-a3da-4cb5-a025-4b867b9dc2b0", + "metadata": {}, + "source": [ + "The diagnostics check is conducted again and the autocorrelation problem seems to be resolved for model 3 with noisemodel ARMA(1,1) and a time lag of 21 days regardless of the starting date of the simulation." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "e38548f6-8ea7-4d0f-a5ea-863ac5043e50", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model name: SW_1, Noisemodel: ARMA(1,1) \n", + "Failed to reject the Null-hypothesis, no significant autocorrelation. p = 0.58\n", + "Model name: SW_2, Noisemodel: ARMA(1,1) \n", + "Failed to reject the Null-hypothesis, no significant autocorrelation. p = 0.45\n", + "Model name: SW_3, Noisemodel: ARMA(1,1) \n", + "Failed to reject the Null-hypothesis, no significant autocorrelation. p = 0.35\n" + ] + } + ], + "source": [ + "for name, model in mls_with.items():\n", + " noise = model.noise()\n", + " print(f\"Model name: {name}, Noisemodel: ARMA(1,1) \")\n", + " stat, p = ps.stats.stoffer_toloi(noise)\n", + " alpha = 0.05\n", + "\n", + " if p > alpha:\n", + " print(\n", + " \"Failed to reject the Null-hypothesis, no significant autocorrelation. p =\",\n", + " p.round(2),\n", + " )\n", + " else:\n", + " print(\"Reject the Null-hypothesis\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "d88e0f26-686f-4dbe-8e43-ce94c694bee0", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "model_with = mls_with[\"SW_3\"]\n", + "model_without = mls_without[\"SW_3\"]" + ] + }, + { + "cell_type": "markdown", + "id": "139cfa71-b389-4acd-893f-f5bb1bc5b556", + "metadata": {}, + "source": [ + "Autocorrelation is visually inspected and a stoffer-toloi check is computed, both showing positive results, there is no significant autocorrelation." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "38716e78-b662-4fc6-8580-50e721b7be5a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "noise = model_with.noise()\n", + "ax = ps.plots.acf(noise, acf_options=dict(bin_width=0.5), figsize=(10, 3), alpha=0.01)" + ] + }, + { + "cell_type": "markdown", + "id": "b77087d5-3687-4297-9a51-527d14cc6b12", + "metadata": {}, + "source": [ + "**Normality Checking**\n", + "\n", + "Normality is checked visually by looking at the probability plot and at the histogram of the residuals with a normal distribution fit to it.\n", + "\n", + "There is no perfect fit between the line of perfect normality and the points on the probability plot, the trend is nonetheless followed and the points align better in the lower tail.\n", + "Normality cannot be confirmed, as the null-hypothesis of the normality check is rejected." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "028cf81c-8111-411b-a710-4c45b75d3317", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", + "\n", + "\n", + "stats.probplot(noise, dist=\"norm\", plot=axes[0])\n", + "axes[0].set_title(\"Probability Plot\")\n", + "axes[0].set_xlabel(\"Theoretical Quantiles\")\n", + "axes[0].set_ylabel(\"Sample Quantiles\")\n", + "axes[0].grid()\n", + "\n", + "axes[1].hist(noise, bins=20, density=True, alpha=0.6, color=\"gray\", label=\"Residuals\")\n", + "\n", + "\n", + "mu, std = stats.norm.fit(noise)\n", + "x = np.linspace(min(noise), max(noise), 1000)\n", + "pdf = stats.norm.pdf(x, loc=mu, scale=std)\n", + "axes[1].plot(x, pdf, color=\"blue\", label=f\"Normal Fit\\n$\\mu$={mu:.2f}, $\\sigma$={std:.2f}\")\n", + "axes[1].set_title(\"Histogram of Residuals\")\n", + "axes[1].set_xlabel(\"Residuals\")\n", + "axes[1].set_ylabel(\"Density\")\n", + "axes[1].legend()\n", + "axes[1].grid()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "fd619af1-e476-475c-90e6-a3921418f900", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reject the Null-hypothesis. p = 0.0\n" + ] + } + ], + "source": [ + "stat, p = stats.normaltest(noise)\n", + "\n", + "if p > 0.5:\n", + " print(\n", + " \"Failed to reject the Null-hypothesis, residuals may come from Normal distribution. p =\",\n", + " p.round(2),\n", + " )\n", + "else:\n", + " print(\"Reject the Null-hypothesis. p =\", p.round(2))" + ] + }, + { + "cell_type": "markdown", + "id": "bc2d7ab2-a68d-44ba-899a-7d1ee60e1e39", + "metadata": {}, + "source": [ + "**Homoscedasticity Checking**\n", + "\n", + "Homoscedasticity is visually inspected, the goal is to check wheter values of the residuals are independent of the observed groundwater levels.\n", + "\n", + "The spread of residuals seems consistent across the range of simulated groundwater levels, with no clear pattern of increasing or decreasing variance. The residuals appear randomly distributed around zero, without any systematic trend or curvature. \n", + "These observations suggests that the assumption of homoscedasticity might be valid." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "042e6a54-8a33-490e-b3f8-4aa3df04fd61", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(model.observations(), model.noise(), marker=\"o\", linestyle=\" \")\n", + "plt.xlabel(\"Simulated Groundwater level [m]\")\n", + "plt.ylabel(\"Model residual [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "f74587d1-1aeb-408f-8281-a5e4c5e5896f", + "metadata": {}, + "source": [ + "**Performance Assessment**\n", + "\n", + "After the diagnostics checking and the reduction of autocorrelation the performance of the model is assessed using two different metrics, as requested from the groundwater challenge. \n", + "The metrics applied are:\n", + "- Nash-Sutcliffe Efficiency (NSE) over the two periods;\n", + "- Mean Absolute Error (MAE) over heads value below the 0.2 quantile and above the 0.8 quantile for both calibration and validation periods. \n", + "\n", + "The results show better fit in the calibration period, with better representation of high end values." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "9b516898-92ed-4023-b0b9-9596a39fe9b1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of fit test for model with noisemodel:\n", + " - NSE over calibration period: 0.7737.\n", + " - MAE_02 over calibration period: 0.3651.\n", + " - MAE_08 over calibration period: 0.2753.\n", + "\n", + " - NSE over validation period: 0.6420.\n", + " - MAE_02 over validation period: 0.1658.\n", + " - MAE_08 over validation period: 0.1950.\n", + "\n" + ] + } + ], + "source": [ + "sim_cal_with = model_with.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val_with = model_with.simulate(tmin = tmin_val, tmax = tmax_val)\n", + "heads_sim_with = model_with.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "\n", + "nse_cal_with = ps.stats.metrics.nse(obs = head_cal, sim = sim_cal_with)\n", + "nse_val_with = ps.stats.metrics.nse(obs = head_val, sim = sim_val_with)\n", + "\n", + "q02_obs_cal_with = head_cal[head_cal <= head_cal.quantile(0.2)]\n", + "q02_sim_cal_with = sim_cal_with.loc[q02_obs_cal_with.index]\n", + "\n", + "q02_obs_val_with = head_val[head_val <= head_val.quantile(0.2)]\n", + "q02_sim_val_with = sim_val_with.loc[q02_obs_val_with.index]\n", + "\n", + "q08_obs_cal_with = head_cal[head_cal <= head_cal.quantile(0.8)]\n", + "q08_sim_cal_with = sim_cal_with.loc[q08_obs_cal_with.index]\n", + "\n", + "q08_obs_val_with = head_val[head_val <= head_val.quantile(0.8)]\n", + "q08_sim_val_with = sim_val_with.loc[q08_obs_val_with.index]\n", + "\n", + "mae_cal02_with = ps.stats.metrics.mae(obs = q02_obs_cal_with, sim = q02_sim_cal_with)\n", + "mae_cal08_with = ps.stats.metrics.mae(obs = q08_obs_cal_with, sim = q08_sim_cal_with)\n", + "\n", + "mae_val02_with = ps.stats.metrics.mae(obs = q02_obs_val_with, sim = q02_sim_val_with)\n", + "mae_val08_with = ps.stats.metrics.mae(obs = q08_obs_val_with, sim = q08_sim_val_with)\n", + "\n", + "\n", + "print(f\"Results of fit test for model with noisemodel:\\n\"\n", + " f\" - NSE over calibration period: {nse_cal_with:.4f}.\\n\"\n", + " f\" - MAE_02 over calibration period: {mae_cal02_with:.4f}.\\n\"\n", + " f\" - MAE_08 over calibration period: {mae_cal08_with:.4f}.\\n\"\n", + " \"\\n\"\n", + " f\" - NSE over validation period: {nse_val_with:.4f}.\\n\"\n", + " f\" - MAE_02 over validation period: {mae_val02_with:.4f}.\\n\"\n", + " f\" - MAE_08 over validation period: {mae_val08_with:.4f}.\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "269ec017-062a-48fd-a8fb-033695d23c86", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of fit test for model without noisemodel:\n", + " - NSE over calibration period: 0.7914.\n", + " - MAE_02 over calibration period: 0.3395.\n", + " - MAE_08 over calibration period: 0.2792.\n", + "\n", + " - NSE over validation period: 0.6333.\n", + " - MAE_02 over validation period: 0.2343.\n", + " - MAE_08 over validation period: 0.2539.\n", + "\n" + ] + } + ], + "source": [ + "sim_cal_without = model_without.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val_without = model_without.simulate(tmin = tmin_val, tmax = tmax_val)\n", + "heads_sim_without = model_without.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "\n", + "nse_cal_without = ps.stats.metrics.nse(obs = head_cal, sim = sim_cal_without)\n", + "nse_val_without = ps.stats.metrics.nse(obs = head_val, sim = sim_val_without)\n", + "\n", + "q02_obs_cal_without = head_cal[head_cal <= head_cal.quantile(0.2)]\n", + "q02_sim_cal_without = sim_cal_without.loc[q02_obs_cal_without.index]\n", + "\n", + "q02_obs_val_without = head_val[head_val <= head_val.quantile(0.2)]\n", + "q02_sim_val_without = sim_val_without.loc[q02_obs_val_without.index]\n", + "\n", + "q08_obs_cal_without = head_cal[head_cal <= head_cal.quantile(0.8)]\n", + "q08_sim_cal_without = sim_cal_without.loc[q08_obs_cal_without.index]\n", + "\n", + "q08_obs_val_without = head_val[head_val <= head_val.quantile(0.8)]\n", + "q08_sim_val_without = sim_val_without.loc[q08_obs_val_without.index]\n", + "\n", + "mae_cal02_without = ps.stats.metrics.mae(obs = q02_obs_cal_without, sim = q02_sim_cal_without)\n", + "mae_cal08_without = ps.stats.metrics.mae(obs = q08_obs_cal_without, sim = q08_sim_cal_without)\n", + "\n", + "mae_val02_without = ps.stats.metrics.mae(obs = q02_obs_val_without, sim = q02_sim_val_without)\n", + "mae_val08_without = ps.stats.metrics.mae(obs = q08_obs_val_without, sim = q08_sim_val_without)\n", + "\n", + "\n", + "print(f\"Results of fit test for model without noisemodel:\\n\"\n", + " f\" - NSE over calibration period: {nse_cal_without:.4f}.\\n\"\n", + " f\" - MAE_02 over calibration period: {mae_cal02_without:.4f}.\\n\"\n", + " f\" - MAE_08 over calibration period: {mae_cal08_without:.4f}.\\n\"\n", + " \"\\n\"\n", + " f\" - NSE over validation period: {nse_val_without:.4f}.\\n\"\n", + " f\" - MAE_02 over validation period: {mae_val02_without:.4f}.\\n\"\n", + " f\" - MAE_08 over validation period: {mae_val08_without:.4f}.\\n\")" + ] + }, + { + "cell_type": "markdown", + "id": "151d6b4d-5e16-4689-8321-3b767d068824", + "metadata": {}, + "source": [ + "Over the calibratiton period the model without noisemodel performs better according to the NSE, the difference is limited to a 2%. Over the validation period, the performances of the two models are very similar. The MAE values result to be lower for the model without noisemodel for the calibration period and lower for the model with noisemodel for the calibration period." + ] + }, + { + "cell_type": "markdown", + "id": "144c37c0-3715-494b-ab40-921ed3ba208a", + "metadata": {}, + "source": [ + "The quality of the 95% prediction interval is tested by computing the Prediction Interval Coverage Probability (PICP) to assess the share of values falling the wanted interval. \n", + "The computed PICP is lower than 95% for the calibration and validation periods showing a slight underestimation of the uncertainty. " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "d933d09e-c9f0-48f9-8f60-48af67e76a90", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The computed PICP in the Calibration Period is: 0.936.\n", + "The computed PICP in the Validation Period is: 0.870.\n", + "The computed PICP in the Total Period is: 1.000.\n" + ] + } + ], + "source": [ + "periods = [(ci_cal, head_cal, \"Calibration\"), (ci_val, head_val, \"Validation\"), (ci_tot, heads_sim, \"Total\")]\n", + "\n", + "\n", + "for period in periods:\n", + " low = period[0].iloc[:, 0].reindex(period[1].index)\n", + " up = period[0].iloc[:, 1].reindex(period[1].index)\n", + " bound = pd.DataFrame({'low': low, 'up': up})\n", + " within = period[1][(period[1] >= low) & (period[1] <= up)]\n", + "\n", + " PICP = len(within)/len(low)*100\n", + " PICP = ps.stats.picp(period[1], bound) #new pastas feature\n", + " print(f\"The computed PICP in the {period[2]} Period is: {PICP:.3f}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5361d70a-0338-4e73-80ec-2abf6d4548bf", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Groundwater_modeling_challenge/SWEDEN_2/data/heads.csv b/Groundwater_modeling_challenge/SWEDEN_2/data/heads.csv new file mode 100644 index 0000000..84825f0 --- /dev/null +++ b/Groundwater_modeling_challenge/SWEDEN_2/data/heads.csv @@ -0,0 +1,784 @@ +Date,head +2001-01-02,347.29 +2001-01-09,347.2 +2001-01-16,347.11 +2001-01-23,347.01 +2001-01-30,346.9 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a/Groundwater_modeling_challenge/USA/USA.ipynb b/Groundwater_modeling_challenge/USA/USA.ipynb new file mode 100644 index 0000000..a6027f3 --- /dev/null +++ b/Groundwater_modeling_challenge/USA/USA.ipynb @@ -0,0 +1,2771 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "d2241427-6d45-4409-bb0a-41d2824a8184", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Applications/anaconda3/envs/mude/lib/python3.11/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pastas version: 1.9.0\n", + "Python version: 3.11.4\n", + "NumPy version: 1.24.3\n", + "Pandas version: 2.2.2\n", + "SciPy version: 1.10.1\n", + "Matplotlib version: 3.7.1\n", + "Numba version: 0.57.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DeprecationWarning: As of Pastas 1.5, no noisemodel is added to the pastas Model class by default anymore. To solve your model using a noisemodel, you have to explicitly add a noisemodel to your model before solving. For more information, and how to adapt your code, please see this issue on GitHub: https://github.com/pastas/pastas/issues/735" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd \n", + "import matplotlib.pyplot as plt\n", + "plt.rcParams[\"figure.autolayout\"] = True\n", + "from scipy import stats\n", + "\n", + "import pastas as ps\n", + "#ps.set_log_level(\"INFO\")\n", + "ps.show_versions()\n", + "\n", + "import logging, sys\n", + "logging.disable(sys.maxsize)" + ] + }, + { + "cell_type": "markdown", + "id": "d2781637-1512-4b1e-812d-4503d4bbaf02", + "metadata": { + "tags": [] + }, + "source": [ + "Definition of the extremes of calibration and validation periods according to the Groundwater Challenge instructions. \n", + "- Calibration period: data used to fit the model. \n", + "- Validation period: data used to test the model's predictive performance." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8b110f2b-f6f3-48eb-b3c5-960c9683edc6", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "tmin_cal = \"2002-03-01\"\n", + "tmax_cal = \"2016-12-31\"\n", + "tmin_val = \"2017-01-01\"\n", + "tmax_val = \"2022-05-31\"" + ] + }, + { + "cell_type": "markdown", + "id": "a50e17cf-e6f2-4a9a-b661-879c4b669ee8", + "metadata": {}, + "source": [ + "Importing the data. \n", + "- `head`: Time series data of observed groundwater head levels, loaded from a CSV file.\n", + "- `stresses`: Time series data of various stressors, loaded from a CSV file.\n", + "Data is indexed by dates for time series analysis. \n", + "This specific stresses dataset includes: \n", + "- Precipitation data stored in the `prec` variable in [mm/day].\n", + "- River stage data stored in the `river` variable in [m].\n", + "- Evaporation data stored in the `evap` variable in [mm/day]. \n", + "Two different head datasets are provided, they are both imported, nonetheless, they are the exact same and cover the totality of the avaiable head observations. \n", + "Using the complete head observations dataset, two subsets are created, one covering the calibration period (`head_cal`) and one covering the validation period (`head_val`)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "78dafec1-ab7b-41c9-bd53-650a05457e0e", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "head = pd.read_csv(\"data/heads.csv\", index_col=0, parse_dates=True).squeeze()\n", + "\n", + "stresses = pd.read_csv(\"data/input_data.csv\", index_col=0, parse_dates=True).squeeze()\n", + "prec = stresses.iloc[:, 0].rename(\"prec\").dropna()\n", + "river = stresses.iloc[:, 3].rename(\"riv\").dropna()\n", + "evap = stresses.iloc[:, 4].rename(\"evap\").dropna()\n", + "\n", + "heads_full = head = pd.read_csv(\"data/heads_full.csv\", index_col=0, \n", + " parse_dates=True).squeeze()\n", + "\n", + "head_cal = heads_full[(heads_full.index >= tmin_cal) & (heads_full.index <= tmax_cal)]\n", + "head_val = heads_full[(heads_full.index >= tmin_val) & (heads_full.index <= tmax_val)]" + ] + }, + { + "cell_type": "markdown", + "id": "08dd18c5-acd2-437c-b02e-bda8aafd6f35", + "metadata": {}, + "source": [ + "This plot provides a summary of the observed groundwater head levels and stressors over time. \n", + "The visualization helps identify trends and patterns before model fitting, as well as getting a first idea of the order of magnitude of the head levels and stressors." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4fa51cbc-b9ca-46c2-852d-5fad2f35a609", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "axes = ps.plots.series(\n", + " head=head,\n", + " stresses=[prec, evap, river],\n", + " tmin=tmin_cal,\n", + " tmax = tmax_val,\n", + " labels=[\"Head\\n[m]\", \"Prec\\n[mm/d]\", \"Evap\\n[mm/d]\", \"River stage\\n[m]\"],\n", + " figsize = (12, 8))" + ] + }, + { + "cell_type": "markdown", + "id": "60b6b491-b996-4caf-9c21-84f72d5dadf8", + "metadata": {}, + "source": [ + "Validation of imported datasets. This is done to make sure they meet the requirements to be used in PASTAS models." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "be95a4e4-d3c6-48e0-9bce-a9d1c36bef2c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.validate_oseries(head)\n", + "ps.validate_stress(prec)\n", + "ps.validate_stress(evap)\n", + "ps.validate_stress(river)" + ] + }, + { + "cell_type": "markdown", + "id": "ea330fdf-f39c-4e5d-96e8-83ab4819b93c", + "metadata": {}, + "source": [ + "Set up PASTAS model. \n", + "\n", + "- The model is initialized using the groundwater head observations (`head`).\n", + "- A noisemodel is added to the model.\n", + "- The selected stress model, that performs better in representing the observations is the RechargeModel:\n", + " - out of the availablee options, a Gamma response function was selected,\n", + " - out of the available options, a Linear recharge model was selected, the other possible options (Berendrecht, FlexModel, Peterson) performed more poorly. \n", + "This stressmodel was added to the pastas model.\n", + "\n", + "The model was solved over the calibration period, the constant was not fitted as a parameter.\n", + " \n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ac9b2dea-7577-4855-b99a-cbe91aa2a7f9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ml = ps.Model(head)\n", + "ml.add_noisemodel(ps.ArNoiseModel())\n", + "\n", + "rch = ps.rch.Linear()\n", + "func = ps.Gamma()\n", + "sm = ps.RechargeModel(\n", + " prec,\n", + " evap,\n", + " rfunc = func,\n", + " recharge=rch,\n", + " settings=(\"prec\", \"evap\"),\n", + ")\n", + "ml.add_stressmodel(sm)\n", + "\n", + "ml.solve(report=False, tmin=tmin_cal, tmax=tmax_cal, fit_constant = False)\n", + "axes = ml.plots.results(figsize=(10, 6))" + ] + }, + { + "cell_type": "markdown", + "id": "4dbc642b-08e7-4c5b-9a74-1754b36052f7", + "metadata": {}, + "source": [ + "The river stage data is available and is added as a stressmodel to the model. The river stage is modeled using a Gamma response function, the model is solved again for the calibration period. \n", + "Adding the river stage increases the model performance which $R^2$ value goes from 72% to 88% (values rounded down)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8b1287d3-c78f-45fd-ad2f-715d0574d278", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fit report head Fit Statistics\n", + "=================================================\n", + "nfev 26 EVP 88.24\n", + "nobs 5268 R2 0.88\n", + "noise True RMSE 0.35\n", + "tmin 2002-03-01 00:00:00 AICc -30947.64\n", + "tmax 2016-12-31 00:00:00 BIC -30895.11\n", + "freq D Obj 7.38\n", + "warmup 3650 days 00:00:00 ___ \n", + "solver LeastSquares Interp. No\n", + "\n", + "Parameters (8 optimized)\n", + "=================================================\n", + " optimal initial vary\n", + "recharge_A 0.298865 0.094664 True\n", + "recharge_n 2.106559 1.000000 True\n", + "recharge_a 65.030548 10.000000 True\n", + "recharge_f -1.975230 -1.000000 True\n", + "waterlevel_A 2.559601 3.696743 True\n", + "waterlevel_n 0.863673 1.000000 True\n", + "waterlevel_a 17.201673 10.000000 True\n", + "constant_d 149.781624 0.000000 False\n", + "noise_alpha 92.810995 1.000000 True\n", + "\n", + "Warnings! (2)\n", + "=================================================\n", + "Response tmax for 'recharge' > than warmup period.\n", + "Response tmax for 'waterlevel' > than warmup period.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "w = ps.StressModel(river, rfunc=ps.Gamma(), name=\"waterlevel\", settings=\"waterlevel\")\n", + "ml.add_stressmodel(w)\n", + "\n", + "ml.solve(report=True, tmin=tmin_cal, tmax=tmax_cal, fit_constant = False)\n", + "axes = ml.plots.results(figsize=(10, 6))" + ] + }, + { + "cell_type": "markdown", + "id": "7ef9d621-e624-4d9b-a406-8398c3692b89", + "metadata": {}, + "source": [ + "A linear trend stressmodel is added, this is done with the intention of capturing long-term changes in groundwater head, the result does not show sensibly better fit. The stressmodel is therefore removed to limit the number of parameters, the process is left for completeness of the thought process." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "7e058696-7d31-4b70-993d-b488eaa52522", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fit report head Fit Statistics\n", + "=================================================\n", + "nfev 27 EVP 88.31\n", + "nobs 5268 R2 0.88\n", + "noise True RMSE 0.35\n", + "tmin 2002-03-01 00:00:00 AICc -30945.88\n", + "tmax 2016-12-31 00:00:00 BIC -30886.79\n", + "freq D Obj 7.38\n", + "warmup 3650 days 00:00:00 ___ \n", + "solver LeastSquares Interp. No\n", + "\n", + "Parameters (9 optimized)\n", + "=================================================\n", + " optimal initial vary\n", + "recharge_A 0.306422 0.094664 True\n", + "recharge_n 2.083594 1.000000 True\n", + "recharge_a 66.740808 10.000000 True\n", + "recharge_f -1.970739 -1.000000 True\n", + "waterlevel_A 2.559167 3.696743 True\n", + "waterlevel_n 0.863087 1.000000 True\n", + "waterlevel_a 17.240396 10.000000 True\n", + "trend_a 0.000016 0.000000 True\n", + "trend_tstart 733042.000000 733042.000000 False\n", + "trend_tend 735964.000000 735964.000000 False\n", + "constant_d 149.773882 0.000000 False\n", + "noise_alpha 92.999728 1.000000 True\n", + "\n", + "Warnings! (4)\n", + "=================================================\n", + "Response tmax for 'trend' > than calibration period.\n", + "Response tmax for 'recharge' > than warmup period.\n", + "Response tmax for 'waterlevel' > than warmup period.\n", + "Response tmax for 'trend' > than warmup period.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tm = ps.LinearTrend(start=\"2008-01-01\", end=\"2016-01-01\", name=\"trend\")\n", + "ml.add_stressmodel(tm)\n", + "\n", + "ml.solve(report=True, tmin=tmin_cal, tmax=tmax_cal, fit_constant = False)\n", + "axes = ml.plots.results(figsize=(10, 6))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c28eb967-5cd8-4d01-8399-99a14bddc0da", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "ml.del_stressmodel(\"trend\")" + ] + }, + { + "cell_type": "markdown", + "id": "484ed6a4-76d9-496f-a617-cbf7778d28b6", + "metadata": {}, + "source": [ + "Based on the report from the last model solve, some of the parameters are manually initalized with values close to the optimal value obtained from the simulation. This is done with the hope that better optimal parameters will be estimated. \n", + "The parameters that are manually initialized are the ones that show the highest difference between initial and optimal parameter in the previous simulation. \n", + "Manually initializing the parameters does not make the fitting better, the code cell is still included for completeness of the thought process but could be removed since it does not increase the perforance." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "90f2a501-1748-486b-a7cc-73d5e5b379de", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ml.set_parameter(name=\"recharge_A\", initial=0.3, vary=True,\n", + " pmin=0, pmax=1)\n", + "\n", + "ml.set_parameter(name=\"recharge_n\", initial=2, vary=True,\n", + " pmin=0, pmax=10)\n", + "\n", + "ml.set_parameter(name=\"recharge_a\", initial=65, vary=True,\n", + " pmin=0, pmax=100)\n", + "\n", + "ml.set_parameter(name=\"recharge_f\", initial=-1.9, vary=True,\n", + " pmin=-5, pmax=5)\n", + "\n", + "\n", + "\n", + "ml.solve(initial = False, report=False, tmin=tmin_cal, tmax=tmax_cal, fit_constant = False)\n", + "axes = ml.plots.results(figsize=(10, 6))" + ] + }, + { + "cell_type": "markdown", + "id": "83fa4857-4685-4aec-a8bf-50fae65e1402", + "metadata": {}, + "source": [ + "The head are simulated over the total period including the calibration and validation phases." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "af8f4d0a-c70e-47ac-b769-5c9bebaabaac", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "heads_sim = ml.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "sim_cal = ml.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val = ml.simulate(tmin = tmin_val, tmax = tmax_val)" + ] + }, + { + "cell_type": "markdown", + "id": "5ca0b0be-97e5-40b3-8788-21216c3872ff", + "metadata": { + "tags": [] + }, + "source": [ + "The 95% prediction interval for the model is computed and shown in a plot along with the simulated and observed head values over the validation period." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8495ec05-b97b-4445-8087-93939a14a387", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ci_val = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_val, tmax = tmax_val)\n", + "ci_cal = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_cal, tmax = tmax_cal)\n", + "ci_tot = ml.solver.prediction_interval(n=1000, alpha = 0.05, max_iter = 10000, tmin = tmin_cal, tmax = tmax_val)\n", + "ax = ml.plot(figsize=(10, 3), tmin = tmin_val, tmax = tmax_val)\n", + "ax.fill_between(ci_val.index, ci_val.iloc[:, 0], ci_val.iloc[:, 1], color=\"lightgray\")\n", + "ax.legend([\"Observations\", \"Simulation\", \"95% Prediction interval\"], ncol=3, loc=2)" + ] + }, + { + "cell_type": "markdown", + "id": "efa4820b-561c-48ab-9002-fa2285739131", + "metadata": {}, + "source": [ + "A comprehensive plot is provided including:\n", + "- scatter plot of observed head values over the total period (2002 - 2022).\n", + "- simulated head over the total period (2002 - 2022).\n", + "- 95% prediction interval over the validation period (2017 - 2022)." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b9f2b32c-9eaf-4d2b-b77b-08abb3f5eea3", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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6dasCKHPmzNFNT0xMVIKDg5UpU6bY2b9+/XpdW6PRqNSpU0cZMWKEbvqUKVOUgIAA5cKFCw63p6T+VfzaIQiCIJQdCd8TBEEQLhulKLSteLjIyJEjdd/vvfde/Pz82LBhAwDt27cnICCAhx9+mM8//9wuDAPgp59+olq1agwYMIDCwkLtr3379tStW9euKljbtm1p3ry5blpERAQDBgzg888/10I30tLS+OGHHxg9erQubM3yFr1q1ar4+vri7+/Piy++SEpKil3YmStkZ2ezbds27r77bsLCwrTpvr6+3HfffZw6dYpDhw7plrnzzjvttgmsoUWu7LeyEBERwe+//8727dt54403GDhwIIcPH2batGm0adPGpSqK/fr103l/tGrVCsAu4btlekJCwmXZbCErK4upU6fStGlT/Pz88PPzIywsjOzsbA4cOHBJ67R4pBUPHbznnnsIDQ21q/TWvn17zbMOICgoiObNm+tCCK+//np++eUXnn32WTZu3Ehubu4l2Wbh33//5c477yQiIkI7T0ePHo3JZOLw4cO6tnXr1uX666/XTWvbtq3Ovg0bNnDNNdfQrl07XbsRI0a4ZM+TTz7J4cOHeeKJJzh9+jSJiYn85z//0X7D9tyYOHEiEydOpFevXvTq1YtXXnmFL774goMHD+ryOdWpU4dt27Zx4sQJTp8+zapVq/D19eWRRx7hhRdeoFmzZixdupRrrrmGGjVqcMcdd5CYmOiSvVOnTsXf35+goCCuvfZaEhIS+O9//0u/fv107YYMGaL7vnr1agoLCxk9erTuehQUFET37t2169GhQ4dISkpixIgRuutiTEwMXbp0KdW+X375hZ49e2r95XKxXHOLn9PXX389rVq1sjunXTlnykr//v11nrTFr2sl8dNPP2EwGBg1apRuv9etW5d27drZ3QeqV6/OLbfcopvm5+fHqFGjWLZsGRkZGYDqDbxo0SIGDhxIRESE1rYs/UsQBEG4PESUEgRBEJxSs2ZNQkJCOHHiRInt4uPjCQkJ0YXegDqwscXPz4+IiAgtZKlJkyasW7eO2rVr8/jjj9OkSROaNGnCe++9py1z9uxZ0tPTCQgIwN/fX/d35swZO8HENkTIlgceeIDTp0+zdu1aAL7++mvy8/N1g7S///6b22+/HYCPP/6YP//8k+3bt/P8888DXJKQkJaWhqIoDu2KiooCsAvhsh0cgTUEyvL7ruy3S6FTp05MnTqV7777jqSkJCZOnEh8fLxdsnNHFD/2AQEBJU635Aa6XEaMGMEHH3zAuHHjWL16NX///Tfbt2+nVq1alyz8pKSk4OfnZxfKZTAYqFu3bqnHC9RjZvv78+bNY+rUqaxYsYKePXtSo0YNBg0axJEjR8psX0JCAjfffDOnT5/mvffe0wRFSz6e4tvtin0pKSl2/RXs+7AzHnjgAd544w0WLVpE/fr1iY6OZv/+/UyePBmAevXqlbj84MGDCQ0N1eUYArR8bZa+8sYbb+Dj48MzzzzDwYMHGTlyJHPmzOHUqVPUrFlTS4JeGk899RTbt29n586dHDt2jOTkZB5++GG7dsX77dmzZwG47rrr7K5H33zzjXY9spwjl7pPz58/X66Jyi32OLsOXco5XVZKu66VxNmzZ1EUhTp16tjt97/++qtM94G8vDyWLFkCqCJjcnKyLoS7rP1LEARBuDwkp5QgCILgFF9fX3r27Mmvv/7KqVOnHA6STp06xc6dO+nbt6/uLTioeUlsB6OFhYWkpKToBic333wzN998MyaTiR07dvD+++8zYcIE6tSpw7Bhw7Rk37/++qtDG8PDw3XfnVXG6t27N1FRUSxYsIDevXuzYMECbrjhBl01uSVLluDv789PP/1EUFCQNn3FihXOd1IpVK9eHR8fH4eJni3Jyy8lUXNp++1y8ff3Z8aMGbz77rvExcVd9vpKIjAwUEsgbUtp+ZYyMjL46aefmDFjBs8++6w2PT8/n9TU1Eu2JyIigsLCQs6fP68TphRF4cyZM1qC6bIQGhrKrFmzmDVrFmfPntW8pgYMGFDm6nErVqwgOzubZcuWERMTo03ftWtXme2yEBERwZkzZ+ymO5rmjKlTpzJhwgSOHDlCeHg4MTExPPLII4SGhnLttdeWuryiKCXmWjp06BBvvPEG69atw9/fn3Xr1nHNNdfQp08fQM3b1a5dO7KysnReiY6oX78+nTp1KtWm4tcTS1/9/vvvdfu+OJZr3KXu01q1atklIL8cLPYkJyfbXceTkpLKJVl8RVKzZk0MBgO///57ibnLLDi7D7Ru3Zrrr7+eBQsW8Mgjj7BgwQKioqK0lxFQMf1LEARBcI54SgmCIAglMm3aNBRF4bHHHsNkMunmmUwmHn30URRFYdq0aXbLLl68WPf922+/pbCwUFe9zYKvry833HCD9jb6n3/+AeCOO+4gJSUFk8lEp06d7P5atGjh0nZYwuVWrFjB77//zo4dO3jggQd0bQwGA35+fjpxLTc3l0WLFtmtz1WvgdDQUG644QaWLVuma282m/nyyy+pX7++XbhhWXC238qCs8polvA3i5dKRdGwYUP27Nmjm/bbb7+RlZVV4nIGgwFFUewGpJ988onduVoWr4xbb70VgC+//FI3fenSpWRnZ2vzL5U6deowZswYhg8fzqFDh8pcMdEy4LbdbkVRdKFvZaVnz57s27eP3bt366Z/9dVXZVpPYGAgsbGxxMTEkJCQwDfffMNDDz2kK0bgiO+//56cnBytCp4jHnnkEcaMGaOFvymKQnZ2tjbfcr4oNpUyy5vevXvj5+fHsWPHHF6PLEJXixYtiIyM5Ouvv9bZc/LkSbZs2VLq7/Tt25cNGzbYhfbaUpZz2hLKVvyc3r59OwcOHLjsc7q8cLZNd9xxB4qicPr0aYf7vE2bNi7/xtixY9m2bRt//PEHP/74I/fff7/uml8R/UsQBEFwjnhKCYIgCCXStWtX5s6dy4QJE7jpppt44okniI6OJiEhgQ8//JBt27Yxd+5ch3lSli1bhp+fH7169dKq77Vr1457770XgP/7v//jt99+o3///kRHR5OXl6dVNrJURxo2bBiLFy+mX79+PPXUU1x//fX4+/tz6tQpNmzYwMCBAxk8eLBL2/LAAw/w5ptvMmLECIKDg+2q3vXv35933nmHESNG8PDDD5OSksLbb7/t8M18mzZtWLJkCd988w2NGzcmKCjI6cDo9ddfp1evXvTs2ZPJkycTEBDA/PnziYuL4+uvv3b6Vt8Zruw3UPPHfP7555w4cYKGDRs6XV/v3r2pX78+AwYMoGXLlpjNZnbt2sWcOXMICwvTKp5VFPfddx/Tp0/nxRdfpHv37uzfv58PPviAqlWrlrhclSpV6NatG2+99RY1a9akYcOGbNq0iU8//ZRq1arp2sbGxgLwv//9j/DwcIKCgmjUqJHDMKVevXrRu3dvpk6dSmZmJl27dtWq73Xo0IH77ruvzNt4ww03cMcdd9C2bVuqV6/OgQMHWLRoEZ07d9aqJcbHx9OoUSPuv/9+Fi5c6HRdvXr1IiAggOHDhzNlyhTy8vL46KOPSEtLK7NdFiZMmMBnn31G//79eeWVV7Tqe656ccXFxbF06VI6depEYGAgu3fv5o033qBZs2a8/PLLWruTJ08yYsQIhg0bRtOmTTEYDGzatIm5c+dyzTXXMG7cOIfr/+yzzzh8+DA//PCDNu3WW29l4sSJvPjii9x8883MmDGDrl272nlPlicNGzbkpZde4vnnn+f48eP06dOH6tWrc/bsWf7++2/NI87Hx4eXX36ZcePGMXjwYB566CHS09OZOXOmS+F7L730Er/88gvdunXjueeeo02bNqSnp/Prr7/y9NNP07JlS5o0aUJwcDCLFy+mVatWhIWFERUV5VBEbtGiBQ8//DDvv/8+Pj4+9O3bV6u+16BBAyZOnFgRu6vMWK6hb775puZ927ZtW7p27crDDz/M2LFj2bFjB926dSM0NJTk5GT++OMP2rRpw6OPPurSbwwfPpynn36a4cOH24VwQ8X0L0EQBKEEPJFdXRAEQah8bN26Vbn77ruVOnXqKH5+fkrt2rWVu+66S9myZYtdW0vlp507dyoDBgxQwsLClPDwcGX48OFahT7LOgcPHqzExMQogYGBSkREhNK9e3dl5cqVuvUZjUbl7bffVtq1a6cEBQUpYWFhSsuWLZVHHnlEOXLkiNaueNUnR3Tp0kUBlJEjRzqc/9lnnyktWrRQAgMDlcaNGyuvv/668umnnyqAcuLECa1dfHy8cvvttyvh4eEKoFVgclR9T1EU5ffff1duueUWJTQ0VAkODlZuvPFG5ccff9S1sVT82r59u2568apzru63IUOGKMHBwUpaWlqJ++Sbb75RRowYoTRr1kwJCwtT/P39lejoaOW+++6zq/7lrPreW2+95dDm7777rtRtzM/PV6ZMmaI0aNBACQ4OVrp3767s2rXLpep7p06dUoYMGaJUr15dCQ8PV/r06aPExcXZLasoakXARo0aKb6+vrpj5KiCVm5urjJ16lQlJiZG8ff3VyIjI5VHH33Ubl86O+eK76dnn31W6dSpk1K9enXt3Jo4caKu4tfevXsVQHn22Wft1lecH3/8UesP9erVU5555hnll19+sds/3bt3V6655hq75R1t8/79+5VevXopQUFBSo0aNZQHH3xQ+eGHH1yqvnfo0CGlW7duSo0aNZSAgACladOmygsvvKBkZWXp2qWmpiqDBw9WGjZsqAQHBysBAQFKs2bNlClTpijp6ekO133u3DmlRo0adueSoqgVPS3nba9evZTjx4+XaKez87U4zvqihRUrVig9e/ZUqlSpogQGBioxMTHK3Xffraxbt07X7pNPPlGaNWumBAQEKM2bN1c+++wzh/seBxUoExMTlQceeECpW7eu4u/vr0RFRSn33nuv7hr69ddfKy1btlT8/f116yhefU9R1Cpyb775ptK8eXPF399fqVmzpjJq1CglMTFR164s54wjnFXfc7TPi293fn6+Mm7cOKVWrVqKwWCwu+5+9tlnyg033KBdR5s0aaKMHj1a2bFjR6n22zJixAgFULp27epwvqv9S6rvCYIgXD4GRalAH2dBEARBEDxG3bp1ue+++3jrrbc8bYrgAvPnz2fKlCkcO3aMOnXqeNocQRAEQRCECkdySgmCIAjCFci+ffvIyclh6tSpnjZFcJENGzYwfvx4EaQEQRAEQbhqEE8pQRAEQRAEQRAEQRAEwe2Ip5QgCIIgCIIgCIIgCILgdkSUEgRBEARBEARBEARBENyOiFKCIAiCIAiCIAiCIAiC2xFRShAEQRAEQRAEQRAEQXA7fp42wBswm80kJSURHh6OwWDwtDmCIAiCIAiCIAiCIAiVFkVRuHjxIlFRUfj4OPeHElEKSEpKokGDBp42QxAEQRAEQRAEQRAE4YohMTGR+vXrO50vohQQHh4OqDurSpUqHrZGqCwYjUbWrFnD7bffjr+/v6fNEQSvQ/qIIDhH+ocgOEf6hyA4R/qHUFnIzMykQYMGmt7iDBGlQAvZq1KliohSgssYjUZCQkKoUqWK3BAEwQHSRwTBOdI/BME50j8EwTnSP4TKRmkpkiTRuSAIgiAIgiAIgiAIguB2RJQSBEEQBEEQBEEQBEEQ3I5HRanNmzczYMAAoqKiMBgMrFixQjd/zJgxGAwG3d+NN95ot56tW7dyyy23EBoaSrVq1ejRowe5ublu2gpBEARBEARBEARBEAShrHg0p1R2djbt2rVj7NixDBkyxGGbPn36sGDBAu17QECAbv7WrVvp06cP06ZN4/333ycgIIDdu3eXWHLwUjGZTBiNxnJfr1A5MRqN+Pn5kZeXh8lk8rQ5guB1eEsfCQgIqJB7giAIgiAIgiAIl4dHRam+ffvSt2/fEtsEBgZSt25dp/MnTpzI+PHjefbZZ7VpzZo1KzcbARRF4cyZM6Snp5freoXKjaIo1K1bl8TExFKTtwnC1Yi39BEfHx8aNWpk91JDEARBEARBEATP4vXV9zZu3Ejt2rWpVq0a3bt359VXX6V27doAnDt3jm3btjFy5Ei6dOnCsWPHaNmyJa+++io33XRTudlgEaRq165NSEiICBACAGazmaysLMLCwsQLQxAc4A19xGw2k5SURHJyMtHR0XL9FgRBEARBEAQvwqtFqb59+3LPPfcQExPDiRMnmD59Orfccgs7d+4kMDCQ48ePAzBz5kzefvtt2rdvzxdffMGtt95KXFycU4+p/Px88vPzte+ZmZmAGmpSPDzPZDKRlpZGrVq1qF69egVtqVAZURSFgoICAgMDZaArCA7wlj5Ss2ZNkpKSyMvLw8/Pq297wlWE5XlD0gIIgj3SPwTBOdI/hMqCq+eoQVEUpYJtcQmDwcDy5csZNGiQ0zbJycnExMSwZMkS7rrrLrZs2ULXrl2ZNm0ar732mtaubdu29O/fn9dff93hembOnMmsWbPspn/11VeEhITopvn5+VG3bl3q169PYGDgpW2cIAiC4DEKCgpITEzkzJkzFBYWetocQRAEQRAEQbjiycnJYcSIEWRkZFClShWn7SrVK+PIyEhiYmI4cuSI9h2gdevWunatWrUiISHB6XqmTZvG008/rX3PzMykQYMG3H777XY7Ky8vj8TERMLDwwkKCiqvTRGuABRF4eLFi4SHh4unlCA4wFv6SF5eHsHBwXTr1k2u41cDBw5AYiI0aACtWnnaGqcYjUbWrl1Lr1698Pf397Q5guBVSP8QBOdI/xAqC5aItNKoVKJUSkoKiYmJmhjVsGFDoqKiOHTokK7d4cOHS0ygHhgY6NDryd/f365jm0wmDAYDPj4+kjdI0GE2mwG080MQBD3e0kd8fHwwGAwOr/HCFca8eTB3LuTmQnAwTJgA48d72qoSkfNSEJwj/UMQnCP9Q/B2XD0/PTqSzsrKYteuXezatQuAEydOsGvXLhISEsjKymLy5Mls3bqV+Ph4Nm7cyIABA6hZsyaDBw8G1IHOM888w7x58/j+++85evQo06dP5+DBgzz44IMe3LLKRcOGDZk7d66nzSg3Nm7ciMFguGKrJRYUFJCbm+u2v4KCAk9vcqWg+Hm3cOFCqlWrdlnrLI91XC3MnDmT9u3be9oMwZPExamClKJAZKT6f+5cdbogCIIgCILglXhUlNqxYwcdOnSgQ4cOADz99NN06NCBF198EV9fX/bu3cvAgQNp3rw5999/P82bN2fr1q2Eh4dr65gwYQLTpk1j4sSJtGvXjvXr17N27VqaNGniqc3yKhITE3nwwQeJiooiICCAmJgYnnrqKVJSUjxtWrnQo0cPJkyYoJvWpUsXkpOTqVq1qmeMqkAKCgo4cuQIx44dc9vfkSNHyiRMXbx4kQkTJhATE0NwcDBdunRh+/btujZjxozBYDDo/m688UZdm6effpoaNWoQHR3NkiVLdPO+/fZbBgwYUKotCxcu1P1GZGQk9957LydOnHB5ey6VoUOHcvjwYZfbOxKHy7qOS8VRPyqJ+Ph4DAaD9kJBELyChATVQ6p6dfDxUf/n5qrTBUEQBEEQBK/Eo+F7PXr0oKQ866tXr3ZpPc8++yzPPvtseZl1xXD8+HE6d+5M8+bN+frrr2nUqBH79u3jmWee4ZdffuGvv/6iRo0abrfLNiSyIggICKBu3boVsm5PYzKZSuwzFYGiKJhMJpfbjxs3jri4OBYtWkRUVBRffvklt912G/v376devXpauz59+rBgwQLte0BAgPb5xx9/5KuvvmLNmjUcOXKEsWPH0qtXLyIiIkhPT+f5559n/fr1LtlTpUoVDh06hKIoHDx4kEceeYQ777yTXbt24evr63Bby6NCW3BwMMHBwR5fh7djNBrF9VwoH6Kj1ZC9tDRVkEpLU79HR3vaMkEQBEEQBMEJkgjnCubxxx8nICCANWvW0L17d6Kjo+nbty/r1q3j9OnTPP/881rbixcvMmLECMLCwoiKiuL999/XrWvmzJlER0cTGBhIVFQU421ydBQUFDBlyhTq1atHaGgoN9xwAxs3btTmW0KQfvrpJ1q3bk1gYCAff/wxQUFBdiF248ePp3v37oCaQ2z48OHUr1+fkJAQ2rRpw9dff621HTNmDJs2beK9997TPGEsoZ7Fw/eWLl3KNddcQ2BgIA0bNmTOnDm6323YsCGvvfYaDzzwAOHh4URHR/O///1Pt41PPPEEkZGRBAUF0bBhQ954440yH5MrndzcXJYuXcrs2bPp1q0bTZs2ZebMmTRq1IiPPvpI1zYwMJC6detqf7YC6YEDB+jRowedOnVi+PDhVKlShePHjwMwZcoUHnvsMaJdHGgaDAbq1q1LZGQkPXv2ZMaMGcTFxXH06FHtXFm9ejWdOnUiMDCQ33//HUVRmD17No0bNyY4OJh27drx/fff69b7888/07x5c4KDg+nZsyfx8fG6+Y5C71auXEmnTp0ICgqiZs2a3HXXXYAq0J88eZKJEydq57KzdXz00Uc0adKEgIAAWrRowaJFi+y295NPPmHw4MGEhITQrFkzVq5c6dK+slBaf2jUqBEAHTp0wGAw0KNHD23eggULaNWqFUFBQbRu3ZpPPvlEm2fxsPr222/p0aMHQUFBzJ8/n+DgYH799VedDcuWLSM0NJSsrCwApk6dSvPmzQkJCaFx48ZMnz5dSiELemJj1RxSBgMkJ6v/J05UpwuCIAiCIAheiYhS7iQuDn7+2S35LVJTU1m9ejWPPfaYnadF3bp1GTlyJN98843mdfPWW2/Rtm1b/vnnHy0ccu3atQB8//33vPvuu/z3v//lyJEjrFixgjZt2mjrGzt2LH/++SdLlixhz5493HPPPfTp00erkghqOcjXX3+dTz75hH379jFq1CiqVavG0qVLtTYmk4lvv/2WkSNHAmrFrGuvvZaffvqJuLg4Hn74Ye677z62bdsGwHvvvUfnzp156KGHSE5OJjk5mQYNGtjti507d3LvvfcybNgw9u7dy8yZM5k+fToLFy7UtZszZw6dOnXi33//5bHHHuPRRx/l4MGDAMybN4+VK1fy7bffcujQIb788ktiYmIu9fBcsRQWFmIymewqnAUHB/PHH3/opm3cuJHatWvTvHlzHnroIc6dO6fNa9euHTt27CAtLY2dO3eSm5tL06ZN+eOPP/jnn390omhZsfQHW0FjypQpvP766xw4cIC2bdvywgsvsGDBAj766CP27dvHxIkTGTVqFJs2bQLUsNi77rqLfv36sWvXLsaNG1eqt+aqVau466676N+/P//++y/r16+nU6dOgCrA1K9fn5deekk7lx2xfPlynnrqKSZNmkRcXByPPPIIY8eOZcOGDbp2s2bN4t5772XPnj3069ePkSNHkpqaWqb9VFJ/+PvvvwFYt24dycnJLFu2DICPP/6Y559/nldffZUDBw7wyiuv8Nprr/H555/r1j116lTGjx/PgQMHuOeee+jfvz+LFy/Wtfnqq68YOHAgYWFhAISHh7Nw4UL279/Pe++9x8cff8y7775bpm0SrgLGj4eVK+HTT9X/Tz7paYsEQRAEQRCEklAEJSMjQwGUjIwMu3m5ubnK/v37ldzc3Mv7kffeU5RGjRSlbl31/3vvXd76SuGvv/5SAGX58uUO57/zzjsKoJw9e1aJiYlR+vTpo5s/dOhQpW/fvoqiKMqcOXOU5s2bKwUFBXbrOXr0qGIwGJTTp0/rpt96663KtGnTFEVRlAULFiiAsmvXLl2b8ePHK7fccov2ffXq1UpAQICSmprqdLv69eunTJo0SfvevXt35amnntK12bBhgwIoaWlpiqIoyogRI5RevXrp2jzzzDNK69atte8xMTHKqFGjtO9ms1mpXbu28tFHHymKoihPPvmkcssttyhms1lrYzKZlLS0NMVkMjm1t7zJyclR9u7d6/a/nJwcl23s3Lmz0r17d+X06dNKYWGhsmjRIsVgMCjNmzfX2ixZskT56aeflL179yorV65U2rVrp1xzzTVKXl6e1mbGjBlKkyZNlNjYWGXZsmVKfn6+Ehsbq+zYsUN5//33lebNmytdunRR4uLinNqyYMECpWrVqtr3xMRE5cYbb1Tq16+v5Ofna+fKihUrtDZZWVlKUFCQsmXLFt26HnzwQWX48OGKoijKtGnTlFatWunOh6lTp+rOu+K/3blzZ2XkyJFObY2JiVHefffdEu3v0qWL8tBDD+na3HPPPUq/fv2074Dywgsv6LbHYDAov/zyi9PfLt6PSusPJ06cUADl33//1a2nQYMGyldffaV9N5lMyvPPP6907txZt9zcuXN1yy1btkwJCwtTsrOzFUVRr8lBQUHKqlWrnNo8e/Zs5dprr9W+z5gxQ2nXrp3DtuV2HReEcqSgoEBZsWKFw3urIFztSP8QBOdI/xAqCyXpLLaIp5Q78MKKQEqRh5QlTKhz5866+Z07d+bAgQMA3HPPPeTm5tK4cWMeeughli9fTmFhIQD//PMPiqLQvHlzwsLCtL9NmzZx7NgxbX0BAQG0bdtW9xsjR45k48aNJCUlAbB48WL69etH9erVAdVz6tVXX6Vt27ZEREQQFhbGmjVrSChj0toDBw7QtWtX3bSuXbty5MgRXa4kW/ssIV8W750xY8awa9cuWrRowfjx41mzZk2ZbLiaWLRoEYqiUK9ePQIDA5k3bx4jRozQ5W8aOnQo/fv3JzY2lgEDBvDLL79w+PBhVq1apbWZOXMmR48eZe/evQwePJjXXnuN2267DX9/f1555RX++OMPxo0bx+jRo0u0JyMjg7CwMEJDQ2nQoAEFBQUsW7ZMl8PK4rEEsH//fvLy8ujVq5funP7iiy+0c/rAgQPceOONWv8B+z5UnF27dnHrrbe6thOd4OxctvRVC7bncmhoKOHh4TpPNFcoqT844vz581phBcs+q1KlCm+//bbuWgD6/Q3Qv39//Pz8tDDDpUuXEh4ezu233661+f7777npppuoW7cuYWFhTJ8+vczXAkEQBEEQBEEQvAuPJjq/arBUBIqMtFYESk5Wp1dQroumTZtiMBjYv38/gwYNspt/8OBBqlevTs2aNZ2uwzLgbtCgAYcOHWLt2rWsW7eOxx57jLfeeotNmzZhNpvx9fVl586ddkmjLWE3oIZM2Q7gAa6//nqaNGnCkiVLePTRR1m+fLku8fWcOXN49913mTt3Lm3atCE0NJQJEyaUqRIcqAJc8d9WHCQLL55s2WAwYDabAejYsSMnTpzgl19+Yd26ddx7773ceuutfPrpp2Wy5WqgSZMmbNq0iezsbDIzM4mMjGTo0KFaHiJHREZGEhMTowv5tOXgwYMsXryYf//9l88++4xu3bpRq1Yt7r33Xh544AEyMzOpUqWKw2XDw8P5559/8PHxoU6dOoSGhtq1sZ1mOearVq3SJWYHNQ8WOD5/SqO8EpY7OpeLTyvpXHaVsq7DMu/jjz/mhhtu0KZlZWXZVcIsfgwCAgK4++67+eqrrxg2bBhfffUVQ4cO1RLO//XXXwwbNoxZs2bRu3dvqlatypIlS+xywwmCIAiCIAiCULkQUcodeKAiUEREBL169WL+/PlMnDhRNyA+c+YMixcvZvTo0dpg9q+//tIt/9dff9GyZUvte3BwMHfeeSd33nknjz/+OC1btmTv3r106NABk8nEuXPnuPnmm8ts54gRI1i8eDH169fHx8eH/v37a/N+//13Bg4cyKhRowB1gHvkyBFatWqltQkICCi1Mlzr1q3t8hlt2bKF5s2b2wlpJVGlShWGDh3K0KFDufvuu+nTpw9vv/22UzHkaic0NJTQ0FDS0tJYvXo1s2fPdto2JSWFxMREIiMj7eYpisLDDz/MnDlzCAsLw2QyafmgLP9LEkt8fHxo2rSpy3ZbkvEnJCRoSfcdtVmxYoVuWvE+VJy2bduyfv16xo4d63C+K+dyq1at+OOPP3TeYVu2bNH1CXdg8TKztbdOnTrUq1eP48ePa3nhzGZziYKhLSNHjuT2229n3759bNiwgZdfflmb9+effxITE6MrznDy5Mny2hxBEARBEARBEDyEiFLuwFIRaO5c1UMqONgtFYE++OADunTpQu/evXnllVdo1KgR+/bt45lnnqFevXq8+uqrWts///yT2bNnM2jQINauXct3332nhVItXLgQk8nEDTfcQEhICIsWLSI4OJiYmBgiIiIYOXIko0ePZs6cOXTo0IELFy7w22+/0aZNG/r161eijSNHjmTWrFm8+uqr3H333boE2U2bNmXp0qVs2bKF6tWr884773DmzBndALxhw4Zs27aN+Ph4wsLCdBXcLEyaNInrrruOl19+maFDh7J161Y++OAD5s+f7/K+fPfdd4mMjKR9+/b4+Pjw3XffUbduXTsPEAFWr16Noii0aNGCo0eP8swzz9CiRQtNjMnKymLmzJkMGTKEyMhI4uPjee6556hZsyaDBw+2W9/HH39M7dq1ufPOOwE1XG3mzJn89ddf/PLLL7Ru3dquQt3lEB4ezuTJk5k4cSJms5mbbrqJzMxMtmzZQlhYGPfffz//+c9/mDNnDk8//TSPPPIIO3futEucX5wZM2Zw66230qRJE4YNG0ZhYSG//PILU6ZMAdRzefPmzQwbNozAwECHXozPPPMM9957Lx07duTWW2/lxx9/ZNmyZaxbt67ctt8VateurVXMq1+/PkFBQVStWpWZM2cyfvx4qlSpQt++fcnNzeWPP/4gLy+PSZMmlbjO7t27U6dOHUaOHEnDhg258cYbtXlNmzYlISGBJUuWcN1117Fq1SqWL19e0ZspCIIgCIIgCEIFIzml3IUHKgI1a9aMHTt20KRJE4YOHUqTJk14+OGH6dmzJ1u3btUJOJMmTWLnzp106NCBl19+mTlz5tC7d28AqlWrxscff0zXrl01b48ff/yRiIgIQC0BP3r0aCZNmkSLFi2488472bZtm8NKeI5svO6669izZ4/mXWFh+vTpdOzYkd69e9OjRw/q1q1rF4o4efJkfH19ad26NbVq1XKYY6Zjx458++23LFmyhNjYWF588UVeeuklxowZ4/K+DAsL480336RTp05cd911xMfH89NPP+HjI12oOBkZGZo33ejRo7nppptYs2aNFg7m6+vL3r17GThwIM2bN+f++++nefPmbN26lfDwcN26zp49y2uvvca8efO0addffz2TJk2if//+fPvtt7qQz/Li5Zdf5sUXX+T111+nVatW9O7dmx9//FELQYyOjmbp0qX8+OOPtGvXjv/7v//jtddeK3GdPXr04LvvvmPlypW0b9+eW265RaskCfDSSy8RHx9PkyZNqFWrlsN1DBo0iPfee4+33nqLa665hv/+978sWLCAHj16lNu2u4Kfnx/z5s3jv//9L1FRUQwcOBCAcePG8cknn7Bw4ULatGlDz549+eqrr2jYsGGp6zQYDAwfPpzdu3fbXQsGDhzIxIkTeeKJJ2jfvj1btmxh+vTpFbFpgiAIgiAIgiC4EYNyKclRrjAyMzOpWrUqGRkZdmEmeXl5nDhxgkaNGtmVuReubmxDk9wlThUUFHDkyJFLyml0qRgMBpo1a6ZLDC4IruCJPuIIuY4L3ojRaOTnn3+mX79+djncBOFqR/qHIDhH+odQWShJZ7FFwvcEoRIREBBAs2bNSs09VJ74+vqKICUIgiAIgiAIgiCUOyJKCUIlQwQiQRAEQRAEQRAE4UpAEuIIgiAIgiAIgiAIgiAIbkdEKUEQBEEQBEEQBEEQBMHtiCglCIIgCIIgCIIgCIIguB0RpQRBEARBEARBEAShBBRFIScnx9NmCMIVh4hSgiAIgiAIgiAIglACFy5c4Pjx4yJMCUI5I6KUIAiCIAiCIAiCIJRAdnY2AKdPn/awJYJwZSGilCAIgiAIgiAIgiCUgI+POnT28/PzsCWCcGUhotRVjMFgYMWKFRX+Ow0bNmTu3Llesx5BEARBEARBEISyEBwcDFg9pgRBKB9ElLqCOXfuHI888gjR0dEEBgZSt25devfuzdatWwFITk6mb9++HrbSnoULF1KtWjW76du3b+fhhx92v0GCIAiCIAiCIFzVKIriaRME4YpEfA+vYIYMGYLRaOTzzz+ncePGnD17lvXr15OamgpA3bp1PWxh2ahVq5anTRAEQRAEQRAE4SrEbDYDEBQU5GFLBOHKQjylrlDS09P5448/ePPNN+nZsycxMTFcf/31TJs2jf79+wP68L34+HgMBgPffvstN998M8HBwVx33XUcPnyY7du306lTJ8LCwujTpw/nz5/XfqdHjx5MmDBB99uDBg1izJgxTm175513aNOmDaGhoTRo0IDHHnuMrKwsADZu3MjYsWPJyMjAYDBgMBiYOXMmYB++l5CQwMCBAwkLC6NKlSrce++9nD17Vps/c+ZM2rdvz6JFi2jYsCFVq1Zl2LBhXLx4UWvz/fff06ZNG4KDg4mIiOC2224Tl1xBEARBEARBEHRYPKV8fX09bIkgXFmIKFVGFAWysz3zVxaP0bCwMMLCwlixYgX5+fkuLzdjxgxeeOEF/vnnH/z8/Bg+fDhTpkzhvffe4/fff+fYsWO8+OKLl7DnrPj4+DBv3jzi4uL4/PPP+e2335gyZQoAXbp0Ye7cuVSpUoXk5GSSk5OZPHmy3ToURWHQoEGkpqayadMm1q5dy7Fjxxg6dKiu3bFjx1ixYgU//fQTP/30E5s2beKNN94A1PDF4cOH88ADD3DgwAE2btzIXXfdJa65giAIgiAIgiDosIwRsrOzZbwgCOWIhO+VkZwcCAvzzG9nZUFoqGtt/fz8WLhwIQ899BD/93//R8eOHenevTvDhg2jbdu2TpebPHkyvXv3BuCpp55i+PDhrF+/nq5duwLw4IMPsnDhwsvaDlvPqkaNGvHyyy/z6KOPMn/+fAICAqhatSoGg6HE8MJ169axZ88eTpw4QYMGDQBYtGgR11xzDdu3b+e6664DVDfbhQsXEh4eDsB9993H+vXrefXVV0lOTqawsJC77rqLmJgYANq0aXNZ2yYIgiAIgiAIwpWHrRBlMpmkCp8glBPiKXUFM2TIEJKSkli5ciW9e/dm48aNdOzYsURRyVawqlOnDqAXaurUqcO5c+cuy64NGzbQq1cv6tWrR3h4OKNHjyYlJaVMYXMHDhygQYMGmiAF0Lp1a6pVq8aBAwe0aQ0bNtQEKYDIyEjN/nbt2nHrrbfSpk0b7rnnHj7++GPS0tIua9sEQRAEQRAEQbjysBWlLPmlBEG4fESUKiMhIarHkif+QkLKbm9QUBC9evXixRdfZMuWLYwZM4YZM2Y4be/v7699NhgMDqfZXoR9fHzs3FeNRqPT9Z88eZJ+/foRGxvL0qVL2blzJx9++GGpyxVHURTNvpKm29pe3H5fX1/Wrl3LL7/8QuvWrXn//fdp0aIFJ06ccNkOQRAEQRAEQRCufGzHKiJKCUL5IaJUGTEY1BA6T/w50GDKTOvWrcs1kXetWrVITk7WvptMJuLi4py237FjB4WFhcyZM4cbb7yR5s2bk5SUpGsTEBCAyWQq8Xdbt25NQkICiYmJ2rT9+/eTkZFBq1atXLbfYDDQtWtXZs2axb///ktAQADLly93eXlBEARBEARBEK5sFEXRjaEKCgo8aI0gXFmIKHWFkpKSwi233MKXX36p5V767rvvmD17NgMHDiy337nllltYtWoVq1at4uDBgzz22GOkp6c7bd+kSRMKCwt5//33OX78OIsWLeL//u//dG0aNmxIVlYW69ev58KFC+Tk5Nit57bbbqNt27aMHDmSf/75h7///pvRo0fTvXt3OnXq5JLt27Zt47XXXmPHjh0kJCSwbNkyzp8/XyZRSxAEQRAEQRCEK5vCwkLd94yMDA9ZIghXHiJKXaGEhYVxww038O6779KtWzdiY2OZPn06Dz30EB988EG5/c4DDzzA/fffrwlCjRo1omfPnk7bt2/fnnfeeYc333yT2NhYFi9ezOuvv65r06VLF/7zn/8wdOhQatWqxezZs+3WYzAYWLFiBdWrV6dbt27cdtttNG7cmG+++cZl26tUqcLmzZvp168fzZs354UXXmDOnDn07dvX9R0gCIIgCIIgCMIVjW10BqiilHhLCUL5YFCkniWZmZlUrVqVjIwMqlSpopuXl5fHiRMnaNSoEUFBQR6yUPBGzGYzmZmZVKlSBR8f0XcFoTje0kfkOi54I0ajkZ9//pl+/frZ5T8UhKsd6R+CN6EoCvv27bObXrNmzRKrhVcU0j+EykJJOostHh1Jb968mQEDBhAVFaV5vtgyZswYDAaD7u/GG2/UtenRo4ddm2HDhrlxKwRBEARBEARBEIQrEWfFmBwVXRIEoez4efLHs7OzadeuHWPHjmXIkCEO2/Tp04cFCxZo3wMCAuzaPPTQQ7z00kva9+Dg4PI3VhAEQRAEQRAEQRAQUUoQyguPilJ9+/YtNX9PYGBgqW6RISEhHnGdFARBEARBEARBECofaWlphISEEBgYWGI7Z9luRJQShPLBo6KUK2zcuJHatWtTrVo1unfvzquvvkrt2rV1bRYvXsyXX35JnTp16Nu3LzNmzCA8PNzpOvPz88nPz9e+Z2ZmAqprZnH3TKPRiKIomM1mzGZzOW6ZUNmx3KAs54cgCHq8pY+YzWYURcFoNOLr6+sxOwTBFsvzhrOwEEG4mpH+IVQ0iqKQmJiIv78/TZs2LbGt0Wh0+ByTnJxMtWrVKsjCku2x/S8I3oqr56jXJDo3GAwsX76cQYMGadO++eYbwsLCiImJ4cSJE0yfPp3CwkJ27typKdoff/wxjRo1om7dusTFxTFt2jSaNm3K2rVrnf7WzJkzmTVrlt30r776ipCQEN00Pz8/6tatS4MGDRyGDgqCIAjeTUFBAYmJiZw5c8aupLMgCIIgCIIgCOVPTk4OI0aMKDXRuVeLUsVJTk4mJiaGJUuWcNdddzlss3PnTjp16sTOnTvp2LGjwzaOPKUaNGjAhQsX7HZWfn4+CQkJREdH2wlWwtWNoihcvHiR8PBwcd8VBAd4Sx/Jzc3l5MmTREdHl+qiLwjuwmg0snbtWnr16iXVkwShGNI/hIomPz+f48ePA2oVvYiICF2l4AsXLnD+/HnCw8OJiIggPj7e4XpatWrlDnN1SP8QKguZmZnUrFmzVFHK68P3bImMjCQmJoYjR444bdOxY0f8/f05cuSIU1EqMDDQ4cDE39/frmP7+vri6+vLmTNnqFWrFgEBASJACIAaElRQUEB+fr5Hy90LgrfiDX1EURRSUlLw8fEhODhYwvcEr8PRs4cgCCrSP4SKorCwUHs2SU1NJTU1ldjYWG2+n58fPj4+ZGdnU6dOHafPMZ48P6V/CN6Oq+dnpRKlUlJSSExMJDIy0mmbffv2YTQaS2xTFnx8fGjUqBHJyckkJSWVyzqFKwNFUcjNzSU4OFiESkFwgLf0EYPBQP369UWQEgRBEISrHNt8lyVh+9wiuWMFoWLxqCiVlZXF0aNHte8nTpxg165d1KhRgxo1ajBz5kyGDBlCZGQk8fHxPPfcc9SsWZPBgwcDcOzYMRYvXky/fv2oWbMm+/fvZ9KkSXTo0IGuXbuWm50BAQFER0dTWFiIyWQqt/UKlRuj0cjmzZvp1q2bvKUQBAd4Sx/x9/cXQUoQBEEQBI4fP05BQQExMTF288xms+YRZesZdfHiRYfrkpfSglA+eFSU2rFjBz179tS+P/300wDcf//9fPTRR+zdu5cvvviC9PR0IiMj6dmzJ998841WWS8gIID169fz3nvvkZWVRYMGDejfvz8zZswo9wGIwWAQF0lBh6+vL4WFhQQFBcl5IQgOkD4iCIIgCII3kZubCzj2lDIajVqKF1vBKSUlxeG6LJV95RlHEC4Pj4pSPXr0KNF1cvXq1SUu36BBAzZt2lTeZgmCIAiCIAiCIAhXKI6q8WZlZWmiVEZGhjbdx8fHaQifyWQSUUoQLhPJziwIgiAIwpVDXBz8/LP6XxAEQRAckJWVZTctOTkZRVEoLCzUzS8pp5SkdhGEy6dSJToXBEEQBEFwyrx5MHcu5OZCcDBMmADjx3vaKkEQBMELKCgo0D6npaU5bOPIg6okJAm6IFw+4iklCIIgCELlJy5OFaQUBSIj1f9z54rHlCAIggBAZmZmqW0SExPLtE4RpQTh8hFRShAEQRCEyk9CguohVb06+Pio/3Nz1emCIAjCVY8roXY5OTllWqeIUoJw+YgoJQiCIAhC5Sc6Wg3ZS0sDs1n9HxysThcEQRCuakwmE+fPn3epbUmFuIojolTlwWQylenYCu5DRClBEARBECo/sbFqDimDAZKT1f8TJ6rTBUEQhArFbDaTkJCA0Wj0tCkaGRkZxMXFkZ6ezoEDB1xerizCRXJy8qWYJniAAwcOcPbsWU+bIThAEp0LgiAIgnBlMH483HKLGrIXHS2ClCAIgptISEggKysLf39/IiMjPW0OYM0PderUqTItJxX1rjwsQmNaWhp169b1sDVCcUSUEgRBEAThyiE2VsQoQRAEN5OVlQWAwWCwm5ednQ1AaGioW20KCQkpc44ooEzeXv7+/mVev+B+LKKUhO95JxK+JwiCIAiCIAiCIFwStnmVHIlSJ06c4MSJE+40yc4WR3Y5oywV+CSnVOVARCnvRkQpQRAEQRAEQRAE4ZIoKCjQPhdPJm7xkvIEFruCg4Mr7DdElKociBjl3YgoJQiCIAiCIAiCIFwSPj7Oh5Se8JACVYSwhOGVxUvqUn7Hk8Kb4BoW8VDEKe9ERClBEARBEARBEAThkvDGgb6tB1NOTk6Jwtnl4inhTXAdbzxHBSsiSgmCIAiCIAiCIAjlgiXpuScpXkGvIivqVWR4YEVQlkTuVwpSUdG7EVFKEARBEARBEARBuCSKe6EUFhZ6yBLr7x8+fNhtv+fuqoKXQ15eHocOHSIzM9PTprgVb839pSiKx/uLNyCilCAIgiAIgiAIgnBJFPe8cZZjyV0hVO72BPJWwcMRln2Tnp5+VXpMgXeF8p05c4aDBw9e9Z5cIkoJgiAIgnBlERcHP/+s/hcEQRAqlJMnT+q+p6WlOWznLo8Qd4sO3iRylIYl6XtmZiaHDh3ysDXuw/YYuft4FRQUOBWd8vLyAEhNTXWnSV6HiFKCIAiCIFw5zJsHd94JDz6o/p83z9MWCYIgXLXYJhh3l2eOu0UHZyJcZaAyCWrlhTu32Ww2c/jwYY4dO0ZcXJxd2GRAQAAAZ8+edZtN3oiIUoIgCIIgXBnExcHcuaAoEBmp/p87VzymBEEQ3IzFA8RWAIiPj3fLb1dEKFRuroFhwxozeXIDKrOOU1wUuVryGXnKU8qyfwsKCgA4d+4cBQUF5Ofnc/HiRTIyMtxmizfj50qjlStXlnnFvXr1qnSVCARBEARBqMQkJEBuripI+fhA9eqQnKxOj431tHWCIAhXJMHBweTm5uqmGY1GCgoKPOKJUxGi1O7dIezbF8K+ffD002eIiqqc+ZiKh4kVFhbi7+/vIWs8gztzgBU///Py8hwm4Q8KCnKXSV6JS6LUoEGDyrRSg8HAkSNHaNy48aXYJAiCIAiCUHaioyE4GNLSVEEqLU39Hh3tacsEQRBcQlEUEhMTqVWrVqV5wW/xirIlISHBbkDurip1p0+fLvd1ZmdbA4wSEwMqpSjlSCDMycmpNOfZ5WArVLpTlMrPz3epXWVKll8RuBy+d+bMGcxms0t/ISEhFWmzIAiCIAiCPbGxMGECGAyqh5TBABMnipeUIAiVBrPZTGZmJsnJyZ42xSVMJpNDscPRtMocKlZQYB02nz4doJtnSR7u7TgSPirLeXa52AqV7qx0l5CQ4FI7T3kVegsueUrdf//9ZVJQR40aRZUqVS7ZKEEQBEEQhEti/Hi45RY1ZC86WgQpQRAqFZYBc05OjoctcQ1LrhxXqMxl7wsKrMLTmTP6cLfKIia46rVzpeOtXkkmkwk/P5fkmSsOl7Z6wYIFZVrpRx99dEnGCIIgCIIgXDaxsSJGCYJQKfHWAbMzjh075nJbd2xbRQlERqNzUcryu97uMeVs/5tMJnx9fd1sjefw1j5mNBqvWlFKqu8JgiAIgnBFoSjw2mswf76nLREEQSgb3jpgLg8KCwsr3AOsovafradUcrK9KFUZQhOdCXaOEm9fyXhrH6sM51BFUWYpLi8vj/fff58NGzZw7tw5u4P6zz//lJtxgiAIgiB4hueeg8RE+PRTCAgovb038eqrMH26+nnAAGjQwLP2CIIguIrt2KoyeN+UlaysrEqZf7g0Tymj0ej1VeyciVKVOazSFYpvt7vCLc1mMwaDweXfO3v2LOHh4RVslXdSZlHqgQceYO3atdx9991cf/31V9yFUhAEQRCudrKy4PXX1c+jRkHv3p61p6x88IH186FDIkoJglB5sB3AZmRkUK1aNc8ZUwqXImZUdJiYO8L3zp71R1HUWhoWrmYvF2+neHVId4lS8fHxZfotR1UsrxbKLEqtWrWKn3/+ma5du1aEPYIgCMIloiiQkwNuqrgsXMGkpFg/JyZ6zo5LpUkTOHtW/Rwf71FTBEEQyoStp9SpU6e8WpRKS0sr8zIVnWy7ogQH2+p7ubk+XLzoQ5Uq1mNlNBor5HfLg4KCAg4fPnzVFiIrLva4I3zPbDZXmmIF3kCZc0rVq1fvqnUrEwRB8GamToWaNeGPPzxtiVDZsX22PnHCc3ZcKrZjHhGlBEGoTFSWSm4AZ86cKfMyFS0IVNT+++ij2rrv6el63w5vrmxnqZCYmZnpYUs8Q/GwSnf0MRGkykaZRak5c+YwdepUTp48WRH2CIIgCJfIW29BXh489JCnLREqO7aiVHKy5+y4VGxfisrjiiAIlQlvTcLsiEvxvElPTy9/Q2yoiP3nSMNITfUt1sZ7xURX0u1UpvOurBQ/Nu7IoRV/iW/EruTjUBJlFqU6depEXl4ejRs3Jjw8nBo1auj+ysLmzZsZMGAAUVFRGAwGVqxYoZs/ZswYDAaD7u/GG290uC5FUejbt6/D9QiCIFxNZGV52gKhslPZRancC9ZOIJ5SgiBUJrxZ3CgvKnLgnZCQUO7r3LXLPjF7WpreU+rixYvl/ruXgqPzx5X9fSWLIZ4QpS4Vb7atIilzTqnhw4dz+vRpXnvtNerUqXNZic6zs7Np164dY8eOZciQIQ7b9OnThwULFmjfA5yUAJo7d64kXRcEQQCysz1tgVDZ0YlSB9OBah6y5BIYMoTcs+8DYQAk7DwP1PKoSYIgCK5iKw6EenmSyEsVMsxmMz4+ZfaNcAlLqFp5MnmytVrGzTdf5Pffw0lP13tKeSLReXGx5dy5c5w7d44GDRpQtWpVbbor+8RoNOLnV2ZpoFJQfD+5I9SyLFX3bCksLPT6Ko4VQZnPvC1btrB161batWt32T/et29f+vbtW2KbwMBA6tatW2Kb3bt3884777B9+3YiIyMv2y5BEK4cTp+GOnXgCr3Patje97IumrkER1iPsG0bpKZCKbcCwc0YJz8LvAFAcnw+DBkCS5d61ihXWL4cVq4kj4+1SWdyq6AsW47hrsEeNEwQBME1bIUeb/deuVSvrsrmDXbunFUkCA9XPVlefLE+gwal4wmfCEtS9YMHD9KmTRvNMSOryFU+MTERs9lM9erVde1LwtvPtcuhNE8pRVFQFKVchdIqVaqQkZFR5uWu1iqOZd7zLVu2JDc3tyJsccjGjRupXbs2zZs356GHHuLcuXO6+Tk5OQwfPpwPPvigVPFKEISri2+/hfr14eWXPW1JxWN89wPr50Iffn7kBw9a4xq5uXDjjdCvHxydv8bT5ggWli/H+Ptf2tfz1KLwh1Wq4OPt7NkDZjO5BGuTCggkbdthDxolCILgOrbiQEV4/ZQnlyoueXNS8JKYOjVZ5yF17pz+jae7xDbbc8T2N4OCgrTPp0+f1qrOuVIlsbIJhZdD8W1NSEhg//79FfobriLhey7yxhtvMGnSJF599VXatGlj515WnqUm+/btyz333ENMTAwnTpxg+vTp3HLLLezcuZPAwEAAJk6cSJcuXRg4cKDL683Pz9ddDC2VCIxGo1eX8xS8C8u5IueM9zJpkh9g4KWX4IUXruDjdOAAeW+/CzyhTer/v4EUPL4HWrXymFml9ZHkoROADwFY//RKYjZ/BosWuck6wSlxceT5BkHRc5GCD6f861MvLg7uuMOztpVG27YoIaHkZQXrJifWu5ZwL7tWyz1EEJxzNfeP3NxcTXQwm80cPHiQJk2aeNgqxxQWFl6Sh83x48dpVUHPJxXh8VOjhpHUVH+uu+4iycl+bNmiVqI/c8aXWrWswmF+fj6+vr7OVlNuZBflaTCbzRQUFGAwGDAajZjNZt32Hz58mGbNmrnUj67kcbBl39h+t91Wi0eTZV+WByaT6ZLOxby8vCvqOLi6LQaljDKexa2t+AFTFAWDwXDJ6p7BYGD58uUMGjTIaZvk5GRiYmJYsmQJd911FytXrmTSpEn8+++/hIWFubyemTNnMmvWLLvpX331FSEh9onsBEGonDz3XFf2768JwNKlP+CG5wSPkZvry/DhesFg2bIfqKCUDeVCcnIojz56GwADBx5l7Nh9HrZIsPDvv7WYNauL9v3ttzfStGnZ3dA9QX6+D0OHDgAgIiKXlJRgZs36k3btLnjYMkEQBKEyMnRof/Lz/fjvf9cSGlrAqFH9AXjuuW1cf/0ZD1snCN5LTk4OI0aMICMjo0TnpTJ7Sm3YsOGyDLscIiMjiYmJ4ciRIwD89ttvHDt2jGrVqunaDRkyhJtvvpmNGzc6XM+0adN4+umnte+ZmZk0aNCA22+/vVw9vYQrG6PRyNq1a+nVq9dVmZCuMrBwoS8Wb9w2bfrRsKFHzak4Xn6Z9Lc+BvRl0jr9foi6b070jE2U0keefpp9H28BdgLwww9N+WL19QSPGwnvvON+YwUra9bAG28Dy7RJTZ5/n35LH4Dbb/ecXa5w4ACpdz8MqKJUq6w9/MENxPg3oF+/6z1rWzHkHiIIzrma+8eJEye0sCsLFeVVdLkcPXr0kr06GjdurEW+lCcHDhwo1/WZzZCfrw6ZmzWLIiLCRPfumWzaVAVf33o0amT1zK2obSrOvn37OHnyJDExMaXmQYqKiiIpKanUdUZGRtqNqSsay7Fq3rw5hw+rYfYVca6np6eTXKyUcIsWLbR9Z3vOlMfvFxQUcOzYsUtaNjw8nPr161+2Dd6CJSKtNMosSnXv3r3MxpQXKSkpJCYmasnMn332WcaNG6dr06ZNG959910GDBjgdD2BgYEOLxj+/v5X3Y1PuHzkvPFejKmZgCo0J2w6RbNmjTxrUEVRty4+efZ5J5J8G9PAC85Nh30kPx9zvt5R97m8l/ggfw94gc1XNUeOoOTrXc7P59fA/8gR6N/fQ0a5yKlTGNPVvuBHIdEhKZAP549mc/asP6+/Ds88g1cJ1HIPccLy5WqOsLZtYbAkqb9auRr7h8FgsBMazGazW8SOsuLI1rIsWxHH1tfXt1zzI+XlWbcvLEyNGqpZU01GnZLir9t+X19ft5yvlt/08fFxaf+70sYTVd8sdiUlJWmfK+qcKL4PfH19tWqDtvPK4/cLCwsvuV8oinJFXfNc3RaX9taePXvKFBO5b98+lzLHZ2VlsWvXLnbt2gWobwZ27dpFQkICWVlZTJ48ma1btxIfH8/GjRsZMGAANWvWZHDRw0ndunWJjY3V/QFER0fTqNEVOvi8SsnJ0VcXEzyL2QwvvgirVnnakhKYN4+cP3dpX49O+ADmzfOcPRVJQQGFNu8YuvAnAAnng50t4Xlq1yYf/QP2hzwBtWt7yCBBIyMDI/qHiGQi4RKqyLid6GhyA6sBEGLIoW7eSQDOmGrx6KMwfz7I40ElYMgQuOcemDVL/T9kiKctEgS34UhQSUlJ8YAlJZOdnX1ZlcIqIveTpYpaeZKTo6asMRgUgoLUdVtEqQsX9P4d7qpgFx4e7nJbVyvAWSr3eYKcnBzts7uqz9meJ+UtAl3OOXi1Jjp3SZTq0KFDmS6GnTt3JiEhodR2O3bsoEOHDnTo0AGAp59+mg4dOvDiiy/i6+vL3r17GThwIM2bN+f++++nefPmbN26tUwdUaj87N4NtWrBffd52hLBwl13qRXt7rgDvLKAytSpMGkSuSbrTeZodiTMng1xcR40rILIyMBUJEr5YaQ+pwA4ve2UJ60qleKilOAlVK3qWJSqWtVDBpWB2Fhyg2sAEKzkEJmrus8nG2vy00/WZomJnjBOcInly9U/k0l9G2UyWacJwlWAI2HDGweqlytiVIT4UJ77SVEgP99Abq6akDQ42IwlpXLt2mrI4vnz+nulrbhSEVy8eJG4uDgt0bkr5ObmutTOW5JrX4odZrO5zBUdnVUwLA9h8cyZS88zlp+f75X9vaJxKXxPURSmT5/uchJwV8uX9ujRo0QlcfXq1S6tx5arqZzl1cLixaqn1OLF8Omn4IXey1cdW7ZYP584AS1bes4WO9q1U0M+QFcWfhX9eOviy5CQAEVelVcMbdtS6BMAZvDFRB3OAnA2IV8V4bxxe6OiyCfI4XTBwzRvjtEvDmzGC8k+9aB5mSP+3c/y5eQcVx8GQ8ihruEcKHBm7zlataqNJW3E339DgwYetFNwztq19q7RiqJOlzA+4SrA0aA4IyODevXqXXJIUEVwuYP3sooIrlCeg/mnn27An3+G89pr6gu+4GDr9lo8pc6d098Xz549S61atcrNhuKcPKl6/7rLI8sTHDt2TIt+cgVFUTh27Bj5+flcc801DqvnOdIHbKcV/6woCpmZmVSpUuWSqvFd7rmdnp5ORETEZa2jsuHSE2a3bt04dOiQyyvt3LkzwcFeHDYiVCpsc8///TfcfLPnbCk34uJUcSQ62jsFAwtOcno0awbnz6ufjx3zIlFq7lzYs4dtXM8IvuI41hLKB2jNOWN1akdHl22dtvugWTPvPG6DB2Nqvxj+0YtS54zVvFeE69aN/IANUACt2cd+rgEgs2MPpNyEh4mOpjAwRC9KGepBdCV4I7BnD7mmAACCySVSOQ1AcrIBs83z3fHjnjBOcIkaNRxPP3rUvXYIgodwJjicPn2asLAwqlev7maL9Fy8eFETRy6HivDMKS+xJjfXwLp1qnfwe+/VASAkxLruBg1UB4yEhEpwX3QRs9mM2Wz2KuETIC4ujoiICC2ndHHS09M1EchkMml5okrDVsC0FaUyMzMJCAggMTGRqKgoaji7J5VAzZo1OXv2bJmXs+Btx8AduHTUnFWxEwR3YOsd/McfV4AoNW8evPqq6v4VEgLPPw/jx3vaKnuGDIGVK9UEUj4+cOedsHQpALbOkJfhoVr+bN8OQHc2OfTC2e8TS5kyFg0ZAj/8oIaPAAQFQbVqEBwMEyZ41XErfOBh+EdN7lzH9wKY4GxhhJfGV6rkB4RDAUSQQg1SSCWCk7O/oc2yWZ427arHiCrs1OMUp6lPkrkOkO5Rm1yialVyijwkg8mlLuoF6kxGENVt1E4J3/Nihg2DOXPAtvqYwQD793uX52dlebnkCpJU3msoKeIjIyODjIwMj4tSZQkdK4mKCFFKT093ue0ff4SxalU1pkxJpnp1vS0ZGdYhcny8KjzZekpZwvcuXvQlP99AYKD1uBUWFrosjHgbaWlpbvPQKYuAmJKSQmRkJHl5eaSmplKnjioUpqen684jZ+t01K9yc3MJDQ21m3/69GliYmKASxNOCwoKuHjxYpmXs+VqFKWuvi0WKh22olRRTvzKS1wcTJvGqXP+HMyqB+fOwZQp3pcrY/lyVZBSFAgIUP+vXKnZWXDemjTRq0Sporj54oLUdfwNwElTfXUQ4Qq2eU2K2J/XiIz8IHV/zJ3rVfmpTH7qQ5MvJmqb1LK3Z6nrnfGuy5fD66+TX6jmaQgknxjUt67Hlu+GadM8aZ2euDj4+WevOtYVTkICRh/1vGlYdFySlbqY5n3oSatco3lzcn3CADV8LxK1L6QZw8lKt7p+iSjlxcTGwujRaMlbfHzUAggmk+vX74pm3jy49VYYOlT9X5mLaPTqBXffLUnlvQRvT0Ny8eJF0tLSymVdFbGtebZidinMn1+bn36qxowZ9ezm5eTYD5FtPaWqVDHj56fan5amF6AuJ5+Qp3FXknEoWZSy2FFcuExMTCQ1NZUTJ05w4cIFkpOTdce8LOdUSb9vEYUu5Rw9fvz4ZecWS7wKH1JElBK8GkWBD23GQd9+C5eQasx7WLKE3Bwz7dhNB/5lD20w5RvhgQe866F2zx7VQ8rfXx0Q+Pur3/fsgSFDKDiZpDV9c2YOXbvCv/960F5QRYNNmwDwR5/Xrh27AYgviHTdc6hYXpO9xBJLHDelrUQJDFIFMG8ZIAGFtdVcTH4UWsP3lJrw7rueNMueIUPg3nvh66/Jz1MfCGxFqcGs4NV3gj0vAs2dC61bw7XXqp4D3bt7Vx+tSKKjMRpUT6n6hlP4UogJP878uN3zx6U0oqPJ9VddooLJpTppBKD2+XOp1oGDF3VdwRHVq1uvv2az+gKnoED1SvI0RS+XOHdOfWt27pxaXMPb+4YjHnwQ1q1T97ElqfyyZer2CB7B20WpkydPlpuHU0XkRSpLMay9e9VcyRs22CcNyM21zyMUHGw9NgYD1KihCicpKb66dpeSg8hVKtoDy1vOP4uoY5unOjMzUwvTsxWiMjMztc9Hjhxx+TecJToH6zG0eErl5uaSmppa4v5JTU0lKSnJrcLelYSIUoJX40jouP9+99tRbhw5QgLRpBJBHsG0Yw9v8Yz6sO1Nnjdt26pilNGoPqwajer3nBxYsYKCotAegIuFIWzZAh07etBeUEeZOTkY8dNCjwCm8oYmeJwkxnXPoWIx5JvphoIPcbQh6UKAGsLnDQOkIkxm9QaqS3ROHZR1673HE8/igWc2g6+vVn3PVpQCeKHgRc+qBu3awcSJcOCA2jcLCiA1FSZP9p4+WpHExmJs2QaAICWXKFQR+lRmFe9Xc2JjyamuvvUOJhcDaCF8tiQmqmPwDz5wnwfu+fPwn3tT+e31bVfHeVSc5ctVb5zSrkdxcfB//6efpijq/ccbWLLE3pa8PBg1yjP2XCpxcWoFGUfMni0eUx7CFVGgLN5A3ow3D94deUqdP68XhCyiVGqqfvrVGHp1KZQkSiYUPWvYniMJxZ4/zluS2zqgeNG10hKdO5uXkaFGhhw7doykpKQSvQSTkpJITU11Or+suFo47kpBeo3g1Rw7Zj/tMivQepZmzUhBH6s9jTfUB25v8rwZPFjNIWUwqANygwEGDoSLF8Fs1olStiQnu9lOW6KjISCAHKxVQl/mBabzsiZ4xCsxrntKXXut7qvZ5nKZ7FNPFS28KI9I4XZVwfWjkNqcA9QwxkzCVa8vb2DPHigsVEWpwkLtPCouSgEURMZ4wkItWb5DjMarxlvK2EStXuBPIfUMqih1Os+7c5RZKOjcHVDPK3AsSp0/rzqEPPkkdOhgX+ytIni135/897saPPxCLfX6Wlx4uZLp1UsVOWbOLD1EbPNmsHnzrZGfr87zNM7exO/erW5nZWHz5pL7syWEXXArrngPHT16tEKShLsbo9FY7nmlyuLpU726VfB49NEYbDWy3Fz7IfLRo/rUEM5EKV9fvedUeVLRnkwVkefLGaVtS0pKyiUJlzk5ORw+fLjU/GIl9TVntuXm5lJYWKizKyUlhdyi9CHlSXnlbqssiCgleDUWkeOeLqe4p/U+ABo29Jw9l82112reIbYszL1XffPqRZ43LF2qxku++KL6//vvNe8hR9sAsPUbD4pqsbEwbJgmSvlSyPO8Sig5NCQeKKOnVGCgmoi+CFsh7sxD09XRrBdh6ykVQi5hqEkWz1LHeTUrd1O1qu6rradUEPo3v8cT/d1mlo6iZPlOOXjQPXZ4GCPq/vc3FFKvqILdaf+G3pmjrBimZqqg5ov6cN0Ax7kZtm61ft62rYKNevZZEnaqYvExc2OyLuTB/PkV/KNegiVEzPKQbzJdmuDhJWElNGvmfN66dWp+pivBE05RvOeFxlWE8vjjrrXzlv5wmZR3CF9Z9ott4vI//ghn585Q7bsjT6lx4/SeOTVqqPeYtDS9CHXu3DmXbSgrFX3cKyKk0hmlbUtycjKnT58u83qPF5XXtc3tVVZPKdv9YJu0PC0tjYMHD3Lw4EFNmEpOTuaYIy+Ky+RK6eOu4lJg6sqVK11e4Z133nnJxghCcS5cUP/X3voDjyj/5Tv2cPZIBlC1xOUqnLg4uJRyuMnJDr2MxrKQMXlfl4Nh5czgwfpKPMOGwZtvUlDo2FNq76xl3OXj47mqdNWrk20IB0VNcmyJ6rd44SQq9THVy8Gld1jR0RAernqwKYouJPBsVmgJC3qGwuq1ANVTCqAOZ8kinHPUpnkxry+P0by56nVXdKO1FaVu4Tdd08M7MmnpidvJddfBV185n9+ypfts8SCFYeo11k8xUg/1ofCUoYF3CedOMKWkA5H4BPiDTxAtSMBW8wwhmxxCObL6ONAYgL174cYbK8iguDhYuJBQ5Rpt0sGLUbQ7H19BP+hFxMXBd9/ZT7cIHo4qvXXrpr4QKP6W2GAAJyXB3Upp19OlS2HVKnjzTa+q0GpHt25qWH5Jg1AvDq+6Ilm+HGXzZnjqqVKbZmZmUrNmTTcYpcdgMJTrYNmdIkhx8vP1uZ8WLKjJDTeo1x2Lp1TXrheJiCjExweefPKsrr0zT6mK5GoSpS6XgADHY5Xiv+/IDttQwZNOxntGo7FCc3xlZmZSw1teKrsBl/bkoEGDdN+LX5BsE7q50+1PuPLJ+2MH0IkgJZe6RVWULhRUxfjdCvzvGeQZo+bNg1dfVR/WPvtMDUd49VXXlk1K0jwQ7CgoUN3pvSgkzI7YWLjuOgq2Or7QH82JhLnT4JZb3L8dy5fDwoVkB8RAPoRiHdBEkYQvhRgJ4MwFP+zrrDggNlb17DmrPoQU2By3NP9a5Wz85WM6r8axW7xDanOOYzTlrE+U93i35OfrRKlk1AFmTS7QgsPspi0TeZffuJUjCR6y+bbbdDba0beve+3xELlbdgG3E0wONVDPrTNKbY/a5CqmKmq5dN+CHCCP5kWFDiw0IJFDtCRun3VaCakpLp+EBMjL013799OadnlXgdddQoKugqkOZw/bsbFqXrctW/TTw8K841oWGAi+vs63C9QcU88/75l7YVkoTZSqXTn6/BXDnj0oLg5yz5w54xFRKiQkpFzDispbmCjL+goK9N5Qf/4ZTlqaL9Wrmzh/Xr1eh4aaefVVx9461kTn+mPm7+8hT+9ywJvzfJUV2+Pg6Ly4XAGuoKCgVOHrcrgSQnTLgkvhe2azWftbs2YN7du355dffiE9PZ2MjAx+/vlnOnbsyK+//lrR9gpXE/PmUbDxT0D1pIggBd8iL5BzP1Z0rIUTbKvuWOKH333X9RL2UVEUOAl9UwCSkhzO8yoaNHCaU+pYQQPVg8zdubHmzYNHH4Vz57iYr96EqmDNSeKHifqcAuDkL/tdW+fy5XDsGElEMpQl/IXVjSI1w31vxVylsCh8z9ZTCuCsUst78gAFBoLNDTwVdVBqsbUte+mK2ucPn/WQN2RCAoSW4AlXkhfVlcKzz/LuvtsB8MFsPZeMEd6T964EzOdTAKtA24JDuvmWcL7jSmNtWgVGW6jeZUFBdqIUFZh3xGuIjlbFpOIYDM49jiyeyMUrWBkM3uGpFx2tFroojexs78iB5YwlSzRPqN20ZSAriOMafZu///aAYVcxVauilEHQ8ER4T3k7H3gymXNBgXqN6djRKrJ99FFtFAXef78OAJmZzq/TzjylKtJBo6KPuTtFKXeev45+yzYs71JITEzkwIEDl7WOkrjawvfKnFNqwoQJvPfee/Tu3ZsqVaoQHh5O7969eeeddxjvzW7KQuUiLg5efZV8RR3ABlCAD4o2ODrj38AzdjmqugOuV84rKMDor+Yp6sEGDtFcm5WJfUlab8TUpDmmIifLUPRZ54/QTH3rummT+wyKi1P3//nzoChkFIV22opSANGog+mTqQ4GSI7YswfMZqYwm28Zyi/002alni7/hIaXi+ngUcA6ELf0lXPU8Q7vAlAHcza25KIO7IKx7s/mHAbg8CkXBn0VQTEb7diw4crIF+OMuDgyPvxS+3qUplZRylzTewTOEjAlqfZa+oIlp5wFRzmmzh1OrziDYmOhf3+dKHWcxldHaFRsLBTztgfA3995PyvyLKN4BStveUCPjYXOnUtv5y32OsMmYfv9fM5KBvIQH+vb/PPPlX298zaaN8fsiuBZRL4HrsflHd5VUgW1S0FRFF0Ej/N2VlFqzpxEhg9XX2Z8/XUE331XXWvXpo3zqp+WnFLFRSmz2VxpBQV3hu9V9G/ZngfOjofRaGT/fhdfVruZgoKCEqv9XWmUWZQ6duwYVavav8GuWrUq8fHx5WGTIKgPpampupwzYK2ilFSng2fsOnrU8XRXqgINGQKTJ2M0qhdGf4w05wjVUC84SUSVp6VlJy4OXngBHnusxAS0eW2u0z4Xr2p1gVpqtbdTpyrMTDsSEuD0aS0E4ShNATTPKAuWvFIJRhf3865doCjsxP5tfprZwznNihMXR+Em1cOouCh1VqntPUJCbCzUrQvAaaI0Uco2yXkz1IHS4UQPiVKxsdCzp/P5BkOl8Ba6ZDZvJjXLKp48x2taNcez1PFwiU3XMNVWzzHbUFZbil8bAM6t21OxlRUzM3Wi1AkaVdxveRt9+th7PRmNzq9L0dHg58c/5vbU5ixrDberXmWBgd7T9xwJbcXx8fGOHFjOsEnYvpv2APxFMbHNm6oCXw3k55Pev7/LzXMcvSStYMpbbAmxKShTHiiKUqKN8fEBtGkTS58+zVEU9brk72+mVSvryzGLlxTAE084d6O1ekrZe1NVhGDoDqHLkzm+yhvb6nsliVLeLCBerjdXZaLMotR1113HhAkTSLZ5MD1z5gyTJk3i+uuvL1fjhKuY/Hy7kvGg5gYCSP70Z8/YVcWJN1NpF7Tly2HFCjCZtG3yR40VjizKlZVEFER5SJiaNw+uv17NjfXRR2r1ICclu1N/UvN8+GHUeRxEoGalP0pTNVl0RRMXBz//DIcPq/m4irB4SllEGQsWUepkanjp665SRT1eQFgxbzCA1AwvC7vp3ZuLeeqbuvCiqnuWgXiSoZ73eEoBZGXxOs9Sn9OsQy2fbuspZRGlkjLCyLLf9e5hxgy7SoFpVMOMQQ3J8YYQoorivfc0r806nKEDu2y87mpjPl0JRKnmrQGrKOWD/vrsSJQ6b6yqhmFXhFdIXBxs2KATpXZwHXflfUNhYelv9Cs9ycn290hFcS5wxsbCmDFcq+zgPLW5XVmttjebvafvdetmd40Afe5BTUjzVoYNUz3WAB+s4UbDsQlRLijwnpcarmB5Lqis3l3JyaS7IngWkeSBlA/lLVqkpKRc9jpMJhPnz59XBandu1XR2wnz56t50pKSrKkEAgMVuna1PnCkp/sVTTfbOWzaYhu+V/wSV1lzLJcm6pX3b1U0tsfh4MEgli6trjtW3ixIAS55/V0plFmU+uyzzzh37hwxMTE0bdqUpk2bEh0dTXJyMp9++mlF2ChcjQQGgp+f5ikVgCo6WKpAJZ3zdc193p2U9EZ07VrNk8cyMLFskya0EeWZt6pFoZJajixQbf3hB3uPqbg4Un5Rc0zU5ALVSNdmNUEth5rQsDtMmFCxNs+bp759Hz4cXnxRN8tRSBhAjCV871ApoXe1aoHNm4niYYAAqUdTveeh9667ICmJPbQFIAL1Ac8iJKxUBrDuby8JDV2+HE6f5jle1022PVY1SKMmqjt/BVTYdY3YWLj1Vs274w2mUoezPMJ/1QGaTdjLFcXy5XD4sCZKWc59i8Bpwo/UXA95sJUByzOoL44HBZYXAbacpY4amr1kSfkblJCge8li4SfzHfzzTx0nC11BfPml4+nvved8mVGjdEJJPoH23laeJDYWeqmi+ueM5iZ+50nmEUo2a4rEdkwm7xd0goNR0PeVJQwnw5JOwMfHu4U1W+bNU6/bd98NN90Ezz7raYuuSJwN4tPTfVmxohrZ2T7F2sP27SF208sLk8nEsWPHOHv2LOf37cN4/HiJ14qLF+1fKgYEKNSuXch77+mrrAUFlSzAVa+uilIFBT5221cRHkfKhx+W+zod4S5vKXd6fimpqdxzT1NmzqzHxo3Wl9OVVTy8EinzFaJp06bs2bOHn376ifHjx/Pkk0+yatUq9u7dS9OmTSvCRqEiWL4cZs0qMUzLo0RHQ0CAXfieRcBJIgr++sv99mdkOJ9XUliLTZWhFCIAB55SPvU98/CXkOA4T5bJpOZVKtb2glF9OxxBik6U0gTDZ96tKEtV4uLgpZfUpPCZmToBCSAH1RU8hKJtKno4iTEUiVIJBueC0ty5cOGCbpJF5LIl9YIJevSo2HAfV4iLgzVr+JKRvMJ0QBULQe8p9tD/dfSIeXasXQtArWLhVLbhe2DN+XNq0BPusas4cXHw77/g78+/tGcab2AkgE94CLNisO8XVwpFgsw51DfJFlEqACPViyrwnY2ryDJ15YNVlLJ/sL6Ov+28KEG9Liug5gwrbxwkOrdw6FB1BwtcQTz7LGzd6nje0aPO7+Hvv08fVmtf06o2VL16vCmUrLp67MbwOX9yEx/wJIX4q+I1eL+n1PvvQ3Y26VTDWEwwjaeh+sFs9n5hDdRr9rPPWovQZGTAm2+6XoTGW+jWrcyLuNvTw9nvTZtWn+nT63Pjja11nigbN4bzwAONeeopx16Ol1upLjExUUuWfg642K1biaJUcfP9/KzeULfccpGoKKvnfVBQyfs2JEQhONhxXqlyFzvi4lBmzCjfdTrBXUKN20SpefMwrVunTdu71/pc7+2ilE9JrnpXGJe0pQaDgdtvv53x48fz1FNP0atXr6vKvazSM2QI3HuvKkrdfbdaAt3bKCoJXaIoBdogV6OixTabHAx2lORGPWwYBAQwl6d4ntcAB55ShijPhCYUCYAOKR6eEB1Nir+ar6UmF6iONQFflEEV107vqsgyVqi5u9LSnIZM6jyl/Py0ClfRSjwAJ41RKCedDGy2b7eb5CgBfSo1ICUFZs/2rMdUQgKYzXzKg9okiyhlm+/rQoaXlCcuEmcbc1w3ubhXm0XgPB1foAqF7iYhQRU8TSaWcZdu1lGlCbRt636bKpp582DZMrIJ4W6WAtZrFNjkKPv3tPd4CTpBE6V8rNeI1dxOV/7gc+63y4UHUIi/GvpbERXxHCQ6t3DwYA0HC1whWIpQOMNsdizwxsXBqlXk2wglaWmK+vLEW8L35s2Db7/lhEW8sSHeki9MUbxX0CnaxxgMJPnYF445SYz6wWDwbmHNwpIlem9vC64WofEgZrOZc+fOqQP02FiqHjpUpiT57qyWBs6FhL//tlatPXzYes4sXaqKt9u2hZGSYn99NRqNZF1GrL7D6n0ljEl379bnsAoI0G9PbKz1PAoOLt1jqGZNdf+fP2+f7LxcWbKkxLDE8sRtFRET7YuOlDfmI0fg1VcprG59AVRQYJU/jG7ap84wm+HzzyP44w/HRZhElCqF7Oxsfv75Z/7v//6PefPm6f4EL2f5cli5Un1qt+RoWL8exo3ztGX2jBqlhTsUF3A0UcrGA4khQ+Cee1RR6p57nOZEuixscjDYUVI+qNhYGDWK93hKm2TxlLJuUyT89lu5meoysbGqOAkkUp8ci2dQYCA0b27XNiW4PqB6SlnEA4B6SpGn1Ak33MxKuNlbPKWCyVWrWxU9sFmq72URTvruk44Xrl/fbpIlR5UtmVSlEF/Vq+py39xfTg6M6GgwGnWeHwrqw5jtsfFXPFdyWcewYRAcbDc4L+4ppXndEWUvPLsDy8DXbOYArXSzEv0blyxOV0bi4mDyZCgsZFdRwmOAHXTSPmuiVFaYd3mrOEATpZRCNfzI15fbDev4g5tpxUG7xOcWzlOr4sLCr71WO+9Xczs/cgcAJ05U9foibZfMkiWlizKOvHQTEiArS+elmkoN76lmVyS2bTHfSGNOlNzWWwWdhAS1o9SpQzL2aQM0T6nKEIIIzovQ5OWVXoTGw6SlpXHu3DkyM4tSBbRoUeIzTnG8xdOjdm2rOLZ6tfW5yVb0GT68icNlLyeZs0MBxclA/sIFX7Ky9MJYYKD+utK2rfWaVFr4HkDduuqz/Nmz+ueacj8uqakobhIoEt0gFjFvHsrzz1f4zxwDyMigMNB6P8nLM9h8zrNfyI38+WcYb78dyaOPNsRLurLHKPPZ/e+//9K0aVOGDx/OE088wSuvvMKECRN47rnnmOuJN9pC2dizxypI2bJ4sfe9TUpIKNlTysdHHeSCKrYtX27dNpPJOq08iY2F++5zPO+ff0peNjPT+gYVaw4HLXzPUN9zb/WefJJd1XvSiBOM9V2kin1RDjy3li8n+4z64BRGFuP4hL78zGeMJcri3XK+gr1yli0rcbZlIKOF7xURQq4WNnZyo5OBRPfudpMciVIA6VRTH9Yv54H9cnNgvPuuXa6aWkX5mELI5XPDGACy8/1Q9npB/46NhTfeIN/X+qaytuEcjf31iac1TynqQb16bjURUMVhoxEUxa5KWrK5jteLMmVm3jztDexprPvbNqQn2qA+pB4taOD1g1RNlDKY1cFdsXteEPla1VNbLlCz5BDty0TLJ+hj4hbDRgBycvy5Yis+79hRehtHVZs3b4aLF/WilKGm6sXmDX0vIQFyc7kv739Om6RRTX0hUsr9ymNER0NwMPj7k1zjGrvZZ1A9or0+BNFCSelDPJAMvCxYPGoMBgNms5kMcCqqOMKdnlIlhVvl51sH+mvWWJ+bbIs5JCcHYDTaezEFuukcO3nS/nf8/Z17ShWf5wiLGHfunN5TqtzFjvBwlHLcT//+G8IDDzRk+3b76odhYY69dsqNuDh4/vkyia+XhclEgZ/1fuJNnlK2YZ8nTlSCa20FUmZRauLEiQwYMIDU1FSCg4P566+/OHnyJNdeey1vv/12RdgolCdt2zp+21hQ4F1vk+Li4NtvyfVVL4yW8B6LKHWWuiTUulYd5AL897/W7bK47SpKxXhZDBmihoUVZ9Ei54JSUfUlS4U6sHp7aeF7hTXLx/PmUvjtNz7NvAcTfnxrGkJeWi507Gjdvxb27KFAsSZqr0omP9OfsSy0erfsS6u4XEvLl8OmTSU20XlKFUOrwLc73fHC0dFgU57YjIGLDsL3oOjNvcFQci6xkoiLU/NdXGoOjLg49ZyjSCBDzdX0ONZEmPcqao6gAgJJ3+89D+Z5RYPNTdUGcvrBGVS9Tu+RZ+kTn/AQr69qi/LQw+4Tay0hRzVqQJUqqlABNOMwAEmm2vDyy+6xxV0cPKh9tPWa+Ij/aJ/bKrsBiCPW6wepmihldv6w6Siv1HlDHfjpp4o517p1w+gTBIC/OY8QJZvIopDnEyeu0PQH1appHxVgPo+ymZv1bYqLgEX3fsLC9KKUUh2ysuD33yvOXlcpEnTyzc5fwByihfrh88+974UfqPf2CRPAaCQjW32eucfne6bzEmDNK+fVIYi2DBtWMaG3bsAiSiUkJJBWVPW3LEn9T58+XXqjcqIkUSovzzqkPHkykKws9XtBgX5bTp2y7zfuSgGTlqae61WrWoW84uF7rVpZnx1zckofJluSnWdk6McFGeX9gmPPHkyhoaW3c4Fff63C6NGN2b49jHffrWs3P8BZSo/yYvNmyMpym+cXvr4U+AZpX20FVE96Gv72WzgvvGCN0Dh5soL3u5dT5rNh165dTJo0CV9fX3x9fcnPz6dBgwbMnj2b5557riJsFMqTZs0cCyruUqtdpehNZI6vWiHB4vVS00bUGZoyX33YGzIE1qyxLmt707QN7ysv8vNx6GNZUOC8clNR9SXbsCXLm0jNU4oolItZ7n8AjIuD2bOpp1jddf/mevjrL54Ze56ePSE9vWhG27YUKPqQSgsWIeF0YR01hLIiHsT37NHC8ZyRjXrTDiXbbp4mSqVXdW6fzflzkXDHbSgSpS6HJUsch668/bZr+27zZs275RTqTe0rRhCE9fwJ8jNRtSgZ/dlzXjDwLRJ88oo8IMOCTfitX23XzDb08LmkJ/jik3zo0ME9ieWLrj1Urw61a2uCX6OiMJ2pzMb81zY7L8y9e+GVVxynNfF6bPqURQgYxtf8x5KwGWsesJPmSuQp5aj6XtHgx1FeqQvUVHOJVcCLgZ2/nueouTFQFLrt40MjP/V3jm1236DSrQwdqn3cQE8eZz7d2Uym7XW1Uyf9Mpb+16QJuT7WAVgKEaoY+s03nhd5igSdbMXew8DC/3hY/VBYCKNGucmwSyNTUY9HeHQN6hssL/6KqkJ6c/W9qVPVgiNTp6rHpPhLNAslpVbwAmw9NdIv4Vnc141i3FFnYZLoQ6IAjh9XzxtbTymA06ftB97uENYUBSZOtM9Jd+qU3p6QEIXHHlNfWjz0UOmFPapUUe8zGRkVeBzi4uDvvzGXgwfTmTN+PPOMdT/s3Wt/HTt/3k0FTdwkSuU1a0Zubav4YyuUusNTSlEgO9sHRYGjRwO1Z5S5c/XVdxMTRZQqE/7+/pqiXadOHRKKHt6qVq2qfRa8mIQEx6IUQKR9XgGPUZQrJ7dAvchbvF58sAoG1ZVUdWC/cqXzXBPffVf+tgUGovj4stV0A5mZxS4gGzc6Xqao+pIlHBHgNtRKEBZRKpcQtQzzpXreXCpF1fcKbN767lA6YkpJ5+2Ftdi4ET7+uGhGs2aaC2xxUcoiJKRTnZz0CvK8cyHBtEVICifL7oZnySt10lTf8cAzIUH1lCq6xp2nltPf0TylLrXfLF7seHphoXpex8XBCy/AY4+VGIYaTwxHUD2N2rPLbl0RpACQkl/B7tiuUDTgzDeob6wCqwapA9BiubxsRSmAJQxT98uzz1b8gNQS1pKWhjknTzufbPvuUZraCdAjRsD06Wru+0qBJZfZ8uVw7Jg22bKdtpU1wdp3Eoh2/zWqjOjC95y8gbf1lKpTJFCdV2qq56OropurhTWGDOHlZ6xvzS051CxC36ipMXz1lZrWy41ODxVPs2aa98pf3KhNXoRNCPyZYuKgTf/LNVgHSxeIgOxsdQd5wbNmwX/Gk252HNoN6jWrkKJB6u7d3lfp2OIR6u/PxapqyG742aPUUdTjoYlSRqN3itBRUerFdtMm9X+tWs6vS970bOuAdO2tH+S2bOk5Q1zAWQJskwmMRvV5q1kz9fpmCUUq7inlSJS6HFwN/Vu3zur13qVLyYnVH330PHv3xtG/f+neTlWrukGUSkiA/HyUcvBg6tXL/hxzu19CUYVExU2Cam7z5roc8bZefe6oAPjOO3W48cbWtG0by+DBzfjf/9SxRXKy/niKKFVGOnTowI6iPAE9e/bkxRdfZPHixUyYMIE2bdqUu4FCOZOfryZ+LM7lhCFVFIqihWKFGKw2f42aR+qiKVhNblmS58zhw+VfvSs6mp8DBtG9YAOjR/dlVMFCa3LwuDjHg+bYWJR+/clHHYxP4zVeLHKTDyFXy2+STKT78x9ER4O/v67S0XpuJb3AOiDYubPoQ0ICBQHqIL24KFWFTEKKvJOSzPbuwOXC4MHqgMUZPj5WUcqQpba/4QZtdvOiEKzdpmscP2hHR0OVKhCkHidLCEbVYgN0gDSqqwLvpbxFjosrefS5cSO0awevvgoffaR6AxZP3F/0oL2YkZqNNYsEKFs0Ucp+lvspGnDmmVQBNOjiefV4Fgu9sHjdWdhHUc6T3NyKDzO2hLUYDGRmKChFt8lOWPPjJBGlEzsUxdrtP3rrouc9OUpj3jzo00f14HjoIV0IlSU/WSD6/mERpc5Ql4JE+9A3b0ITpQJ87V9YFH239ZSynG/nqem6Z4irhTWWL4cffmALXbRJdTkDZjNNsHodjBwJc+ZAv34ubGBlISFBC+GzeLAC/G4bwlfc88mm/+WarPckSxgtBQXqfd3D2HpEvtf8A/v5hDCOT6wTPFGwoSRsPEIvmtUXFlVMadaCBhZRSlG879lw6lR7my5cwGlytq++qnibPIg3VOeyDYeyhL9ZPKUsolR0tHpPcRS+V5HhYkajAaMR/vnH+kw7cmQK/fqlA9C+vb1XfVlwJkqVa0hidDT4+KA4K7R0mVy4oHdWqPDwPfVH1PutG0QhU7VqOo89V8Iyy5OFC/UvuOfPr8PHH9fSiWMAiYle6pXqJsp8VF577TUiiwZDL7/8MhERETz66KOcO3eO//3PedJHwUvwloeLuXOhf3942EmumIQECAggx6A+yIZEWIUIy9vl4zSGk06qqNny/vvlYbGV2Fg2hA3Qvn5rulcTBsjOdvoW1zjwbu3zM7xFmE14mW0In9uJjYVBgzTBDGAjPcgMtrqV/vVX0YfoaKeeUgZsq6ZFVszbybi4kkUps9kqSk1+BL7/HkaP1mbfxB8ArOc2vljhIFdUbKwaJlYkWFlCmdpiX7Y81RChvl66lLfICQkl57/480/9qytFURPm2r5tDwyEgAD20xqAsSxwuCpNlDrlBXFlRQPOPEW98Qb5FMDEiap4eP/9WrMapOoWSyTaGvLjDtF2/HhYuZL0MRNUO8llOtY8UklEwY1Wz4+0O622n80Op+D6m6yhhq5607iLuDjVnrNnVTEqJUV3Dls8pYr371qcJ5A8FHw4fdFxnjVvQROlGji/ntp6SjUtEodc7tOOCmsU758WioqLWEKHW7OP2kXFCBpzzGFzR1G9lRKLyF+9Onk2Xk+2XlPk5NgLzUX9L8/HuozOa7UCk9G7SuH0Wdrnx4elMoF37dp8zhjrl4pIJXA52HikZRaq+zncL5c6BrUYyFnqWP3SN2zwjI3O+PRTx9OdheGsW+e1LwrKw0sjPz/frcnOHWE7uG7VSn2JbBGlLInNGzZUr6tJSfaCx6WGICqKQn4J1+uLF33o3bs5Dz/cSLOjZk0jbdvm8uabp9iyZT9ffFFKBc1ScCZKKYpSfl44sbFwzz2XLUo5Myc+Xi+GGI3GivUgSkiA6tXVnFLuEKVq1dKJUtnZnhdy582zjrH8/NR9IJ5SZaRTp0707NkTgFq1avHzzz+TmZnJP//8Q7t27crdQKGccTag8/VV3SndQbt26kD055/VuLCOHe1zxURHowQFk6uookBwnvUNmEWUSqIeuX/tKv33kpPL/YHEUKOa7vtx1FwhJZVPzs+2PjQU90LQkp0T6Zn8B08+SUFode1rDqHsCu2qfT95ssjTJjaWgtiOgP2gFWzySlG/YgTQIrGyJEFHE6UeLcrjYXPOx7JP+zx3dSv7hePi4N9/tbf7eUVCnaOk6alK9UvPtxEdDRERZV/um2+sn/PzwWwmrSi3lSac3Xabun98fcHPjwiDKvCkZAcVX5tHMD0+nsKi3GqBiz+DJ59UZ3z6KTRsCKgCZ3Es4pvbiI0lfdxkQA1lq0omw1HfuCcb6kHzouTsy5eT8tNW3aJ7c5uoXm69elFw9whyZr6pVli87Ta3boJDNm9WB/WFhQ599otXPLVgABqg5p1L+Mt7kuY7wpSi3i98szOdtrEVpZpzBCjyfgwOLr1Pr13r+EF6zhz7aVXVEC+L1+8HPKHNamA4Zd8e14rWVQosXk/VqpEXYBUyT9KQZEt1NydxIyYTGM3Wt/eapxRo+9RjREVhfP8jAAyY8Z33Li/4vlHyMtde6wbDyoBNovPsLPVcDrupPbXD1XtdPkFkWop8rFnjPaJOXFzZRcncXK8I+XSEuRzipkwmEwdtilVUFBcuXHA678cfq2mfLeF7R44EoSjWSmf166ui4fnz9ilECgoKLkkEsQ19dMTff4dy/rw/O3aEasLLyJEpmqNzeLi5LDnlHVJS+F5p9pWJTz9FKanKpAs40y737NG/7FUUpWJzLVlE8XJK3F4a5sjIYqKUe4siBASU3M9XrlSfQZKT/Z1q61cDlyQVFhYWsm7dOv773/9y8eJFAJKSksjKKjlGV/ACnAke7kpkOXeu+irYFqPRPjF2bCx5j0/Svob4WMP3IkghHHWwEU/D0n/Tz698H0ji4kgP1u/HIzRTP5RQPtmSRwfsB3w6TylP5D+IjSW/lj6vz5/Z7XXf/7ltCgAFRe2KbwPYekpVgLA2dy58+KEavlGnjsMmJnzILRr8hSUeUCdG6UOtPuFBAM7mOfD2sIQ0FA16LJ5SQeTxAY9zC+t5AtXzLpUal+4pFRsLU6aU7PXlCNsHnMBACA4m3VANgGp+WRAernodBQaqo7rCQiIU9UEypUazsttZAdjurqAOxYTBkSOdLheHkyS2FYhl7GPJr6T1UyXSuiFr13IRfb6uOGLpf24BhnVriTEfJ4aTpJmrwPr1MG6cu8x3jpOB0O/cxMIi7w5H/dsSwpd4KMd7BqnFmTcP07qNAPiecR4ia1sIoVmRKJWq1AB/f/WBuSSceb3s22fdL3FxMH8+/PorYBWlLEU7ANr4ON6HmmfqlYDF66nb7brJOm+p4nlq5s0jd+Aw3SSdp1QJg+MKpyh0zFK0xB8jpKcT0bgqB2nJYRxcZ705WThoCdtDaoUQentXQlGf5c9RW7U9O9t7qjMnJGjh9S5TWOidebFw7im1a1cwH31US/Pu8QZKEqW2brXeA2NjcwkIMHP6dACPPhqjiUH166v9/Nw5e28fk8l0Sd5epQlZEybEaJ/37VOftwIDy9czpyRRqiQvrktBsfH8vxQsAiHAp5+eoEkTff4vWypUlCoSxRU/P7d4ShkDAz0WvpeQEKDt96ioAl11R4Dbb8+gXr0CgoLMmEwGzpy5er2lynxUTp48SZs2bRg4cCCPP/64lqF/9uzZTJ48udwNFMqZbt3AUfUGRXHPm6RlyxxPT021+/0co/XGFRxo1pJWGygWwlcaJlPpgwxXmTcP7ryTbXH6ahXagNkFTyk/jPj66buexcMoiSj35T+whBVNnQqPPUZ+4jnd7D+Ki1K7DNC5MwXr1IfTkj2lyllcs/WuS02F8+fVwWMxbmW99jk8tSi0s1s3nfgzGDXEJikjDDsd3fL2JiODH7iT1fQGVFHqceazntu0MJxUalzeYGP8eHj66TKVftZVqoqOhpo1SfNRPa6qhxqhZk27/a6F76V7R7lsnShVhrGFllfq77/L16ASsGiAFlHK2k8jrZ6AhYVkFROlljOYn1GTA50hkgvU4huKKpEtWuRZQadbN4eehgk04DbWkUWxnHE2/UxLdp5f2zs9D+Li4KWXMOWptvsqzh+qb+Z3QsmiJQeoh+qxlEp11/rjsGGO+73lBci8edC1KzzxBKxezUFaEE8jQC9KVTVk8tln9tUn//23dBMqFbGx5NduoJukE6Vsc0QVJeDONev3r85TKlUf3utWfvsNQBOl/CgaSFetSot3/0Mzn+O65uu5RX2+8jZRxCbReXagKrKGrv0BWrTQ55Uym72rOnN0tJrUvCyU8LLQ0zjzlLr//sbMn1+H776r7nC+J/AvIXQsKEjdjiFDUgkNNdO1q/pw9eef1kqb9epZRCk/hzqEyVFV61IoS96mrCz1vhcYWL7ns0WUysnxtRMRyzvfl7l4YYgyYpv7q1OnbB59VH3uLx6+B1R8SOj48dC5c8X+BoCiUGDnKeU+UeqLL6xREatWHWbcOH1lwxdfTMLHx9o/EhMrJm9YZaDMR+Wpp56iU6dOpKWlEWw70Bs8mPXr15ewpOAVxMbCvffaT8/Lc0/y0BDnJZSLP5jmfPQ5AP4GI36hgTo13SJKnSh60C+R8ko2WPQQl1pYhb2FaijRww+rXl9HaEauJSeTk7A1reKYxQPB5malC9/7+eeKH7RakvTOnKlWrvnoIwpMqj0tUT2MttkOGoCdXAt//UWBSb2xlyRKJRFVfuF7zrzrirkxp1OVTfTQvgc20Xt+WahBGrVRb8R2Hu9Fb2/+LbiGQfzAUtQ8YLbhe9WLktKnUb1EEbJU5s1Tw1ddfUvk56cOhm1t7dCBDFNRktqsJDUUNjlZtcnPTw3f80kHIOWYkySwbsaS393f30EhUBtPzvpFoWIWtPC97dvdJupYRakMMBg0T8BT1LfmWWnfXgsZtbAGvVcIqAnCAfXc9bTXgYPBxS/0pcCmwmAg+eo1yiasWwvfM0Z53yAb1P2ano6pqOqZr8H54KMeSZygEX9zvZbDLI3qqtdOaYKbJfTJFh8fq+fkiy9CZqbWt2cxQ2tmK0oB1KiRR49m+nP9ihOl4uLIi1fvB53YDsBmbNIF2A5+irxVc6vovWFTqGm9x1pCZz1BUWh3IerFyx+jdfqECXDXXZyz8eqaypvqB2/J52nBJtF5tll9lg81pgM4TnbuLRXsLHkfy/Jc560VBHHs6WM0gtmsbt+ff3pB1dwiSgo1tFQR69FDjZ4ZOND+eSMqSu0rRqMP6Q5ekl1KKGNJyzjzMitvT6mwMBMGg7rOjAz9sLpchZ158zCvXn1ZIrEl6by/vxkfH2uerz17Qrh4sQJtd8S8eZj37Kl4TymDgbxGjfjjd2tfys/3KbFGVnmSn2/dr35+VvEJoFevDE3UtHgSnjolnlIu88cff/DCCy/YZeaPiYnh9BVVy/gKxm4kiHqRe+MN+9xO5c0jjzifZ5snICFBq24T4pMH1avr3nSVyVMqOLh83uoXPcTtCrRWc+vZM4EapGDGt9ScN3k1i8LeDEa7nEK68D1HiV/Lk+XLYcUKazbgIiy5ZG5gm8PFdqLmxLBU53IkSlkG7aepV37JUZ151x06pPu6i/ba505BezG0KfJe27xZXyoJaMV+AA4ccLDe8eP5o8sU3SRLCXewJuHWwvdW23s6lIrlLTW4/nBdvN8W5b+yFAMIjQiCf/5Rc2iZzepAr7CQGmb1rUyql+SUsgiBsY6i8SIjNbH2Kd4D0LxYEinytHBjfhCLKFXVPxsUxRq+RgPYulU9Bt26cdFf7csBWBLk24vvpygSSd3gql4iTsJfjqIXeRUM6jnXvLl2jlq3v4JyxpUHZjMmRT2HfJWSnzprcYFwsvR9OjfXtQHsqFFqmK/BYH3BYDCopUoz9bmstGMPVMU+H84Xid0YMQJ++UX9fvgwFGVGqPwUeRfn7VCF5F6oVej+ojNHLOdcfLy1fZG3am66egyqkq5VPz1OY9XrxZOiVFFf0IXv2UynZ09qYQ1zas1+z/d5R1i8gs+eJadQ3ZaQQPWZwE6UAu/p75a8jyW94CyON1YQLMKRd1BurnVoduGC93hNOBOACgth/35V2IyMVPvDrbfaX8DCwkzUqKFek52F8JWVQie5EcG5N0x5e0r5+kJ4uGp7Zqb+OS0vL698EoYXPTOaAwMvU5RS94lFmIuJsT7HP/ec/kVuhYpScXGYPv6Ygqgo91wffXx4b56+Kri7vKUsh2vCBNXLrVmzfFq3zqVHj0zmzLG+kBJR6hJEKbPZ7PDCcerUKcLDwx0sIXgVcXGqIOGI9HT73E7lTbNmzpNU25Ycio4mJ6AaAMGGPLXUr81DiJ0oFRGhhi4VH+Bb3l6XR/he0UPciTTVrj5BvxEcbOJan38AeIFXSnyjmB+t5poI9ClQtzUsDFq0AIp5SkHFVhhbu7bEBMed2IEP1j5+I2oS5+M04WuGkV+oXjZK9ZSyDNovF2cPKsXcoi3hILewnt9D+lh/OynJ7qbXqsgbzKEoBZwO1Q96nIpSPj7w009l307LW+oaNUquwmdLXp7aP4utw5L3KqRWqFV8s+kHWvhegXe8cbVU7a7vyJEtMFATTJ7kfX6lN8sZDNj0DTfmBzlblAu7ahPV88HiKXSaepgystRjEBvLqroPANCVP52uS/PqNBg863UQHe3QU0rz5CriHLVVryGbB1MtfI9yCocubyIjQVGsnlK4NsixeD/mEsJE8xyUABdCfRIS1Ouon596TH191f2Vmmp3vTEU1TEbyApqFvVHW+oazrJ4QxR9+kC9euriu3e7ZLp3YxHfFYU8fzWHXyxxmrfUdq5T2/35p/UaWuSFlqtYi0w0KapSeMwiYnnK6yUuThX+cSBK/fOPOr9IWF+IWpFTu24VLec1xMZCkyaQnEy2UR0EhbZW8+84FKXcUfXUFWw8vMqEt9hfjILi+dTQi1Jnzzp4ieyECq2WVsL6d+60JquOibH2zf/9T1/VLjBQoXZttb+cO2e/XZciSpm+/NJp9m5neYPK21MKoFo1x3mlcnJySEmxv+aXmaLz3hwWdlkijiV8LyBAXUdQkHVdmzbpx/CZxV6ulCsJCRz4+mvS+/Rx+DxSEbRsqX85nZPjnpQWlvMwNFQddwUEKHzzzTHefz9BN2S1FAIQUaoM9OrVi7mWN/yo8bxZWVnMmDGDfv36lWldmzdvZsCAAURFRWEwGFhRTCwZM2YMBoNB93fjjfqQokceeYQmTZoQHBxMrVq1GDhwoFuqUFRaEhJU32BHcc75+eoD9YABFfv7AU46nO2r4dhYsnqqdoSbM1Sbb7B6KNmJUr6+0KAB1KzJV4ygH6tI9SkSqcorfM9Szr5YRbZePusA+JW+DGK58/C9ont1YLVgmD4dVq5UK3Kh95Sq8HcGTm7gFg+oaqRrog3AXtpon0fwNYfMzbR2xbH1lFIyMsvHo+Waa1xqtoe2ANzOGoJ8Sg7BKU2UOp+lT0BuG76nE6Vq1lRFs7Jup+UtdV6eWjLdVWxDO6OjKQwKo0BRj1tI5hl1nVFRakWTovNeE6XOe8fbeuNJdXAQkOegglJ0tJqsHQikgN6soSlHAUinOjkEuzU/SFGOaq7tEQ4GA5Ek44OJQvw5mxUK+fkcPAhfJvYA9Mmzi6MLNfZkfpPYWIeimKX/t2I/rdjPgxSVXU9NtfOUSiDae8J5bElOVl31i67RtmJySVTB+vA91zyefUdceCjctElNAG0yqQ/VZrM6WG7eXOfVuJ9W/F4UqvYY80u2fflyOnRQv14RIXw2AkKeYq3q2Am1vKB2b8nL03sHjx9P7puq13awIY/oIjH4FPUu3Tu1LFjyLS5f7nh7KJZTyvKckZCgCet2Au4333hXcYBnn4V161AUhXSqARC+eRVgFaXOUdva3hNVgR1huXeWVZj0FvttyM/Pd+iNYitKpaT4u5yUuTwq+ZWEM9EoKUntC02b5ulEjs6ds3XCVECAmVq1nHtKldkzZ+5czLm5Tp/x3SlKWUKwHIUlZmc7fy5wmaLzXnEU6VIGLOF7tt5iQ4aoz7StW+tFm/JO0q6jvPL8loHCYuGcWVkV7yl16pQ/69aphZMsopQzoqPV/e0ov9fVQpmPyLvvvsumTZto3bo1eXl5jBgxgoYNG3L69GnefPPNMq0rOzubdu3a8cEHHzht06dPH5KTk7W/n3/+WTf/2muvZcGCBRw4cIDVq1ejKAq33377JSnuVwXR0arHUUlCTXy8NbSoIn7fmWfIrl3Wz+PGkbXkJwDCzJmQlaUOgorsthWlFFC9vJKTwceHkSzmF/oxOfB9q1dAeYX7jB+P8c4hAPjXVx/YHvL7VJv9A4NIzrB6dKWkQO/eamRk/ldLAQhMPwdvv60lTAWrKJVLCBlUcLnr2rUdTrYtBW8bwpdLMHWwJleMN6tvU2uH6nOjgHU78gkiLcu/fN5oW1xrilPsASYN9c1pHb9UVdiw3PSKVd+D0kWpC+n6G78zTynlQorqHVHWG6wlJ43B4LxGryNsB2+xseQ++rQ2K8R0UU0G362bKnT5+ICPDxEGdf+l5ASh7PXwoGjePAo+UvtLwJZN9uHCsbHQv79ukq34OY/xbssPEh+vCgO+vnBXo39BUfDDpHkDWkLYti09pS0zii+5Gceht4k0wISP+pbTHfn7nBEXpw+XKsIiSj3Fe+znGpoUXWPJzdVEFounWCZVySh0TynnMuPjQw6qbSE+rp0nxe+Gs75oWPICQ4ao13BLEui8PLUvBwerL11s7nFPFlXrBL345ZD//peO4WolQG9zrLkkLAJCWhoXTep9MTygQA1pAw7SUm3nYDCdG9UEgGDfAiIMqrCeZqih7udL8U51lSFD1JdFM2eqn2+7zTovP1+rFKjzlAoNtd5zirbZrhJtRYfll4W4OLWSLaqHZBbh+GAipvAobNum5VzUeUp5iwhtuXeWVYDxsg5lNps5cuQIZxwkrrYVpUAd2Lq6TkVROHv2bLlXTjtx4oRTT6mzZ1X7iosaAA0bWj3BSvOUKrMIsnYtir+/45fsNnZFRRXoRJjg4MsX74IPHsTX5tm0ShXnFfjKZTxqOe+Dgi7LU8qyT2yFucGD1e1IT788watMOMzfULFcSNFvnzvC9775pob2ubTzrlEj9fw/eTLAKyO+3UGZj0hUVBS7du1i8uTJPPLII3To0IE33niDf//9l9pOBrvO6Nu3L6+88gp33XWX0zaBgYHUrVtX+6tRrBTzww8/TLdu3WjYsCEdO3bklVdeITExkXgHD90C1lL0zryVLGzfXnG/36eP43m7d6sPS7fdBp9+ykWT6q0SRpaab2r1ai2XRAwnMWAmmzC1VHRBAQwYwLw7rG9QD+c2gMTESxMNnDFvHsalKwHwP61WYQs15PAOE7UmUc+NYamqP7FgAaxZA9OmQY/3VTHL6FuUtH3uXDinPvyFkEu1ohASzd2/ojh3zuFkW1GqC1u06Tu5lh8YqGvbuH4BnW60v4EFkU9EUT6Ng7S8/DwOcXFqGKALWMS8qgG5qjhjuelZRBobLKLU0aOKXTVygAvJ+omORCkTfmSZSxF4S6KoVHqZqo8Uu1PlFFiPQRB56vz/Z++845wo8z/+nmSz2d47sEtvRhA5y1lAUSyoKPZy9t6w3qn3s5+9y9kbeqennihW7KLYKwirSIdlYWFhe03//fFMTSbJJJss3J2f12tfm0wmk2dmnnnK5/l8P1+F2JEnzMVB4SnlJoPuFdvQ908O5fEExaAoHY94BkInlxMnGt7qr+4KRvSbP8g332jFKVn5jbpdUUD8ixOp/svxnHatiEPcgVqO5d+8xPEMYyWX8ABOXb3x4dAmqNuClKqthXPOgdNPFyRKCEy94mw2UZ/khySbbopk5d36Df2XvcYyJk2C/Hy1LcikJ3ZfZ4Klm6KEBs2dK/5CJ8WBgBaGIP/m9/yBT9hP3UUN9YqE999n55evAuCnD7ZE3/c/ATryvVMOEcvZ3cUIBPFm8DELaYiVSOTMggyKgvJCQFDOjtieJBVuKObOFR6Gyr0NBuHjj+Gss8R7p1OQbA6H0eg8O1vrc1wu2HdfdYGmk1w66FvITdKhU3wpXoyj+Y0M3NDQYK6U2t48mayGvSt4/fXtRqnW09PDr7/+GuVzY9u6fr21NkyxV9myZQsbkxSuGAwGWblyZUS1TzAIDz8syMvi4vAFtspKL+ec08j55zeSkRGkvFwhpcKJtpaWlvjUXpmZgpSKMAY777zBgCBi9GbTSqbAvmDoWWcZnmlFKWVGSuXFo4aPhpkzCR59dPx1X8akSaO55BKxqKwYswMUFYmyNzeHj+lTFRKaUhWWCbxejXRTiNGurtSH782bV6C+3nXX0HTfRlRUiOfH47HR0rJ9ZMvubyQ0qszMzOSMM87goYce4pFHHuGss84yZOJLJj799FPKysoYOXIkZ599No0RJtQglFezZ89myJAhDBo0KOJ+//NQUtFHg6nhS5Jwww3mE4XubqGckLM4fosI18tFDutrbRVlT0vDiYeBsgGyEsK37l9fcsnT49XD9SKTP8nMvnfzzXg7xITO4dE66Ut5gP34SH0vR+Xxyy/hh1ntGST8EHQKBNBURisZnlqpeQT5r35SegyvsAO1HMO/2Ymf2Y3v6CQbF0uQCHD3KUtIO3K66bVtklN3R/PXsYy6OhEekxPbD0kJQSi46ly4+GLtA5cLpk417DtAaiCXdvx+iZUrQw40axZbNhoHV51ov59Jr0o2NNlKrWXriobucMVZROg9y2pr6X78nwBk2XqQ0h0ayaMjfnPoxCETDU1bt+HESJ4IeTNEeJ4jw2ZuWm4ymH6ccwCd75FeVZkiKOFTEydieGb2l5/zWVzC+i5tkWQiPyIBVTSwkhE8wGW8z4FUoRGBc+RsjoQsrqQcZ50FO+4osj3+8IOp0kxRfqRLPs0jacaMML8HNSzpm+3Qo8Xlou0vt1KLCPkdkN8JJ58cdx+QHogS9vfhh+YEQyCg+YXJ6kd96DPADsgdQpQ04RMCIrTtl42F1H24jDPPhPvu2744jbgwcya+195kU5oYU5QMcKohuSsZTkChnUOIWpWUKs2mSFZ7Nksl4kJYNaOPFy+9ZL79H/8Q7Wp1tRi7+P14JbGI47D54dFHjX3OiSeSK3WRKyvjNlK17b3k9HC7VeJtOWKhTw3Zr6xUlVIGUmp78WRSfMqysuKbnHd29luCjFhYtWpV1M9DSSkls10s6NVRHR0dSTGq9vl89JosYihYu1Yr26RJ5tkZLr64kQsuEHVKC98zH4e2KtlFrGD06IhKKX0mOb/f2P7bbH1vTKW0NPy6fjwaKbVp06ao1zAeBOPxIdWhq8tGS4t2zdes0ZKdKObzPT02uruN1ypVZudmXmqphP6ZUojRVCulvF5JJV8//XQpeXnRyVCHI0hxsSibomj7X4Nlrd6bb75pab/p06cnXJhQHHzwwRxzzDHU1NSwZs0arrvuOqZMmcKPP/6IU+fJ8cgjj/CXv/yFrq4uRo8ezYcffhiWHVAPt9ttYGkVMzev15t0yet2i4kTxYpfJHR1CWo5FZg/P/KA4vvvITOTL/x7cK/nSgA8NideZ6boePbaC/bcE777jiHutawPVLPMMYaJaYt5LHim4VA9jly8w0YIVcC6daqpeML4/HNwu+l1ZIEH7A7RsXnl63iD/xY+9mhS/61bvWzebCeU+72m6hm83d0ihfSoUep9WNojsvdN5y08lXNTd/2nToVnnw3b3NubAUGwp0Om3cdCdgXAKxtppxPky+BkNmUNZchxz+BlLzHIbm8XA1x51lTcs1UlpryVlX07j4EDxXUKBCIbngOkpdHWXQR+yD5o9/DneMoUeOcdw6ZR7uX8EPgDS5b4GDFCHqQsXQqPPspWTjHsu9Vehjdde15KeprYwAA2p5UzwN8gBvnxnudjj8GDD8KWLdGfRT0kCTZtEr+1bh1tATGwyLL14i0vF87c69aJfTIzdfekmU1UsGltB5X92MYp98Hr9ar3skcWgKT5e/CWFojt+jLZbGHXY6h/HXhgmTQab0YmLF6cuudDxqJF4tkdN86H1609p/v4P+dmM3WdrVS0UzrswfesZQQHut9hfmBfLud+dnYuZo+JE1NefhXTpwv/oxh1zO3OgABIp5yAd9hIQeYeeiicdprhuwPdG1gUmMCabxu2y/5ydWsuQWwUSK2MLVqPd/yRcOyx8NZbUZmdmt51rAuKVeSGrel4Fy+GMWPCd2xpMb+WSha+TZsEiZmZyTLvGJDH9J0Z+dglm2hPDz8c3nhD7Tu8uuNVBLcywr2cFcGR1Byg9Vk77eRj773/M5mpbztH0+1OIzc3SE3+FgIZm0nr9dJLJusyhjFQ2iCULA8+qH6no0MC0sjICJKf0QU9sFUqxut0CmIoPT35z5DDEfk5+fxzMfZwOiErix5fDvRCmj2Ad9gwY1nS0yEvj8r2BjqCedSlD2Fo5ubUlDkRpKcLP8TOTlZ4RoEfhqStxTtsFBx5JIVfPAG9gpRS6+bq1f1edkP/oWDdOvEcl8uhhUo2iliQpMT66RQglhooVJS0YUOaJQXR6tWrGTZsmLrvmjVrGDx4cKLFBARJFO23f/5Z1I+JEzvZeefOmFGVpaWi82xsdEQ8ruV+xWbDm5FhepyVKzXS5e6715GWFuSyywYDUF3dSyDQt7bUm51t+N2CAlHmlha7aXk2btyYFLGEz+dTjx/6PxoU3y89lO9lZARwOgO43TaammxkZGjXP1WKpvXr16fcA00Pr85PKi9PdModHVJKy6B4SQHk53stRRyXl3tpanKwaZOdUaPEF/x+/3Y51ooHVssvBS1q82whTLQkSWGyPkmSEo6dlSSJuXPncsQRR0Tcp6GhgZqaGl566SVDyF9bWxuNjY00NDRwzz33sGHDBr788ksyTNJeA9x4443cpM9iJeNf//oXWfGkmf0dKcMDD+zMp5+KBnzffeu45JJw19fHHhvHe+8N4YgjVjB5cj2XXbav4fOKik4ee+zjpJfthRdG88oro5g2bTXnnLNE3e73Sxx1lEbK3nzzl/zzn2NZsUILBbn44p/Yb7/1mOHYYw/F4xFE3WuvvRFtMT3p8Pvh5JOn0d3t4P775zNkSOJZNxoasjj/fKFMevXVN7HbUz+RCgbhmGMOw+ez8eSTH1BaGu5tEIoHH5zA/PnVTJu2mhNO+I3cXNFo6u/jDjtsZfnyQu699zOqq7VVwEsv3Ye1a/O54YavmDBh24XZrFhRwJ//PJnS0m6efPLDiPvNnLkvdXV53HTTV4wfv23Dgv75zzG8+upIDjtsFWeeaS2cornZyRlnHITNFuTll9/C4Uh9nbr88smsXl3Addd9zcSJmkK3qyuNk046JGz/e+75lOHDTczbgfvv35nPPhPt2UknLeWYY7ahp1QEXHXV3ixbVsTVV3/L7ruH+5woeOKJHZk3byhHH72cP/0pginbNsSSJSVcd92eDBzYwUMPfRL7CzLee28wjz0mlLY2W4BXX32rTyLb1lYnp50mFItTp67lwgutp9N79NFxvP/+EMO20P7mPwk337w7P/1Uzt5713PFFT8CcOKJor+ZMWMFp54aHsr0/vs1PProTuy6awP77LOeu+7alTFjmrj99i/6u/im+O67cm67bXdGjGjh7rvNvaKuu24Pliwp5bLLfmTy5HrTfbY1lLbptNNqOeIIoeDp6HBw8skicdErr7yFw9F/k8ffAfPnD+LBB3dW3++++0auvjpFlhp9xJtvDuWZZ3Y0PNvRsGZNnjpWf+65d8nPT41i5sMPq3n44QmMH9/ITTcJCwjhaCCRlpb88cO8eYN54onx2+29+uyzAdx//x8AGDOmiWuu+Y68PO3an3XWVLZuzeKuuz5j5MjWbVTK1KGlxcnppx+EJAXZc88NfPHFQM48cwmHHbY6Zb/58ssjefFFsbD1+utvWPrObbftynffVXLeeT9z0EFrU1a2/kZ3dzcnnngibW1tUcNZLSulQtnE3Nxcfv75Z4YOHZp4KeNEZWUlNTU1rFixwrA9Pz+f/Px8RowYwe67705hYSFz587lhBNOMD3ONddcw+W68LX29nYGDRrEAQcckLzY3+0dxxwjzI7MYLeL1cLZs+GAA5L7ux98ABddJFarmpvDP99tN3zf/MAZvWsBGCat4umvD2LgNxtEmf7xD6F4efZZ1vrO4z3uI/jmr1z1erhPlWNzC9NOOkkobebNM1/1jgaXS3hSKSguhuZmPvfcDIxi6MfvwTkDmHrGGTjkWIOnHSdypvcpAGy23fF4BLN0441+2tvhlpPSSGtIE5kCx4yBp56CP/8ZAgG+k0azE8KMc6czrmXgZy/EX2YrWLpU3FddutefAzvS7T6cXNo595rppEkxyOWcHHE9LrgAJk8WYUFPCwPrQFDiYlrx4WCnpa0M+ov5c2gZjz0G118fNVyj7Za/4/OJa33ccfsSxkc/9RRceaVBKVHru5L53My8eUP55Zch1Nb6cK5eSuNR5wPTkQjwRdc+dOf5Kb1mvXgu/H4IBJjlfpu1TGHwHc8wzfEy3HWX5jtiBU89JbzdQJQpntWa0lKhyMjI4PPK44DJFDVvYNoVVwj/lnPPFfd42jThxQbc2/0udezFsIwBTJu2i/Xf6iO8Xi8ffvghU6dOxSGHgX32WisAI4pzzTO2vv02nHSSYVMwCBfTSFcghzF/upaRtpVw773xXfN4sHQpl3UJte0BB+zCblvegj/9Sa0/10q/sCYoSINZjks5L+0JuC7y4T7z3sZnXApA8UsfMe2ogUKFtOeeRp+T4cPhx9gDe8u4/HL1uYyFm3u/AIr4Y/tWDtbfl6VLxTMuP3+/ei9jHreS/uYipp2Wnfw+oi/44AO6Zr0I7MngtlVMu/12oaR46CGtnG+/LUL6Qp65acDdudnkdmwhELCx4b1qzvm7iRnrI48Ik0Az2GzqcR/3nQ2Ifmny/KeZ9sW9cMop8Pe/w9/+Bvfcgzczkw+fecbQhwA0+07gfYz3bd26IUyb9p9nS9DeDosWiaHmbbdVsNuSjXDFFRzkfp7XOJK5c0fw8nty2P2AASB77axaJdrzGmeQ/R6+hbt4E+m3TUw74QSh9HnhheTXvaVLhcef2VrtAQfAqaeqdcfjnw68RMmq35gWCIjnWYHc3/zb/SRLOJGyv7/KtMcfFOb4qWqz4sHSpXDwwdDRweye54FBTJz7AtMuOwHGjCFwymmczlR8OJh48uUMtIuslnH3c32EWf8BiDHBI48IFXxzs3X10667ivDbbQi3283q1dEnwt9/L8LC0tKC+HwSbW0FDBkyJOp3FNTU1LBu3Tr1/ZgEx5C9vb2sWbMm5n45OUIVX1ycZamM+flahMSTT+7Jww+vNd0vZrmXLoUjj2TNzTfTa2Ka7fMJJd2IEXbL184qqi+4gOyFC1n7yCP0yOlSR44Uqpje3vyIvzdy5EjsCfpBASwNycwTCARYt24dNTU1YcKRUNx0k0gcMWJEDy+9tAEYYPi8rAy2boWMjGqGDNEW0u12OyNlL99kYtmyZf2qlMrKEu2H3R6kvFyo+5zOUoYMSd0CZ1GRuI5HHdVkuQ4OGeLgu+/A769gyBBJPk4R5Yoy9D8U7e3WhA79aLXfdzQ1NbF+/XoqY8TlB4PBqJJDp9NpCP9T4HA4jB3ffzNGjYI3TJhbm00MPnp7hVdOsq9HTY04fne3ZhqhR3Ex9b0lNFOMk15+C44irVcmSIqKxPcBenoYhlAbrA8MxEP4/WwP5uLweMSouL4exo2zXs5x48LNiOvrQZIIIDoVZ1DUMUdPjzqhOIOnaaaAP3MPP/xgZ4ssSjn5ZDuCvx0n/8nYe2/VI2M8CxnKKlYzjPq2IoZ88UV8ZbaK+nqhD9dd/3UoZs2/kNkrm/HpJlhhyMsTdeT++2HffUV43COPqPsPYAPrGMwmWw1D+1KHamvFb0iSeX0BkCTc4/cERNRMbq7J7yk+JLrJhovF6ut16yS++srBAQeMo/Xo8+EOKJRaKZC6KTj7OHjiCVGPgkHw+ymTjWBb3Tk47AFxH+M5z2BQeFwkgs5O8Ry0tOD5XnjUZNGNo7dXM1seN06QXnfdBd3deOxZEICrZtVw0l8S+9m+QN+2KuRhpgPz9rahwfReD6SeZYym0V3MDiyBDRuS3z6B8LW77jpa29cAWZS8+yKOAR2G+jOE1axBDDJO8D6PwxtdmfdXbuF+mZRa46/BcdLxcNtt4QklliyB444TZssPPCA+32UXQTYmggjXEqCFAt7gCI7jJTLpxSe3a1ml+cb7Mm4cHHkkPPMMAEMQaop6TzkOT3Nq7kGiqKmhJVAMQJl/E47160W4VU2NVk6nU2sPQuBA23bR4xO48DGT33A4IrdFOiyS/aTs+LjSdxeOq/4Mt9wiPqyoMBxD34cATOLTsOMtXSrh9Tr4TxNzNzaKZqmwEPbaKw0K9obeXq4L3sxrCMV7oMePE48IzVq2DFwuNSqrMq+b0l7ht9gSLMShhGClYnxSXy+Oa+ajMmqUeJ66uyEYJIjo69IDbhwNDcayyPVrYFAsam32leLwy+3H9vC81NeLmzJgAL11BeCDPLpwKOOkvfek7KVGNjKAlt5chrBS9MHbqPxhY/OLLxZh34sXizZTySwTC599Jha4br89NQW1gJ6enpgEQm+vaItHj+6htjaL1asz8PvtlhTC7e3thuN3dnZSWBglcUMErFy5MmY5AVXd73QGLe1fXKydwxdf5EX8Tsy5mDyOtWVmmh6jrU1MbwsL/ZbKFQ+cW7fiCAbJ/+Yb3HJilpISMU/ZutUR8ffa2tr6RC5EOq7NZot5joq30W67dZnuW1goyt/aaix/MBhM2bw42fclGgIB8VtpaZCdLepgT489pWVQRAkZGdaeDdDMzhsb09Xv2O32/3huwmr5t2n6nM7OThYtWsQi2bR2zZo1LFq0iLq6Ojo7O7nyyiv5+uuvWbt2LZ9++imHHXYYJSUlzJgxAxDx07fffjs//vgjdXV1fP311xx77LFkZmaar8D/DjHJv/Za8d/sIVHMWjMzxeA9FRg+PLK5s93OVkoBKGULaciEVHY2XHWVZlotSQxmLQA/oWXrGlW8hTdson60USDGlvGaos6dKwY6ZggG8aYJlt2RYb7iMUlOCf/GG9pplpYirvkjj4g/RR3hcglFi4yhchr21cHkruwYsGBB2PVXMv4paayRJPEXwRQdj0cza6+rE3VFt28VwhR1U2dsg/KoULIEDR4c2Rx4yhS6BonU4tmRstRXVoatfo/BGDKieGdvPehPAJQOSBfZ8W6/XZjzl5erP1AiZxjcItfVuGHB5NGDg//jFr6RDf9VKMaeGRl0d4tzysqQySh9NruZM+G99+D556kvFBPkDdsw+R4As2bheUtkyEx/5QVBAJnBJG5KqZsbQlb4koraWrjsMgLtHWoGt4LbrxImv7r6dz6PArATCymRs9FFQwlNvMeBgJyYoadHqCbM8N57YgJ82WXwr3+J/+PHm+8bC1EMdS/kYU5nNpdxP6BLdJBl0q7pMiIqRufrqNn+MnK5XGwpFd58pd3rBCOy887G9NPV1ZF9g0LamIg5CCysdv+MuGcvcbwgXPSYNIlo7NIwVnMaswEhqqqoEF3zz9YjALcbKNy7mqvC5YJx4xjPz+QhlJyK2TY+n2pGrSysFhUEKLK1AtBMEcFAQNynVIxPdAbgYZg8Wfy32SAtDa9NyHEdmBBYlZUgSWo/uN0ZnSvPQHs7XQHxLGQ5/VqWYjOzc32SjW2NWbPgiiuEYurTT+P77h13bDdZ+CJBMWUePbqXvDwfbreN1aut1fe2NmMI+YYEO32rVixut+irMzKsKU4kCQ49tBUQhuORfibm78t1OBBhjKoYjhcUJGYpEw02vx9OOYXSZ54hXValaVkF0yJaF6bKNDweHHSQucWAkjmxqcl4PUMz3v+nwi9fers9SE6OqBOdnanNcKc8x1afDYDyclHQTZv+s0moRLFNSakffviBCRMmMEGWP15++eVMmDCB66+/HrvdzpIlSzj88MMZOXIkp556KiNHjuTrr78mN1dkb8rIyODzzz9n2rRpDB8+nGOPPZbs7Gy++uorysrKov30/yZmzYIJE+DWW0U4W6TBl6K2UAYoyfx9RT4diSRatoxmxKpOsX6yd8stWnabGTNg112pYV3Y178//VGm2d9X3zcHC+IfwMaQdytKcYeiKAqZoOxi+4maona1Y8pwBsi58jwxObrwQvG3117ahPzEE9XvqqQUQ1IzAKytFaEFIfd+PSIsRMkAqJIC2dnmxFRbm2A4MjNFPVEG8/L3lAHtls9M0g/GA2Xw3NJiPjEvLYWPPlKNQSOSUiaT52EYJ+yLZeGUMqYrGJCjTWYVguekk8Bmo9Qm6uZWqUyc+wJzT5GIaDMfGOjxFGdxG//HH/mGFjmzICAqYCAAzc10B8XENotuI0moQCY9H3pc6+DiSfaXVMhZk7xyJpx0f4+RRFMwaZIpaVCIyMB1K/+XujLeeKMIzSFdVURmBrvg228NZTqaV/mMSczD+uKHUt9WM5QgCK28GXp7w1WaixeLaxUPamshSvjFi4h253HOw4ddJaUcG00yVOkybw1BHHM9g/Cst2gy3F+orWXLBkEAlRZ4RUzCTz8Z65jLJdpiMwQC/J2L1Ldr15rsE6F+hkJR0o1iWfiHLldMonE2Z+DLzufaI2pVTvCHH2L+7HaHrlpRX3IcuuxT55yDBIzmNwBWMEJsDwbVuq/M39KCXooC4llxk0GPlC3av1QY8Com6mZ47TVx751O8PnwKivvtoDYHnqctDQjKZWWlrqFvnjhcomxYGMj3b3iPLJHVGn9XUOD2odvRqfs2B5IaCX7nkKSOZ1ijCcTyusZRD6tPMa5kY8RaTGkH2DFxleZzGZlBRg8WLRnL764fZIDbrcoa3q69VCsW26px24PEghIbN1qTirFNNiW63AwBimlZMVLJmxz58JFFyHl5pLWJMaCCpng8dhoaTEnO/riWexPgEj94osc1q8X7Vl3t1anzKBk4GtuNl5PKVnZy7cxfPK4024Pqtcg1dn3ensVUsr6s6GQm/+r2fcSviOSJPW5su6zzz4Eg8Gwv2effZbMzEzef/99Ghsb8Xg8rFu3jmeffdaQvaCqqop58+axefNmPB4P69ev54UXXmBUX7Os/Teitlb4i1hh6oPBuFNoW/r9W2+NHfZQW8tLHA+AX54Ukp4OoTHNp5xCrtRFIUZfqty2etKCXgrkCWyTVCp8gOIZwMa4Rl6H6Fgc2fLgNYTgkQJ+Tuydrb4v9WxAeuJxo+9BW5uQkdfWioGefL0VUmoVw1IzAFywwNTLaxE7AXLK8sxMoQqqro6slAoExKRaUSEog3l5wFWKiFts/H5d31YlXS4RuiRJ4noMGQL77QeTJ+O54hoWzGnE6yU2KWWSztpOgPdGX8pBsh2ZokJQMveG+VK5XOIvGKQkIAbsW4NF8flBKRg3LmpaeIA6NFL4Q6ZqH3g84lr09tKNTEp1N4nQF4UkDMERR0C+nAhkXTiX2z+oq4OtW/H0iOvl6GoRdSg0TbfLJQjokDboA4R/zG+kwGdNwRfCRFlte4A0fIKU2msvw66T+JxKIhuCh6KaOmz46SFLKBMj1ZtIk5bXXrP8W4C4rlHavQq09uUr9tCUUhtM/E6qqnTf20QWXQSws86ZfK+JPqGujiavWLQqznGLdiyUqAURfhwBF/Ew4xCNgSkp9Uls8/QustQMpIqyTH8NAeErGAP23i5YsEAlpX76KeZXti/MmkXnNbcCkF2/XCMDJk2CtDSVqL2Tq7TvvPceoFv8cdrJsXWThtiQ0EKTVVRXaw1lKF5+GVasEB2DzYZPkklcu8mkVw4xNJBSHk9qiLREUFsLCxdCYSFddnG+WauWaH31xo3hSil5+zaHop7OyICODvEsZ2eLRZnCQg5zvEs7+ZzPY/gjTXF++61/y6yDFR8dhUDIzAxQUiLGoytWmCduStZvgiDMNm3axGarGQ3RlFJOp3U1iN0OZWXieY6kCImplJLrcDACiZxSpdSYMWKcsu+++GUJqMMRpLg4OqGQqGoNoCeOewKCkDr//MGcffZgvF4j0WmGSEopi7nQtnv4ZVIqLQ1ycvqXlMrMtD5HqKhQ6lBkxd1/MyzfkcLCQoqKitS/zs5OJkyYYNj23yLz+6/C3LnCTHfvvYmokwXjBNBuFwOo0IF8X1BXZ25sHgq/n2c5HYACWsU2ny/iYE6vlrqSe9RU3Ep4lUoavP++6fdNsdNOUT9WSKn0XLkzNGk5znc8pb6WghEapLa2MIWNMoGplz2eko6NG03Lq5BSE9MWi3u/ebO4Z93dkUm6QEBI52trw0Ji1AGtpzB+FVEoZs4UYXRPPy3+f/QRfPopdxXcxuTJcN55FkipqipTovXA3x7kiZ9ERpLffhPVLCIpBWpYRlj4XryqthEjYk6qVjJcff0JU7QPnE4480zIzaXbIU8ogl0i3uX4442hSjoodmymE+3+gNsNXV14gmLQkx7oFTfO7Nm+4w4RrltcrHqY/Inn1Y9biTBx7Atqa1FM4PSklB2/mPz0UbmYjld9vlcjJwiJpMowQ7yrrG531DBR/TnOY5pGSgVNvqM7jgR0Ix60JxdsZwtA1dV0BsUkIc/XLBSWZkRtjMURRTG65cRLjB8oKo28vKik8o9ySHkebeTTLupxqJomEvmhh9xnK13Sf1T4nnytugKiIc2xdWnKSJcLqqsZL5N/egJekXKqpBQepGCAInkBqslWljqllMsFp51mvijX2SlU1F6vSEWPaJccQZOxkrygpIQc1zOQAJIIx90eIC8QzG8ezzK/6Gdy2jdq51FVZU5KhRKr2wLV1eIeLF8uwpOXLxft6JNPwvPP87N3B3VXNSw0FNswksJjIXRfIRAyMwPMnCnIiGXLMhJa/wJobW21XLatW7eyRTFDtQBFKRWPGgS0yXdDgzmB06UM6iKhrg5fWhrBCKrV1lYxzsjPT27InCRJmj/QiSfi1i2YK2qpVKhc/Ba9qPx+2HffUZx//mAANmxI5513CmISJMXFoq8JVUr1pxl5KuHXKaWys8W5dnWlNnzv7bcL4v6OQtb29Njp6NimwWzbBJbP+IEHHuD+++9X/2bPns2DDz5o2Hb//fensqy/I14cdZQwqP3qK4jVKSlERVqaZgKbzEFfdXV0UkxGr86w/A6u1soUOoGXPYL0pFQOHUJRlZdHsTKAlUrFAPPtt60rdiZNEqbqEeCVjdcdXZFDsAb1LOckeRKtn0ybQiY6QJsMbaIiNeF7JiuEXtJolCX6Q+x1aoY5/P7YyramJkE6yatGCrQBbYKeS6FQvLd0hIvibfrMM5otV8R5+6RJEVgmGNj4I4UZ3fh8IqFLVFLK6YTsbEplUkodsMdDeoIY/OfnC+VXZaVQdOiwiqG8ytHq+8+YrH3Y0yOImq1b6ZZNRrPoEnUoRM2jx+DB4v82U0o1NEAwSA9iEJmJbPwbSRF4++2C9JQ9BO/hSvWjddTAd98lt3wLFqjqpTBSCmDlysSPLT/fijJkFcPExCqeTDyKpM8qnM6IdR40DykQ9Uu9L/PnhYe3hISbFsmh1XfP/0N8ZUo1PvmEDr84j9zGlYJMvOyycKJ26lSTL2tQlJ5b2hzGibii0igvl40Cw/ETE5gs+wpWUwe5ucKTLrQMMRY/VHg8aqTfL79YTzS2zVFXh7fbS2emuE7Z6T6jau3oo7mYvwOwiUqtr5CJWjV8L11kA1ZIqWaKUut5WVUVWSHc2KgmPPDaZU8pf6/5WEmSGMAGbPjx4BRhcPPnbx9+Rm439PTwZ79m+D3E/Zt2HmaeUvL27QLt7aKtVjLXtreLhZ5p0ygu1nZb6Ngt8ve3EawQPnpSqqbGTVpaELfbpppVp+I3wTp5pYeilEpPj0/WoSlCzM9pq0l4+4YNG1ivZMSurmbZiy/ij6B6bW9PTfie3W7XooRCxi6pDL0KDLDmpbliRQZbtxp//8UXtYciVvieQSkVDCZUJ2JhW6ivlOmnIKVSr5TSn2Kka26GjIwgBQX/u75Slu/Iqaeeaunvd2wnmDvXeriH02k0qrbZUjPoszABa5H9pCQC7MFXYmNOTvhKt9wZ6EmpbLrEgPaQQyiWSYOmYKGYELa3W1d+uVywzz4RQxh7A6KhcHZGMTj2eHicc/mcvbiFa833sdk0jwr52lfI4UANVAr/omTDhGR6hWMAcc2LvJtjhpWFQXEI13ljqZM6SpMzkK2tFT5ougF9QYH2sbKYE1Ep5XIJAsgEEjDOJryvzjxTM+Y1nc9XV0NeHhU2nd9GvKSnchy7XSiF8vPFa5EWBHJy+D5zsmH35YykWyYN6OkRzJLbrYXv0a2tHkeAQkptM6UUgM1GjyTKnGnzxK5rLpdqMJxFDzvzIyArK778MrkTPKUeY0JK2WzRSXW7XRDZY8eafy6T3IbwXIgcqmeGeFRVEN3QG3DrFgB+ZCIdiMF9ZndTuNdXiKpHWTCoyWqMr0yphKzM6bSJ88jJFckA9GS5iksvjZrZVA0/pkz0NYqfl97jrqqK5+xncD03ob+L37C7+rqXDHjuOc0PUY9Jk0TIUSy0tTF4sOC2PJ5tGnkUF2b/OI7cxpXM2SKe3xxfq1G1NnkyWXYPNXLCElUZ+u23UFuLt0kQoQ5Elr1ilZQqTI3nJYg6dNddkUkpWYndKeVyie9eADpt+eFjpUmTIDsbBz5VLbWOGvNQ0m0BpxMyM1XF5nW2WynK6tXOo6GBMv0zoOCmm/q7pOF46aVwZtbrFdsxJrVdttsp5sdIdt9hETHVPzL0pFRaGgwYINRVzz1XzA03VNHWFt8YzWuRyY5HIaVAMzqPT1GjGYObT7xD7WGCwSAtLS0GI/dghDmKzwcdHakJ3zOUa9EiBl1+ufpWIdpSQSYEFBI2BrZsCW+7fv1VGwdECrM0Dd+TzzXZJFIqSKlNmxxccEENH3+ca/q5z6copegXUqqpSRtDKsb+VjFwoHje6+q2Ew/CfsT/njbsfwUxzLoN2GknsTpYViYGeqWlUFKS3EFfXZ2lSVWXHBaSTRdq03/MMeGrzPIE0qiU6hTbDzqIYkmR+pfGr/xS/BYiyG4U4iw/X25YI+yXTTd78SXm1Baw//7ivHRhNopSqp18unuAM86wVmarCFEI/MoYTkKEFORnerARiN8jSRkk6FaNDKusffXGmjULpk8XjNH06aqKwywatL4+ynGi+MiMCiwFhGfLQ/eJe5HR0xK+o8sFhxxCZUBMNFoppCeYER/pCcKXpqdHKM1WrBB14PDDxTOYk8OWTPHsHTF+NWVsJoCdX5DDEoJB+OYbAFXdkoXsXi77sYRh7lxqfhNqrm1GSskEbHdQlDkj0CUmQaFhTWbfk58xJfytjmoR5tPX0FA9dINdH2JgJhHARlCotXbYIdI3BXGeni5Cpc0g1z2DUgois6hK9ks95s+PfQ6hiOIPqCilJAJ4daqpDHebUBjp6/PIkYZU8AfwAQAbuwsILN72yo+2Njj3z3l81bYDHZJMSpVlCSIx0nP5889w//0itD0EaqIGRb3zz3+K/zqPu+DGBs7wP8HfuJ45OlXjEnZUX4+31QoFhxlcLrhaVgMXFBiurwHd3dhsGof2nxLCd8b1A3EHnbzXsw8gLxrpVWvV1VBQwHCEAlElpTo74aab8H4lXN3TXv4X9PaqiU+agsWWVNcJ4e9/h02bIiuE8/IgPZ3P/JoitcjeFj5WcrnEuAVdJloqRJu1PfhKVVfTUzSAFgRZflnZC2FjPlOl1JIlYsFzWyJStr3mZrxe4+X9LXui+fgs2X2HRayJknhCDz0pBdok9fnnS3jttSKefHL7SeSkGZ3HRzQoJEgko3M9cdHS0sIvv4QkzYly/xQ/KYDc3OS2Fd4Qb1iHzutJU0pFILVJnJDxNzRYavdCPaH0yMnxR7QLVu5Ha6s97Gf+E3yl3nijgM8/z+XSS2tMP9c8pfThexoFsmZNOieeOJS3306ONYSi1MvN9ZOZGd/1GzpUNGJWM27+N+F3Uuq/FfGkHj34YM1MuqVF/DcLeegLFOIlhoG6ovzIRl5RstvhwAPDd5QnkKqJrPKdd94Bp5NiSTY6DxQKkiUeY1S9kaYJFFKqqFBuaHbf3XS/mCTcvWKlVU/a5NFOBmJAvJny5A8A99/fsAr8HlpI0MkzuqKG+0SEoqLQmaAaBrR9MUcNzbQTDMIDD+D/uVbNlqdH1AXBKCGZ5b1r1ddrNoj7ljH/XfMsPQcdRD5t6n1qCJaLiVQ8pKfiSzNihPCbycgQmd9k76ytx14AQIV9C+MQJ7oYnbJDZuSUSbOSmQ6zlc6jjoKjj2bwB48DsPaDyGqqVMPtzGMhIttqma3JWn1zuVSyR3nelWyRSTXebdFISEUpZccvrt+cOdHDrdraRFs1c2a4Amf8eDXb22BZFaJ66OiX9fWw2cJXRb/+Or7V/bo61f8mFH5sanbBKRiNuzODXeJc9BNtWSGooIqNKpnV+M731suUItx0EzzxXjV7Nr9Fp1e087mt6yMa/6u49FKNGNLBoPQMhexx1/7359RrqBDGASQe43x11wey/hqdrD7vPPH/ySfVMNUwdHQA/6G+UjrkSF3GOu1ywciR4aQUwNtv43OLMYyjpx3cborSxbPSRLF4bh56KLkFrK0V4wczQljB669DW5vIjivjpsw7zPeVFcLKQlMDsmL4xx+TVWJrMFEZ43Kx6VRhLp9BDwUZvcYx36RJlDnFGMtASgUCmHa8/YXaWrGIEwpJgqlTw5rTZZvyIy8UbA+m7REQakqtGDMrqK2Nnf0zFG0WMv5mJDD+S1QpFclY2wyhBuE+n49OvVQ+BAoplZvrjyh6TApGjEDSDToVUmrjxshj/5gG7pG+194eNibYvNnBm28Opbtba68Ukm/s2B5uvtm4SnvKKREy/oIaMhYISLS2GqNafD5fUompvh6ru9vGypWin3/11UL+/e9CHnpIs8AILT+EekopSiltv4cfLmfJkiyuuWYQzc1995oKJZbjwZAhYi6xZs3vpNTv+G+BVSNHu904ifL7halOH7JEmEKWi5OWJiZJSrhSCBSlVBbdYuU4K8ucTJJXn/VKqVw6BMHz2Wda+J5UKn4rHmNUJUQjQmiRQkoVNsqpvg85xPw40UiwCRNMST+JkEFsd3dyZeZ1dWJFdMAAkXknVwyUzzmojlkvFGvmTPFAmS01aqE8yqSuiWL89z7Qt/L29IgwF5tN/O/p4c77zFUFf/tblGNF8ZHZmfC0Vhme9vAwJoCGBiSC6gp4A5XRvZFCoT+n7GxxLxRFh+ydtUUSz29puU01A/6RiTRQIXzXhgmlzQaEz4ASIqKm6VKghPEGAiohsrYlb9usdtfVsTWtgh6ZeN5zRKMgbq0ozHbdFQhRSvUFc+cKJkO5DrW1BnWpgZRSfLomTYoegrzHHuL+KQqcE08U/xctginCqH4Qwg9DTWQQqU0yG7i2tMSnxpN9Y4CwtkzvJ7U/Hxk+y6BXOxcFLpdKrAE48KntVP2KGL5z/YAvv9ReNwQqAChsXqVlB40Gk3tQGhq6tP/+xh1cLrr3OkB9q5CkneSo235jFAN9a60pjg84ILKiqrERbrqJ8YGFQARSyox42MaQJOPEI1vqDm9Pd9rJnJTq7cUbEM+aw90Bfj/FHlHfmigW7W28IdOxUCf7KZaXRw6T2bIFfD7qguJ+X144myGZm8yfS5k8UULyN1Fh2N4vmDVLZKs97jjxX7fI0jz9NACKcr1I991rDDF1uSjfR2Q5baTMEJ5qyaA/VairE22ZTJC/wzQu5166dt0XZswIs4pavhwCNeZh+/rxyvaGnh4xgVYUFg6HsT6aTbpjoUMmt6PBFq91A8JIGxJXSkUjpSKRF/X19TRECb9ua1NMzpOjkkrbsoUss4b3+OMNkRAjRoi+5NdfMyIukP72228JEVNBE6X/TTcN4JlnduTuu6vw+eDHH7PU+7Hbbp3MmNGqGuVDOLmph8OhEVOh92T58uXURw1DiA99NU+/8cYqZswYwa23VnLjjQP429+MflsbNoTPDxSdht2uXYfeXpu6XW+4//e/WzOVj4ZY2Q6jQVFKLV/+Oyn1O/5bYDVLypQpYjD8wAOCAOnuFiqMe+6Ba65JXnmqq8UEVGmMg0FTJZE+fA+/X+xjNqg//niw2w2kVDoecdzaWoodogNuChaJVbR4PLKUEI2cHNOPFVKqoFsmAhTjxVDsskvk37juOu31pEmG3zIMYm225HpQKF5GXi+Ul9Njk/19SmSJu84XyhLS0rTwKx3JqGSnC2CnuTdTZFJLtLyKh0sgoGbTemexlp3wuutEEZTkcxERxUdmOm9yXfqdhm0Z7lZxb0Ovvxw6qpBSKsGg8yRK5Jz09VxRhJdWpbMb3wLwIidQRYN4L3sFhZFSBx9s/C3ZZwM0lc5mKuh5/lVrZU0mqqtpTy8BoNDehs3dE1vJEnoImZR6kRNFNqtE8Mc/igQQN94oVFBHHSVe62AgpZQVZpdLJcdMocvCw6WXwgsviP+ghi4ORAzsNjAg/vLHG/rjdGpeWCGDQD0pdShvGz6zEYSKivDjKaZkMpRzidT89RcCAVi2zLit2NZMVZlPxOPGIi5MyOQwpZSJykCfRGuNrJxpl325HHgYyfL4wswmTjRX6Lz6Ktx4I+MfPRcQQhvDhGfWLKEGOfxw8d9M3bkNUJHXbXif070Ztm4NCws1JaXQQmjTELOGPvlEWoHSLgeDUcwJBVopAKCoZ0PkNkwmbww+kbrtKcXcuYKIuuIKQb50dor/V1+tPg8tzwhCvrBno9gvpN6UHiQWODw41XoNxO9tl0wo9ygnh2BZOYfxFvdzOfdOFBYESi6Kigoxye7pgfUNEUgPC8qhbYVQlUWoJ43il5RsuOMMLd20KY0tW8RkfvTo3ri+W1KSOCnV2dlJtKm+opRSSJa+QnK7KfvHPwDI0c8LXC7S/qAl+xgxopfCQh89PXaWLImcLTcRUiZQUGBYFFu/3sGXX4rn8rXXinnhhWJOO20oc+aIiIBBg0QHdcYZW5g5czMHHNDGUUeZeF7oEI0otKK0s4q+KKW8Xol33y0A4KWXik332bAhnYYGB2vXam2VMXxPu/5KCF9entZXL1kSvxIxFN3diSulxo4VC32rVmWoSsT/FcRFSnm9XoYOHcqvv/6aqvL8jmRBl9EtIvLzxaSprk4M8NraBJ0cDIrB9EMPJXclMhgUkyTlz6Rh0kip7oj7AOoEUZk8gC6ULzOT4jTRgKqrqvEao8ohGpx9tmGzlzQ6EUZ6RXKIYMQsYO3t5n4Ge+xhDNVwueDWW1VSx6CUcruT60ER4mXUq6TzHSDIAt59N77jnXqqpkTQKZEc+NQMXY2UCfPaRCAThCt9g9m19mme6zwKLrsMSZ40nHQS3HwzfPaZMAKOiZ9/NiWmbAS50WMkYbvJEs/DZ58Zd5YnQiMQK95LGWPYbvWckCQxIQ4Jl3W7NfugHbLXqqRUq0yGLmY8fPcdQTRCbCD15qpC3UCikBaRoRKoe28btOEuFx3HnQVAbrBdzKzjDBPWh+t+xR7xl2H33VU/LkC0Da+9Bl98YdjNQErp64useIobstJIeba9pBvDYqxAqS9W4XZHjGfVk1I78Avl8sRZhVn4d4iyVVV99ZZYL1MKsHhx+PzytLzXcORnWTeWDukrwzylXnwxrC/Uk1KrGcq37MooBDuWT5ugHP1+6941ipo4AiawkHI20dwsREKAKNNll4m+xucT/y+5ZNsrpmbNYki30QMmJ9AuEjvo+7P0dNVnLZSU8iImuw5EHVZIqmc5PTUZgl0uoWBubBTljIIOeQyQ62mK3IbJanVDRl1IvamfknX53/8Of457esRCRW0tLXOEQrLQ2aOGxevrTWa6n1yE9Ehtq2KNKVMN3T36cUs1QXkK89Z3Qtnwg7AhY+BAGC5Xp2WBCArEban4ioFQUmrPPTvZcUeN5G1qSkuJrVq8Cp5Vq0S4X3m5l9LS+AgghZRqaUmLqCqKRl4Eo5RVUZIlSykl+f1kHn44ALkhA8003bzCZoMddhCEwtq1kRfB4yVlAoGA+I5OyRZqpn7PPcaEQgqxYbfD2Wdv4d5715OVFf13FVKquTmVMY/xk3LBIHg8ou2xoh7asCGdAw4YxWGHjWTjRnGd9OF7DkeQ9HRRhu5uUVecTq1M8dZlM/QlfK+83EdmZgC/XzIouP4XEBcp5XA4cLvdYVkRfsd2CKczsnEqsJkybvL9leWB4RpZE9pQdHYmzwxSMTofPlysuA8fbrripnpK2Xq0fSJNKlwuJGAJLt5gOi60QXCxXfaUoiiq2W9MHHGEge1QSIA0vOQjz4QiTSRWrdJ8tCRJnEtZGTz+ePi+M2eqaiKDUiqesLBYMPEy6rVnGU8hmt/FiBHG67j//vDUU9r7GTMMISiGEJjdIqRmtoKZM3niD4/zvXcCp229h+BFF6tzhj/9KYHjHXaY6WYbQT5AI9bUELGPjOFNSto/RaWnroBH8TgIw8yZwlPsvPPEf13oxHffCfFUeTlMzv6BQaxnBEYfKH9nD+3k0SWHCw1gg6inocSr7r2EppZa212qZRTrR7T3imc+TybH4so+B+yC5l9k8NiygrlzI5OjIemnlQmwXQoYCeRoCtRY4SBTpuBAG+w8Q5KTGITi0UcjXl8l854DDxLwOEKFM55FYgcz/yy9EgwdKZU+NBmlTRhvvCH+68PFDmh/VYRJeb2xFyPkTGl6KG1XFzl0S9mCpAjpC/Wk1Hqpmgt5mG55USWPkDgiK4iRLdGBj+N4GYD5c+TMrzfeaJ6YwsyHsb8g9zPKJEBBOZtFWfX92caNDEGYP7dQRJtOkRNKSo1lqfqZJ2CPzyfSarkXLhRh1RUVUTODKsqhvECLeXZHUNuKMKVUKjO/Wcm6/MILUFdHS6/o+wvTOtSweMNYq7Iy3Oxc8XbcVlDuUVkZHxVqyQV++EH0m8plnT4dRo0Sr5f5h5sciH7P+BEPEWGmsjjoII159/slnnzSxO+un1FfL/pzJdwoHhQU+LHbxTWJRIJEJaWihNIrSqk+kVK63/bU1GC/4ALGjBlDkYk3adrmzer+WlbByMROPKSM3+/n119/FUolXZliqeV22CE+5RpAUZF1n6++IF5S7p57Kthll7HMn59rqWz33acpvRX/NX34HmgZ+Do7xbOm76+SkZWvL6SUJGkZN6P5k/03Iu4rf/HFF3PnnXfii8dI+3f0P9zuqGbnt3MNN3b9heOuG8kPvS4eLLnZPJwkWWaQyoC7txdyc/msdTz797zJv6XjDLsp6bSzA+0ijDBaeI+8cu/iF6bzlra9p4dinxhMNVEsWiGPJz6pvz7jW4mmBFDCpQazVkxYIdxvREFLi7gHdrtoZQIBcbwYypCwQWyy7oGJl1FPQAzqVX/L0igDnV12UUNJeO018wyPy5erac6Vid3WvKFw553h+1rFrFm0fKR5Pm3829MqKRUjysIcUYiFqXzEDMSg/gIeERtDMzHJxvZhA3b9LDUWZs0SIROPPcYvFz/GAaPr1MupcBvDh4N9YCUScDqzDV9vChayFVEvs+kkix449NDwuhVCLqikFIPjy9CZDNTW0j5HZG3LyxRp3k09u8xQVQWShI0gl3I/IJ9DaNxWNEQ735BVV0UplZYbQhJMmhSZ7I8lb//tN8NbVWFnFZJkfUJYW2tUhIVAUUqlI+rs4bzJT0zgHWR/vJ/CPdYYOdIQPqCo1lav3baLVEtlruLeK0W7OZg1TJYWiOtlZfDrcoWFLefSQTpiorUlWGxK/Ogf90DQxo9oYRxqoo7c3NjZJfXlCCH+QjERsWiweIm8IVImso0bt12WtLo6qK+nJ2AcTCuKT0N/VlVFDl2Uym2pEgbZQ4a6KKCE7x2JFnK8lsGEpVpLRrm3bhX99pYtUbPQqqQU7ZHDJeWsoWGeUqnM/HbPPbH3WbsW3G5a7HIotX+riBcPHWs1NJhn4EvWIlkiUMYweXms9xv78d12g+efF6933FEjpX7rNc/GlVJy0ARWiQivF7xeMTXThxnNmNFCTY1W3x9+uByv13rbG8vEPF6iYMaM4dxyi7gHVVVxjH1k2GyxSRCv1xtmcq4gEGWhWQvf6wMpZXJ8u90eLsqoqiL7++/V9kJR2WzZEpk8iUeRZqg3kkQgAM89V8zHH4s2aMCAcK+wm25KzBM4Wvie3W5Pmtl5pGfhs89yufLKQWGE3j/+UUIgIDFzZg0XXjg47HvKgpRSn/RQVHN6pRSgMzu3yWXSvqOEpPYFyjU0K5MVKM+UmT/WfzPiJqW+/fZbXnvtNaqrqznwwAM58sgjDX+/YztBQ0PUAfnbHAoIG5xddoFLl13As5wWvqNVb6pYUEKWvF78a+o4bPOTfOyZxLnBR/GgPXSzuASAT9lHDAyjGdVOnRq+mmmzgctFiVs0yk0UE/T545P6m2V8k6XeYdkBQbAHZmF6Cnw+TSmlmCZHQZjcP1kw8TLqtQlWR12gP/fcyN/fZRehGrnhhsiZokCQifvtR6kkVvO3SOWJ+5zI98IW0Br2pY9+SlebWI1KiJSaNMnUZF/Bi5zAckZwADKJEXrPRo4Eh0Os/CNnSQRBelgZ5Orql7diEK4N7/PhsmoOOEBUNTmxHsXFqBObo3QTMhCTBMVUOZcOcT5m7W/IuSrqlvUMiqrKSAnq6uhwi2c9195tvjofCZMmqea2hnP44APrE4so2RdDoYbvZYYoMVwu2Gcf8y9FMqpWIJObT3EmkMDznZYWXwbRSEqPtDRVKaWQUgATWMQA2SeNf/4z/LqGtJ9KVsg5qyfiWRiSrrsfoSScLGczwYpK1gzZD2dZPgwaZN1I/+KLRcKBoiIoLkZCeOkAPMVZpoRgtEyfDVSKPuNvf4svi+2gQVE/Vq75zyuzCS6pNWSMDEN/k84Krr4avF560SbBh/O65v+oJ2cnTYL0dFUtpZBSp/Esm+Xnw4EXBg5EkiR2lM9/NbI6L5kEidstFHE+X1QvMC9pKqFcSEtY6K8KOWuovj9XF/5SlfnNjEw2w48/0lQiWJuizjqxEhI61tq4USWl1D4ORAbCbYXqavHgrVjBhrbI8fo77wyjR4vXy9xDzMdnvb2pIwdNYNWvSVFYgNEkOTc3wFtvGU3y4zFC9sRYNItPySWxcmUCmZpDoJAgSsa4UKxatYqWCG1cWpQxXGtr/Ebnw4cPxx4tkUkkVFZi7+7WkVKKUioymeCNmiZaQzAYpDFEgf3999ncc08lb74pFn+HDGkjL08bH7/yykqOPDJKvxAFxcXiepmRUn6/n60hivJEEamu3X57Je+/n8+tt2rzzt7e2MTr/ffX8fDDa7niik1hnylhjnpPKYDsbHGuSgY+vVKqqSktXhG/AV6vxOzZgvQvL0+MlBowQNQRxbj+fwVxk1IFBQUcddRRHHjggVRVVZGfn2/4+x3bESQp4sRENUbW4V1CMq/ZbCmRam8IVtIRFAOKVgr5kvCUvTuxSKzKRzOqnTFDhNcpSiS7XWybPJlim2iUfThoD+bEJ/U3y/gWCIAk0YOYyGeiU88MsjjB93gsEWNhSqlkIcTL6OWuQ3mpS4SyqYtoM2aYkxvjx2umzbEgS+yV1e8t7U6R6SyRVUl59bq3R+shfm2ppLsvSimXK+rkz4mHEbL5LpIkQu30qK6GvLzwVWSrK+C6+vVyqzHMprZWI6WKilAnNooZsAI9KZWDnAfbrG65XIbwEgOho4za+wvV1bTbBTGU528xX52PBJdL9SwznENHh/WJhZwcwQpUUsps9/vu0z0wMrKyYrjso5ZfIRZ+Yuf4zM7jzSBaVBTe5k2dCgsX0nTK5QBkZkX4fY/HYJIPiGPpJgITWKi+/vPlKTA4sQhlnFwyvEBMWOvkSXZdnbXwPRD16y9/EURSyCruLVxnSghGm+NtpVSQFfqMZlYQYww1hqWk4aW1J4P6N3+KquaJppROGebOhSVCxqWQUt+xC68zQ6vpeuWpywUlJQxlNaCRTf9GU1Cn4RMG7mjm+htJ0mKZHjEW8hSsYhjNFJNFF3vwVfS+f9ddKWczNvz4cMTvIxcP5s4VRIsVzJ9P/UYxNhyQ2ybGOKFjraoqc6VUPyuMwiDbMbRLYpHizxnGBS+bTTzyqlKqPsc8q3ASU9xbQVcMnzIFSuheWlogLOteqEjnl1+sLyzFim6JJ6RMIX207yamlrWSgS8SHF5vxHuohe9ZbwNtNhsjIyhVx4yJomp2OrHp7m1ZWWylVCyCUEF3d3cYKbdunZGkyMnxqv5RkFi2NwWKqidSOGV3d7fp9ngR+iz09kps3pymEjCffJKndm2Rwteuvloj9vPy/Eya1Kmau+uxebNCSon3oeF7ilJKT0r19NjU5zARPPhguZoBUgnnjBeKUup3T6kYmD17dtS/37GdoK5ONNgROhplpVyPORyND90sLJ6V+VhQ1CEOB3Vlxqx0SsiIvnu5nWvExC+WkuLVV+GVV4R655VXYM4ccLvJDHaTiWhAm6TS+Cd0odnR8vIgL49uSRABWfRoyosxY2KGXRAIWM4AmDKlFKheRj1nXsSprQ+omw1z7FdfFeF5Bx4Ie++tpbW3igULoKWF0qBMSgWLxTVMZFVSXr3uDWod01L3ULrcop5GE6hFRbQsanpUVoYrHWSiJ0wpZXWQq6tfP3YZiaF33xVCA9BZVO26q8iIpsNGquiUB+U5dEWvW7pz1Wd/i2jQnyq4XHRUCDVRXtcm89X5aJBnGWrWNwaJax6P6sCiOiwqKeVyiXDUsjKRNbOsDO64I/Z5XHoplJayE4tw0kszxayjhrc5hFexoDKOh1hXDIGViYgkibDTDz4Al4tjPhAJHDZ2F0YORwxNXV9dbdi3CG2wPOvTOP29kghFKVVa6At/BuOZeCrJLS64IPzGm/Qf0eYVY8YQn0JKQVl00sKJh9EIpdFDTzo5jdn8wET24yPO5xG60dXvGMdKCXTqLNMFHDAkxACgsNCglFotq6UUOPFATQ1IkrFvjCec1SpsNjHuSU+PuKCnhBUOZbUo28knRz1kOl51EXAtg5NaXAPiUcatXEl9r8hcNahrGbS2hmdGnDSJsjTxjBtIqVSGH8aC4k06aBCeNLEi9ceMRWx6XvN9VOwrFVJqwwZ4c/jl4cfqZ3+szUpK3RhQjJcjkQs331yvvq6ttT4ASpblSiAAb7xRoL4fPNjN+efH8FOMACsZ+CLB5/VGnN8k6illGp4H0X2U3W7snZ0qY6gopaKFgFkN3zMjCkMJo+xsLy6XRhYl4mGkIBZJGG92xkhoamoyvP/znwdx4IGjDNtWrhRjnfp6cR31IaJ3313HuHFav5KbK85ZKb/xt8S5xBO+B5HVe1Ywb562uFRZmRgpVVHhlY9VQHv7/46Pd0JUoM/n46OPPuLxxx+no0PEs27cuJHOzs6kFu53JIjaWpF5paBADLBMBlcrbeYkyt3SX8SA3GaLj8iJBZ06ZLPfmK1JIaWUzHsgr8J3d1tTUoSGlMmp0Ivl7G9NwcL4J3Sh2dGuugpuvpnufDGIycrwa+wBxDZSVzJnWFi1V5RSmylPPO19JMheRosf/RK3V5t4DRsWst+MGfDee2LwaVUhpWDjRggG1ev/MBfFTx4okFev9aEgPzMOr0/xXIj/kIBIl20Fsj9WGE48UV1F7iRXTAatDnJ1oayKDVFFnlg5+r//03ZT8wDIIbRvMF39rJ6BdAbFgDSHDrFzpLqlC8HV161+X/GuraV9g+gvcvMkMWmOpoQMhWxSriil6qjBTbogo62grk5tG2IhKikFgsD4+GN4+WXx36oi5sYbceBTJ+FfsieH8wZH8yq17BD9u/G0x7W1Imuk0u5IEqxYgfunX5g+HTbpVe5WwxFdLi2llbIJoYoZmJkcWX+8CAZ1SqluWRmlLMYEg5pyyipcLpEd1W7nJq4HYDRLw/uP2lo8X4STukOGiISk8SYxVWEhXH48PwNw17rjeI7T2IUf+IT9eIzzeYQLEvzhJEEXIqu02Rno1DvZ2eH9ySGHqM/DaoZqvmYydrD/JlYf0tLUhYBNVCR30QxEKGF+vpZ9OAIUUqqaOssKYiV0UU2ekQrEQzo0NqqeTIPSGsTzEmpx4HJRNkwo2sMUXqkKP4wFJXyvrg6P7KeU7u+hfHyFypfvuKP4r4/WPvyOP/I5JtYJ/eiPlZeXF3snNKVUJFJqxoxWbrtNEFNz5xaybJm1MLpYhILV8L3583N55BGxEDdwoIe33lqR8MS7L0qpQJRETol4SinEk5mReVRSyulE0iVTUpRSW7dGzpBolZQy+92WlnBSavToXt371JFSVhVesZBXX6+2sfX1Dj79NC8sMcb334vB/Zo1oo3fcccezj+/kUmT2tljj05GjNDOWXlWzEgphcQLDd/LyYkcvgeJk1KzZ5eohOQ++7Sz557hnl9WoNQjgHnz+h4q+5+CuEmpdevWseOOO3L44Ydz4YUXskVeprzrrru48sork17A35EAFAJo8GCh4Bk8WBjUHHUUTJ5M+yXX0RQw91f5MriHaCwCgeRmt9GpQ3r8Yra9q3MRdnuQ3xjDaoao5qE2/GJ1NRAQRs3xrjjLqdBVUori+E1R5VXz4FNPi9Xziy+GmTPpOV8Oe5m0q9F/yYpsPlZHJJs5l9GIRAA/acLMOh4z52jQeRltKdAmnHdetok99kjOTwDqeSxHIz6DSH3yJ9Mr+75GK2zCpFSkMMVQHHKI+faGBvJoxylPuNRBe5yDXLdsOH3sTitISzPOK9TqJRNd03mLv3IrIJNS+vC9aN4ysi8VYFR39bOnBnV1tHtE55qX7RPpBa16SoFYzUdTEgIiG9nKldaILTns0goppWTfi2JbIdqladPia5/ke6FMwj9nbwIyAfYZk2N/32p7vGCBuF52u/iO3c61zZeTMXEH3tLlhPjnP4kvHDHkeXiOUwFw+1KbrScSGhtF0y5JUJbZITLGKoRUICDex7uwIvcfB/I+ICt+9P3HrFkEDjucx29rCvvqTz/Bs88KYU9CmDQpZoipEv5phs/ZW3uTLD/IeKBLaGFKSpmZ7995J0PzxLV8l2msQ1y8XfiORkqF/1x+Pni9WvIMSiyHw1uG3i9ODtcnJydsNyUD78ABwdgKYvkeKG2WGpKfintjljEzAt5hGmtlRdog/1pR50zUtuV7ChI6jJR6++2+lLRvkMkTr9xGO2RfvNpaMWy7/Xbzr32FySAnHgV4P0EhpaKRC6NHayqRxx6zloXP7/dHz2ZnkZRaulRTYyrZ9xKFopRKhADwQcS+XDG3ToSUqqysxBXSp0clpaqrkRQLEaCw0IckBQkEJFpazNvyvhiGK+emoK3NyR57dDByZA+HHtrap/A9hdRpbranNLo1qMt8+dpr5gu/H30k1EYKKTVkiJsLLmjk4YfryMsLkJER5IYbNnD++Y1UV4s2ICsrEKYUUwg2LfteUN0X9OF7xt9PpE7Onl1iyPx3zz3ro48ho0CvDNu6te/ZAP9TEPeZXnLJJfzhD3+gpaWFTF0oxIwZM/j444+TWrjfkSAUAmjzZjHx7O0Vk7Ebb4RPP6X22JsjflWZ6ALJzW6jUx/1togOtWJEHnvtJRryedKhama7PNo1fVBIxipLkIkBAykVDMZNGHhHudjtpmmMO9GFEkrdXSAGk1mVId4fEyfGPmBaWvQJuGzm7MBHCWL5fxMV8Zk5R4NOrdYcKADggPRP+cv+P8UUesWFSZOgqIjLbJrXw5bCkdazUOkhEzJ6pZQe6X0ZEylhisXF5p9nZETOGrhxIxImGfisrCDrQll7MwU5PPqXVzlyPy1729VXw1DZy1dfb5XQtTBSKhCIbCavkCdoSqmtlOANJGDq2RdUV9OBWHnP87UIIs2qpxTAlCkA2NEGHW9wBN8EdrVGroWGtEVBTKVUonC5YPx4NZxnCTuqH32HMaS0nVx14gWIcsdK924GebR1a/CvYR+dcALxhSPqMpECjGQ5AFu8BSx/e3n8ZesjlORzNTXgXPy9efjejz/Gd1D5eVMIkC2UatvlZ/fjnj143X0wAGloKgE15DZRuFwxDfMVpZQZlOcLsG56nSzU1KjPlh8bXplwz6RH9H2zZkUkcIcs1Or1vYjFzX34lFK2CgJHbugNfTrAv/6VvPLLXogUFQnCvKjItINppQCAoh0sEEuVlWCzhZNSqbg3kVQMIbMiH3bO5XGtiBVB8VyXlIS1xWU1YoxvMDoH+PlnOPpoEeran1keFZ84SdIyiPrEwsbIkfDgg0aF1Ku6/CC/YeKhGCtjahJh1bMpllIKUCfhENn/py9liIbeXm3aOHVq366fZnSeoG9OhIGr4ucTT/heKPFUGEklHwqXC6m6WiXI0tKgsDCyYbgoX5slYkqJRNLD7TaWc+LEzWRnB3j11VXcfnt92P7xQPGU8nptdHSkjggJ6gZWepJTjx9/zKKhwcHq1YKUGjo0fC569NEtXHCBFjoqSeHZ7pqb02TxqxK+J7bn5ISG78nKy3SxPV5SyufDQEjttVcHTmfizF5FhY8LLtjMxRdv5uSTk+Pl9Z+AuGvdF198wbXXXkt6SGddU1MTMXXn7+hnKJOvxkaR/jfEuyWaV90qdHFcCRA5UaH4Ge25PwAZY4eq/pMXB2exK98DcrYdBWvWJEbI6MP3lAHs/PlxHaK2Fr7/Xvi2lpcLTuWqq8RnYV5GM2dG9mZR4PFEn4DrzJzVQaw0QGQESoaiRadWa/aKyUuRo8M6KWAVLhdcfz0jKzsYJIlOcvkptyTmseJ0CvImAinVZzJtxgx48knzzyxMeMJ8paxARw4qSimnt5PpO65Rdxk8WLe/juhSSKk6qsONzqO1v3LK+2KasOEniI0tlPSrpwaffEK7Tzw4uVvXCJPyyy6zXi/uvFPNwKfHH/na2veVSaeJ+iEUKSOlAHbaSb2PelJKP2n6lTFUsZGjmWP87ttvW2sPJ00Sz47XCx4Pfq/54Fw9P6vhiCGTuBy6qJIJtlGHjaS+b2PiuBAMamKuzEw0hioUSuaAOA+uLAx0k01XUB44y8/u97bd1F13cSzi6UsW88kn8f+MKaZPj/pxNKXUGr0f08sv91947ty5hgUXfXudQa9QIEUJcTXLO6F6UZ10kvgvSeo92YpMjs6fn7xzlJNqqP5Kra3i+QlRNSnEX+7oAbGP6XRCRkY4KZWKe7M8AikcsujyIiewQVZ7fceupDWsF4uPJm1xuVc80Kb926uvwqOPCsXxUUf1vfxW4HaLvjMQ0EgpT2Q15JFHiksNsIxR4TtEUxgnGVbtTayQUk5nkGuvFeMCn8/6ICgZpJRXDpscMMDDX//atzDOviilIsHtltQMhvEaneuREaoejgJPSFi7Qow0NUWeE6xfvz7mcUO9l0C731dc0cCzz65k3Ljkhc5nZATVrHSJhFTG8UPq4F3JjqfHhAldBIMSRxwxnIULRTjEkCHWBBKhIXw+n0R7u93EU0oJ3zMqpbTwy/iI0u++08aVb765nEceWRfX981w/vlbOOecLeTn929Shm2JuEmpQCBgGg9bX19Pbm7kFK2/ox+hTL7KysTsNsS7JVqk2SYqjJbKcRI5USH7GfV+IcinjDVLTaOjtoRKxePxBAExIcvJCSel4lQc6SdYnZ3w+efa+7Cq7nLBPfeIZbpITImVAYGcKU1RtGwKlln7nhXovIyam8RdLppQkxhZFAszZ8J77+GaKAaOtaOPTuw4bjf4/bpQEE22/ve/97mUAkoonzIosdnEIFvxKIuCMFLKinm4TsnY6xG/6XTCvgdrgyCDrYFuUjQCYT69nJHq5CgbOZNJqIGwHjK5bCdgTPPdX54aS5fCAw/Qbi8AIC83KAYmusyAlvDssyBJTCFElWuFXFPIwNLY4Q7+gYOBFJFSI0eqSqlOnbLlO3bjYdkT6EnOposc3uRwlbgEBJFntT3MyBB12WZTEzSAFrV63nkh+1sJRxwXbmhejVaezz6zVrRkQN8+n31og1BvhEKSoj8XZpAVJ7l0kI4YCG+hFD76SHt2dRnkNgYrOeMsW9xVOSJiZG+oYJOa2RTgLv7MeTwKCPN/NVlJZ2f/heeGmGz36AzXM+iNqf5yOOCiE4wTsCy6tTDSSZMgO1slpdQ+PZ7w31jQER5Ikuaz9NBDoi/IzITMTDoyxfgkd7iFhQi5voSRUqkwC1+50ny7rjPxY+M2hGLydq5mF3khEK/XtC2uWCd8/FooMrZDoXjttf5RTDmdqr2ESkoF3VHDmhW+QMnsaMCCBds2k6AJFFIqlmG1EsIXD6ETzcvIakiZxyPGt4cf3kJJSd+yripmzg0NjqQNcxU/KZstqKphYsFms0UP0YsBKaTwVryy2tvbY3o02U0GIAopVVjoZ8KE5CtoopW9L9dIRW0twa4udbythCNKklb/TjlF9AWK6T9ATU1ipBRAU5NdJZ0UTymF9O3sNHpKKdny4iVKX35ZtLPHHtvEkCGe5Eaf/A8hblJq6tSpPPDAA+p7SZLo7OzkhhtuYJpZ2tXf0f9QJl/l5cKoOcS7RSGlQsh9AHw4VHk6AF9/nZxOW+dn1JsjVjkzf1vI2ED4sU/kBe1NRkb8Sh5ZcRRGSsWTPh5z+wsFpmKLmTPFrOyYY8y/ZMV0V55cK6RUA5UpyRLTHCwAoDDLYgrpROByMWaSGMAnbIv13nsQCKieUvNsh6kfJTWvwquvisyNN94o/s+ZE31/mSgKC9+zYh6uUzK6e0THmDGsiqopo9l9d0F4GiIdZZIVYBircOChixxVWZNNlyBaohnu6tRWKuFJRf8Z1q5fDz09bAqI61Se3ysmF/FOKJ1OkCTe4HDD5mZPbPWTSihYCNnw7yX8nVJCSqWnq6RUKC7iYQJIPMBl6jaDObJVHx0lzEUe+HXZBPklSUHmzBGX/tFHEyj7jBlhyhGlnYXEREmJQva9Jy8PLq2ZKxSloRg/3hK5bIBcPyRCQviUBZpLL6UpoIV2bAyaZOjsC8aNiyoBlYAxLFXfn8nTPMyFpOPGT5rqeSQK10/Pd6Mx+5ayiODAI8JtLRCDs14oJsepTdKycuxaGKnLBccco9Y1VSkVas7dFyhJEPx+8ez4/Zqv5muviQWHOXPo2HkfwGRhygxyptYwUirZhi21teYLIhkZcM456tv3OZDfGEMBLVzAI2JjIBBxbFTo3qQSszHVwC+9lHDxLeOss9Rrp5JSgZ7IKjG0MPjNVNBFCOHrdvdLuePxELKilAKjysjq4a2oc2JBUUqlp0f+0UFm0kcTVFV5SEsL4nbbaGxMMIQvBPrMexbsIyNCuWfl5bHJ59JffjG814id6AOIhhiLgmb1RiGlFHIl2dB8pcJJGTOSLG7U1RHU9W8KGbTTThrBts8+7Yav7LVXB5mZ1s5XeS70+Pe/i3C7RWVwOBSjc/F8dXfbePHFIn77TSyklJUp2RPTuP/+cm67rTImYRoMwrffCkXXUUf1n/ryvxFxP7L3338/n332GWPHjqW3t5cTTzyRwYMHs2HDBu6M5L/yO/oXek+plhbxX+fdopBSQ4yZl8lziJUXdYJtt0N7e3JWIhWiLCND/f0MfxfS+jo2bIAdhvcy3f429QxgNqeLHSQJzj8/sQH/qFHqhEI9nzgzwM1+0jyjiCTBLrtE+FI0TxC/P+rgCVCVK8og9jr+ZtjeJ+i8jJqzxMSl6IcPU7pSqFyK0OzyllBbC++8A3a7OsnJCnZxVta/yMnyCz+cZCI0i2M0yIbVYUopKyvgipKxsBC3Q5ApzjXLoLaWDz8UEauGcZDLBQcdBIADn+rj8yPCxyyDXrjwQsunmVDIYV8xaBB4vWz0iMlk1YbvxcQvXsJ5+XIIBMihi0y0QcyyCyP4aemhKAUtZJDx1Yl2IiWk1MaNEUkpgIVMMLw3pJG3mnxCUX0Eg5CeTpecqTHL6UeSLHm9R8ZexixWinoFBPeYctTWwrx5/Dpf1OOjjgKpYaP5RD9SooJoGDdOvUAGUqqzU/RjM2fSeYCWJMHrT3IlmTEjZhs0jFXq60x6sBFUM7wZQvj6CyEPiqKUyqDXsupUkmD0jpoaJ/PKC40hfxMnUiKTUl3k0Kskv0iW2tPt1hK8OBzhGYhlJaEavmc1MODEE9X+fBOy50iyF5oWLBBjtVAcdpho82QvOCU74xk8Qx46v5oIYyNpxHB1EWM++9JOlJNOtT/TAw8Y7rUXQWI48EYdVxUUaEl0TZ+NH35IYiHN4YsjM2K8pJTHY6O93VqDHi0DX7xKKWVyb4asrKwwixcIz0CYlibCAAHWreubaboChZTKy4ut4howQITgmoU1KgSM00J/awsEyFyyRH1vNatgR0cHtbW1poqpYDBoWi6FFEwVKaWFHoaXPRnhn7jddP7xj+pbhWS7/PJN7LhjN1dfvZG0NHjiCc3O4qKLNls+vJlS6oUXSlRFluIzpoTvtbfbue02XYZqWb1XW5vJM8+U8uKLxSxZkklbm42LL65m7tyCsONv2ZKmZvEbPDiJyTf+BxH30LSqqopFixbx5z//mXPPPZcJEyZwxx13sHDhQsrKymIf4HekHlE8pRob4QVZiJSRIfryAQNE5FmZLMVtpFz0FsFg8lYilVS+K1YoSbTICHRDdTVVVVC7IoM37lvNgDIf6ZlpItvOVVfBbbcl9ntVVWrq+PUMMmy3guCDs2iQ03quGjiZWUd9SmOj4PfWrlU5goi/HRHR5FegDgyz5Am3OnlNxoq3zsuoxS8GB0W+xuSFP5hA4RwSKn5dHfj9rCveWc0U5JQ8PPGnBWxttiee4SoZcLlgzz3DlVIQ+2R13iW9XtHxO9u3QF0dOTkRfNdHaX4YY/kVQL0mmVKvaVhVJBiUUlbCDZMEd8BBOyJBQJm0JTG1gG7ysRjtnH9rKhGTFiuwwDS9XT8eiBlJlRiqqqKSUqEeWQZSymryCadTLETY7eDzsdkmJsDZGX0LtwBE26zDQbynvq5b0tr340fDrFmi8f3Tn2h6TmQAq6wkcpubSJazGTNghx2AEFLK51Prnz9fC4m65Zb4fyImlCQMBx5oStzqSSklu91g1gIh9aW/ELIQo2TSzcv0xlad6jBmjPY6a0S4Z1Me7aqxvKqAThacTmFsrpBRaWmmGemU8YtVH2QaGlRSaiuleGQyJamh0xsjkLIj5Qy4Z5zBWmqYh4hmOI/HjPtJEbLjHn88FTbRx53Gc5zKc5HLsGlTIiW3jpAQUVUphSck3j0cilrKNIQvWdmNoyAaGRQKq6SU0xkkN1fx/0mOysgKFBIhmlLKZrOZklI5OTmkhRjvKyRAspRSiiImVvgjgCOKD2xeXh4VFRXWbGmqqrDppPsKYWjVl8msfkQiCftLKRWJlOozMRXSnip8bXGxj3/9azUnnSTk1rvt1sU++7Sz554djBplPaJDT0ZOny5USzvv3GVQ0IGW3TL0PJXwPcUsH+DXXzN55ZUiPv00j+uvH6gSgwr+7//EIn9urp+srP8d/6dUIG5SasGCBTgcDk4//XQeeughHnnkEc466ywcDgcL+jO9+O+IjCieUuefLyKiQJBSI0YIb44rroDyQsHWNyoDcGXV0Goa8lgIBlnOSB4JitU6g6E5aGa7c+bAF19Ezu1rBZWV5qSUldXJ2lp679diW0ptTVz80xmUbq6lrMyCuGPSpMi55GNNxOWB4cn8ExByfz+25KSQ1inomt1CalqU0Z18o3MdFMVPQuNVubwzmp9SN2WU5CBdfFHSqmSfcMQR5qqjWPdK513ilsSJZHjaopMNumNOYKHho0zJHdOzRf99Q5mthBsmA+vX0+vQBneZw+SMWvESoroV5+Gs4iKEsdhvjI6dmU5RCmZnR93tHabxWJ1Q2ETz30sYkyZRZG/HiXbwA3XEjjfEu0XJSqrCymS2ulqoI/LzmZ87nT19wuypsTUJD05I6vnjeFn1+Nq4PknGIGaorYWbbxbn39ZGd5fsDdGxGR57zPw7FlRxppCNm8My8MlqEMWf4uyz4a/hSQ2TgxkzRGdtQrbqw/ckuY8eglhZNqhBktFvWEFInVQsAApK4ptojtYlSAsjhCsrkQgaQ/iSqThasEDUF+XmZmSEZaQLBrVIRcuk1MaNFNGMA1EX1b6iv0IrAe68k+elkwliYz8+YgQh/lNpaebZcV0uKsZq5N/rRFG8LV2a2r5kgLEdVEkpm1/LeBABUUmpDRtS3gfGEzZnlZQCKCnRQo36iniVUtFIKUmSwozDI20vLRV9ejLOATQlUTQll4JoKii73U5JSYk1HyWPB1t3t+r/alUppcDsWkXy/1JIKSvnFwtZJqtuxcXRjc7XrFljut0y3G5sOlWndj7G3Ww2+Pvf63jssXURp1Nm0CulDjxQ9Nft7XYWLxbnWlBgJKVCwxQVo3M9fvstgzVrtLpy3nk1qrJPH7p39NF98y8oikGu/y8gblJq3333pdnEOKKtrY19k+b0+Tv6hCieUvp5W2hyibJcMUlqlCrECnuofL2vZUpP5/lczV13jHN1+KTUitmuFTQ0UC2TUhupEqnVJcnahK6uju4erSPKLMqMz1DV5YJTTjH/LMbgSRlgV1OHHR8enGIQm4yBt05Bp5JSY8pTY3Quo0KOVmhsTMCvXS7vQq+Woaxol2EpLW9cqKw0V0rFuleyiiVos7M5KL6X4/RFJ391x9ybzw0fZQR7YocMyuGGEKKUSoXhrhkGDcKdoSlsnB1bDSHFlhFCiIxCrHIvY5R5+Ioe+nYxyurnh/aD1dcpWfx3uZCuvMKglrqWW7iem0x330gCxILyrLe08FSLlhkrKfzzpElyujsBCbiJGwDYsCl1aaRZsACamkRDEgjQLYeIZb35kkiRaoZYytRIkNVgyvOtklL5+TB3Lr6vhKHVqPyG1BuazpgRVl8P5W324yNhcF5ZCRkZDDFTSvVHds3aWnjlFcOmZsTgOj/HetgShCilQudLDQ0gSUavSKt9eizU1sK//y1+1G4XM43ubtFf6/qbVatgyxYxgVJESFZgI6guBqi+Uv2Mf2eeCsBJes9OBbKK3QyVexqJnDbCM6ACYsEglX3JwQcb3qqk1PFHxhwTKKSUIbu0Aq835X1gNIPxUFg1OgdtAt3Y2HdCp9fiCowV0sdms9HR0RG2XZKkMF+i0tLkEWsQH2njcDgYM2YMrr6OKdvasHd2JkxKmSFStkZlXS4eoiYSQlVroIXvmXlKAfToknwkBKfToFYPzYrXV0yd2s7gwW7GjeumslIzLVfC9xTPKCV8r6PDWB/NPKlWr3bS3q7t9913ORx66Ejq6x3cdVcFwaA4hwsvbAz7rlVUVVWZkoT/a4h7BBkMBk2Z46amJrJjrED/jn6CThHzWv0u7PvLQ9Tax9NVYox3CmWmy+TGqDFYomY4SZpSSg7f+7p1LAAT+Ilj7a+mVKVTRiMOPASxxTcQrK6m2ymWQdMlD2mtCUygn34a9t9fe281o5s88LYToAqxkrqeQfCvf1n/7UiQFXQd+QNV9Vj5qq9SukqoRPT6/WI+GRfk8o60i1CVKelfUPbrp9tPtpyGBsr1mezA2iRJVrF8k70fbRTgwMPQ0o7o9Ut3zF34nhydH0gmFgYJcrghmHhK9ceK/Zgx9I7dGYB03EhbtJDiuBCiQhzNbwC8wRExyfPv2kaxwTFYxOCahBYo2FI2Vn399NPxFc8y7riDAQO17rc8u4v/2/87NTRJD4NSyqoyRKeW3ZQxWN389v2JmLuFwOUyhJOCFma8sTUr6R7OKm680fC2WzYtzlr3a+TvJFqYkSPBbjcqpex2Qb4cdRT+5aJNst97twgpTDV23NHwNh0vHzGVR7lAPL+BAIPtYhHmn5zCvnxCAAlOOin1ZVuwQBhl63ACLwLgsVlPqw5GpVSkjOyKh5lqdp4MKCHVig+bJIk2IsQ/7b77xP8994wpuNQgq9XCzM77S8WGEDEt6R6OAw9H8Lr5Ti+/bLpZWVhSEJEkT9mDL0MJrwQ2UEUQGzb85B19QMyvqkqpzB3Md1i0KEmFNEeOaWYcDYGARjYoYWyFhbEJXU1lZF2RGCn8qqXFmkGzx6MYRpsfRwnbi6SUClUn6Q3bkwErpJnD4WAHOUQ7Kebd48aR1tysPgMKKWX1nLpMknR0d5tn1ktm+J6ZOi4WodbnDHxuN0H5mov1peSGIzocQd54YwX/+MdqtW61tqbR2irOZ9w4cV2zs8yJ4vT08Hq9erVTJbX0uPvuSl59VcwVa2rcOJ3WiNDQZyArK4v8/Py4EiL8t8IyKXXkkUdy5JFHIkkSp512mvr+yCOP5PDDD+fAAw9kjz32SGVZf4dV6BQxf918CZ969uCQln/ydbuxQ163zvi1shzxsBpUH1Y9TKzA62WNvIr7gP0K0ohvFTUuyFJ/hdjZSJXoMKyYWrpcdJ98LiB7O0kSXHZZ/BPoDz8UIUVWM7opkBt9JfywjmqYN6/vZIw88P60dSfcZDCcFQxv/SGlnlIOh+qxGr/qRFa2BGUS4qaaZ5KbAjwJUJQUTRSLVOxWOhX5+fyhXSy1T5Hmk/+HEZbrlxMPx6ApEzLTvOahF6HYdVcgRCnVX1i6FHetIEQyJI8hpDguyNmsFOjDmFauCEY83qpVsPtJwxjb8BH+zVujMqT1DhH+9I9/WEoaljCKJmphVuUfvUD6jEPU9gogDyE9N0wC41B70tMDeXlslTPFvV94PDtmJIGUgjAZizLh7vWnq547ScUDDwiJig4qKYX54B2IrUyNBNn02kBK+f3w1VcQDOJDtElpQQ9ccknqifIrr4z+eSDAEL92bz9lX6Ee7OmBM85IbdlCSG0/Nvzy9ZmwR3wrv/qMwGFCgcpKc6VUMtRgupBqT1oWfw7cyfzePxrGPj098E8RVc+118Zx7MpKsNnCSamffup7uS1CEbJN5UMKaTXfKULfFUpKhYUT67+fSmWezoj+e9tuAOzAr5YWZVRSKm2U+Q4pNmmP5kvk9UrMmDGcY44ZTn29g4ULxTMzdGjscXciKiOzSBeAgoICS9+3Gh5XWlpquj0jhG1OhFiLBitG4Hl5eX0nV/SYMQN7ZqY6dleInZaWNKyI5BobwxU2kUjCZJJSJSUlYSFjsUipTJ1KOiE4nSoppaikILkeWTabWEPKz/cbNLxfYwAAwOdJREFUFFhOZ4C8PEE65eaak6p2Ozz88FrDtvb2NDX8T49PPsmjp0ecy4svrgr73AwjRoxghM5uo6qqiqFDh2K3202J3P81WL4C+fn5KpOXm5urvs/Pz6eiooJzzjmH559/PpVl/R1WIa+Sb8wbzTI5bXxdd2nYBCtMKWUWigTJkcf//e/Q1aUOaAYVdiXmKWMVsuLIQEoBzJ4t0oTHQPfRIvwuqygD3nzTmAUoHsST0Q0EuSB32gZPrGSEWbnd0N1NY0CwRKNYjtSbxJTaEaD4Sm22nkBDQFb8dfvEyltWZ2NiIV+pQmUlJWzBhp8gNm3lPtZkQ34+12aKWBVX1prYBM2kSYYH9lweV19LA6riIkwVUqpfs++tX09vjxgcOO1eQ0hx3LjvPlX+PUBH4nzl3zVieu/aWjFnavdl82D2X7nZcbMgEUPQLBXz9UahKB08OP6ixQN9+5u721iYNIkBadpDongEhSmlrECXWKLNIwaRBf6m5D07Awca3mbgpkgmC+pmf5yc39AjxOQYNFIqm/BVZkCE2lltd0Mh93lhnlIy/HLdsSPPOEJUXEnHjBkRMiAgnoX0dNXoXMFS5Fi4kNC6VEOvSn7kkfi+63DA0UeL6rX33iEfyqvLBqVUMJgcJbeSGMBm4w3vwdwTvIIpgY8IpmvHXrhQEGUVFTBlSpzHzsgIJ6Vefjl5ZKaZWbfOvPzf/xabjh0UJZw1AoEbyjNFDSdOpnl7KJxOcU6BAN8HRObZXWw/WLr/Cim1prtMKAhD0S9pQ82xeHEmq1dnsHJlBgcfPAqPx8bAgR7GjYtNtimmzJs3Wyd0Nm3axEYTdXS8nlKRVCFKwquSknAloyRJYSFjii9WfymlJElKLiElw5afr2ZtVVRugYBkqrDpC5LpKeV0OqkKUWwqIW/19el0doZTBF6veVZyqwi63ergR3+oZIXv6WGzaeGIIHyklFufk+NHksJ/02YLsuee4aGTgYCEzRZk1Kgedt+9kz/+Udtnv/3aIpJcehQVFanE06BBIlqlUGdOGJqd8n8Rlkmp2bNnM3v2bG644Qaefvpp9f3s2bN5/PHHueaaa0wbod+xDSArYha3mk9AnE7By9x1l3F7Wa7oBMNIqb6ithbeeYcgEr2KD0hzvRhMp5hgCCOlABYvjpmpS1HOZhVm9K+HkS7MqhoxYVeN2vsaZvXee+D30xYUq3b5tJlmF0o2KnJE473p+zgHfi4XXHqpms4+29aTmGItVWhowE5AnSSpJM/rr0efbMgqlu5MsUKVm0tsgsblgrFaWNlufMfZPEExW9lzrDXZvQIlfK+ZYtwhptopw6BBuJ2iw80I9gqGMlGC0eUyhDOdIxN0qxim+qJ0dMCvuqguZVIGcEX7DdzgvY7XOSLs0IsPvgqvz8aAAWGRO0nHlVdqIkxJAlwuBrq0AUqNQ0zwtlBmvE9WFRZyGFKbnPEwX4rhuRUPTCawSlbIxS8vDfuszzBZnY2plNp99z7/bCRSSlVKKWrfUNlxKrDPPubbfT5wOCiTtho2r0Beje3tTa2SK2SVX7kv+endCfmevPKKyHAbJi5ZvhwCAaNSKhiEp54KO0bcqK4Wi2R+P18HtHqzEk26tXix+D9hAvH5iMmLK2GkVGdncryMamvh66/DC5WXB5MmsXw5/PKLiHo+/KUT1ImzAVOnRiRwLYfvQWpDwV99VZ3F1iLGADuz0NKi2qBBYrjp9jvMrRwWLtxmtgBmCoyDD261VMcUldGHH+bT02O9UjY3N9MWog6zSkr19ET3vIoWDidJUlgoY38bnUeyoOkrbC0t6rPlcEBBQd99pcyQTKWU2XWorPSqWR3NyE6v19unMLNuXaiiXikVJRFin6AnpfTXzG5HPU897PbICZorKrzMmbOKJ59cy0UXaQuIRx1lbQyuVynm5+fjcrkM9yAV9fI/DXFrxW644YbfvaO2d7jd0NXFl/LgqgyjROXcc0UIfYhNBWWDRedoIKWSIcmuqwO/H1+Rdtx0PHDooakjGGTvGYWUupiHaEaXLkfR4UeASkptC985OczKNHtgoqitFfFI6DIj0SIGeakkBmfNoqL2IwA23fPP+P1XZs6k2yYGMVk3/DlxxVqqYLOFKww7O6MTTPIkpbdLDOoyupqsETQhPj6Pcy6NlFGZE24oagp5RayQFjUTVCNl/eJtMve3sfwt+H8AOP1dYiKbiKeUgmGaYa2BvJW18gccADvsAH/5i9jHTCxSK43T3kgS7L8/TWf8GYCamjgnnglgt92Ejc3dd2vbBu6rybord6smHTHhMoRaWlFY1NWBJOEvr6JVbvfy05MY+jpjhmYYJ2MYQr5e35KC8YHebEhGTFLq3HMT/z05VMyyUiou6UyCiPYblZVIRxxu2KRmGvP5Uhvy/P33hrfqfbElnrrSdFIgT6KVRQD1nsyfnxxCQSZxH+ccddMPv2hk6G/Cvo4dItgSRYTLBTvvHE5KQXJInLo6keQhtMGSTdrfeEO83XdfKNhjLNx/v1AR2u1iQerMM+GDDyIePi5SKlVYuhTeeUd9q9z7qrRGS4tqDodo0yFCBj63u38SfpigpSW8sp922laTPcNRWKhNqr/7LrpvVShCMwJaJRoUI/aMjPgzrQYCgTCllEJKdXfb6epKLHypq8vGokWZrFmTHlf2vWTCoxuTgKY4WrvW2qKvXoHUGiUGPhWkVKhaKlZYaCS/KysI6khx5VwgNUopgKIi7RkJrRNKJj4F6ekBU6NzBXl52v7jxvUwd+4K/va3evbay9yU/nfEj4RagDlz5nDsscey++67s/POOxv+fsd2gIYGCAT4FaGs+Cu38TAXqB/rfRv0KPPUAyZKqb6abMuhJO4m7cF15jjgoov6dtxocLlg6FBGoPlsPITu9376SU37bYZtSkrJMHhK9RUvvaTmt1eVE7SJbRGy7vQZtbXwwAOqMmeTu0go1OKYQPju/zsenxi0Zd3y1/4xFbYKOaNdmHG4xxN99Vb2lOqR52yZXVutETS6OHQQWc9sBMO2R4RMLtsIqkRa0jI7RoHPJ3H88XbebBBka4YjkLinlAIdIWIgb+XtStI1hfAxU5z/wlg48kgRevXqq/Dhh6rVVKRIqWSjqMg4AddHxaVXV1BlE6GWhhA+K6G8CxZAWxvzNwoiM4suirLdySWgDzeSIAMR/Ud9ewok6CbEaVRSqqYm8dA9UEOuFFKqgzyDWk0hpdLwiQn+nXcm/ltWEWLyb8CKFXDzzYZNhkxjn32WmjLV1oZlPuyR1dCZDusZxyxh3Diw2dTnfQ2yJ1tvb99Jt7o68Hr5kYl0o5GqKxZrIVSKpVlCzeURR6iklIFgTsaCgOKHJUmifiiGKgceCKCSUurjOnMmfPGFsCX44YeYSrNQUurvzOQJzjEPg0sV1q83mOkrofIl2T2W2zTVVyp9TPiH29BguK1NtCXDh/cyeXI78+YtU31vYmGnnbS2r76+b1ITK6RUT48WjhapjPrjDAwJ81agV1NlZwfIkk2nE8kiuHhxJrvvPpaTTx7G9OkjWbNGkEChBES6LrlJKhQpwZBnedgwMQZcv96aGl0fUllfXx9xv95eUfb09OSRUvGq1+LJJhn23XHaYqBCStlsQVMBZzKgeGRBeJ3Iz9fOY/ToHubMWaluu+eeOjIyAvzlL1pIcmjI6vDhbo44wpqqEaBGYcajlrefBp/bKeKuBrNmzeL000+nrKyMhQsXsuuuu1JcXMzq1as5OCRl6+/YRpAbN0W+P5LlajYcCMusq0IJ32umGC+6xigZJtvBIB5JWzFItyd5wGoGl4t9ma++fYVjjJ+/9hrMnWv6VZWU6tm6zWTdSVNKzZ0Lt96qvtWUUq1igxKXkGzIYaQV3asB2NydI6QhVicQtbX0Pqh5J2XSEzeplVK4XHDQQeZebNG8NWRPqV6nIAczch3WCJrjjw9nSbOyrJs5yz5rEGJ2nkofEGDx4lI1ZS6ATQqI0JK+mNbr8rEbyNtNm8IMkjs7obwgnCSstY0TKgHZ862+XhPXbKtxgX4M76gopqpQtMkGdUKsyYMuvf0ySSiM9pM+If2Eo5KrTA1RSqnt1WZH8p9RWbmkR5dMHoSRUk6niP/qC2Q1YwGtakZEvVpKCd+zS0Exwe8PuFwiDskM3d1QV8cjOzysbjKQUqlqM196Cb2Tr5c0PkeYQWXlJnmWMWMG7LILoxD+SUsZI4iR3t6++yLKxM5zgT8ZNi9fr5kyb5XFKwm5VFRWmiulkrEg4HQKIsrvF6q4QEBVQTU2Cm9+gOnTdd9xuWDaNEvtgZkQ6Vwe5yFMVMtm3lbJgMejLqqBjpSaMs5ym6aSUmMPNd8hxYszkaCQUscf38xDD9UxaJB1zx6HI8hppwm2tL6+b6H4kbLy6fHttzl4PDaqqjwMHOgx3UdPcBQUFFChYzUVwirULLuiQpzzpk3xE2sff2xcBHnvPTGuCiUgsnRjp1SQUjkhbXNZmTgnJZtiLHSEZDA1Q3e3RHe3qC96siVRKNch3OdLyR5oXvYtIUlH4oGvslIdwyjhe6lSSYExfM9QJyTJoHwaOtTNkCFanT7wwHa++eZX/vQnLSlOIvVTj2gJDxTEytT53464Rw2PPPIITzzxBA899BDp6en85S9/4cMPP2TmzJlhMcqxsGDBAg477DCqqqqQJInXX3/d8Plpp52mmtIpf7vrfCKam5u5+OKLGTVqFFlZWVRXVydUjv86VFURRFJXEoeymkKpja+vfJV3342slCo6aFdscjiCId1yb2/fpM11dZCejmeIWLWXCGBPt6c+i1pZGcNZqb7NwCSc4PHHw7cB3W+KkLOs334So7ltoNBRJnmbKcdDgo3hyJFCDaKDQSkFYgU6FXC7oaODiqAgSRuCFWK10+oEoq4OX482QEsrzN3usu+x777hSqlYkD2leuyi88nIslk7L5cLbr9dkAE5OeL/HXfERzTYbCBJRrPz+fNjfKlvWLjQSF60eTKFsqMvoaMjR6omBHryNvjBh3wy2+jvs3YttHaHPz8r/UPwVmq//9BD2mcWxucpgX5cm54OA0aJOmJQSsXKOKakt+/uZl1AHHCovS75JlkhK8NKqHQDlSI0O5lwOsNUQqZKqd12M0xeE4ac5VHCxFdKkrTwvazU+vGFISRExIDPPuP8ytfZIBOYaxmihayHhNglDSGZvC7nPq5CmFVmFvUxS5MZ9t+fsfxKOm5aKdRUxD/+2LfjysROZ9AYerpikzbh7RMp1dBgaHNVlVEyFgR0Wemw28X/QADcbt5+W8z/Jk6MzGcmitfsx4Rv/OCD1BCgmzapjbIfm7qwVvQHk1C8CFBJKUeEDHwpXpyJhPZ20Zbk5ydGMlRViTHShg19I6WsKKX+9S+xWrPPPh2m6pD09PSwDGIlJSVUy/28Qn44QgyE+kJK6X2JADo6zA2BQomXZCNL5/kJmgl9IuqvSFBCJ0EozJKF8HsW3Q8rUU8pr9dLg+45UxTsycy8Fwo9KZWebrxm+vA9M480u924FhZPQoFQWPXc/l/PwBf32dfV1bHHHnsAgu1W2N2TTz6ZF198MdpXw9DV1cX48eN5SD8bCMFBBx1EQ0OD+jdv3jz1s40bN7Jx40buuecelixZwrPPPst7773HmWeeGe9p/Xdh0iSaC4bSiWBla2z1UFjI7qeO4qCDIn/NNs5FqVPczzBfqb5AXnV2twsywokbKasfsqhNnUoGbl5H6NbbyCfsTBYuDP9ebS3dH4jV78xMxPn3p0Knqkr1M8mghyA2oZZ6++34jlNYaBqaZ1BK9TXMJRrkiYJhsqrbHhPV1QQytNUtW2vz9pV9D6CyMlwpFcuHTQ5nVTylMjevsU7QzJwJH38sfIU+/jg+j61JkwSZFQxqIZVUwFtvpbRu19WJdqhSEpOyW6XrxAd9aVeqq4XaCi1srIcsmrvS6V5oXK1fswbcnvCuzoeDVTppvd6rOkQE1G/Qq7slCapkbwcDKZWWFt1HRfYUxOfjS0RfPdr/S/KzbE6aZHhrIDrXrUtundKZHAMEkOhRSKndxsHZZ4swMiVuMxk48UTAhJSqqsKXIep0moP+JcmjherW18OIEaoiB+A7RMgsW7ZEVAX3CTrFYgc5BvXM+q0piH1fsQIHPmoQD+s6atTtfYLbDT6fSnJdgFCcLd+QpTZTfSKlNm6knM1IBPDh0Bb9kuEppSilAgGhllIIKqeT114Tu4RE2saNdevgmWeM2z7zm5DcHR2p8WbSjX3EOE7Octa21vIhVFKqLoKL8aJFCRaub1CUUmbhcJIkhRE4oRgwQKg7Nm6Mf8Ks9zGKpZTq7LTxzTeCtN13X/OkGcMjrHjn5eUxbNgwVQUSOvHuCymlJ2r0CPUG0ocM9iX8LBJC1VcKKbVqVfwLF5F8m30+xUg9YDlkzCoyMjRVaKyMiLHqZCS0tMiG4HLhFUIxlXyh1fC9SNkkAdXU/OqrE2+vrSqgfiel4kRFRQVNsvFGTU0N38iDwDVr1sTNnh588MHccsstHBmi5NDD6XRSUVGh/hUVFamfuVwuXn31VQ477DCGDRvGlClTuPXWW3nrrbfw+foubfyPhcvF2rP+BkCl1EBGZaHwTbGgqCirEI1EUs3OZQ8dT5MgvNLx9M3k2CpmzICRIxmDyAa1gpEU0MptXKPt09wcPnmqq6NHjtvOCnYLcqc/FTqTJkF2NhKaefAKRogwOysTi9paUeYIZokGpVRfw1yiQZ4ohGVAtDqBcLkInHu++tYmBbev7HsADQ2Uy6SU6hUiSbFXXYNB1XslA3d8BE0coRdh35NN9A0EgtstwnBShI4OQfw8k34eXVIOJ0n/EtfI6038mXK51AlxBm41mcMrHMNVr0w07KoYFJvht+teUF8rivS8PM0gvb+h929Zvx4G5ItMNYbwPa83OsHU0ADBIF7S+IE/ADA1+EHylQAul4FF0ysGg5C8yamcvRVQB7OKSgog66M34Yknkt8uyOGuoaRUa5eDbklMGuzpaf1Lkk+dGvmzXXaBqVORgCMQ/cQydKqQVDzjOp+WnzB6ilq1uosL+aLvGsxaQOcrJW9PGPIzo4Q8Ho4wYmrtSqepSTTPSvuQaGivA59q0m6aAS5R6JVSDodKUNVvkHjvPbHLMSaipnhQXQ0nnRS+/R+cbNwQDKYmA9/nn6svW2T1XzadpK/4xfIhVFKqLcIN3EYRFm1tYkZuppSy2WxRs9kBDBggCISNG+NXSunNzmPN3xYvzlTD8HfbrSvs88zMzKgTan3IXiSlVCJKFIWUOvjgVsN2fdgVGAk4d7IXaAgnpRSD7TVrMixlRtR7XkUiCD2e5PlJhUJvdl5cLMoeSSnl8ZiHbsZC6DVKpml7JEQM30PLkAjgdEYmZc8+ewtvvbWcE09sjrhPLFgJj4XfSam4+ckpU6bw1ltvsfPOO3PmmWdy2WWXMWfOHH744Yeo5FKi+PTTTykrK6OgoIDJkydz6623UhZlGbutrY28vLyoUk23221olNrbBevv9XoNDdd/MlZMFKOQmlEZeF+eB2PGmLv9hqA0owPIZ6NjIN40nfx+0yZL3zfF0qXw6690VdZAPaTbfHh/+UWQLGNMTCeTiUsvpeTyG1Ai99rJ5/+4jT9nPqDt8/nnxsxmX35Jh08OrereinfzZigoEIYvumug1JWk15lRo8QE45tvGOZezS8BF0sdO7Bf2gL45JPooTGPPQZXXSVem6RRB2jtLYQgZC94O7X1vbgYMjMpCbZCL7RSSH1GDWVFxUgWf9d96ukgkrbhf2Mufov1uN8gSZQ5m8ANG6QBeDMyxcRZIV3MsG4dZGbS5igCL6QPLsMbyBPbR0UILUgWRo2CL76gxNcMXthoH4A3PVMMyFNwXb1eLz09oi3ODLbjyAjgxalpot3uxH93yBB1dXtg7wYag+Wcz2MQ4im19P21wGDyaKMd4+T1lw25HOL18t13Eh9/LMr54os+CgqC27CaiYF5MBig3L4JcFFvG4TXabE9liTIzmZlcBieLieZdDMwuxFvtDqZKN58E+SQ+qJgO/SCBydbMioprK1Nzu+tWyeWUvPyIBDAj52RXUtRZK9pad7U3CtJgsxMit3N4IdNjirW2ofhavuZLiXM64hD8Y4alfB5xt2HHHooHHecuO567LgjXHiheF1dzdCNa8AHa+zDxPMNwncq2Rdq0ya1n1npGwVeQRZMrNnCNX8dhNeb5MlGRQVkZlLtqQc/rEobgdeRCRs29O3cJIl3nTNY2ytIrrHZqxjUvZ71wUH88IOP8eOD9PSI57KsLIH6ZrNBZiYVvZvYEixjffpgxtpXCKV2X+9JerpYhPJ4NHIqPZ0nPh2G3w977x1g2DB/n39GNNlG0uAV27Gc4Jxj3NFmS1o9U58Ph0OtZ1sCleCGQqkVr89n+bdE+KKDTb2FtGYUky2FeNEVF6dsbOHz+SJOStvbxSQ0Nzd8H5vNhs1mizqhLS8Xg9uODjutrZENyM3gdrvVa+zz+Qj4/RHTzm7ZIsix3XfvIBgMhK2jBYNBy+2YJEmGcyorEyRHQ4PD8uRdQXe3KO8f/tDJu+8WqNtzc72GMPz8/Hy2ynJHu92ekrFvsKeHoEwMDxmiJUlYvjydHXfsifJN6O3tpbe3Vy2b2XVwu8VFdziCBAIBdZ94r5mC0GugHKewUNyPrVvtpsf2eDwJXT+/3284ntI/2O3BhM8hFgoLdRYgaeJ38t95h7ZDDjEQwenpgahlqK7uJRhMXOCflpZm+ZqFlsPv9//HcxNWyx83KfXEE0+oF+y8886jqKiIL774gsMOO4zzzjsv3sNFxcEHH8wxxxxDTU0Na9as4brrrmPKlCn8+OOPOE3CF5qamvjb3/7GuTFSQd9+++3cdNNNYds/+OADgxnefzLef38Y4MJR2sW8NWtEDIsFeMsmwjJYcPLlFEw/wvihLnQybtxxB6tW5cMVECzMYt4dd4gyWSxXwqiqgpeeJON4H729WnV/6fFXycvTsf36c9t1V2qnjYXXYdO0fZh3+iNie4Tyfvjhh8kv9yWXwCWX4HxhFLwCt+bdwtCnJ4WXNRTV1RAjjLb5lEpoh4ULF9DcHNtcMWEceCAceCDBIOSc7KGzM51BvWs5ZP1qzrZYl1panMBB2GzBuOpxv6GqirV3zoRLYW3OKOb9U3fto5xj772PsfJEsXS78dojmVd0iDCp7cszZgX77w/770/Dl1VwNywZti/z7noxZnn7gu5ukQVq0V3X0TrYRPaf6O8ee6z4Axy3V8K35rstbBJtur3QCbJ6vKCgl9bWDD4edyzvTdnMF19oDuNr137GvHnbLsXv3/5WzNy5I9hzzyXUNQlJ/YqKicx7JOS5jnTdqqrg+edZvrwA/gLZJfDeU/+M/p2+QNfeZJ/koasrnX/f/U8GDepM3u89rBl4v/9+DQ2PCqXJqFHNvP/+55G+1TdUVcG//kXXkzvCO/D19LPpcM2g6yYttOKnsmJsSTjHuPqQE04Qf6FQyjFrFu1vD4Gn4Ltdj2beVTXh+yQLEyeq93/+KyPgBdh9vyYuvngxbvfi5Fc3+ffcc0bA8/Dl3icz7xJZIdeXH6uq4t5dHgS5Kv3w/H0U3pDB+sVw8MFp7L77RqCKwsJePvnk/YTLnXZTOSyED869Ef9+Z/S93AqefNLwtqcnjQfOEfd9l11+Yt68DX3/DeDxxzNpb3cyf/4g5s0byooRezDvTpPxRpJv/Ie62MGFC0vhJrBX5zLv9NPj+q3s7IPp6krnH3f+m5oak7FPqvvfEHg8Nnp6hKdnS8sqvN7EIjzy80fQ1pbB999vYehQ89C6SFi+fLml/VavFuMVh6ONNRHGYb/8Yl25ZkQnMIgffsjirrvSmD59NU6ntRC75mYhL+7s3Mwuu9j5/vtKSkq6w8qofx+p/MnGgAHVbNiQS21tMzk5m2LuH6tca9fmA6Ow2byGfdfpvQfiQKTfc7vzgKFs2WKLuM/KlStNt8eDuroCYCTgTdk96erKBDnpl9fbJX5n7FhYswav1w2yNUJ3d1NK60Vfjt1f9TWV6O7ujr0TCZBSCnOv4Nhjj+VYeWKQbBx33HHqa5fLxR/+8Adqamp45513wlRZ7e3tHHLIIYwdO5Ybbrgh6nGvueYaLr/8csN3Bw0axAEHHEBeXgrSWW8DvP++uEd//GMl06ZNs/y9j2/7gc8ZSNE/3mfai9drH1x5JVx3XWKFWboUjjuOb7vHAfuQ176VaVdfLXxxUq2UAthvPwa6d2AlWrx79Vl3s4dd9h/Rn9sHH8Dpp/N+y83ACHZ45xWmfXEvPPccHHCA4bBer5cPP/yQqVOnJhxjHRGPPALXXEOuf09e4UOamjIZd/yVDLzjIrjgAvPv/O1vcM89MQ/tCQrp9bRpe2MhQ2nieOopuOIKAHZ1v80nTAHgnXeGMve2Tkv3XokEsNmIqx73G556iuarb+FSNtDR4WTK8aeRIbnh3nvhrLPC95efheVNxQQCh5JHG3+65FhBQl5/ffj+ycYHH8DxxzPcO4S7WUzd8kymnnQajpefD6vfyYBeKXXwVRcwxKYbPGVlCeVfom3A5ZfD008D8K7nAb7lHNPdPOvEQD+rpYn/czzAu/6DOLHrRc7kKdYsq2CtLuxhxIggZ501Kel+DfFg2jRF7DiZFafewnXsRdtGOPj4E7Ry7borRCIyli6FKVNI69gDmExl00qmnXlm3651NFx4ITz/PAADe39iGaMZfcVdTN6tR/ie9RVLl4qUsR0d+AMSR3RpYTavv57LsGEpahfk9muh92re4XryX/+Snd96E9BCqP/43FNMPeaShK9rSvqQyy/H94/NPMW/8X6zkWl6AutPfzIQfH3GqaeCnKDmPc/9wFh2+ewlph2VZ97+9RVLl8I++9DeeRjP8xy+z9Yx7Rv5/PoyRgFevuQbYCB/sr/AISefx7sVr7EYES75zTcitMXtdibWD8nP5Gut97OQkyl99HWmPXW3+CxSXxEPHnsMHnwQurtpdlZypO0tOjqcDB8e5JZbxpOWNr5vxw/BXntJzJsHHct6jfUL4LTTRFmSAPX5OOMMHD1CadLpOwrYg5qNtXHfi5Ej01i4EAZe/yzTPCEKr9xc0aamoI1sbm5m8+bNYdvXrRN9T2amH5drUFi/k5GRQa+FxA2DBgXk6MMh+HweNmxwMHmyuRl5KMbI51tfX09He3tEpZTdLiJUBgzIYMiQIWGf5+XlMWDAgLDtZujt7TVMtCVJXAePx84LL4ylvn4gs2atjXkcvx9+/lmUa/DgIg49tIVHHknnlFO2MHiwsYxjxozB7/cjSVLKQqQ2L11Ks9erJmEZOTLAhg2wZs0wTjghduKHkpISSktLWb58uanvVUeHbPmQYWfIkCEEAgHWrVtHTU2N5XMaOHAgTqcTh8NhCKcLBAIsk7Nn5uWJMVt7ezqDBg2J6Pk0Jo5nxePxsGrVqpDzyTKcTypQVaXL/GzLZsiQIQx++GHWXnghjY2az1NlZX7KypCTk8OgODJNLF261PC+qKiI8nKLiZS2UygRabEQNym15557MnnyZPbZZx/23HPPiIZsqUBlZSU1NTWsCPGk6ejo4KCDDiInJ4e5c+fGHNw5nU5TpZXD4Ug+ubCNoBDnw4fbcTiix6TrUVEuHuAmXxEOn05uWlGhNrRxY9w4OP98fLd/DQijc8cFF6Qu61soFiwAm5HVr/MMYDLy+enPzeOBLVvoRXSSub42HE1NYnuE809JvWlthd5e9g1+hAMPXtJZ0juWIa2tke/D1q3C+yoKfAuX0DtB3OPCQkfCt9QS9t5bhN10dDCSZSopBeBbtZFMC/dfsVOw2WIbfm4TbNhAWe9GMummhyy29BYylDXC++v888P3r6+H1lbaC3eDLVCc1oYjPR3++MfEn694IKfWHuP7hQJaaKWQ33pHsHOU+t0X+Hzg8Yhupsi9BQe6+un3az4oiWDKFDVl3kAie1M19BQAkIaXK7z3cAX38EtAZMpZG+LDsXixRHr69lPParIFAdNFDj29DvKRO/avvxbp1818lL74Apqb6QiKAV9xsAlHc7PYnoo2t6tLbXcq2MQyRrPVU4jjm/mRyxgP6utFWNKAAbzVOgVkO5N//Xkho0dP6GPho2DDBujpoUz2X3vGfzqH+N8y7OLsbMdRX9/n65rUPmTKFIY+dDMA9cEB6mQeEJk2k/U7tbVCWSIfv0HOPlqdthnH3oekpj0bNw5qahixSEye1gWqtfNbtizx36ytpalRxGXsX7QIhyOP0c3fAkYPr1GjEuyHxo2DkSMZ8LXw8HnEdx7X+cQ9YuHCvl+rYBB6ewn29HLE1if4xitItKuvlsjMTP59UOZuDVQQ7PGRTkhoRpLvvaOnR73Pm2Vvt4piX9z3YtgwcbnrBu+L4+d/Gj/s7U1ZG5mWlmZKGjQ2inlIRYUXuz38c4fDYcm/Z8AAL7W10NDg5KGHKli9OoMbbtjA0Ue3xPyuJEmifF1d2KL4V7W2imtdWBgwPZd42jCHw2E4xuDBPpzOAG632PbZZ3mWSJblyzVz7jFjPJSVBbjxRsU7UQmLzKW8vLxf5neO8nJsDQ1iXAP09Ijr+fLLJRQUBLjoosao3+/o6KCqqgqbzWbq8eXzieOlpwcN1ydULBINGRkZphFBwaB2zKKiADZbkEBAoq0tndJScwVfPNfT7/eHldHvF+/T0lLnpaR3MensFM+hc9YsbCtWUFSkhcmJfBGpKUNaWlpc1yq0HHa7ffuc/8QBq+WP+w4ceuih/PTTTxx99NEUFhbyxz/+kauvvpr33nuPzs7Uhjw0NTWxfv16KnWm2+3t7RxwwAGkp6fz5ptvGjII/C9DJryjZpA2Q/kgMUkLS2//0099K9DMmXT83x0A5I2uii9rWBKwMmjMCqKmkgYxUVfwiAjV60Qw6Gq6cXl7v0EeGEnA0YgVveWMjD5g0mVCivR552Btgpib29dCxoDLpTqsjsBIJNdvtNb0KKHV2633X1UVEloGuPXIqyFffmmefUzORNm0VQw4iqVm4ZXTX2bJcqYmGwHG8zMAvwbHRM/m1gfou4RcTMIl+pI8QE5kABgyjinYbTfxv6VXDt9DW3kczkpskjFu/9lnYXvrPrKnTSafViDE7NzjiWwkvnEjBIOqIXAhLakzIAbhfyfDYKDv9SbH7Fx+Zl5t2oejNgmVT5ltKyeckuJBmpwFtRjNMLeZIsMudmc/G51bwYwZDMoXz9omKnGjI14TSh0XAQsWiAdcbpzrESGwAyeWpzYZxS67qEbn9QzEq6yt9sXsvK6ORq94XkrTWiAvj5GB8AwJc+aEbbKOQYNIQ0zuNlHJVmTD7b4abNfWiuzADgdLKqbyjVdL9JAqcXFpKaTZ/ASxhY8VN8UOU+oLfkSc37Ch8X9XGQ+vdowO/zCVbWQENDSINqyy0txvxWazRfXQVVBVJcaw69als3q16MRuummAJYus3377jfb2doIxFjRbWwUhYmbIrpQ1HhQUFOi+q5mdx4PmZk1XEekapqen99u8UJIkw2BVMSYHePzx2PdR8d2JZDrv9YrjhRp2x4NI90mvmrLbobBQ3OdIZucQ2xxfDzOljJZ9L3VG53oopvhK8gB9Xc7ISF0ZUpHt8b8VcU/1rrnmGt577z1aWlpYsGABhx9+OIsWLWL69OkUx5mWpLOzk0WLFrFINqtds2YNixYtoq6ujs7OTq688kq+/vpr1q5dy6effsphhx1GSUkJM+QU9h0dHRxwwAF0dXXx9NNP097ezqZNm9i0adP/dCXo7obVq8XrHXaI77vlpWKiZhhoSJJIydvHFN9bW0RDkJuVGkO7aAi1GTOQUvqY+q+/Jgi8gghJLVRMaFKZpc4MI0aoFL+SgW9V2sjoKY3S0yN/BvDqqypJ4HDE3j0pOOooyM5msM1IPqxrtTaBUEmpoC+5KeaThUmTICuLQYgVcLVedXebT8jlTJSNreLil/g29U8mSgVKpiZJYghCPr8uMBA1d3iS0SHzUOm4cRKy4itJfZ/Qy6RnKCl1/V6fcPfdxl31pJRT8jK0QotxP+AAEYm03WHGDAaki7RfGwgJjYg0gZKz6BhIKd32pOPSS4XRMloGPjUTZTLSrLtccOmlvNAxHYAK22YePPmH1D8zkyZBXh7H8Iq66VfGGnZJO+6o7SsbqIziC49HQjSeClkEpGYlwm7Hn56pZq4btPfg5P+GHmVllLOZDHoIYNcWAixM3iOiupqmgKjDJZt/gRUrmCAtMuzy7LNaBreE4PermRwBapHrjbKCmCjq6oRarbCQNV7tXl9wyLo+JU2OBpsNKotFe24gy0GEwKWor95EOXM4GoBJU+LPI6/cv8/qBiexVIlj0yZBSpWXRyZ6SktLYx6nulrci3//2zgHW7nSGhlTV1eHL0asX1ubGL8XFJjPrUIzq8WCPpM6JEZKtchzil13jSyIiJW9MJnw+XwGUqqkxHhfrUxLu7u7Y5JS6emJz6Gi3aecHC2crbhYlH3r1uSQUmaeQkr2Pbu9f0kphZjLy9NuSIp81gHo6grPVhkN/y3e1okgYf3BihUr+Pnnn/n5559ZvHgxeXl5ccd3//DDD0yYMIEJE4QE//LLL2fChAlcf/312O12lixZwuGHH87IkSM59dRTGTlyJF9//TW58sDqxx9/5Ntvv2XJkiUMHz6cyspK9U+f6vR/Db/9JhZ9iovjH6eVjxYDs82UC+bC4RDaSr+/b6qGWbNYdI/wQBm7dA7MmpX4sRLAgw/CZ4fezWMIdspASikTp7lzoauLb9lN/Uid7O69dz+VVEZdnYh9QiOlVvqHxL4HZh1Oerq43i6XuiibcpWUgupqKCujusjYKNcFrHkPBJ55FgCbpxemT+/3ehMTLhfsuadKSi1EF05kRhrU1sLChazJEmzx4MxGoULsL8LN6RT1IRikBhHju44a+Oc/U1KGjp8FO26qkho7NmkT+iq0az2eRdw0+ZMw4aCiUgDA4WD0IK1Obs/h+lWlYrAeRko1RggFkGeiW+QwlyKaDdtTguOPB0KUUkBEM4oEsNwnYoaeLbyc43e2Zs7bJ7hcMHUqNoJMQCiFl2L00Ei3b5+LX9KAKoLy8O5kdGFKn36avOd80iTIz8cfkDjF+zStFJJBD8OO2DE5x48EWZ2qqKV25iehluoj6bo1ICbJJVITSBJVkkZ0X3ttEkjrsjLO5Gn17WpkhmTp0r7dE1lJSEsLr7XsA8DhWR/w8B0pTGICVFaIiWQDIe1KZ2dyFJIgro0Ob3MoHpzsYvuBg/4Yv8JMIaUWN1byLbuG7xCpTU0RGhsVUiqyUsoK2TN4sNt0+9q11hXQvVHURG63xHffCcIiWaRU6P6h18AKgaOotyKVCVIXkmWG0BClyy4zqgajETwKVq9enVKlVDSSTn+tiovFNY2mlPL5rBvzm0VSPf64GKOkWiklSeL4I0b06rZJZGZqv6uEjqYCuXFOuOIV+Pw3Ie67cNxxx1FZWcnkyZP56KOP2GOPPXjvvffYunUrc+fOjX0AHfbZZx+CwWDY37PPPktmZibvv/8+jY2NeDwe1q1bx7PPPmswC4v0/WAwyODBg+M9tf8aKJF2O+4Y0bMwIsr3EKudmykn6JMb+txc8ZeoqkGWl//qESqfCY5fhNy8H5UvTidMOjhbJXgMpNTPPwtCSjYbvRLNLHwfPhXEnC77S79g+XI1rFBVSgWHCvPdSJAnnZsp4wv21LbfeacaLrlFXqi1sPiWHMgqh5qsLYbNdf6BEb6gQ20tgdnPAWCT5Fys/VxvLGHwYMYgBs8GJcVv4eEfyqr2OpuYYA/O3iJWuftC+MaD6mrV70MhpdYyWNS1l15K+s91rBYpmHMlk5XMPpgSh0KvlMpB/FZpqeZJBkalFIEAY6q0SU1fIn9SjQEOMVEKUyRECvtpENdiCYIcGMUy0RE0hIc4Jg0yAximlIoVUmwFcv+xMSCOOcjZ2H/tgKwAU0hnfbIMgOpX7t3+2iMQhJGMr9kDdejt9SbvOXe54IYbeCX7NP4VPAEbfp4/Yz65u42N/d2+oLISbDa1/WqjgNc5Au66K+FDdi3fQA+yB1t1NgwfDunp/OvPC/njH4WXf58xdSpZ9HAWIlOeSjJHC8W1ArmPXeEbwj+aDwNg7J5FKVfwVQ0T1yusXYLkhcGFLC7/jDBsn5zxXULjUb2P8b84MXyHJJLoVrB2rVBMRyKl0uTyVMUgXAcPNvedUsID+4rvvtO8g4cNMzdej5eUCiVehgwxEmtbtsS+Fz09YgqbnR1Z5tKfpJQ+JBFg4EDjfd28uW/3w+MR55KennpSqqRElD0ZpJQZybZxo4OffhL1KlLoZbLwyisrOeCANv7yFzEGUszu9VW2tzd12W0q41wQ/F0pFQdeeeUV/H4/p556KmeccQann3464/rLsPp3WIIyvtlzz+j7mUFRVnlJp6VkhJit5efDZZclPsiRJ+KNyNk7Crr6dyKuYNIkqjMEObKOGm2g3t0NRx4Jzc2so5ov2Qs7PtYzkDT8IptMf0M34dQTad55UaTxTic4nUzhE/bmC16xHSfIRN3EUMkR0K+c7cyZlLz9LEMrNGWKpQy2dXUEesVgyyYFxQRxW9SbWGhrYyI/AvA+B2nbX30VzjzTuG91NXi9dLSL2pe/dZWYKPaXL43LpY7MFaXBOuQUjCEJJJKBjhzRGeeEKqWmThWeUEmCPizGjVgdttmgvFgb7BhIqfR0Rtdog+t+Uw4mgKoCIXsPU0pFYtLmz8eHnS9lYno36fvUm7LJscBhSqlkxAjL/YdyXzMKMvqvHZAnhYpn3EqM4dPlnvXbX3sE4HKxfMzh6luDF1aSn/NPPXsAcG7mPzhqfN/ThMeE0wlpaRTIXmsgK9jWrRNkZQJY1CXua4VtM3npvcL0OjOTE05x8NVXIhdKnyF74Cl1yRBW2VcSZ+ZMvpoh4pXT0/xc/+Yf+nY8C1B4kjClVDKh+H3Ks0eFABsyPi+h8ag+23A7Jpm2v/gi7mMmii1b0vjxRzEp32038/AeRXljlphJj+Jin2kI1P33V/DBB33PKL5+vWjHy8q8VFSYExHxWqYEQuKlhg41klJbt8YmcKyEs8VLlvUFZoTPiy9qGeesEG3R0FellCRJUa+HUSkVO3yvubnZ0u9uNGnfPvlEq5e33VZv6TiJYtQoN/feu56hQzXyNpSsHD8+PLwwWYiXGO1PInV7Q9xn3tzczFNPPYXP5+Paa6+lpKSE3Xbbjauuuop33303FWX8HXHA7YY33hCvp06Nvq8ZMjK0uc7mp96C556DN9/smzG5LC/v9olOJrurUcjN+9sg1uVi0B5CaddFjuq5AtBNJhfwMDdxAwAD2MBANogP++JVkSjGjVMHYpU0kEk3ftJY5y6PvKp6331s7s3jV0Ro2OzAKWJSqLvOigdpHNlJkwJpRxffLM7m8svFe0vzuOpqAk7hq2UjAC0t26bexEJ+vqqkAHhXT0w980z4gxgM0iOJ88qSeoQCrD8hG1Prw/cCSCmRC7V2yIaSks7k0m6H++5L6u/YNIqZbrLgu+8AqMzTBhpp+ATJIEmQm8sOu2qrv9szKTVgpAibMExiQTwPoaitha+/ZiUj6CWTLLrYIbgEcnIM6pmkQx50himlXn+978eW+w9PQAyOne1b+q8dkCuGQiQoKGEL83OnI2Vth+2RjBFH7sgAlUzTKbyi+RLGg9pauPlm6npF/zix9yu4+ebUK8eqq8FuN4Tjqr5SH36Y0CHXfiiIurGBX5BWrhBmeH1ZiIuEY44xJ6X6ilmzeONpoUq9KGs2GU+kPsxdCYVTjMdTApnU9gVsbKBKDUkunZyYGi8tDR59VLxeJw0O3+GXX4RqPsVoa7Mxb14+gYDE+PHdDBpkrnSySqhIkmYaDXDWWdoizRVX9K19+u67bG6/XZCBBxwQOWSyt9dcQRUJoURbqKdUY2NsAscKSdOfWctsNluYOZHL1cOUKWL8Y4VoiwbFOD0eUkrv3RWL7NCTaoofVjSlVGtrqyVfqY6O8FDilSvF/T/44FZDGF1/QMk4CfDBB8t46qk17LRTdKP/viBekqk/idTtDXGTUgUFBUyfPp377ruPH3/8kV9++YWxY8dy3333ceihh6aijL8jDsyaBe3tYhUrURskxV9lc94Ikb6lrwMzWV7eFRAT8Wx/e2oGfBaQ+cedKJMnTvoQvjeZzqNcwGzOACCfPmbE6StmzFAnOxIwFOHNs4ph5ubBc+fCxx+rZrMgS93dxtWnJjmRVDKTMFlFaSkcLi/eWyKlXC4Cp5wGgC3gFyOvbVRvomKnnQyk1GxON37+0UfaQLeuDtLT6U4XhGhWSZYYePen2kImWQdSj0QANxlCxZgC8nXTR2KCWiHpvBX8/uSFEJmENXSTJbIfnnEGlVsWq9vt+IVPmyTBGWcwbob2rJgkhtluMHI/MeEONdnmrbfCCYC6Omhv5yNpfwD+wA+CsDv++NQ+N/J9UJRSjZQJojNSFsp44HIRmHkpPsSAPt3m6792QB5Mh5JSU/iEfTreSv117QtKShiOUC7p+4WkNf4LFkBrq6qUqbJtgtbW5PkJRYLLBWVlal0DWKEo2H75Jf7j1dbSNu9LAAozewQ5n5EB++6bjNKGIemkVG0tgfsf5MMeoYw8LvvtfglvVThug4+iAnlRoM/weAgGYTfPVwxkA58jfrQ0Kz7jYD2UwI5VIaG4gCAUFi8O355EfPNNNnvtNZZ77hHPzSGHtEbcV5mcWpn477STdk2SpfoIBOCqq7R6qpArZoh3Iu1wOAzG2opZuwIr/ktKOFs0kqY/jc4BU1WyEgpn5ZyiIR6lVGZmJjvssIMh9DPWPdJfq6Ki2KQUWKubZmF+y5cLD7P99ts2gy/lXCsrvRGVislCvM/G70qpONDc3MzcuXO55JJLGD9+PKNGjeKdd97h8MMPZ9b2ZkL8P4jZs8X/owd9i+2NxFZ8VFJqc5IKJaMrKOJkt4k6RIdqBAGgJ6VCvUIMpFSqslbFwgAtXMcwudCvBl91FeyzD1x0EQA9ZKofbWQAG3uLDISHYiuzrXz0FFFBXZ21bBeBE/8EgC0/p++KvVRh0iSy0ryMRGRR8mMyCFJIGDl8r8ctOqnMrev7N3wP1PqcjpcBshpwHTUpqedv/SKeq0qMhp9YlH3HhJz9UI8imkVI7uzZVLZpRrlq+F56Opx4opLcElBzCmyXGH+ECLdcyXC60J2r2x1O7rnd0NPDW0HhLXOo9I5Qph14YGoLKd+HMoT/lQ+HCBmLlIUyTnjOm6m+dt52Q/+1A3LFCCWl1L5j69b+KUciWL5cS5Kh79/mzEnqz2yUSalKaVOMPZOIHXbgfB5V36qk1IYN8ZMxdXWaorO3URCR7e0pWygwJaX6QuLU1VHfVUhnMAeH5GXn8g39Et6qqK0bKcMX2ud9/nlySLH0dBobM1kS0MzznfQyOsR/KB4Mlx+F9cEBuDEJL06xweC8eQWG9wceGHkBVJnMWvGYeeihdbhc3ZxzTiPDhhmvT1dXYpPc+fNzVXXPSSdtZZddIpNd6QmEart1i6Y5OQFee20FEycKgkAxgY8GhaSJZpTd76SUCRTVUV9JKUUpZcVTqqenJ4wMycuLHsqpr2dK+F4sUmrDhg0xy5IRYqLf3S2xbJnYNmpUfAq7ZKG/1EhWkxWEonx7zr6TQsTdUpWWlnLeeeexYcMGzj77bBYtWkRjYyNz5szhwqS4Qf6OROH3w29LxUz/L98dDcceC0cdFfdxlLmphbbGGmprCd7/gEpKZad7t51hdVWVKSn1CVMMu32BTmaWyqxV0aDrTA2Ti3Xr4IILIC9PmLt+9pkaPqP4rij4PjARqquZMweOPhr+/W+xXW/42Z8YMEAIVTwea4luFOLKluHcfhUJLhcMGsSt/B8Ar3EUT3KWcR99p9TTI9Q8QFagQ0wg+hOyUTCEmJ0rGRKShNWrYX79KADG2EJM35NhgA1q9kOAeRzMBH7iKd211xugp+ETz5TXqxIlzz0nvn7ZZckpTiqgCNiC2LiZ640fhpJ7TifYbHwjZxA9IPi+OOcYniR9hnwfHPgoRhA1qq9UEkyP3Q8+pr52Xvvn/svCudNOQDgptSdCWWOazGB7QVERQ1gD6HzjQKiJktH3TpqELz1LDamq9NXJGUVSGCaqYOpUhrGarYjVlY0MEIStzxc/Cep20+oVobwFUqvodHp6wlTGyYKyENBMMT3Ik7W+kDjV1bSnC/Vbgb2DtNat/RLeWlYGdluAAHbtWVfgdidHMefx0NSkrR5cyy18aZ9MRXbimQVLS0VUbhAbazAZCKWYaK6r08ibc89tpKgosheTMpm1opzIzw/w4ourufjiRgYONKqONm5MLGzs7bcLADjjjC1cfXV00rkiAeM1r9cYsjdihJvddxeJSqwQOFaUQ9uD6iRZpFSinlIDBgygpKQkpuF2ms7oXynzypUZUetPW6SEKzpkZ2cb3i9alIXHY6Oy0kNNjXnoaqphReGVDCRa/7YHMnVbIO6r9fPPP7N582bmzJnDRRddhGt7nSj+D6Ll+XfUNNBl9iahRnrzzbhj5BUzSEtm1FZQV4e3x4cf0eBlF6ZvO8NqjyeMlOoii/khpNQlPCBepKWlfkIXCUceqb5UM/AxTNzXRx9VQ0v06MW4IvF9ycF0DnZx2mnCdxsE6XjYYSkrdVQ4HBrpaeX2q6TUth9XRMcuu6gTQICruNP4uTLQXbAAurtVRVsW3UlTk1iG0ynCUzD6SvHPfyaVKNYL+k6zP6e9sdmSR0oBHHEEAAfzHj8xkQksUj/Sk1J2/IK510n0TjlFeNtuKzGkVVTli4H6XVxl/CD0OrrddHkctCNW+4ewRpBwKZpgG7CrSLEe5ivVV9TW4nlEyzrqCHr6b1FDVoApRIKC67lZvNgWfoNWcfzxDEoTE0nVcwnEikCS+t7NzmqC2LDjo1RqUtuVlOPSS6G0lGKaKUQQs2qIYrwkqNNJm1QAQH6gRbQRNltq+v2qKvJpUxM/qAtjvb2J9wEuF53HCtuBnGBHv4W522xQWSoIlbAkDMma8KWns3Wr6Csn8Rl/4zom2hf16d5IkrYoZ0pKJUvFGwHNzWKy+dRTa7joougrc4mqOSQJnnhCG49s3Bi/iqm3V2LDBvG9nXeOHQ6YLPKnrEyQIfEopban8L0hJiu+ySKlHnxQ9KlWPOUzdVLwwsJCKioq4grfU5RSAIccMpLu7sTvb2j4Xm2tWJTdeefuuDPE9xXKNejsNMkInQIk+lyk9XMm0O0FcV+t30mo7Rdb/7+9+45vo74fP/6SLHlvO7bjxM7eIpNAWCEJJCRhJhRKGYUyCrQQwi70SwmlZZUNbYGy2tI2lEIoPwihgSSELMgyGWTHibOd4XjH835/fHQa1kmWbC3H7+fj4Yfl00m6s+6ku/e9P+/3SvUllMZxrI216pOrqSngMfJ6UKpFN962KyykKs45XizxSEnkClaXl7ufiAOVqGK2Jpqpx8ocLuNx7O3qMzMjV8h25kywX2FwC0r50DJT6velt5CSAtX2IdNnn61K0QSjKVZbBRL07DBBqauucrxHAGVkug9p+OordRL93nusZiTFqCqxCdizpIzqhIVKYaGKDuLswPcl56uT1WDVegLWr1e/p0/fhtXcpDJ2TCb1ZgYzSFLv/UqbR1DKcUeEsh/b6ImxXzhuuw05mTvXfcbVqzlgDwYlUk0KleoEcfXqcCwmYNCBr71KSqirVR8EVlMD5sz08F3UsGeAJeLMZryWv5Oqd5McODD0y9BWNhsF56tMRdes4KBlAZWUsLFOjYXqwW7MMSYVAA3XxSZ7MLofqki5YwifPym4rurqKNfUMUCauUp9PjU3hyaQO3Yspvh4BtiHeq/CpUteOzIKq6ZeCUByQUZYh7l366m+R/SueG6C8RlbX09pqTqBLTDtDdp74zModTC0w1DLytTJpl6zx5f2DDE644xqxo1T9XoOHQrsBHfdugTGjh3Ipk0qsKHXRAq23nq1fBct6y81NsLGjfFs2RJPWZl7gKm1oFRbh061h1GnxGAEpTZudAb8R4xoPUhoFBxrjWsAJT3debzU2GiiuLjtJw31LY7RqqrU67gGvoIl2jKMAu1KqYu29QgXv071RowYwciRI/36EZFz1KzS6LNxST/WtIDHyOvHEkH7brbZqByshpPEcYLY0r0wcmRkhmMNHeqRKVWFKraYTBVWGrmM/5JClapV83//F9lhYz17As6g1E564+sapB6Uyuawx30ZGWqUQKR3U9e6Uq3RP8+jPig1bRrp089jPAsckz5nivs8s2ahrV7Dj3DWdNFr8BDOqyI2m2ObNtm3pvlMUreCeJXYWb+s1rl+FosKSAczC8FH+rhhUCo5OXLZj2300/h/OzJCNuMSCFm0yJExtGsX3Pnf8x1ZehomHIfjIb767yromVKFhdTFqVoYsaaG8HfhtGeA6Wpc63pFeYpd4enqy3wPBc7vDU1z7pztUVfHujqVqXeqea163hAOe/Ng3+89glJ+DCdxExdHhVk1nkjVylXwPNifUTqbDc45h1GoIPEixgXlafWL/sldU8N6vOIo9dCyaLvJFJxtLDaWvXtVwHCQ9oMKSAUhi80RlDIbXOT77LOQZWE2NUF5uTrZzMho/YS8vdlHubkqwHPwYOtZR42N8Je/dOGzz9L46KMMamuNs2aCyejEu0sX9VqHD6tjhrfe6sJVV/XlRz/qy9ixg1ixwjkUTA9KeauxFImhezExMR6Zgq5BqbYmET7/vPo+tVqbueyy463O35Z1dw3gxcS41+rasyd4QSk96yohwY/Csn7IcimS6+96d+vWrfWZgqCtQaloGHYaCX6t9WWXXcall17KpZdeygUXXMCOHTuIi4tj3LhxjBs3jvj4eHbs2MEFoS6mKnx6aa2q5ZDFUefENgyV0YeGO4JSGzaoK/Jt/aLesIGKr9cCkEqF+sB2OZkKq2nTKExQQTs9KKVnSiXjks55+eXw7beRL6xtvxKvZ3fVkogZTXW2MqAHpcZYVtG1i/vVrSFDQricAQgkKNVhMqUAPvyQr55fx1ksAWAxLWqrLFnCrvqu7LJfnZ3EF44TeCZODOeSqgJjwAjWOiYdITuow+r0c5KMjBPqaFzT1O/Y2OAGFHwE3V2DUmbsG1OwXz8MTP37MRBVv2grLu+RS32s6dPh1Q3j+AhVR3AMK5zzBXO4ZCv0TKmgBaVsNuqvuwmAOO1ExLpw3sxfAHiYJ9SE+Pjw1E9qh+4nVIOMGpJU4XldEOp8ERfHjhi1XQ3QNqsP6VAFc4zY93uPoFSgKd6FhZSb1HOlacdD8xnlqmdPzuMrANbjLOAdcIaXC0dQKtn3fMGmn9d5DN8Llvp6qqpUQCUv5nDQMqX0BJ2d5n6GrxnMjGFXx4/HoGnq2M01E8Uf/dvwGZ6b6/9QuM8+S+fll3P51a8K+PBD52fFxReXOZ4n2IyymLrYj1uPHrXQ2AivvuqecfvnPzuHTLeWKRWJbBOTyYS5xXrpQb3GRrMjKBmIhgZYu1ZdDPnHP3Z6rK9RdlZbuRY7f/ZZ50H6nj3eX6PWR11UTdM8AjO1te0PSrlmgrkOdWstMy6QOm2RFO4Mv2jh17vy6KOPOn4OHz7MjBkzWL58Oc8//zzPP/88y5YtY+bMmRwKdrs2EZCux1Q75EE4O061ZaiMHpQ6cAC0l16GSy6Bm25Sv9tSYPbaa6m0X3VxDCcJR+toLwovHw3AAbpSj9UtUwpQJxs33hgdhbVnzQLAivtBwRLO9phVw9meOdFSz//79be88oqzLvorr4R6Yf1zUg7fszPdPZObMz4CYCWj3e+sqaEMdUU+n318wWQVWhwwAKZNC++C2sdvTucjx6Rt9AvquE49KJWZae+uog/dC3aBSR/L7Aj6AeX2OkuR7PzZZlddRT+TypZ0nHzr9u+nrAzWrnWf/HPecP4RxvG6+v/cMXwvCO3h6668DoDYJCs891xELha8wc85RgajsDcEGDs2Or4jfIg/tp8u9mxMt7pS7QiAOBQWctykTl6zOBL6YE5L9npeelBqLSP4gkmcWPNDwBe8KprUMUAq5c5C56FSXu4Yvuc2HH/lyjY/pSMoVXUwrBf7utsTpPYa1ZQKxvC92FgqK9VnV4Z2LGhZbI5MqRgv5RBWrWrX83tz+LAKDmVkNPqVHO0aVImNjaVnz55kZGT4/Xo5OSrA409QatMmz3pwCxZs5okn9oWs7o9RYCAzs4mYGA1NM3H0qIVu3dyzbHbscL73ejc6b0GpZn9aPIeAucWbGxurkZbW9iF8JSVxNDSYSUhoUt3qWqyXayApPz+fwnZ8BtfUOIcGnndeJb/8pfo+95UptWPHDq/3Gb0HelAqMbFt709aWppbRz+r1UpsbCw5OTkeWVneRHvQR4bv+emDDz7gpz/9qcf0a6+9lg/1Ssoi/DZsYMbue/mcybyMs302sbEBf4HrnShPnICKF95yHvFUVQVeYHbOHPj+eypQwy8cmVIRPDHs8sDPiKcWDTOzmOU4WU3R64RYrdGTSWGzGbbK0wMerv/Ff3ANr3MbAHGWJkadl84dd6hV+eMfHY2kImvDBgpL1QFfIJlSHenzefhNowBYx1D3oZaVlVSjUs+TqHZOt2cthZU9U8IEnMeXgD0DJxgZFLiPEMrIsAfFTSbIylKfSWGqOxOLM1uwFPsVVrM5Mk0W2sNmo19vdbXRIygFHPYcrcsk/qduhOvgyz6WxyNTaunSdp8oV7ythrym1h6Ce+8NX/c9FyYgg+POCaNHe5s1elgsjuHqbkGpH34IytMfb7LXYqIiNAFnX+zbmzMoNZLJfMFTdXf7fcGrqQkevKeeDZpKI+5iOa6GGAere5yRtDRHU4wjdKHK/p3Ajh1t3k+q530DQPLab9p+8bANnEGp7p53BmP4XkEB1dUqoJKpHQta4NMRlGosMJ7BoIlMMMyfr46De/b070JxywyY5OTkgIYdOYNSrQdCjh71nEcfSteatABLhOiMglJmszOz6LbbejqKrevKyy3U1JjYsSOOpUvV54+34Xstu/uFi7f1Arjjjh4e97Xm0CG1D3Tv3qCep8XnrGugMjExkdTU1IBfw5uCAhXkce0aacRbN7s9Bpmr7R2+l5yc7Ba0qauro3///uQE0HgkXEGplJSUNj1OD7R1NgEHpRISEliyZInH9CVLlrhFLkWYLV5Mn9oNTOYLZxFWaFPtjcRE0D/TDu5vVmc8Bw+q33v2BHZCd6UqwKkPkXMEfkymiA19MJ1io3u8GsL3JA/zCuqquyNTKjk5uq6An38+AF8wyTFpNaNYwwiyOMqr/BKAD+3DdgCaBgyJrnUAdaB8ySUUPncXALt/aL37RUfLlAIY9LtriKGRMjI9CsDqQSm3oaIRrkvjMfwlCI4ccSZoZmbWOgMjR46oCGMwg75jxzoKt/viCEppWvQEnQPQ71y1nbgN3wPIz+foR18DKtOjNzu4kE/JpEzdbzaH57PW3qlOD0o5tv32dpfcsIFv3tsFQFZ8tXr/wtV9D9T+2fIA1mSK+H7rl/79KUCdFLgVO1+zpv3/v1deodyeYZRuKg97wFnf3vTPL90f+YXfT/HBB/DMfFVksT9bGWr5IfRB3OHDSaWSTHuZBUex7bZ2RdywgaqvVY2q5GQtrPtHgT2mYxiU+vjjoLyGPnwvw1wetMCnHpQ63pRKGemeM2zf3u7XMPLJJ+q1fvSjslbntfrxndYavaaUHtTw5cgR93nOPNO/wFyfPn3o3t3g/feD2Ww2zAjRazBt3+48p/zLX4pJSVEXZvbvj+XNN7s47ktKalvdnlAxytbRC9zv2xfrV/c8V3V16jPJWxAnLi7O8X9s77A016wrwJGptn+/722o3KCW3+HDhw273LV1+F5SUhIxMTGkp6e7TQ8kI04PRoUjKJWfn09BgZfAtx+Swz0eOwoEvPXOnDmT22+/nTvuuIP33nuP9957jzvuuINf/vKX3H333aFYRuEvoy/rCRPaFJxwFDtvyHS/o7ER3nzT8wFGHnxQzQ/umVIA6ekRDZokZjnbpf4PVQstHvswo6Qko4dEjj3FaRLz+ZzJAPyLq3mW+ygjkzt5FXAJ+AGbD/mf4h0WGzaoA+WDB+lRpQ6Wj9UlUzn+Ep8P64hBqbg4GJCoTgTXMdTtPo9MKZMp4p3g9JO67fQNylArgL171e9cU6lKrW9qUp8Fzc1w0UXB3fdtNnj22VZnq7R/BpGdHX0BWz/0S1fpUB7Bw/p6jj6l6h31Zyvb6cunXOzywH7hWV97pzo9C6SYXs5MwfZk4JWU8H7lVAAmpKxSHRvC1X0PVPAjM1MFU81m9TszM+rrSQEqKGVSO6NbplRtbbsDhXz2GcftWcZpporQBJx9sdngqqtIx/1k6Ahd0PL8+0z97DPn7bfNN2NqqFefUWlpoXt/x46F5GRH59Nd9FTT6+raViuppISqenVFPTnmRFj3Dz0W4VZIXxeEDEmtZA9VVfbhezlW6Ns3KIHPxETniADDDnylpSrLP4iWLUvi4EG1LiNHVrcyd3DotaCqqmIc2Sne6Pe/9NJuPvlkK6+95kd9BVSiQntO8C0G4xi7dPHMcEpNbaJ7dxUg2bs3lmPHWk+fb2uwLNQOHAgs4KgHpRwZYQbnesGqldQyENK1q3MIaKOPxLmjR496TDt+/LjhvG0NSvXq1YtBgwY51lXPEHPNkOrRw79MNG//p2DW54qPj2/X+6GvZ2cayhfwf+tXv/oVf/vb31i7di0zZsxgxowZrF27lnfffZdf/epXoVhG4Q9vJ7Y/+Umbns5RVwqD5/38c/8ONhY4O5F9icr2cQSlxo1r03IFS3KXBI9pjiv755wT5qVpxdixjqKuNpz/939xteN2HbGOIucA5xz+KDKF5L0pKVEdwGprSaPC0Uls96KdPg/+OmJQCmBo5j7Aj6CU1RqZTnAuWR5umVJBakCgB6W62U+IiY1Vb6LZDKFoiDFjhtfnPYV1AJyuF/7evTu69g0/9StXw14Pk0O5HmAD+OtfOViurijnUOrZAuHyy1tOCZ3TTqMnuzDTRDXJxt8fASo292F942AsNHBv3Ktw6FB4u+/ZbPCb36gvxbQ09fvRRztGYLOwkMI4e00QWlyxbWegkKYmys3qolWaHhgKdsC5NaPUUGkz7qkHh7cd9+vhG1UZTuaMeZqzTMucXzjjx4duPWw2OOUUt+Ctw+efB/58hYVUxajjgyRTTVi7U+ojyU6Q4F5IH1T9h3YOgaz5eiWNjerLP/PwFhUsCtK6+ezABzB/frtfw9XHHzsvFHbr1vqwsmBkciQlNTuyiA4d8j2ETw84xMc306tXfdhGffvKlHLlGpTavj2OZcucw6LGjDEO8kWqmLVR3a/YWGcAxp/MNVd1dWo94uLsz2EQlNKHz7U3gNEy66hLl0Yslmaamkw+a5MZFTv3tg17BKU0rU3vVdeuXenbt6/bOreWYdhaplQwA0DtfS4JSvnpyiuvZOnSpRw7doxjx46xdOlSrrQP0xIREhfnOYSlDfWkdI4OfEYnFf4ebNivgOyiB7NRwbFY7Gmt9gLekZKS65kNNZDNatzi229HYIl8sNngt7+F1FTyMT6R2MIAR1CqO3uYVfdQdNXNKSxULUTs9KvExfTy2emmowalhvVTxSK/5ly36c6gVE3QOgm1ydixqqA/0Bc1VGEtIznUkBGUzkOOoJTFXmi8qUllUSQmhi4Id+uthpP/znVM50NeQg0bDWm9mBBKyUsiz95N0C1bat06x/CZ7ux1f5DZDFddFa5FBFQdr97sBGAZZ7b7+X5oGgDAEH4gY886dWI6cmR4gx8zZsC8efDee+p3pLuy+stmo3s/NRzDcIhVWxUWQkICxzUVHE1PblQHDXfcEbzX8EdREaCKnP+B+8hHXQzY/uzHrT70m2+czQEG7PlSZb/l5qrfwRje6EtGhnFQat++wJ/LZqNqgArOJVcfDGt3yrg4R715z6Bne4fZbdhA2ZxFAFhoIKm5Eioq1OdZENZN78BXXOAlI85XWkgbVFWpg5hHHvGvcLivoFQvgzqj3vg7hK+pSb2ePwXYg8lX/SVXubmNjqDUggXOizKffrrVa02pSBWzNgqMvPKKM/Ps8OHA/sl6plRcnH09zWbS09PprW/EQGamCgq3d52PHTvm9rfZ7My4W7kysFEk3gJNHoXOTSa6uiRWGNWGMuo+aTabPcoGtTcoZZS511btzbrSl7Ez1ZZq86lefX09e/fupaSkxO1HREhdneeXaGNjm0949bqFd/OC8Qz+XGWNiUEDbuBdx6THeQTOPjviV5mNEsseungjGIyLjgozZsDSpZj/+Cp//PHXHndvYpAjKPU4j5DO8cgEO7yx2ZwFKIAeqC/o3fTw+T/vqEGp6eeooVZfcAHHcF41cwalqtTKmc2RyZSy2RxZBn1wdk55nx+rjLZ2OqjKCpFvtXf50rTQd+eaNg2mT/fYWIaxjg/5EacTnKGJEXPVVfQzqQCiW1CqudnRkr0bLU5qX3wxvJ+19gy8M1gOwGYGuk1vi+Kl6rumT+wedQackRH6oIERmw2mTo34d1egCiaq98AjaNCemlg2Gw3DTqVGUwGvtKp9MGZM+P839u+OoaznPp5TF5aAbUfS4eabfT5UrwV+1dj9DKr4VnUEPnLE+TuUx7M2m/uFGZfpbVHVXb3HyddfDp98Etagqddi5+3twFdSwrFaldGeGVOOKb+rOjA927PzcFvocZ2diacE5flaU1GhTnb1It6t8RVcSEpK8jv4oAcUWgtKNTbqQSn/g4nBqHtlFLhoGbT59NOtWK2aI8Ns82YViEhObqJHD+/d1iIVlGpZ8wjgzDOrmTBBjRRpWb+rNR6ZUjExWK1Wt6BHbm4uthB9/upBpN27AwuOeAvw1NbqNbKc25rre2UUlPI3MOO6Pfl6/70FzIKVlTRw4MB2P4e+f0mmlA/btm3jnHPOISEhgR49etCrVy969epFz549A4reiyA7cMDzypRrC6wAuTYMWNQi28MvGzbAt9/yJefzNeMA+DdXUMDe8A4n8eLxx6FPi6xt239mRWRZ/GazwS9+wcCfe74fmxhEPepDOw57MKotQwFCyaVGh1tQykeQoqMGpfpfMYyBbKKZGBaj1vsEcdyPqn0Ua2qMbKYUOLr+xdLAjbwF2Ls6GlyRCpSjRbnJfkMfuhfq7lwffgj/+Y/KxPT2ORMX1zHqAbVkszEwX9WN24D7wac+dCabI86JDzwQ/owe+0moIzigB8/WrGnzU1buV+ucVn9YNdsIR9DgJNI9SRVV3kc3ml0Hd/rZOtvQhg2Ur3EGs9MyzJEJFPZzr6+WaR8Wfj9/gLfe8rk8evm82yduV8X49WzO5mZVkymUn8s9ejgypdz25Z072/R0js/bMaeEPTCoX2vyCHoCrF7d9icuLOT7WvVdlNZc5jyWDdJFDcfwvTIvneNWrgzK6+gqKtRBTGqqf3V0Wguo+JvRkZenAjmt1THSg1IxMf59R2dkZNCvxf7XFkZd21wLwefmNjgCT3rR7YYG9b/s3dv3Phqp4Xve3pv8fLX87c6UInQBN6Pgz49+pD5XDx70vQ21zLIyKvgOxjWlWgZeevbs6bgdSMdJ1/+L0bbVWu2tYGRK9e/fPyjPk5GRQc+ePT2Kz5/MAt5jb7jhBsxmM59++imrV69mzZo1rFmzhrVr17KmHQeeIgjMZpV7q/+04wP54Yedt3/M+4E/wezZ0NjI29wIwJ28zBX8Ry1TEE5626t7d9VgZfp09ffVV6skjo6gb1/Paes5xZEp5QhKtWUoQCi5XP3QrxLvpofb9JY6alAKm43xCd8CsJDxgPtQvt0Uqn00ISEymVLgtsFfxKeAPbMlCDtCtb3EQ5LFvi0WFgatSG2rpk1TNX+8XakaO7bDZbvoRg1VJxgrGe02vcyejZfh2nHv3DZcTGgv+4mjPiR0O/YPq3/9q80Bi5r5SwF7dqFeMD/UQYOTSP6htZhopp44DuPsWOVIFWqLkhLKj6oMjCSqsJQfjUygsMXQ1Cx7R7vD5NCAxedQ5Ap7ecvc9V+qLxrXCwRh+FzuZVIXZnbQl13Yi/P+5z9t2k8cQakINGvSM6X0bE0327Z5TvNTfYOJO48/CUCCyV6vJogXNRxBqQYvw1o3bw5qkLW8XJ106x3kWtNa0KHQHpxrbb6uXVVgoLWAQiCZUiaTiZiYmKAEfSorPbv8jR3rnGaz1Thu60EdXWuFsiOVKeXtdfVaWUeOBBawqK9vkSnl4zXay6g4fN++6nNx3z7fx4aNLUbrGHXFa2x0BhVd3z+LxUJhYSFp9mE6SS4Np4I5pM61TpPR/zAYWUnBGm5nMpk6XQe+gD9RioqKeP3115kyZQrDhw9n2LBhbj8iQsaOVQdRjY3On3ZkBGRmgl4mTD/BCIj9YES/CjgFe9ZOOAvU+uHDD2H5cvjLXyK9JP4zaiiyhLM9g1ITJ4ZxqQLjlinlQ4cNSgHjh6oTJD0o5XpFfEbMn1QXuOzsyO0P9nosAIPYBKiglPb399r91I6glNVeRyw5WdWiC+f+n59v3N790kvD8/ohMLqrqhm1ilPdul3pmVJ6pggQuaCNyeRePB9UJkpb6njNmUP1fjVEy9EcQNNUQDdSwdwOxtolnTzUeFq3IVbFxW3vMFZXx/ETaghNGhXhyS4yYrPB6ac7/vwD9ztu38krPoMi+mdU4tefOzM59WzO1NTQfk6NHUtPszOA90+XpiVtqbfpCEpt/Dbs2Wpeh++Bsw5EG2xaeswxPHSW9XH1Wd7QELTAp6OmVEUWzRaDk8ggFGrXNTRAWZk6sc7Obr3IuT8SEhLIy8szzAZxpWdKtRaUarLHyvw5/2/tNQNhNMLGZILZs7dzySVlPPSQc7RHfr77/841SGMk2oJSXbqooM3hw4EN3ztxokX3PR+v0V5GQzL1DLXWglIttwujoJQenDWZNEcRfl1qaioF9tRLk8kU0lpKJpPJSz0zc7uCrTJirH0C/s8PHjyYI0eOtD6j6PBmzlS/DdOyW2sd368fTZjZisqK0odzcNZZUZelMGaMqr/cUbh+Xqba6z2WkkspKuMojjoYNsz5BkYLlyCBW1DKR20TR1CqoqzDdUwb94xqY7+eoVho4D6eA+Bx/o+LG+eoumxhKkhryOXosw87sNBAFSnsXX2o3f9r/SQpafxp6sahQ2EtwAuogHxmphqSYzar31lZHXPont0pOYeI4wRlZLIDNf64mkS+ZzjgkinV3NzmodvtYr84ol/IcOsU2JZub/PnU436cHYEpUA19YiiixtR7aqr1LB5DL7L29phLC6O8liVdZVOmdq/IpX1uWKF2reBFKoYba8d9zq3sWqTcWHehgZn342k6lJnplRzswpKhbqLoM1GQnqcozOoWwbbokUBP131ARW4TX7uMbjkkvZlwQXIZ1CqrMxzmp+2l6gT0gEDjnFR4lfqfQli4LN7d7XZ1DeYOXDGdOOZ2tOh0kVpqRlNM2GxaGRm+pcpVVNT0+o8/tR08rfQeaA1pYIVFElKSjIMAgwZcoLf/36foyYWQHy8RlZWg9vf4VjGYNEDktu3x2EQr/FQXm7mgw8y2LlTfa46CoOHkNH/TM9QKy210NDg/X96/Phxt7+Ngpd6cDQ7u9GtN5fR6+rF242CW/7oalDTzvV1QtGBzzXDSwQu4KDU008/zQMPPMCiRYs4evQoFRUVbj8iQhYvVl/WFosaImOxtLvLlD7Kbg+F1JDgfufSpb5PXEeNYjt9qSeOBGocQQhuu63NyyOc9M/ayy9XDYMASuxZR3F3/NwtCyZquAQJepj2AHCIPGpP8z7MqPkTNazMvHN72A+226vL2EHYLCoDqQlnAOgCvnDOtGBBuBfLySWTzkqjI5CwqaFPuz43NA0+/ljdTppyjrpx443w3HPhrXFks8FvfqO6gqWlqd+PPhp1QfFAWI8eZDhFAHyHCvj9y97ZFGAIG50zB+mEKiA2G5xzDilUOSZdSzsy7xobHc0BEnE5SbPZOvT7GFY2G90zVUDPI3DQ1g5jhYUcj8kCII3y0DcxaM1llzlu6kP4AD7d2MvwOKXaJb6ZVHXIfViYpsEFF4RiKd0NGKCyuVA1IR2OHw/sosCGDVSVqZPd5JxEtfwvvhi2izg+g1Lz5rV5ObYfVllWeXnVajuNiQlq4NNicW6uxb0mBOU5vTl0SJ1qZWY2BjXr25+hPf7WlNK77/lbUyqYAslMcc2Wio/3HayIVE0pb1wzpZ59Nq/V+Z97riu//W03vv5aXdhxDUqFKuBm9LxZWU3ExzejaSaf21FDQ4OjrlRzczNNTZ4B2NJS9Xg9WOrrdTMyMkhPT2/zEDar1eoRYGpw6QJutHwt5wlEVlZWmx4nnALeY88//3xWrFjBeeedR05ODhkZGY4NJyMjo/UnEKFlMqkv7yB8YGVlQUaq+hB11AbRtTYc48ABfmAIAIP5ATOaWqZIXL0/CS1apM63X33Vs8ZU3HVXRmSZWuUSJMhMrlc1YoCSlCHG82/Y4AxKxVrCfrAdDMMz3YcapFDBqaxyTli6NMxL5GLaNLf6bq5D+NoT0PjsM+ft1GXz1I2334Z77w1/UHHGDHVi9N576ne4C38Hm8XCaFQB3pWM5l6e5RbeBOAG3iHJNXDTnu5q7XHaaW5/fsrFbX+u4cNdOla6RBKuvbbtz9kJFfRRJ/IegQMf9fxa88861UggHXv31FA3MfClttZx03UI33vNP+Htp0pd7wacQakYUxOxGGTetKdAt7/uu8/xmesWlGpqCuiiQMPOPRxrTgcgM7ZSdaesrQ1bfS/XoJTHFlBV1eYLHDsq1baZl1etXiQEw931IXw7y0J77nL0qDoe97fznr/8yejQg1LV1TFUVno/5YtUplSgXINSroW/WzKbzUGtRRQoo/NhvXsgwN//nu3z8WVlMXz6qfvwV70mFYQ3KGUy+V+brLRUdVxurch5UlLr2U8xMTF07969XZlLLQOT/hRCT0hI8Jjuj/j4+DY9TjgFHJRauHAhCxcuZMGCBW4/+jQRIWPHqmwATVN56Zqm/m7nUJX+g9SHulsLcl0rJ65HUVHjrkggKtj694fHHlPDDvUDK11Ul1qZMQOuuw5TrJUeJnXQvOuRt4znLSmhqV59CZtNWtgPtoPhgetLSXQ5mf49v8btKz/SgfwrrnDcNDxBagPX0Sfjv35U3cjNjVxQ0WaDqVNPjsyaiRMdQal/cA3Pc6/jrjNZ5pzPao34MEW9oyOgMm0/+CDg5zgwaAIfMw2ALhxWExMTI75uHU13s2p64TF87x//aNPzHSg6xMcNanjyIH5Qw96qqyP32eyS9WljI9/ZGwHsoC83/WMCP/mJ++yOmndaFYandgsXhmY5XU2bxqA+6iS1hB5U4TLsI4CLAnusvWnCQrzpBHnmw2rIXBhr9+mNsapJphyDGlJtvMCx5bAaupOfX62yx0Iw/Ftv8HX3l1OD9pxGjh5Vp1oZGcENSvkjMVEjLU29rq+Agp406W8cJ5hBkZYFsn1xLXaenOx9KKS3QtbhYpSllZjYTE6OMzCld9Uz8skn6Y6C4KmpjQwdWsOkSeWO+8O9bl27+tvFsdHtd0v6OrvWx4LQrU/LrCd/XieujSdR6enpbXqccAo4KHXuuef6/BERYrOpoSm5uZCSon7PmtXuL3C94+tHeBlz703XrlTYa4mkUuE2XQSXS+dUIMqDUhs2wBtvwLFjDNFUcGLtB9vhoYc85y0s5IQ1BYAEU13YD7aD4ZRnrmN/fB++YBK/4I/cQouK+k89FZkFM6DXfWtvUEo/L33p1o0k19sLb5vNHTKoGHWmTWN0urNek24Uq7iMj53zdekS8SDcKziz0nbSW7U7DbCw9k8fVmkYqZRztmmZygKWq5EBKzCpoJRHptSuXX6/J999BzfdpBJfvl1YQxMW4jjBozymZqirg61bg7jUAZg5U3032I1grdvd//0vbNni/NsRlHLNvnMVhA5M/siaMIwuqMwCtwt/9mwDf+y0DgCgl2UPpoMHwl67LyFBZdWDlyF8baS/X926Vektu4KejWevqUxDk5dTodZqp/qptFSdCGdk+FdPCoJbMNmfYuf68D1/M6UiZcwY5z6blub9/xnpelK1LdMz7V580Xn8s3Sp92Fpu3apA/nbby9l6dLN/OMfO91qaEUqKLV/f+t1zDZt2sSuXbsM79M7CbY29LI90nw0WHD9v2Vne2artef/Gult7mQQcFBq8eLFPn9EBIVgqIp+8PZPrgnsgXFxVFjUla5UKtXll+TkKI+YdEwtG1RE9b948WJ11VPTGIUaIrEemxrW1TKDxmajZsJFACTUl4e/UHaQpK38kknM54/cQbzrUJGJE9UQuigRrEypQ4fU79y+Kc4AQnNzhwwqRqMBfdyvQI7la1Yxmi64NCDp0yfMS+XCPmwwkVpOtWd1baev2gbWrfP7afbsgS9XqIP2f3V/gNw+yeoqSWysBDYDVDBABWx20dPzTj+LnV9zjRqFO368xrS31ZDM6/i7+n7XRSooBXDqqY6bFjxPVh98ED7/XMU29C70bnXKXE0P8CJcW23cSB92AFCMSxDinXf8foriYvW715g8eOst+OSTsA9T9llXqg2OH3d+j+TnV6mLGUePwm9/G9RM29tvV7+rGuI866YCrFkTlNf74QeVftS7t/9F2oNZMLm1oJSq8R9YTalgnoAbBQe8Of10Z73C6mrvp7CRDhB4K0J/yinOYNVdd/XAW/miY8fUNuNtyGe418/fLo7gvVYTGHcShOCuj17byWg4nes0bzXHUvUOUiLsAg5KjRs3zuNn/Pjxjh8RYUEeqvLgg87bji5KOl9XkRYvpqJJfammmirVkIsg1wMQSsuRLFEdlALH1c4BqEuhW+nvtUZZzZjzAEgcMzQiB9tBYbPBSy85r+RbLCrl4H//i+xytaBnSpWSy9Elm9r8PPrJRM6oQvjFL5wTO2hQMdqYzxvPeXzp+PtH/MdzpnCdVBuxd+AD6M1OwOWE24+OUrpvvlG/T49by9TmT9WZU0WFBDbboP9N6kuihB6OboYOfgydqahQiW7gPHmFFkNG/XyukGmxzT+FOniZwFeAypaaOhWeeQZ++lM1TyUpns/TtWv4OtfGxDj2Eb2bJqD+j64HXz7ocd5+mUfUfhGBz1c9KLWZgUF5Pj222dV0gMTERhWINptVtCqIF79zclRSqaaZ2JR4qucMQcrs3btXnWr16OE9KOVaN6egoMDrfG3RWrFzPUtKLYd/QalgFhEPJADnmsQ4ZIhxNhJEPiild45rzSuv5BpOLytTK+ptyGco18+oa51z+F6sx32B0DOl4uLcM6WCuT6JiYnYbDZiY2PJy3MvKJ/vUmvTuH6WKeLbTmcW8KdKWVmZ209paSnz5s1j9OjR/C/KTrJE+51+OnRNVsPvtjDA/c5vvjG+irRhA/z731Ra9UypCnUyctVVckIaAmPHwn9czkujOsjvcsLaj22ACkppYFh7Qs+ATuiT37G3nRkzVBD3s89g7Vp4881IL5Hi8gWdTDU9UZfdN6xtaPMVYkemVC7ObpuR6L53snr6aV7J/i25HGQAm7maf7rfP2xY+E6qjdhsjqyVXvbtaSf2wneVld4e5eGwvYRUYXatGs60a5f6PXJkx/4siIDscwbRxVIGGHyP+2Hr5yoilU4ZP+WvjGIVP+d1rmK2+4zDh7d3Udtu5ky3L797eJ4VnM58JtIv2fnd8n//B7vtzYCn85Hn87h08gu56dMdQal5TKbJ9ZD8b3/z6ykW/kd1Gzzn699HrEPtIHtyrd4R1E0bhsDtUMlj9DXtaMdS+Uf/KCka+TPPO2tr1bDUdqqoUCe5qaneM0hyc3MZOHAgOTk5pKQYBEu98Kf+jR6UOnTIOCjlmq3j7/A9X0OkAhVogOvTT7fyxBN7GD/e+/dJpAMLvl7/vvucdXbfeaeL4TyHD6v3KhKZUkbblL81pVrjraZUuLhua96KsRsVQPclLi6O/i5Ng0TbBRyUSktLc/vJzs5m4sSJPPPMMzzwwAOhWEYRYQPzvQSlTpwwvmpVUgK1tVTEqQ/b1DRU0fWzzw7xknZel1+uYgirVqlRklHL3jIeoA87MNFMBWmUYtwFSk+sSEw0vLtjicaC22PHqhp0dkNRl93X1fZr0xXiujp1MRvsQanXXlN/RKr73klq0OHFHHzgBTZ3n0hWXLUK9HbrBi+8AEVFkV48GDwYMMiUCiCT5qg61ya7YqdKaejZU/0O0pCazmZwhgrM/MBg9ztWrmz1sWtu/jMAo1nJX7mBVYzmdW4jgRPOmUymyBeg//GPHTetNHI632FG48cxH3rMemX3pfyZX3g+RwD1nNpt5kz6WNTn7ALO40bedl+OVrbzmpUb2XhQDVU5p3txxJpJ6G/7Rgw66S5aFPDylNvrOWfG2uuR1terTMkgNO9pacwY9Xtxwxmed2paUDpGl5e3HpSyWq1YLBZycnICCtL40ymstaFXeuc98L/QeXs6orUUaFCqR496Lr64HF8Pi+ag1PXXH3X7u7bWfd7mZjh4UL0RejCopVB2Fmxu9qz3pC/HwYPWdpV2q69X69qyc2K43i/X1zFaT/A9/HDgwIF06eIeSMzIyCC2ZR0V0SZBy7/s0qULW1wrSYqTRp9TVETAcbXblVFnlcJCaGigotL+RVy+1zldhMyQITBqVKSXwg/2lvHx1NEDdcl6K8ZXGRyZUm3r0CpaY7O5deDTg1LfNwxu0xVi/XzOYoGMfRvgT39SEyLZfe9k9fTTqvDSiRPqZ+/eyGZIucpRQWaPTCkvxU+N6EGprObDavvJyFC/pVh+mwwqULVYPIJS33/ve5+cM4cFVaqbnV4H0FDXrpEPuHs5Ubur/DF65aoCmbNmqZ+/nv5n4+cIU5FzXe+fnO64/Teux3Gq1tzc6lC1wxtVWmqsqZ4utSWqhl8E9o8B9uuV2+mLx/lqQwPMnt1yqk9V9rJBybn2K2xNTer7Y/z4oG9j9sMRvi/2kvnTxu6Bro4fV6daKSneizu3NcjjT0BHDyh8910yH37o2fG3ulq9ttXajNUa/gyWSAeQQqG1dfrDH5z76I4d7rWPjh2LobHRjMmkuXXrcxXMoGBLiQZXgXNz1XKcOGHm+PG2v/aJE8bD90KlZbDI9X0xqh1lMpkM1x/UvmaxWMjNzXUbFujvUE3RuoCDUuvWrXP7+f7775k3bx633347w4YNC+i5Fi9ezMUXX0x+fj4mk4mPP/7Y7f4bbrjBMb5T/xmjX9awe+ONNxg3bhypqamYTCaO65fpRdD0Gql2OLdCnK3RNGf3PVNl0LumiJODXldqKWcZ3n9SZUpFK5dI5jC+B2Adp7TpCrGjnlQOmPeWqGAJSPe9zsY+LNQ1U0oDWLrU76CkIygVV6U2rLIy9VtqSrXJ4EmqTs2TPEyFay0lTfOZwbj0utd4n6sAmISPEg2vvhqU5WyXiRMNJ2dzlG3DrkDTVJPiRx+F+PVeMsT69TOeHiK9f+qeQb6dvs4/Wsl6PJqo9oNs7TCmXcWwbZsKAoV5/+jRQyXK1ZBknPW8bVtAz6cHpZJK7VXc9RPJNmRdtUYfcfrDkS7U076hSUZqa6G62r9MqbbIyTHOMnelZ0oBzJrVjaIi96t8FRVmx/JFIj7U1nX3JdKBrtaGgE2eXOEo2r5tm/twuePHVXA9La3Ja+ZaKDOlLBYLGRnuwcvYWI3sbP878HlTW6u2tYSE0NWUcuUaeGr5GkbDZE0mE3FxcdhaCX5nZ2fTs2dPCgoKglpfrbML+D85fPhwRowYwfDhwx23p06dSn19PW+99VZAz1VdXc2wYcN41cfBzOTJkzlw4IDjZ+7cuW7319TUMHnyZB5++OFAV0X4qbf9IrdhppSRkhKIjaUiTnXUSO2WIh2ThKHz7QWbv+Ecw9oTkikVBi5XgvVMqQ3YaNobeFBKT4TJz0edGOmdTvR2ShJQ6BzGjoXERAopwUwTJ0jgIHleGxq0dOKEKr8GkNU7TWpKBcGg85z14x7mCfc7N282ftCLL/LX6ssBmMZHjGOR8XxDh0ZHJ9Fp09QQLwMxRw45/5gzx7hTYGysqn0ZRvkT3IuDr2S08w99HJsXR+0ZC1m4DAeKwAXAuDhnsXPD48QA6w85MqUajrnfEeRC56ACaqmp0NBsMc7YbudwTn0ASVpaI2lp3oNSbc18sVgsrdagaplts2KFe42Higr12r4yuVwN0ouIBUkosn68Dc0KF3+CRv37q4t2W7e6Z0qVl6v/R3q69+0l1EE3o+fPz/e/A583+rbmK0AbbHq2lD//M9cAk8lkwmw2U2g/Zm25TSUnJwe1tpqAgEOtxXr/WTuz2UyXLl0MWy+2ZsqUKUyZMsXnPHFxcR7V813NtA9XWLRoUcCvL/zTy54gZZgpZXQwW1gICQkcP6y++FIapRW8cOFSXPsslgJQxHBnFoXLCadkSoVXH3aQSDU1JLG9LCvgksj/7/+p36eeinof9ezZkhI1HPDSSyWg0BnY33vr8uUUsIfd9GQnvenKQb9qXr3/vjoxTU5s4syDH6nUu/h4Fa3Sa0rJdhSQwS6j9v7IHbyKS9MBb0Gp559nK6rg9nQ+wvCQvkcPNQQwWoweDV9+6TndtbzE++8bP3bIkLBvVy0vsrvVZfJR2wTg4FYVtOpiOqKCUWazypQqKQn7evTurUYT76Q3Z7DC/U4/snlcVZUcAzJJQg25RNPUcMYQZCSYTGrfWLECvmcYNja6z+BHzTVf9CSxnj3rfGYhtSfI0FqmUcu7N292P1+rrPQ/UBATExPSoWPBUqtf0YwQf7K/+vVTQamiIvcDXH14nK/3IxJBqby8Btata18HviNHVNghIyN8QSlvmUxG6+haT0oPvlZUVIRmwYSHgD/he/To4fZTUFDQpoCUvxYtWkROTg79+/fnlltuoTScRSgF4MyU2kc3TtCiK8OHH6oq265sNspvfYC9TfYhHA1bpBW8cLJnUQAM5gcA9tON4zVWj6ugkikVXjE0Y0MNj1hXatyq2JudO+G999TtG25ABQ70k9XCQilS3dnY0+Y96kr5kTG7fLn6/Yspu+jTuEVqSgVByy7fv+CPTOZzjpOmWh3OmeM+w5w5sGcP++gG4Kj/55CXpwrrB1AnLCy8Db+rrlY17cDZjaGlAIMnwbJi+jP0tXej3YDLcdLBgz4ft8feCauAPaoWlqYFrWNcoPTjRMOLlwF24Dt2QC1/mqlFplhiYkiK6etVQQzLCOza1a7vLD0hr0eh9/ekvW3oy1vJqGvphx/cD6j0Oj8th1QZ8VUEWgTm1FPVVdeNGxOorHSejq9enQRAZqb/jUGCzWibDEYHPj3LKj/fvfNdKINsJ+xlJFq+htFrJrt0ijKbzZjNZhoDaNAi2qdNg1K//vprnn32WTZt2oTJZGLQoEHcf//9nGPvqhUsU6ZM4YorrqBHjx4UFxfzyCOPMGHCBFavXu1XG1Rv6urqqHP50tajoA0NDTQ0GBeV68zS0iDJ2kx1Qxzb4wYwwNyiPsDnn6sD2IsuckzasmAXALkcIu3EXhqWLnW2hz9J6NuKbDMBGjAAxo2DhQtJpIFutfvYRzfWxw5nzMGDbv2JVQFOM1ZrIw0NUpcsJMxmt6ifrf4Hvms6nTXfm7gsgG37d7+LobnZzLnnNjNyZBMN/9tNg30oSUNCghoaU16u+rEPCDQHS3Q4ViskJNCnvphFTePZbBlMgzVBTW9lu9q7V+33PQfH0bAxXaVMpqerYEJ6uhordBJ87ob7O+TnF+zhjS9U9EDvPPe85T4esT6hOmS6fIfz9tuQkEBFrQouJsWdoMHscjL7pz+p+aPtfZg4Ed591/i+v/4VfvlLFUExutLRu3dE1mfktf3402czmFT3ORtMp9AQb1+2DRtg3TrwMlxqxxE1bCs/5gAN+nCh2Fj1E+b16NHDDMSwPaY/DbEt/rdr1vhcD1eNjbBonapj2id+N3C2+v4AuOYa9d0R5HU75RQTYOEHyynqM8pVTEy7vrO2bFGfZQUFJ3wOKWvPZ0BmZiaHDh3yOc+gQTVs2qQuBh44EMvRoyZHtkq9PT5gsTT7NewtVJ9XwRxyl52dHfFj89bWp1u3E3TrVse+fXFs3BjHaaepzMBNm1SiR0FBneFzmEwmt/PVUKxnU1OTRwAyN1edNx84YGnTe6VprllgDW7P0dDQELLAlP46+v/N6L7Y2Fj69OljuN6JiYk0NzfTpUuXiG9THZW//7eAg1LvvfceP/vZz5g+fTozZsxA0zSWLVvGeeedx7vvvsvVV18d8MJ682OX9r42m41TTz2VHj168NlnnzF9+vQ2P++TTz7JY4895jH9f//7n9eq+51ddv44qnfH8cGDrzFypJdsNZd6X+vPuRj+B7EFCcx95T2P+08m8+fPj/QidDw//7n6AbrMsrKvCN6/5QWOjSpx204OHjwLyOaHH9Ywd277WzMLA6NGwb/+5fgz5rNe8Bf4KvNcxgSwz86dez6QRE7ONubOtQ8HevppAOb/5jfOGRsbT9rPAuHi5pvh5ptp+rgPvAuLx1zH3PvsY8haef83bz4XSGdf817mPvWU5wzFxernJBGu75Cpt+MISulWT7qauT8/Rf3h+r7Y37/jV2ZDPax+5ffsyWkxJCYa92Oz2e3zzMPcuXDBBerH2/3hZjZT/sYMuF5lGn30zr+Jj7efGHnZ1puaYPaSqQCU/3wycye5BHwi8BlbXt4NOJVVA6cy9/cG/38/99k9e1I4XDGB+PhGmt65Fgsa899+2zlDCNarrCwdOJeipNHM/avBsrfj//ndd+cAmSQk7qO42Hsnv5alUYJtxoxDPPLIWRw5os5xFi4sZ8SIwwAcPNgEFNDQUO3XcoR6WYOhIywjQH5+F/bt68rKlVV06bILgB07VG2zgQO3UFx81PBxO3fudNwO1/eH2VwLdGPnzrb9f0+ciKG+figA5eU7qa93ZiCF6/3avn271/u2uA7xNtBRtqloVKPXYmlFwEGp3//+9zzzzDPcfffdjml33XUXzz//PI8//nhQg1Itde3alR49erAtwE4eLT300EPcc889jr8rKiooKChg0qRJhi0iBbz5Zgy7d0P2k+8z1fKG5wxnnqkypgCeeor6320EzqL7vo1M/clP1MD9X/1K/ZwkGhoamD9/PhMnTgxJ95CT2uOPw7PPArCg/mmKuBPLa98wNfMIPPKIY7YnnlBXVU4/fSRTp0qmVEhs2gQTJjgKeKU0ncVfmM+hVQ1M3b9fnZy2QjVGU/vAU0/1pqCgN8yaRcPrrzP/rbeYeOONWOvqVNrl55/7dcVcdHCffgrXXktz4xTe5T9ULT3C1NU/8V7zx8WNN6pDk8saixn2q99CZSVYLCpTYtasMCx8eETDd4hl3gamLvyJyhzSh4vZbLBnD/Walfp6NTTokhk/I9NUpoI+ZWURWVa/XXEF/M9Lp8CUFJWtd+yY533PPefX511I3HAD9zGKw1oOPa5/ilHmNWr6tGmGmV/ffmuipsaCiWYefHs6Xd9xGeoXgfXIyjLxwgtQsaNZHfO1dN99bt/t3nzwgcqWGFa/mik//xnz337b+f3x97+7Z/MFSVWVWrzy8nhOv+qXZJlabBvt+H/efLP6LDt1ZAq9ehkMbbRrT/Hwmpoadu/e7XOeXr3gq6+28+CDhcybl05ZWS969VJDldLSsgBITU3wuYzBWFZvKioq2LdvX9CeLxTLGKjS0lKOHjUOKumGDIlh5UqoqOhGr14mtm+Po6xMZUqNHZtheE5qNpsZMGBASL8/jh496lEu58QJlUW4Y0c6mZl9fRbuN6IP+7NYmhk0qMCtxloo368jR45w+PBhLBYL/VoM7960aROguvR169YtZMvQ2flblyvgoNTOnTu5+OKLPaZfcsklIe+Ad/ToUfbs2UPXlsURAhQXF2c4/M9qtUpwwYu+9i7FJQ3dsDYYFBCsqnJWU1yzhqr6dAAymo9h1QsD6QeDJxnZbtqgudlRMMpm7/i2uak/1hWfum0j+lDuxETLybjpRIehQ6F/f0chn5Gowq4lWiHVKzaTfnvr/3i9Fmz//tC7t1UNO3nlFccbaK2txXrihDrx3btXvaY4ucXFQXMzg+vXA7BN64ulthbT4sUqYOWlW1ttrTNe0G/2U1hNJ1Stn7IylQHzk5+cdPUJw/kdsuMXz9HnT/c6/t7e3Ed9R9fWwh//CLNnOwrhVOAcypR5ohQrjfDrX0f/9/i4cfDf/xrfV1urjkXq6tT3kC45Gc45J3LrVleHjQ0sZAJb6vowxt4EhLo6w2XS44dnsozCEy2u4O/bF/b16G9vXLfnRA4VJJBFi8BOc7Nfy6SXKBvQvNlx7GitrVW3DxwIyXplZKj+K/v3w+4T3cijRXBk7do2ve7x43DkiLrds0eD14LLWVlZ7dr/rVar323pBw8+wbx5sGlTouMxjY1m+/N4Lwqty8nJCclnVXx8vN/rYMRqtdKzZ09H0kI0HJNbLJZW16lPHzV2srhYrf+qVWpI7siR1aSnaxiVfo6JiXFbv1B8fyQlJXkse9euzsymzz/P4OqrDQL7PlRUqGVMT28iJsb9uUP5fsXExGA2mz3+b+Dc3i0WS1RsMycrf/+3AX8CFBQU8NVXX3lM/+qrrygoKAjouaqqqigqKqLI3o2nuLiYoqIiSkpKqKqq4r777mP58uXs2rWLRYsWcfHFF5Odnc00l4PZgwcPUlRU5EjJW79+PUVFRRwzugom2ky/eLJz0IXGM3z3nToRHTYMPv6Y3fQAINP1wCS27R0bxMlriL3bzQ8Mhm++cSsqqtc6kO+KEHP57E6nnB7sAqCoJNOvhy+1nz+dfbZ9wuLFqrCwK01TP9KFs3MoLASrlV4UE0Mj1SSzH3vnTR/DDfSTOKulmdQTparrXmWl+i1Fztut9+0XsIwzeZ8rAdhBH5r0Q8Hf/Q6+/dYx70FU5+NUylVACuCqq8K6vG0yc6YKPHlTV6c+i3QmE9x5Z2SDnTExjiYTbsXO9ar/LejJahm0yFozmdw63IZLly7O21/gZWikH3bsUL/7sMPzzv3eh7+1l37hdQd9PO8MsJC4Tk9eyk6vJynJew2e9pYNCSSYM3iwCvS5FjtvaFApK1Zr69nooSp0brEEnCPhJjY2lri4OGw2G7YouWiRmdn68VPv3qpOU3GxSpTYvVv9HjbM+3CnUHfeAxWUasm1Y155eeAdGPV6Uunp4S2Wr8cDjOoa6cGScPxPResCDkrde++9zJgxg9tvv52///3vvPfee9x2223cdddd3HfffQE916pVqxgxYgQjRowA4J577mHEiBH85je/ISYmhvXr13PppZfSv39/rr/+evr378/y5ctJcTnYeO211xgxYgS33HILAGPHjmXEiBF88sknga6a8MHRWeWEl4MdTYNbblHFLIFPuASA8SxU98sOL1y5HDTrHfj2UEjFCfcOfPp3iMQzQywtze3PkaihI2tq/Uup1s+bzjzTZaJmcIA7YcJJl+UivLDZwGYjlgZH57Zt2FPnfXSz0YNS2RlNmBobVE/14mL1u6FBgprtZbNxRo/9XM6HWKmnjnj2YA9KtxhqMhdVs0i/cMB553Wc/dfXcIH6ejUMUf9JSYEQlp7wS79+jv+zW1Bq/37Pzog4Gwh6BKUSEkLSoa41JhNce626vYpT2/Qc9fUwb5663ZudnjOEMNjWxx6L2k5fzzv37GnTc+rx8265oe2GGEhQauBAFZTaty/WEVhobPQ/KOVPoKUtYtt5kBeNpVf8yQ7p1UttG6WlViorzVRXq/fS19C4SAVQTCa47z5V23XbtviAH69vb4EO+2uvFB8XKFy77YnICzgodfvttzN79mzWr1/PzJkzueuuu9iwYQPvv/8+t956a0DPNW7cODRN8/h59913SUhI4IsvvqC0tJT6+np2797Nu+++65GNNWvWLMPnuOGGGwJdNeGDnim1tjiditTuxjOtXs1x0hjHQtYyEjNNXIJLcLCdwy7FSWTsWJX5gMrMybeny//AYLeroXqmlASlQqxFK3RHUKq6f6sPPXHCOXxPb61N167GQSmjWiPi5GU/S+1nb3fvCEoNH+71IY6gVHqTM7uuudl5W7TfkCHE0ExfVIa5431xUUEKD/AHAMawQg3HbKUWWNTxVswcnNuS2axuRzoD76qrsJlVfZMihrvfZ5BZeGyLKlLtEZSKYFrxuHHq93pOCfixTU0wZYrz638Qm91nMJlCegzpM1Pq++/dMrj9pZdZ7dnTd6ey9gZUAhl2lJbWTPfu6sBK7/KmZ0pZLK1/vran87kv7Qm0WCyWkAXLQi0lpZkuXdTV1+LiOL+y1sIRlPL2Gv37nwBg69bAg1LHj6tsuPR07xelQiHfRzBbX0/JlIoOAQWlGhsbeeyxxzj11FNZsmQJR48e5ejRoyxZsoRLL700VMsookC/fs7AwH9SbzSeqaGBj7mMrxkHwDgWkY39yqvJpA5qhQB1tf2ccxx/DuN7AJZzhttsMnwvMhxBqeKMVuf94AM1Uq+w0KV++YEDntmRJpOaLjoP+0lkf1SNIkfww8fJpd5UqEtilcp20QNSzc3q70gHD04GEycCzmDhW9zkMYtrtssdvKqizx3NqT4ydpqb1UGNpqlhoXWhzWZplc2GbWwmJpo5SFfWuQZ2DE64t6yqBKCnfai1QwQDbKfYF9kwKPXddz4f+/nnsGCBekteuW0jI63r3WewWkN6DKlnSu0wewZoqalxy+D2h6apuuwAl19jUsFPL9p7Qhzo41sO4Qtk+F4otTU4Z7FYOnRQQR/Ct3Onf0GpUA2hdOXt/9mnj1rWvXtjHcvqL2/D93r27Bn4AgbA17YhQanoElBQymKx8Ic//CEsO4SILrGxoDdc/MYy3ut8u+jpuP0nfuF+pwy7EK5OO81xcxKqU9L/w72JggzfC5MWV5L0oNTm6gKqv9vo86Hvv69+33yzz+Nu0RnZg5AemVJegpN1dfDb36rbPZuLPYf5NTbC11+HZFE7lZkzISGBPFS17CNke8yyD9WJ6Dy+pPflI8O5dMHTWv2rujoVLE9IiIqLZmmXjnMMdV2Gy1jobPf3p74evtutsltHsNb9SazWiB1rDRkCJpPGIfIopYv7nUuXes02Ki2FG+3XOn/8Y7hj0lZMWrPzC8VsVkHEEAYO9Uyp7ZaBxjMEWM/q0CHV/8dshvPPb/BawqJHjx4BPW8wDBrkHpQKZPheKLW10HR7CqRHA30In2tQKjY2skEpb7p0aSQxsYmmJhN79gR2YO5t+F4kh9A125tdSFwjOgS8J59//vksWrQoBIsiop2emv3+/rMpYpjhPCWog6Hf8WsG2K+OA6qQckepRSHCw6XdrD7MczFjOVZS5ZgumVJhMnYsuBRbzeMQXdmPhpnv/73F50N/UCXBOPdcl4neMmFkCG/nYj+R8whKffyxx6yaBi+/rB6SkAD3x75k/JxeCj+LAA0axM28CcD3DMP1FOhTLuQX/AmA7uyFWbPCv3zBYLM528IZ0TQV6Gxqio6LZlu3chWzAfWeuE539cQTsO94Mhkc41RWuT/HZZdF7FgrKQn6FKgvbY9sKR/ZRq+/DocPq7fg0UdRAUI9EAXqt9kclkypQ/WZVNHiJLkNxeP1fgE9eni/qBYTE+Oz3k0g8vLy/J5Xz5QKdPheL72OR4i0NbgUzUEpfwq460PifvghIWqy1rwxmaBnT71jYGBBqf/9T9Uudc2UGrBvn7fZw0Lf/yQoFR0C3pOnTJnCQw89xH333ce//vUvPvnkE7cfcfLSixjX1lsYQRGLOcdjnkX2oXuFtEgf//TTEC+d6HBcOtr0ppj+bKEJC98tdXbIkJpSYWKzwVlnuU0axWoAVq/3/s9fulTVoDaZYPBglzvi4lSLdf2AzGJRf0dBNoIII/uJ3EB7fZht9KORGFi0yCNr4qWX4IEH1O0bboCBxZ8bP6ccPAbHqFHY2ICZJo7QxdFp7zOmcjGfUoU6WD8/fXXHvqD04Yetz1NbqwrpR1pjo2Mou1tdKZeMwaNH4Y9/VLdfjrmHZFy6nFosMH16GBbUu1NGqc/4dQz1vNNLtpGe/Pjww/bgUF2de5ZkGDKl0tMhK0vd3pE2EmJi1OvGxKjhkwEWj3/0UfX74ouN78/Pz6e/r4BpgAIZ+jZ4sAqClJTEUVlp9isQEhcXZ9iRLZjaOoQqmoNSvXv39lnTCGDoUNVpb/36BGpr1brExvquQxYO3gJqPXu6dwz0R3W12TF8r1u3esd0a7du7VjC9tOz8zSpVxkV2lTo/NChQzz//PNcc801XHbZZY6fadOmhWIZRZRo+Z33d65z+/sZ7qcY1abPLSj18ssd+6BWhEY/99oNo1HVslft7+o4YZXhe2HkMpwSXOpKHfR+QKX3k5g8ucUIk8JC9aa5XumOjY2ObAQRPvaGBoWUYKaJeuJ4g5+rHXv2bLdZ/6QSc5g+HX435lOwt3H2MN778HERgBkzSLA2ObqcXY4K3sxjsmOWYRRxxXle3oeOwmYDf0587J2DIyonh+EUASqo06Qfou/aBajrOKNGqWYA3TJruYIPnIET/cQ8wrWx7M20Wc0ozztdsqN1mgZr1FcNo0fbJz77rPO7Q58pDEMsHXWlLn8A8vJUV9q8PBVhCuAY9rPPVG10gLvuMp7HYrEQExPTziV2cg3MdO/upRmRXXp6E/n5erHzBOrrWw9K9etnUGsryNqaNRbN9YBiY2PJyPBdm7Nv3zqSkpqoqYlh82aVvdZagDAcEl2y513pQaldu/xfjlWrkqivN5OU1MT556vOqMlbt4bt3LBXr1701tvIu9D3GwlKRYeAg1LNzc1efyT97eT32WfO2xsZ4rjdgIUneBiAZCodB1ZcdhnceWf4FlB0HFdd5XaQqQ9DWNkwHEpK0DRnUEqG74WfHpR6d51xPZnKStiumnfxl78YzKBpzjoaJpN0TuuMbDYYNQozGs2oE7Bf8ifqiHULOmka6Fn8zzwDmcWrjZ/PYmm9TpDwj80Gzz5LH6u6gLScM1nJqY6g1PtcyVpGEHfNjyK5lMFx332+79c0GGqQ2RNu+fn0YxsJ1FBDknO4q70e08svw25Vcoq/3ruOuJhGFbxpagrLEDd/6IGllYz2vHPVKo9JVVVQZm8gOGAAMGeOc+ybTg9Khfiihh532dznQpg3D373O5W+FWAgXK+zaLWCwXkwEPzsHtesFn/OxfQhfG+9lc3u3eqqX0JCZLNzEhISsNlsxMcH1tktmoNSoJbPVwAyJgZsNvV+1NSo+XwFpbqFKbvIW6aUXgMrkKDUxo2qftl551Wo+HlzM+YDB9rU1bItkpKSDINsEpSKLtGb8yii0tSpzvIGa0yjqCOWVYziJe6inHQyOcoxMkmjAuLj1QGGEEZsNrjmGsefjkypphFQV+eWvS+ZUmHQ4ir26ThPDP72N8/Zi4vV78xMg0SEkhIVUXQNSjU0SOe0zqjFsFCwd3ZzuSpeVaVKzgDk5qIyFIxcfLFk3QbTjBn86b/OrIof8R+20w8zTUzhc0yXXw4nQwb8zJmeqd7RaOxYYhLjHRf1vuV0Nb2mhr3/Xc3TT6s///hHOG/QfuNGABHOlBppv4axlQFU0CLzZeNGj5NQPSAVG2sva7hunQpCtQzajBoV8n1/+HD1e/VqVCvAZ5+Fxx+HSy5RGf9+0DQ1Ohngo4+8zxeKIWeDBw8mOzub9PT0Vuc94wxVu3PZshSKitSwvPh44xPz7GzPRgihFBvgAV+0B6Wg9dpSw4bVuP3tKyiVkJAQlGVqTW1treH0Xr2cNaX8jeV8/71a5iFD7M+paaqja4BdLYOtI2w7nYnfn4q1tbV86lIX6KGHHuKee+5x/Nx///2c6Igtg0XA+vZVY+/rtDhe6vMKp/Ed9/MsAOfyNVYa1UnoypURXlIR9VwKXw+nCDNN7Kcb+xdtddSTAglKhUWLg6Y8DmFDteV+8uFKj4MPvd31oEEGz1VXp+q06A+KlrbrIvwqVev6/3KJY9IyznRMB/jzn9VvvfQY/ft7npSaTKrFowiq3lMGOPblElQnsNzESlI++hv85z8RXLIgW7rU9/3RMHzPZoNhwzgLtaxLcQZ0n/xnIdXV6vjrlltQHSybW2S2aJrXzpbhkpMD3dNVwOP7lg1xGho8TkL1oFRGhv0axtChaj1artstt4RoiZ30EezzPm/m0HPvOTO0jh2D3//er6yOXbtgzx71WeYrwSoUQ7DMZjN5eXnExMR4HXqlO++8Co/MqPh440yp1p4r2GJjYwMKFnSEwEIwg1LhWl9vGXc9e9YRE6NRUWGhtLT1Qu5HjsSwbJkKUI8eba+BFxNDxQUXBG1Z26ojbDudid9Bqb/97W+8/vrrjr9fffVVli1bxtq1a1m7di3vvfcef9aPLMVJzWSC0+0X8B7c8XM0l81oHIvUycRLL8kVbdE6l3T+JGoYjGrl9thHp7gFpWT4XhhMnOgxaRlnkkg1m/eluMWYv/1WXUQGuPVWg+eKi1MH864tvaOk7boIM3s2xyX8P55GVTJfylnwuSpkfuwYPPig26zGwUuTSYKaIeLWORM4UJN+cmRIubLZ4MYbje8zm6Nj+B5AQYFhUGr70UxANQOwWoGFCyOxdH4ZNUIFNzzqShmkVbgGpXzNFw5nn602k5paM1+Uj1EfTsXFqphXaamXLzt3mzap30OGqG6E3oS6OHdBQYHP+7OymvjrX3fy2mu7OP30KjIzGxk1qsZw3kCKqAdDTExMQMOpOkJgobq62uf9I0bUYLU6g4LestbCyds2FBenOYbwbdnie6ilpsGMGfaLHbkN9O3r/A6P37Qp4h2Zo7lIfmfk97vxj3/8gxtbfKH/85//ZOHChSxcuJA//OEP/Pvf/w76AoropKc5u8qIKeeyKfWqwqPUkRJtoBfIf2PvVLeRn3501RXtNW0a9OzpNimFKi7jYwDee09NKy6GMWPU7QsvhGuvNXguvdC5fqWtqUkKnXdWLl8WZ7MEUMFObdcumDPHUZcMYMYM+40DBzxPTKMgC+Rk1bIucouPgZPHW2/B+ee7TzOZ1GdftATh0tI4k2UA/MAQjqGiNaWVavhLQQEqY8fbsJcIn+QBjBynghhrMKhH6Hq1CfjqK/W7Vy/7hHXrnMO+dSZTWDLZzGbntZnv6odBRYX7DMuXt1qS4vBh9Ts31/drhTqQYrVaGezWEtfToEEnOOusKt54YxcLF24mL6/B5/zh0lpWUUsdISiV5m1Iul1KSjPz52/h8suPcfnlxxgwIPIjj6w+rgYPHKiWb/Nm30MJjx+PYf16lWn3/PMlzl27uZmMTz6JiguVWVlZYavTJXzzOyi1detWt/al8fHxbhHG0047jR9++CG4Syei1m23uf89Zw6UnkijcO5rkiEl/HfqqW5//oR/OW6//YejAMRamzF9PjdsBRE7NZcaX7prUdGod99Voy9cR/TMnOl5/uDQ4HKAazZLofPOauxYR1R5FKuJpY7D5LCDPvD662zerGYbM0Yl2IrwM5nAtWu5n+VzOqb581WxnyuvhB//GD78MLqGKebkkMNhetm7Ij7EkwAcqknW71a1+Yy6U8bHR8VJnl5XyjAotXy542ZjI7zyirrtuOadlmYckG7lpD5Y9FEAf6y9icWc47kc8+f7fLwelMrJCcHCBchsNvtVn8lstic1G3xHtxbYCoVAuxJ2hKCUP50Fs7KamDVrP7Nm7fc5fC9cfGURDRyoakPp3QK9OXBABbaysxsYOtSlRpXJhKm+PuLZzyaTia5du4ato6Hwze+gVHl5uVv0+vDhw/R0uZzW3NxMnaTWdxoFBe4dt0aOlGwW0QZXXaVaj9hdzT95hvsBWLo5CwBrYy3cdFNAxUZFGxm07J7IfHKsx6ishDvuUMNHAH7+c8+kA4dXXgHXdPXMTJUpJYXOOx+bTbVVB+Kod3TZXMaZcPiwo1PVhAkuj/GW7REFWSAnq2+/hdmzVaDg4osjvTQhNm2aapE2e3b0ZEjp7NHBZFRdpje4lSqSOIjah3JzUd1mWhY5h7B0qPPHKPuovU0MopoW9YjsGU8HD8Lll6uRcenpMH26/X5vQZQwFZYc7dI08FwW00iLAElmps/H61+hXbp4nyecQ4YCei2TyS2jx2KxRGR4U6BBqUDnj4RgBc56e2vnGAK+3ns9k6u14Xt6UKpr1xZZeCYTpqamqAiii+jh96dN9+7d2eAjU2HdunV0b5kDLk5qN90EH3+sRutFwXGQ6IhsNmd1UcCMxj08TwLO2gbVWpI6GdU0ePFFyZgKJYPIsoUm7mxWKSxvvOGcbjSEF1Dvz2efqfQL/WDx6FF1Wz4oOqeBAx039aFJSzkLqqocLe7HjXOZf948z6v2VqscwIZQ9+4qcagDnN+d3MaOBauVF5npmNSbnWiYiTPXq2DHvHnGj+3RIyoy1bt2hbykSpqJYR0tanVt3w4bNnDbbfDJJ2rS2LEufQ327zd+Um/Tg8wxjNBuCBudf5hMzoibF3qmlLeglMlkom/fvu1YwsAEOhTOtah5zwiN4/UWDPGWzdIRMqUC7ShoJCEhIexF54cMGWI4vV8/FZTasyeWmhrv//8DB9R6Gw0NNdXVRTxTSkQXv4NSU6dO5Te/+Y1hh73a2loee+wxLrzwwqAunIhuJhNcemn01AcVHZRbigTE0MwVfOD4e0j8dnXEmpGhOrhJtk3oGBQ7B/g/7XfcdrYzGBgXB1dc4eU5SkpUDancXPexfRddFBUnTCIC+vVz3DyHbwD4ggvQtm2n4qiqMePoYr5hg7ra0VJTkxzAipOfzQannsoEFvIATwNwGDUW7JGRc4l97WX44gvjx4apVbw/9CF8Z7Kc57nbeUdjI83/ep8FC9Sfo0fDk0+6PNCly7dDy/GlIWQyqU71uq0MYDf2iyl+BMZbG77XvXv3oAQo/BUf7zuTpSWTyUT//v0ZMGBAwI8NFm+ZT3369DGcHs7/Z1slRNG+GQhvAb+srCYyMxvRNBM7d3rfTrxmSoFkSgkPfgelHn74YY4dO8aAAQP4wx/+wH//+18++eQTnnnmGQYMGEBZWRkPP/xwKJdVCNFJvMDd/LHXs1yT9DHPp/1WtYcuK4ua4QknrWnTYNgwz+maxstXLuHnP4ebb1b1X7OzvTxHYaF6nzTNebk4N1eN/ROdk0uw83y+JJFqdtOTNdpwystUxyHHqJGSElWPrOXBcGysHMCKzsEevL8A9+DTr8ofgrvu8v64KBqtMGqcs4bOvTzPXKbQny1cysd8961GZaW675tvwFG2aM4clXrfUlKSSqcKk7g4ePjyLY6/l3C2uuFHDZy9e9Vvb5lS4R4O15ai4bGxsT6LXIeaUVCqsLDQa4AkOTk51IsUFSKVEZaVlWU4Xc+W2rbN+/eyr6CUubZWLjQJN35/Oubm5rJs2TIGDRrEr371K6ZNm8Zll13GQw89xODBg1myZAm5rbWbEEIIP2RSxi8OPMJ7d37LpMQlquuWyQR33y3ZNqH26KOe0zQNa/dcXn9d1ZLzeWHSZoMRI1RxDb1b2ujR8r51ZtOmOWqxJFLLFD4H4B9cQ2Wd2pgcQanCQpUR2XL4XmamBKRF52APJJzDN4xjIQCHySZm22bfj7vqqlAvmd/0TCndhcxlG/35hEs546vfAZCY2CLO/Nxzxk92yilh//547NwF9KQYgO84zeWOx7w+Zvt2Z0zN2wiCcAcWOmLLe6NlNpvNhv+7vLy8DjF8LxgitZ5Hjx41nK4HpbZu9Z4pVVGhAoyZmZ418EyNjXKhSbgJ6NOqV69ezJs3j8OHD7NixQpWrFjB4cOHmTdvXliLrwkhTiLe0vJPnFAV9T/5RLXy/uQTuPPO8C5bZ7R6dWDTW9qwAdauVeMX9CBCUZHUAuvsXGpT3MC7ALzAPWj2w5DUVPud27a5j5/RTZ4sgU3ROdgzC600spAJaJjIxvjE0CEhIaqKtnsrvWSmyXE7Kcnljg0bYOlS4wcZFXUPMUuMxu94BICVuFQ///57ldFl4LPP1O/zzgNv5ZjCHSQK9PWiIYjlK/iS7ZKibTab3f4+2dXX10fkdbt162Y4Xe+mt2yZ90y1ykoVlEpObvK4rzkrSy40CTdt+vTJzMzktNNO47TTTiOzlU4UQgjh09ixqpW1kf371Yno1KlyQhou27YFNr2lkhKV6ZKa6qxee+KE1ALr7M44w3HzQj5jKM5hOlary0eA3o6vpaqqEC6cEFFk2jTvRYm8CVPNJX95G0m4hwLH7cojLkN3LrjA+5NFICjF2LGcZlkDwBpG0oDLMLjZsw0fskz1cGhZJtNNuIM+J0sWkb4ervWjOkLXvWBqaPAcAhcOGRkZhtvRWWdVYrFo7NwZz+7dxunz1dVqe09Kava4L7m2Vo7rhZvIh8SFEJ2bPtzLSGmpuoI6d65k2oSLS0tov6a3VFioagJt24ajtVpDg1wR6+zOPdfR2s0EPMwTjrviY5ucJaSKiowff/x4KJdOiOjStWtg819+eWiWo41MJvjvrXOZwUtu07tygK+YQBdKuVt7TmUdvfii7+56554b2oU1YrPRt3cz6ZRRRzzrOcV5X3m54UP0oNSZZ3p/2nDXatJaDoNuRTQGsVJTUx2Fwl2DetG4rCerlJQUj2mpqc2MGlUNwGefpRs+rqpKvV/JyS2CUo2NmI8cCeoyio5PglJCiMgrKDCevnIlXHIJ3HST+v3yy+Fdrs7I2xX6r7/2/zk0TZ2V6AeNAR4Yi5OQXgDf7kf8h97sAGByzlo1ccMGVZjF2+OF6Cwc41n9kJ8PTz8dumVpo0vuKOQl092k4gzimIAJLOQgeTzBr2H+fHjoId9P5KOOUyiZzh3LaFYCLYbwVVR4zLt5sypyHhMDp53mcbdDuLN7ToagVGFhoSMY5bp80bisvuRHWTZjILxttxdcoPbtFSuSPO574IHuHD2qgrAth++Z6+tVRr0QLiQoJYSIvCbP8eYA/PCDCmh07ap+v/iiZEyFmrcDp61bvdbScFNSoiqh9+3rDCTExsrwvc7OZnNrSRVDMx8xnQd4mldzfqsmzp7t/bNg+PDQL6MQ0WL6dP/me+AB2LcvtMvSVjYbnHYap7LK4y4z9mDJ0qXGNeSiwfDhnMZ3QIti51u3ehyHzJunfp97rirgHi0CDUpFu46cKdWRy90ketmoTztNZUpt2JBAXZ3z/di4MZ7PP093/J2V5T4E11RTA2efHfwFFR2aBKWEEJHnLTunvl4VmzGbISNDXVmR4EZojR3rvSPK/PmtP17PiKmogGZ7ynZ8vGS6CDj/fLc/h7GOp/kVOUPz1ISFC40fFxsb1pbwQkTczJmtZ0utXx+VGVJuVqzgN/F/AOA8vvS8f90674+NdNHtsWMZHa+CT46glNmsMoBdjkOKi1VjYHDUqI8agQZuoiXQM2jQIMPprkG2aFnWQMS1o9tcenp68BYkQN5qoRUW1pOZ2UhDg5mNG52Z0KtWOTOnhg6tIT7ePTgaU14OM2aEZmFFhyVBKSFE5Pk6kispgepqKCtTwQ4JboSWzQYDBxrfV1rq3+NHjFDz6gfuw4dLQUsBU6YYT29uhmHDnEVZWhoxQrYf0fl460YHqpJ4B9knzq2dx/f5U/gIP7O/dH//e2gWyF82G6fdpGpJ/cBgqkwpKkBuNrsdh5x1lvodHx91pb0iGshoj5iYGGJjY0lrUcuyowelurhkCwfKW7ZSODR5yWA2mWDkSJUttWaNc/mOHlWNASZNKufNN4s9HhfT1NRhPr9E+EhQSggRedOmgZe2s9TWqqLZlZXqcqR8kYXegAHG0/2ph7FhA6xdq7Lf9AP3oiIZdingwAHj6X/9q++Miays0CyPENHMZlPfjUbuvTe8y9JOQ1/9OalU+v+Anj3hootCtjz+6vrqr+mWUk4zMazRhquhhqWl8OijgCp7qX+s/fvf0K9f5JbVSEfNlALo378/BS3qjYa7UHywBdp9MT09nV69epGfn09GRkaIlqp1voaBjhhRA8Datc6gVHm5OlYcMOAECQmejzVFcF1E9JKglBAiOkydajw9NVWdlMbHw/jx4V2mzsrbkbW3zmiuSkpUIDE11Tn84sQJGXYpFKOTntZavrsUSBeiU/noI+jf333asGFqeF9HMm1aYMXb778/dMsSoNMGq0wQt2LnH30Ec+bw/PPqz9Gj4eKLjR/faP986xpoR8UgyQogqB9NQSkjrtlCNTU1EVyStgm00P3x48dJSkoiMzMzou+Nr6DUyJF6UCrJUbFBD0qlpXnJsGpHxpg4eUlQSggR3RobVRZVU5MENsJl1Cjj6du3t17svLAQGhpUdtvu3WpaQ4MMuxSqLlRbuk9NmBD8ZRGio9iyBV54Aa6+Wv325+JANDrjDP/mi4mJqhpypx/7HIClnOU2vem1vzB3rrrtqzHw4cOHAairqwvJ8rWm5RC4k0W0B9CMhLv7YjgMGFBLQkIzlZUxbNumamYdOaIy2tLSjC84mZKTw7Z8ouOQoJQQIjpYLMbTq6tVdyGpJxU+cXGqdkZLzc2+h1npWl5VO8k6AIk2stkCH9+SkBBVJ6hCRMTMmfCPf3S8DClXp57q33ynnRZVw/THmr4BYDFjacYZCNm9z0JFhfqqHD3a26OdAh26FSyBvG5HCvR0xM6CFm/HuVHO17BJq9VZV2r5chVs2rtXzd+jR73hYzrSdibCR4JSQojo4KvY+ZEjMHJkVB2ontQKC8HblazWrrqWlKjMKJPJGYxqaJAsN6GMGeP/vBaL6i4m+70QHd9VV/nXUe+NN0K/LAE4tftBEqnmKNn8wGBOEMc73ECfjZ8A6uvSnwSYSBWqDiQ7x1tB62jSzVv90Q4g0MBke7r1BVNqK0Nvzz67CoAlS1IAqKlR21xKisH2pGkSlBKGJCglhIgOvoqdx8bCmjVSLDtcbDbvQ/j08Qre1NWpmlKa5jxSP3FCTRciPt6/+Xr2VAXz77wzpIsjhAgTm00NP/TloYeiLghtHdCbs1CdEP/NlTzI09zIO477W+u417t3b5KTk1s9sQ+VQIqDR0sQxJdIdqFrr0CDUi0LvUeKyWTyWZvsrLNUE4M1axKprDRTW6vWMymp2XNmCUoJLyIalFq8eDEXX3wx+fn5mEwmPv74Y7f7b7jhBkwmk9vPmBZXWevq6rjzzjvJzs4mKSmJSy65hL1794ZxLYQQQTNokPH0+noV6JBsm/DxdvD05Ze+g4NxceqxTU0qQ0p/rg5wsCvCIDPTv/nuvz/qTk6FEO00YwasXw/nn68C1CaTyohMS4Nf/QqeeCLSS+hp4kQu5b8APM5veJm7HHdd1quIp57y/fDExER69uwZwgUMno7Q3c5qtWIymejVq1ekF6VN+gUwhD2agoS+to2ePevp1q2ehgYzDz/c3THdMChlNneI7UyEX0SDUtXV1QwbNoxXX33V6zyTJ0/mwIEDjp+5La7Sz5w5kzlz5jB79myWLFlCVVUVF110UYdIQRVCtGBUxwhULaOqKqkpFU7p6cbTNQ1mz/b+uLo69X6ZzarYAKi/JVNKgBrC09pwErNZ6kgJcbKy2WD+fHWhad06+O9/YckSePLJSC+ZsWnTuDX7IwayyTEphQqK6clHvVvpErhhg8oujnCWtz/BjY6SvWI2mxkyZAhJSUmRXpQ28TfQpCdjRAtfGWomE5x9tsqWWrRIZQRarc3ExhrX/aqsrAz+AooOL6JBqSlTpvC73/2O6dOne50nLi6OvLw8x0+my1XW8vJy3nrrLZ577jnOP/98RowYwXvvvcf69ev58ssvw7EKQohg8lVXqt64YKIIkR//2Pt927Z5v08vkm424+gPHB8vmVJCsdlaz4AaNkyypIToDGw2mDo16vd3y6B+vMwMMjjGUL5nEePoyW5M9V4utmzYALfdBueeC1deCeed57tFX4j5M+QtmgIgIvoKube2POecU+X2d0OD9xBDc7NBBpXo9KK+ptSiRYvIycmhf//+3HLLLZSWljruW716NQ0NDUyaNMkxLT8/H5vNxrJlyyKxuEKI9pg5E7zVXWhuluF74TRtGuTnG9/nKxN18WIVQHSdJytLstyE04ABvu//6U/DsxxCCOGPgQOZyJccJYsihjOStY7pHl5+WQWhXn8djh1THYRLS1W9rAhlTNX7cVFPglLh069fPxISEiK9GAFpbcjdmWdWMm5chePv0aOrvM7bUbsQitCK6q1iypQpXHHFFfTo0YPi4mIeeeQRJkyYwOrVq4mLi+PgwYPExsaSkZHh9rjc3FwOHjzo9Xnr6uqocxlKUlGhdqKGhgYa9BooQrRC31ZkmwmysWPhq6+M76urc9YpEqE3ciSUlXlO377d+H3YtEkNxcjMhNpaGuzZUQ1XXqkCEfLeCVBBSm8H5CYT9OvXKbYV+Q4Rwruo2j/uuAPef9/9cyk2Vk13nbZpk6qLVVnp+RmnafDvf7celA+B2traVrNTTCZTdPyvOwGz2Uy3bt3YunWrz/l8vR/h3j9MJhNxcXHU1tYa3h8TAy+9tIvGRli4MI3Bg2u8bnN5eXmyrXUi/r7XJi1K8gNNJhNz5szhsssu8zrPgQMH6NGjB7Nnz2b69On885//5Gc/+5lbgAlg4sSJ9OnTh9dee83weWbNmsVjjz3mMf2f//xnh+7qIIQQQgghhBBCCBFpNTU1XH311ZSXl/vsQhrVmVItde3alR49erDNXs8kLy+P+vp6ysrK3LKlSktLOfPMM70+z0MPPcQ999zj+LuiooKCggImTZoUsZatouNpaGhg/vz5TJw4UTpJBNPjj8OzzxrfN20avPtuWBenU/v0U7jmGuP7nnsObr7Zc/7rrlNXhM1mGhISmP+XvzCxuRnrRReFfnlFx7BpE5x5prPmmKtu3eCHH8K/TBEg3yFCeBeV+8emTbB0qbp91lnuHYM3bVKZ3r6Gyt13HzzySGiX0YtNmzb5vD82NpY+ffqEaWkE+H5PCgsLfRZzj8T+sX//fsrLy9v1HGazmQERyBYUkaOPSGtNhwpKHT16lD179tC1a1cARo0ahdVqZf78+Vx55ZWAyqbasGEDzzzzjNfniYuLM+x+YLVao+eLT3QYst0E2ZVXqi48jY2e9/Xq5ezoJkJv2jQoKACjFPN9+zzfi2efVfUzdPa6UtbYWNlHhNPQoTBpEsyZ43nfL3/Z6fZx+Q4Rwruo2j8WLYLf/17ViAJVK3H3bnV7yRLwdcJuMqnjmwiti9nsu4ywxWKJnv9zJ5GTk8ORI0cM70v31gG5hXDuH1artdXtqDWynXU+/r7fES10XlVVRVFREUVFRQAUFxdTVFRESUkJVVVV3HfffSxfvpxdu3axaNEiLr74YrKzs5k2bRoAaWlp3HTTTdx777189dVXrF27lmuvvZZTTjmF888/P4JrJoRoM5sN7r3Xc3piomonL8Lr3HONp7s0nQBUgGHFCuN5pXOiaOmjj6B/f/dpw4apZgdCCBFtNmxQxcpdv/tKSlSwCcB+LuPVhAlR0WXQW0FzKXQePaK1lEx7A1Ig25nwLqKZUqtWrWL8+PGOv/Uhdddffz1//vOfWb9+PX/72984fvw4Xbt2Zfz48bz//vukpKQ4HvPCCy9gsVi48sorqa2t5bzzzuPdd98lJiYm7OsjhAiSp55SB3p//rMKaKSkwP/9X1Qc0HU63joe/utf8MYbzr/nzzcejgWquKv9YoIQDlu2wIsvwsqVMHq0BKSEENFr9myoqTG+z2Ty3jlYv9+lbEgkJSQkUGOwHhIsiB6xsbGRXgRDwShDLVlSwpuIBqXGjRvncwP/4osvWn2O+Ph4XnnlFV555ZVgLpoQItKefFLVMyopUSnyEpCKDG8p5FVVKqAwc6Zqgf3nP3t/Dm+BLSEkECWE6AiOHfN9v7e6KXFxkJ+vjmMiqEuXLpw4ccJrtosEpcKvM2atWSwdqnKQCKOIDt8TQgifbDaYOlUCUpH04x97v++jj9SQhtYCC96GAAohhBAdwcSJbXucxQJ33x3x45jc3Fx69Ojh0bFcdzIHQqJVly5dDKdH63uRnJzc7ufwt+i16HwkKCWEEMK7adO8D0v4/ns44wzVbc+Xxx4L/nIJIYQQ4TJtGkyfHvjjzj4b7rwz+MvTRt5GqERrIORkZjabyc7O9pgere9FMIJSQngjQSkhhBC+TZliPL2iQg3jE0IIIU52H34Il18e2GNuvTU0y9JG3gIL0RoIOdnl5OR4TAtGQfFQCMY24m9XQdH5ROdWL4QQInr4GsLny5NPBnc5hBBCiEiaNUsNyfNHfn7UNfnIzc01nC5BqciI1gBUqMh2JrzpXHuCEEKIwE2bBhkZgT0mNRV+8YvQLI8QQggRCTYbPPecf/P60bAp3MxmM6m+OgWKiIvmwE2/fv3a9XgZAii8kaCUEEKI1vXpE9j8S5eGZjmEEEKISJoxA9avh549je+Pi1NdaaO0SYtRtlQ0B0JOdoUtOjNG83sRFxdHTExMmx8vAVHhjfRlFEII0boJE2DVKv/m1Q/GGxpCu0xCCCFEJNhsUFwMc+bAunWQlgaxseq+sWOjNiAFKrDQUjQHQk52HS1QY7FYaGpqatNjZTsT3khQSgghROuefhpefRVqanzPt359VB+MCyGEEEEzbVrU1Y1qi7KyMrp16xbpxRBAZWUlXbp0ifRieOWtg2NrOlv9LBEYCUoJIYTwT3U1JCTAiRPG97fxQEUIIYQQ4ZOcnEyVdM+NSo2NjZFeBJ/q6+vb9LgBAwYEeUnEyURClkIIIfxXWwvnnQeuV7xOOUUCUkIIIUQH0XL4Va9evSK0JKKltmYihUtbakrZbLZ21aISJz/JlBJCCBGYL7+EDRugpAQKC2W4nhBCCNGB1NbWOm736tWLpKSkCC6NcGVU8yuadOvWjZKSEr/nj4+PD+HSiJOFZEoJIYQInM0GU6dKQEoIIYToYFw78CUkJERwSQRA3759O0zwJtDC7FJLSvhDthIhhBBCCCGE6CT0LmgFBQUSNIgC8fHxHWoIZXp6ut/zyvYl/CFbiRBCCCGEEEJ0EqmpqVitVhm2F0X04E1GRkaEl6R1Fov/FYAkKCX8ITWlhBBCCCGEEKKTiI2NlW5oUcZkMmHrICURAilaLgXOhT8kdCmEEEIIIYQQQohWBZJhJ5lSwh+ylQghhBBCCCGEEKJVsbGxfs8rmVLCHxKUEkIIIYQQQgghRKsCCTQFUn9KdF4SlBJCCCGEEEIIIUSr9O6N/ggkq0p0XhKUEkIIIYQQQgghRFDJ8D3hDwlKCSGEEEIIIYQQwi9Wq9Wv+QLJqhKdlwSlhBBCCCGEEEII4ZfExES/5pOaUsIfEpQSQgghhBBCCCGEXzRN82s+CUoJf0hQSgghhBBCCCGEEH7JzMxsdZ6EhIQwLIk4GUhQSgghhBBCCCGEEH5JTk5m4MCBXu/PysqiT58+YVwi0ZFJUEoIIYQQQgghhBB+8zU0Twqci0BIUEoIIYQQQgghhBBBIUEpEQgJSgkhhBBCCCGEECIozGYJMwj/ydYihBBCCCGEEEKIgKSlpRlOT05ODvOSiI5MglJCCCGEEEIIIYQISPfu3Q2nS6aUCEREt5bFixdz8cUXk5+fj8lk4uOPP/Y676233orJZOLFF190m75jxw6mTZtGly5dSE1N5corr+TQoUOhXXAhhBBCCCGEEKIT81Y7SoJSIhAR3Vqqq6sZNmwYr776qs/5Pv74Y7799lvy8/M9Hj9p0iRMJhMLFixg6dKl1NfXc/HFF9Pc3BzKRRdCCCGEEEIIITq1lJQUj2kSlBKB8N7HMQymTJnClClTfM6zb98+7rjjDr744gsuvPBCt/uWLl3Krl27WLt2LampqQC88847ZGZmsmDBAs4///yQLbsQQgghhBBCCNGZde/enU2bNrlNi4mJidDSiI4ookGp1jQ3N3Pddddx//33M2TIEI/76+rqMJlMxMXFOabFx8djNptZsmSJ16BUXV0ddXV1jr8rKioAaGhooKGhIchrIU5W+rYi24wQxmQfEcI72T+E8E72DyG8i9b9w3WkUrQtm4gMf7eDqA5KPf3001gsFmbMmGF4/5gxY0hKSuLBBx/kiSeeQNM0HnzwQZqbmzlw4IDX533yySd57LHHPKb/73//IzExMWjLLzqH+fPnR3oRhIhqso8I4Z3sH0J4J/uHEN5F8/5RXFwc6UUQUaCmpsav+aI2KLV69Wpeeukl1qxZ47WAWpcuXfjggw+4/fbbefnllzGbzfzkJz9h5MiRPlMGH3roIe655x7H3xUVFRQUFDBp0iTHMEAhWtPQ0MD8+fOZOHEiVqs10osjRNSRfUQI72T/EMI72T+E8C5a94/a2lp27dpFv379sFiiNswgwkgfkdaaqN1avvnmG0pLSyksLHRMa2pq4t577+XFF19k165dAEyaNIkdO3Zw5MgRLBYL6enp5OXl0atXL6/PHRcX5zbkT2e1WqNqxxYdg2w3Qvgm+4gQ3sn+IYR3sn8I4V207R9Wq5WhQ4dGejFEFPF3+4zaoNR1113nURPqggsu4LrrruNnP/uZx/zZ2dkALFiwgNLSUi655JKwLKcQQgghhBBCCCGECFxEg1JVVVVs377d8XdxcTFFRUVkZmZSWFhIVlaW2/xWq5W8vDwGDBjgmPbOO+8waNAgunTpwvLly7nrrru4++673eYRQgghhBBCCCGEENElokGpVatWMX78eMffep2n66+/nnfffdev59iyZQsPPfQQx44do2fPnvz617/m7rvvDsXiCiGEEEIIIYQQQoggiWhQaty4cWia5vf8eh0pV0899RRPPfVUEJdKCCGEEEIIIYQQQoSaOdILIIQQQgghhBBCCCE6HwlKCSGEEEIIIYQQQoiwk6CUEEIIIYQQQgghhAg7CUoJIYQQQgghhBBCiLCToJQQQgghhBBCCCGECDsJSgkhhBBCCCGEEEKIsJOglBBCCCGEEEIIIYQIO0ukFyAaaJoGQEVFRYSXRHQkDQ0N1NTUUFFRgdVqjfTiCBF1ZB8RwjvZP4TwTvYPIbyT/UN0FHp8RY+3eCNBKaCyshKAgoKCCC+JEEIIIYQQQgghxMmhsrKStLQ0r/ebtNbCVp1Ac3Mz+/fvJyUlBZPJFOnFER1ERUUFBQUF7Nmzh9TU1EgvjhBRR/YRIbyT/UMI72T/EMI72T9ER6FpGpWVleTn52M2e68cJZlSgNlspnv37pFeDNFBpaamyheCED7IPiKEd7J/COGd7B9CeCf7h+gIfGVI6aTQuRBCCCGEEEIIIYQIOwlKCSGEEEIIIYQQQoiwk6CUEG0UFxfHo48+SlxcXKQXRYioJPuIEN7J/iGEd7J/COGd7B/iZCOFzoUQQgghhBBCCCFE2EmmlBBCCCGEEEIIIYQIOwlKCSGEEEIIIYQQQoiwk6CUEEIIIYQQQgghhAg7CUqJTu3JJ59k9OjRpKSkkJOTw2WXXcaWLVvc5tE0jVmzZpGfn09CQgLjxo1j48aNbvPU1dVx5513kp2dTVJSEpdccgl79+41fM26ujqGDx+OyWSiqKgoVKsmRLuFc//YunUrl156KdnZ2aSmpnLWWWexcOHCkK+jEG0VrP3jjTfeYNy4caSmpmIymTh+/Ljb/bt27eKmm26iV69eJCQk0KdPHx599FHq6+tDvYpCtFm49g/dZ599xumnn05CQgLZ2dlMnz49VKsmRLsFY/84duwYd955JwMGDCAxMZHCwkJmzJhBeXm52/OUlZVx3XXXkZaWRlpaGtddd53X/UiISJGglOjUvv76a375y1+yYsUK5s+fT2NjI5MmTaK6utoxzzPPPMPzzz/Pq6++ysqVK8nLy2PixIlUVlY65pk5cyZz5sxh9uzZLFmyhKqqKi666CKampo8XvOBBx4gPz8/LOsnRHuEc/+48MILaWxsZMGCBaxevZrhw4dz0UUXcfDgwbCusxD+Ctb+UVNTw+TJk3n44YcNX2fz5s00Nzfz+uuvs3HjRl544QVee+01r/MLEQ3CtX8AfPjhh1x33XX87Gc/4/vvv2fp0qVcffXVIV0/IdojGPvH/v372b9/P88++yzr16/n3XffZd68edx0001ur3X11VdTVFTEvHnzmDdvHkVFRVx33XVhXV8hWqUJIRxKS0s1QPv66681TdO05uZmLS8vT3vqqacc85w4cUJLS0vTXnvtNU3TNO348eOa1WrVZs+e7Zhn3759mtls1ubNm+f2/HPnztUGDhyobdy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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "\n", + "\n", + "ax.scatter(\n", + " heads_full.index,\n", + " heads_full,\n", + " label=\"Observations\",\n", + " color=\"red\",\n", + " s=10, \n", + " alpha=0.8,\n", + ")\n", + "\n", + "\n", + "ax.plot(\n", + " heads_sim.index,\n", + " heads_sim,\n", + " label=\"Simulations\",\n", + " color=\"blue\",\n", + " linewidth=1.5,\n", + ")\n", + "\n", + "\n", + "ax.fill_between(\n", + " ci_val.index,\n", + " ci_val.iloc[:, 0],\n", + " ci_val.iloc[:, 1],\n", + " color=\"lightgray\",\n", + " label=\"95% Prediction Interval\",\n", + ")\n", + "\n", + "\n", + "ax.set_title(\"Observations, Simulations, and 95% Prediction Interval\")\n", + "ax.set_xlabel(\"Time\")\n", + "ax.set_ylabel(\"Groundwater Head [m]\")\n", + "ax.legend(loc=\"upper left\", ncol=2)\n", + "ax.grid()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "067457d6-dd40-4db1-9a9d-f5ed0668f3c5", + "metadata": {}, + "source": [ + "**Diagnostics checking**\n", + "\n", + "\n", + "A diagnostics check is performed. This is done to ensure that the model adequately describes the observed time series and the noisemodel is performing well.\n", + "\n", + "The check is conducted to test the assumptions for white noise:\n", + "- No significant autocorrelation;\n", + "- Residuals are homoscedastic;\n", + "- Residuals follow a normal distribution.\n", + "\n", + "The results of the diagnostics check show that all tests reject the null hypothesis, meaning that the data do not agree with the assumptions." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "8f4ea627-0df1-49a6-9c7c-085af514d604", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "p-value may not be accurate for N > 5000." + ] + }, + { + "data": { + "text/html": [ + "
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ChecksStatisticP-valueReject H0 ($\\alpha$=0.05)
ShapirooNormality0.410.00True
D'AgostinoNormality6262.320.00True
Runs testAutocorr.-25.080.00True
Stoffer-ToloiAutocorr.408.530.00True
\n", + "
" + ], + "text/plain": [ + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.41 0.00 True\n", + "D'Agostino Normality 6262.32 0.00 True\n", + "Runs test Autocorr. -25.08 0.00 True\n", + "Stoffer-Toloi Autocorr. 408.53 0.00 True" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ml.stats.diagnostics(alpha=0.05)" + ] + }, + { + "cell_type": "markdown", + "id": "a979408a-94d7-4f25-ab75-86ca9c7b8b7b", + "metadata": { + "tags": [] + }, + "source": [ + "**Reducing autocorrelation**\n", + "\n", + "Autocorrelation is computed and displayed for time lags from 1 to 365 days. The autocorrelation plot shows that for the first 10-15 days the correlation between the observations is very close to one, it then drops significantly at around 20 days." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "9c5026f6-6d31-49f4-aaac-77d2f346af58", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.This figure includes Axes that are not compatible with tight_layout, so results might be incorrect." + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = head.plot(figsize=(10, 3), marker=\".\", linestyle=\" \", color=\"k\")\n", + "ax1 = plt.axes([0.95, 0.2, 0.3, 0.68])\n", + "acf = ps.stats.acf(\n", + " head,\n", + " lags=[\n", + " 1,\n", + " 2,\n", + " 3,\n", + " 4,\n", + " 5,\n", + " 6,\n", + " 7,\n", + " 8,\n", + " 9,\n", + " 10,\n", + " 12,\n", + " 13,\n", + " 14,\n", + " 30,\n", + " 61,\n", + " 90,\n", + " 120,\n", + " 150,\n", + " 180,\n", + " 210,\n", + " 240,\n", + " 270,\n", + " 300,\n", + " 330,\n", + " 365,\n", + " ],\n", + ").values\n", + "ax1.semilogx(acf, color=\"k\") \n", + "ax.set_title(\"Groundwater level \")\n", + "ax1.set_title(\"Autocorrelation\");" + ] + }, + { + "cell_type": "markdown", + "id": "fe78c5f1-fc77-41b4-b742-1c358966ba56", + "metadata": {}, + "source": [ + "The code below performs an analysis to investigate the effect of varying temporal resolution. It creates and solves multiple models, each with a different level of temporal aggregation in the input time series.\n", + "\n", + "1. **Initialization**:\n", + " - `mls_ar`: Empty dictionary to store solved models.\n", + " - `dts = 21`: Range of temporal resolution steps to test.\n", + "\n", + "2. **Model iteration**:\n", + " - The loop iterates over `dt`, creating **10 models** in total.\n", + " - For each `dt`, the groundwater head time series (`head`) is downsampled using `head.iloc[::dt]`, resulting in progressively longer time intervals between observations.\n", + "\n", + "3. **Model setup**:\n", + " - A model is created for each `dt`.\n", + " - A noise model (`ps.ArNoiseModel`) is added.\n", + " - A recharge model (`ps.RechargeModel`) is configured as above.\n", + "\n", + "5. **Model calibration**:\n", + " - Each model is solved over the defined calibration period (`tmin_cal` to `tmax_cal`) to fit the parameters to the input data.\n", + "\n", + "6. **Model storage**:\n", + " - Solved models are stored in the dictionary `mls_ar`.\n", + " \n", + "Output:\n", + "- **10 solved models** stored in `mls_ar`.\n", + "- Each model represents a different temporal resolution, with intervals between observations increasing according to the sequence of `dt` values: 1, 3, 5, ..., 19." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "851df109-95d1-419a-b913-26be9afa36cd", + "metadata": {}, + "outputs": [], + "source": [ + "mls_ar = {}\n", + "dts = 21\n", + "\n", + "\n", + "rch = ps.rch.Linear()\n", + "rfunc = ps.Gamma()\n", + "\n", + "for dt in range(1, dts, 2):\n", + " \n", + " ml_name = f\"USA_{dt}\"\n", + " ml = ps.Model(head.iloc[::dt], name=ml_name)\n", + " ml.add_noisemodel(ps.ArNoiseModel())\n", + "\n", + " sm = ps.RechargeModel(prec, evap, recharge=rch, rfunc=rfunc, name=\"rch\")\n", + " ml.add_stressmodel(sm)\n", + "\n", + " w = ps.StressModel(river, rfunc=ps.Gamma(), name=\"waterlevel\", settings=\"waterlevel\")\n", + " ml.add_stressmodel(w)\n", + " \n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + " mls_ar[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "ac8e9a4d-58d3-4c65-b8ff-3dd101400316", + "metadata": {}, + "source": [ + "The previously created groundwater models (`mls_ar`) are modyfied to analyze the impact of changing the noise model from autoregressive (AR) to autoregressive-moving-average (ARMA). The modified models are then calibrated and stored for comparison.\n", + "\n", + "Outputs:\n", + "- Recalibrated models stored in `mls_arma`.\n", + "- Each model is identical to the one in `mls_ar`, except for the noise model type (ARMA instead of AR).\n", + "\n", + "--> a decision can be made about the type of noise model to use." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "2249437e-6499-4ffd-a04b-aa571ea0b9a1", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_arma = {}\n", + "\n", + "for ml_name, ml in mls_ar.items():\n", + " ml = ml.copy(name=ml.name)\n", + "\n", + " ml.del_noisemodel()\n", + " ml.add_noisemodel(ps.ArmaNoiseModel())\n", + "\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + " mls_arma[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "aeb0a1a7-15ab-45ed-b44e-bc06e321265f", + "metadata": {}, + "source": [ + "The performance of different noise models (AR and ARMA) is evaluated by computing the Durbin-Watson (DW) statistic. The results are plotted to compare the two noise models at varying temporal resolutions (`dt`).\n", + "\n", + "1. **Data preparation**\n", + "- Two empty DataFrames (`data` and `data2`) are initialized to store the DW statistic for each temporal resolution (`dt`) and noise model.\n", + "\n", + "2. **Compute DW statistic for AR noise models**\n", + "- Loop through all models in `mls_ar` (models with AR noise)\n", + "\n", + "3. **DW statistic for ARMA noise models**\n", + "- Loop through all models in `mls_arma` (models with ARMA noise)\n", + "\n", + "4. **Results**\n", + "- Two subplots (`ax1` and `ax2`) for AR and ARMA noise models are created, respectively:\n", + " - **AR(1) Noise Model**:\n", + " - Plot of DW statistics from `data` for each `dt`.\n", + " - Dashed line at `DW = 2.0`, indicating no autocorrelation.\n", + " - **ARMA(1,1) Noise Model**:\n", + " - Plot pf DW statistics from `data2` for each `dt`.\n", + " - Dashed line at `DW = 2.0`, indicating no autocorrelation.\n", + "\n", + "\n", + "The Durbin-Watson statistic is used as the metric:\n", + "- **DW = 2.0**: Indicates no autocorrelation.\n", + "- **DW < 2.0**: Indicates positive autocorrelation.\n", + "\n", + "Outputs:\n", + "- **Two plots** comparing DW statistics for AR(1) and ARMA(1,1) noise models.\n", + "- Visual comparison of how the two noise models handle residual autocorrelation across varying temporal resolutions.\n", + "\n", + "In this case, a model with a AR(1) noisemodel, with a 15 days time lag shows the lowest autocorrelation." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "9bc46862-6c26-4aa0-9c6c-8cb1f67f1ed9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "invalid value encountered in divideinvalid value encountered in divideinvalid value encountered in divideinvalid value encountered in divide" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = pd.DataFrame(index=range(dt, 1), columns=[\"USA\"])\n", + "\n", + "for ml in mls_ar.values():\n", + " if \"USA\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " n = ml.noise(tmin=tmin_cal, tmax=tmax_val).asfreq(f\"{i}D\").fillna(0.0)\n", + " data.loc[int(i), name] = ps.stats.durbin_watson(n)[0]\n", + "\n", + "data2 = pd.DataFrame(index=range(dt, 1), columns=[\"USA\"])\n", + "\n", + "for ml in mls_arma.values():\n", + " if \"USA\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " n = ml.noise(tmin=tmin_cal, tmax=tmax_val).asfreq(f\"{i}D\").fillna(0.0)\n", + " data2.loc[int(i), name] = ps.stats.durbin_watson(n)[0]\n", + "\n", + "\n", + "fig, [ax1, ax2] = plt.subplots(2, 1, sharex=True, figsize=(5, 4), sharey=True)\n", + "\n", + "\n", + "data.plot(ax=ax1, marker=\".\", legend=False)\n", + "ax1.set_ylabel(\"DW [-]\")\n", + "ax1.axhline(2.0, c=\"k\", linestyle=\"--\", zorder=-1)\n", + "ax1.text(1, 2.07, \"Line of no autocorrelation\")\n", + "ax1.grid()\n", + "ax1.set_title(\"AR(1) Noise model\")\n", + "\n", + "\n", + "data2.plot(ax=ax2, marker=\".\", legend=False)\n", + "ax2.set_ylabel(\"DW [-]\")\n", + "ax2.set_yticks([1, 1.5, 2.0])\n", + "ax2.axhline(2.0, c=\"k\", linestyle=\"--\", zorder=-10)\n", + "ax2.set_ylim(0.5, 2.3)\n", + "ax2.grid()\n", + "ax2.legend(ncol=3, loc=4)\n", + "ax2.set_xlabel(\"$\\\\Delta t$ [days]\")\n", + "ax2.set_title(\"ARMA(1,1) Noise model\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "ff4b18b7-2e73-4a9a-b2ae-12ed602a9358", + "metadata": {}, + "source": [ + "The data is split into segments starting at different offsets (`start`), multiple models are created and solved, storing the results. The model is solved with a 15 days time lag, an AR(1) noisemodel is added according to the plot above.\n", + "\n", + "1. **Initialization**:\n", + "- `mls`: An empty dictionary to store solved models.\n", + "- `dt = 15`: Defines the temporal resolution or step size for input data segmentation, chosen based on the previous plots.\n", + "- Recharge and response functions:\n", + " - `rfunc`: `Exponential()` for modeling the aquifer response.\n", + " - `rch`: `FlexModel()` for modeling nonlinear recharge dynamics.\n", + "\n", + "2. **Models creation**:\n", + "- Loops over starting offsets (`start`) from `0` to `dt - 1` (15 iterations):\n", + " - Creates distinct models by slicing the `head` time series with an offset:\n", + " ```python\n", + " head.iloc[start::dt]\n", + " ```\n", + " This creates sub-series where each model begins at a different temporal offset and uses every `dt`-th observation.\n", + "\n", + "3. **Model configuration**:\n", + "- A recharge model (`ps.RechargeModel`) is added to simulate groundwater recharge using the same settings as above.\n", + "- Parameters are initialized as above.\n", + "\n", + "\n", + "\n", + "5. **Noise model**:\n", + "- An AR noise model (`ps.ArNoiseModel()`) is added.\n", + "\n", + "6. **Model calibration**:\n", + "- Each model is solved over the defined calibration period (`tmin_cal` to `tmax_cal`).\n", + "\n", + "\n", + "\n", + "Output:\n", + "- **15 calibrated models**, each representing a different temporal offset.\n", + " - X-axis: Observation indices adjusted by `start`.\n", + " - Y-axis: Observed and simulated groundwater head.\n", + "- Models are stored in the `mls` dictionary, with keys like `USA_1`, `USA_2`, etc., corresponding to the starting offsets.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "1f8296f4-3698-452e-9880-407d64e1c2da", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_with = {}\n", + "dt = 15\n", + "\n", + "\n", + "rch = ps.rch.Linear()\n", + "rfunc = ps.Gamma()\n", + "\n", + "for start in range(0, dt, 1):\n", + " ml_name = f\"USA_{start + 1}\"\n", + " ml = ps.Model(head.iloc[start::dt], name=ml_name)\n", + " ml.add_noisemodel(ps.ArNoiseModel())\n", + "\n", + " sm = ps.RechargeModel(prec, evap, recharge=rch, rfunc=rfunc, name=\"rch\")\n", + " ml.add_stressmodel(sm)\n", + "\n", + " w = ps.StressModel(river, rfunc=ps.Gamma(), name=\"waterlevel\", settings=\"waterlevel\")\n", + " ml.add_stressmodel(w)\n", + "\n", + " \n", + " ml.add_noisemodel(ps.ArmaNoiseModel())\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + "\n", + " mls_with[ml_name] = ml" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "32d4e561-a1d8-425c-b24c-d225a679f79b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "mls_without = {}\n", + "dt = 15\n", + "\n", + "\n", + "rch = ps.rch.Linear()\n", + "rfunc = ps.Gamma()\n", + "\n", + "for start in range(0, dt, 1):\n", + " ml_name = f\"USA_{start + 1}\"\n", + " ml = ps.Model(head.iloc[start::dt], name=ml_name)\n", + " ml.add_noisemodel(ps.ArNoiseModel())\n", + "\n", + " sm = ps.RechargeModel(prec, evap, recharge=rch, rfunc=rfunc, name=\"rch\")\n", + " ml.add_stressmodel(sm)\n", + "\n", + " w = ps.StressModel(river, rfunc=ps.Gamma(), name=\"waterlevel\", settings=\"waterlevel\")\n", + " ml.add_stressmodel(w)\n", + "\n", + " ml.solve(tmin=tmin_cal, tmax=tmax_cal, report=False)\n", + "\n", + " mls_without[ml_name] = ml" + ] + }, + { + "cell_type": "markdown", + "id": "83e2291c-af5b-4397-8184-b451759bcef0", + "metadata": {}, + "source": [ + "In this code cell the parameter estimates and uncertainties for models with and without noisemodels are organized in `df_with` and `df_without`." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "d16571bd-b216-4541-b492-d70b2863d84a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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USA
rch_Arch_nrch_arch_fwaterlevel_Awaterlevel_nwaterlevel_aconstant_dnoise_alphanoise_beta
optstdoptstdoptstdoptstdoptstdoptstdoptstdoptstdoptstdoptstd
10.3752910.0887701.8705923.388229e-0183.1727032.887738e+01-1.804198e+000.4222722.7298410.2811060.8678320.06847215.7817753.418056149.4998130.49299064.40508213.47616913.4500562.158301
20.3661080.0887191.8824573.519289e-0182.7129952.947805e+01-1.857503e+000.4444182.7223250.2814040.8879000.07435015.6469663.410577149.5530490.50329065.28621413.82175412.2673162.033569
30.3594480.0860041.9641243.817111e-0175.5672082.606102e+01-1.799729e+000.4063232.6802820.2741470.9118390.07650914.6087483.052003149.5401520.48156663.09560213.33805910.9429001.929297
40.3491340.0846621.9988214.011537e-0172.1488052.490879e+01-1.785448e+000.3951262.6948560.2831810.8917310.07692015.0944723.306689149.5057280.47306658.62810212.15641010.8655611.943037
50.3275560.0868062.0573504.593424e-0168.3117152.518297e+01-1.807937e+000.4187142.7594510.3155210.8243000.07463317.2010134.312353149.4406040.49244857.41070112.4125077.4481101.839637
60.3282350.0858582.0555644.604260e-0168.4458922.534652e+01-1.834603e+000.4222232.7398630.3046770.8288320.07816416.2828934.023099149.4914390.49283057.62194112.6208716.8321711.877424
70.3542170.0822102.0630164.224184e-0167.6911472.278528e+01-1.770157e+000.3665042.5610180.2659960.9317400.08764813.0163822.857835149.6533910.46499357.58478412.2696648.7646841.831925
80.3346670.0821602.0785464.498172e-0167.5632582.399956e+01-1.834134e+000.4045852.6330100.2812420.8926200.08788214.3971443.467693149.6150460.47832455.34310211.6505479.3029221.859680
90.3363900.0790382.2586495.323679e-0158.0192632.048027e+01-1.821257e+000.3679022.3003700.2604901.0202510.13328210.1997892.682959149.9727580.48180654.4263109.8409170.4617610.000000
100.0069550.0012730.0116351.038827e-140.0100161.386575e-14-8.489645e-302.0228255.1360660.3648640.6792080.04336352.00213710.116463146.4894560.38942461.16078014.348291-3.1953355.324092
110.2747090.0827822.2726715.811710e-0160.8189452.417028e+01-1.999398e+000.5110362.8428600.3264240.7931170.06385918.6683254.594726149.4441920.51484653.51327910.98929111.0323261.973288
120.2873070.0799132.3285615.583878e-0158.3058222.126716e+01-1.895838e+000.4380362.7465560.2988810.8050130.06491217.0925883.916951149.4866790.48007558.46999712.08292112.4294652.064285
130.2988070.0799292.2079165.048779e-0162.0675622.234794e+01-1.911622e+000.4410782.6737790.2770370.8100620.06229516.0109613.423937149.5805160.47280660.88794712.89603312.1792122.031334
140.3166710.0777252.2376004.923856e-0160.5632922.057546e+01-1.791603e+000.3829222.6516650.2529890.8764880.06098413.3906132.480135149.5317560.44834759.96295212.62215511.8722112.012314
150.3331420.0822942.0968184.179113e-0167.1839362.214110e+01-1.825519e+000.3774932.6318820.2269030.9343390.08004112.9320892.424163149.6118570.43175297.76513921.732645-0.0525000.000000
\n", + "
" + ], + "text/plain": [ + " USA \\\n", + " rch_A rch_n rch_a \n", + " opt std opt std opt std \n", + "1 0.375291 0.088770 1.870592 3.388229e-01 83.172703 2.887738e+01 \n", + "2 0.366108 0.088719 1.882457 3.519289e-01 82.712995 2.947805e+01 \n", + "3 0.359448 0.086004 1.964124 3.817111e-01 75.567208 2.606102e+01 \n", + "4 0.349134 0.084662 1.998821 4.011537e-01 72.148805 2.490879e+01 \n", + "5 0.327556 0.086806 2.057350 4.593424e-01 68.311715 2.518297e+01 \n", + "6 0.328235 0.085858 2.055564 4.604260e-01 68.445892 2.534652e+01 \n", + "7 0.354217 0.082210 2.063016 4.224184e-01 67.691147 2.278528e+01 \n", + "8 0.334667 0.082160 2.078546 4.498172e-01 67.563258 2.399956e+01 \n", + "9 0.336390 0.079038 2.258649 5.323679e-01 58.019263 2.048027e+01 \n", + "10 0.006955 0.001273 0.011635 1.038827e-14 0.010016 1.386575e-14 \n", + "11 0.274709 0.082782 2.272671 5.811710e-01 60.818945 2.417028e+01 \n", + "12 0.287307 0.079913 2.328561 5.583878e-01 58.305822 2.126716e+01 \n", + "13 0.298807 0.079929 2.207916 5.048779e-01 62.067562 2.234794e+01 \n", + "14 0.316671 0.077725 2.237600 4.923856e-01 60.563292 2.057546e+01 \n", + "15 0.333142 0.082294 2.096818 4.179113e-01 67.183936 2.214110e+01 \n", + "\n", + " \\\n", + " rch_f waterlevel_A waterlevel_n \n", + " opt std opt std opt std \n", + "1 -1.804198e+00 0.422272 2.729841 0.281106 0.867832 0.068472 \n", + "2 -1.857503e+00 0.444418 2.722325 0.281404 0.887900 0.074350 \n", + "3 -1.799729e+00 0.406323 2.680282 0.274147 0.911839 0.076509 \n", + "4 -1.785448e+00 0.395126 2.694856 0.283181 0.891731 0.076920 \n", + "5 -1.807937e+00 0.418714 2.759451 0.315521 0.824300 0.074633 \n", + "6 -1.834603e+00 0.422223 2.739863 0.304677 0.828832 0.078164 \n", + "7 -1.770157e+00 0.366504 2.561018 0.265996 0.931740 0.087648 \n", + "8 -1.834134e+00 0.404585 2.633010 0.281242 0.892620 0.087882 \n", + "9 -1.821257e+00 0.367902 2.300370 0.260490 1.020251 0.133282 \n", + "10 -8.489645e-30 2.022825 5.136066 0.364864 0.679208 0.043363 \n", + "11 -1.999398e+00 0.511036 2.842860 0.326424 0.793117 0.063859 \n", + "12 -1.895838e+00 0.438036 2.746556 0.298881 0.805013 0.064912 \n", + "13 -1.911622e+00 0.441078 2.673779 0.277037 0.810062 0.062295 \n", + "14 -1.791603e+00 0.382922 2.651665 0.252989 0.876488 0.060984 \n", + "15 -1.825519e+00 0.377493 2.631882 0.226903 0.934339 0.080041 \n", + "\n", + " \\\n", + " waterlevel_a constant_d noise_alpha \n", + " opt std opt std opt std \n", + "1 15.781775 3.418056 149.499813 0.492990 64.405082 13.476169 \n", + "2 15.646966 3.410577 149.553049 0.503290 65.286214 13.821754 \n", + "3 14.608748 3.052003 149.540152 0.481566 63.095602 13.338059 \n", + "4 15.094472 3.306689 149.505728 0.473066 58.628102 12.156410 \n", + "5 17.201013 4.312353 149.440604 0.492448 57.410701 12.412507 \n", + "6 16.282893 4.023099 149.491439 0.492830 57.621941 12.620871 \n", + "7 13.016382 2.857835 149.653391 0.464993 57.584784 12.269664 \n", + "8 14.397144 3.467693 149.615046 0.478324 55.343102 11.650547 \n", + "9 10.199789 2.682959 149.972758 0.481806 54.426310 9.840917 \n", + "10 52.002137 10.116463 146.489456 0.389424 61.160780 14.348291 \n", + "11 18.668325 4.594726 149.444192 0.514846 53.513279 10.989291 \n", + "12 17.092588 3.916951 149.486679 0.480075 58.469997 12.082921 \n", + "13 16.010961 3.423937 149.580516 0.472806 60.887947 12.896033 \n", + "14 13.390613 2.480135 149.531756 0.448347 59.962952 12.622155 \n", + "15 12.932089 2.424163 149.611857 0.431752 97.765139 21.732645 \n", + "\n", + " \n", + " noise_beta \n", + " opt std \n", + "1 13.450056 2.158301 \n", + "2 12.267316 2.033569 \n", + "3 10.942900 1.929297 \n", + "4 10.865561 1.943037 \n", + "5 7.448110 1.839637 \n", + "6 6.832171 1.877424 \n", + "7 8.764684 1.831925 \n", + "8 9.302922 1.859680 \n", + "9 0.461761 0.000000 \n", + "10 -3.195335 5.324092 \n", + "11 11.032326 1.973288 \n", + "12 12.429465 2.064285 \n", + "13 12.179212 2.031334 \n", + "14 11.872211 2.012314 \n", + "15 -0.052500 0.000000 " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = {}\n", + "\n", + "name = \"USA\"\n", + "ml = mls_with[\"{}_1\".format(name)]\n", + "p = ml.parameters\n", + "mi = pd.MultiIndex.from_product([p.index[p.vary].to_list(), [\"opt\", \"std\"]])\n", + "data[name] = pd.DataFrame(data=np.nan, index=range(dt, 1), columns=mi, dtype=float)\n", + "\n", + "for ml in mls_with.values():\n", + " if \"USA\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " df = data[name]\n", + " for par in ml.parameters.index[ml.parameters.vary]:\n", + " df.loc[int(i), (par, \"opt\")] = ml.parameters.loc[par, \"optimal\"]\n", + " df.loc[int(i), (par, \"std\")] = ml.parameters.loc[par, \"stderr\"]\n", + " \n", + "df_with = pd.concat(data, axis=1)\n", + "df_with" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1f5a83fb-d0d9-4ac1-9429-85f9917b5e2e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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USA
rch_Arch_nrch_arch_fwaterlevel_Awaterlevel_nwaterlevel_aconstant_dnoise_alpha
optstdoptstdoptstdoptstdoptstdoptstdoptstdoptstdoptstd
10.3636460.0948741.9054633.535021e-0179.8245742.753988e+01-1.815215e+000.4176412.7035070.2500650.8577760.07820615.4980633.381827149.5407010.47393498.38342921.735802
20.3611760.0940331.9339393.617574e-0177.5312682.640370e+01-1.790212e+000.4057672.6907990.2496170.8837370.08406215.1154533.254936149.5263800.46529898.17188821.737051
30.3576890.0928371.9587283.751146e-0175.3334862.569695e+01-1.801769e+000.4054022.6525950.2475830.9098540.08362814.2918662.942297149.5777190.46789591.40316019.606303
40.3420710.0898042.0149554.010162e-0170.6454562.400858e+01-1.800106e+000.3988582.6675790.2556020.8903080.08337914.7312273.150248149.5483720.45657884.84196617.566445
50.3126610.0896202.0505634.660940e-0168.5225812.587129e+01-1.893284e+000.4623422.7600460.2976020.8260270.07701417.1149944.201169149.5017040.49309169.48212313.285967
60.3251870.0890782.0437044.530188e-0168.6275942.525820e+01-1.839492e+000.4302292.7308940.2905380.8264300.07973916.2781413.962296149.5047400.48518967.56613512.783205
70.3610340.0881652.0425504.014110e-0168.1095572.222464e+01-1.731347e+000.3555632.5399750.2471830.9274160.09156112.8405692.781654149.6468430.44835676.98990715.430670
80.3406700.0873702.0834744.342943e-0166.5332732.267990e+01-1.767500e+000.3793222.6141470.2580320.9010830.09288513.8625643.220631149.5823600.45345975.69424915.051590
90.3291870.0794922.2554505.362096e-0157.4898492.036352e+01-1.841703e+000.3821722.2822360.2578271.0282380.13574010.0260842.640431150.0071990.48297752.5652209.272166
100.0070020.0012620.6795065.439634e-150.0499191.870509e-14-5.706462e-232.0002735.1507480.3716250.6800230.04341452.37006010.301614146.4701480.39940258.29062010.400489
110.2889090.0884652.1986805.195176e-0162.8116912.356081e+01-1.919966e+000.4740122.7930250.2949970.7887430.07052718.0729944.401429149.4595710.48178478.80286515.883370
120.2943810.0863942.2732215.133708e-0159.5878542.081435e+01-1.832025e+000.4191182.7539110.2692760.8058800.07418316.6375653.751504149.4399660.44747088.86146718.867864
130.3113430.0864332.2030644.749173e-0162.3382072.126535e+01-1.818449e+000.4045082.6808820.2493980.8233810.07213115.4126853.207918149.5222320.44292689.89601919.218718
140.3239980.0841402.2466304.737343e-0160.2232591.964478e+01-1.741249e+000.3644072.6526470.2308400.8832460.06931613.1142162.397330149.4982210.42607587.04030118.295830
150.3468850.0885982.0562363.992521e-0169.4808982.275610e+01-1.775794e+000.3818332.6190750.2252640.9367060.08064412.8418172.412770149.5848810.44139494.81289520.642745
\n", + "
" + ], + "text/plain": [ + " USA \\\n", + " rch_A rch_n rch_a \n", + " opt std opt std opt std \n", + "1 0.363646 0.094874 1.905463 3.535021e-01 79.824574 2.753988e+01 \n", + "2 0.361176 0.094033 1.933939 3.617574e-01 77.531268 2.640370e+01 \n", + "3 0.357689 0.092837 1.958728 3.751146e-01 75.333486 2.569695e+01 \n", + "4 0.342071 0.089804 2.014955 4.010162e-01 70.645456 2.400858e+01 \n", + "5 0.312661 0.089620 2.050563 4.660940e-01 68.522581 2.587129e+01 \n", + "6 0.325187 0.089078 2.043704 4.530188e-01 68.627594 2.525820e+01 \n", + "7 0.361034 0.088165 2.042550 4.014110e-01 68.109557 2.222464e+01 \n", + "8 0.340670 0.087370 2.083474 4.342943e-01 66.533273 2.267990e+01 \n", + "9 0.329187 0.079492 2.255450 5.362096e-01 57.489849 2.036352e+01 \n", + "10 0.007002 0.001262 0.679506 5.439634e-15 0.049919 1.870509e-14 \n", + "11 0.288909 0.088465 2.198680 5.195176e-01 62.811691 2.356081e+01 \n", + "12 0.294381 0.086394 2.273221 5.133708e-01 59.587854 2.081435e+01 \n", + "13 0.311343 0.086433 2.203064 4.749173e-01 62.338207 2.126535e+01 \n", + "14 0.323998 0.084140 2.246630 4.737343e-01 60.223259 1.964478e+01 \n", + "15 0.346885 0.088598 2.056236 3.992521e-01 69.480898 2.275610e+01 \n", + "\n", + " \\\n", + " rch_f waterlevel_A waterlevel_n \n", + " opt std opt std opt std \n", + "1 -1.815215e+00 0.417641 2.703507 0.250065 0.857776 0.078206 \n", + "2 -1.790212e+00 0.405767 2.690799 0.249617 0.883737 0.084062 \n", + "3 -1.801769e+00 0.405402 2.652595 0.247583 0.909854 0.083628 \n", + "4 -1.800106e+00 0.398858 2.667579 0.255602 0.890308 0.083379 \n", + "5 -1.893284e+00 0.462342 2.760046 0.297602 0.826027 0.077014 \n", + "6 -1.839492e+00 0.430229 2.730894 0.290538 0.826430 0.079739 \n", + "7 -1.731347e+00 0.355563 2.539975 0.247183 0.927416 0.091561 \n", + "8 -1.767500e+00 0.379322 2.614147 0.258032 0.901083 0.092885 \n", + "9 -1.841703e+00 0.382172 2.282236 0.257827 1.028238 0.135740 \n", + "10 -5.706462e-23 2.000273 5.150748 0.371625 0.680023 0.043414 \n", + "11 -1.919966e+00 0.474012 2.793025 0.294997 0.788743 0.070527 \n", + "12 -1.832025e+00 0.419118 2.753911 0.269276 0.805880 0.074183 \n", + "13 -1.818449e+00 0.404508 2.680882 0.249398 0.823381 0.072131 \n", + "14 -1.741249e+00 0.364407 2.652647 0.230840 0.883246 0.069316 \n", + "15 -1.775794e+00 0.381833 2.619075 0.225264 0.936706 0.080644 \n", + "\n", + " \n", + " waterlevel_a constant_d noise_alpha \n", + " opt std opt std opt std \n", + "1 15.498063 3.381827 149.540701 0.473934 98.383429 21.735802 \n", + "2 15.115453 3.254936 149.526380 0.465298 98.171888 21.737051 \n", + "3 14.291866 2.942297 149.577719 0.467895 91.403160 19.606303 \n", + "4 14.731227 3.150248 149.548372 0.456578 84.841966 17.566445 \n", + "5 17.114994 4.201169 149.501704 0.493091 69.482123 13.285967 \n", + "6 16.278141 3.962296 149.504740 0.485189 67.566135 12.783205 \n", + "7 12.840569 2.781654 149.646843 0.448356 76.989907 15.430670 \n", + "8 13.862564 3.220631 149.582360 0.453459 75.694249 15.051590 \n", + "9 10.026084 2.640431 150.007199 0.482977 52.565220 9.272166 \n", + "10 52.370060 10.301614 146.470148 0.399402 58.290620 10.400489 \n", + "11 18.072994 4.401429 149.459571 0.481784 78.802865 15.883370 \n", + "12 16.637565 3.751504 149.439966 0.447470 88.861467 18.867864 \n", + "13 15.412685 3.207918 149.522232 0.442926 89.896019 19.218718 \n", + "14 13.114216 2.397330 149.498221 0.426075 87.040301 18.295830 \n", + "15 12.841817 2.412770 149.584881 0.441394 94.812895 20.642745 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = {}\n", + "\n", + "name = \"USA\"\n", + "ml = mls_without[\"{}_1\".format(name)]\n", + "p = ml.parameters\n", + "mi = pd.MultiIndex.from_product([p.index[p.vary].to_list(), [\"opt\", \"std\"]])\n", + "data[name] = pd.DataFrame(data=np.nan, index=range(dt, 1), columns=mi, dtype=float)\n", + "\n", + "for ml in mls_without.values():\n", + " if \"USA\" in ml.name:\n", + " name, i = ml.name.split(\"_\")\n", + " df = data[name]\n", + " for par in ml.parameters.index[ml.parameters.vary]:\n", + " df.loc[int(i), (par, \"opt\")] = ml.parameters.loc[par, \"optimal\"]\n", + " df.loc[int(i), (par, \"std\")] = ml.parameters.loc[par, \"stderr\"]\n", + " \n", + "df_without = pd.concat(data, axis=1)\n", + "df_without" + ] + }, + { + "cell_type": "markdown", + "id": "96855976-c899-47c0-9743-aefef3394317", + "metadata": {}, + "source": [ + "### Parameter Variability Across Models\n", + "\n", + "This code plots error bars to compare parameter variability across models with and without a noise model.\n", + "\n", + "- Extracts models & parameters from `df_with`.\n", + "- Creates subplots for each parameter.\n", + "- Loops through parameters, checking for `opt` (optimized values) and `std` (standard deviation).\n", + "- Plots error bars for both datasets (`df_with` and `df_without`), showing uncertainty.\n", + "- Formats plots with labels, legends, grid lines, and a shared x-axis.\n", + "- Skips missing parameters and prints a message.\n", + "\n", + "The result visualizes how the noise model affects different parameters as well as the influence of starting the simulation from different timesteps." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "9326c3ea-2027-4075-b32c-4e2882d1fca2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Skipping noise_beta, columns not found in df.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "models = df_with.index\n", + "std_avg_with = []\n", + "std_avg_without = []\n", + "parameters = df_with[\"USA\"].columns.get_level_values(0).unique()\n", + "\n", + "fig, axes = plt.subplots(len(parameters), 1, figsize=(10, 10), sharex=True)\n", + "\n", + "for i, param in enumerate(parameters):\n", + " if (\"USA\", param, \"opt\") in df_with.columns and (\"USA\", param, \"std\") in df_with.columns:\n", + " opt_with = df_with[(\"USA\", param, \"opt\")]\n", + " std_with = df_with[(\"USA\", param, \"std\")]\n", + " std_avg_with.append(std_with.mean())\n", + "\n", + " axes[i].errorbar(df_with.index, opt_with, yerr=std_with, fmt=\"-o\", capsize=3, label = \"Simulation with Noise Model\")\n", + " axes[i].set_ylabel(param)\n", + " axes[i].grid(True)\n", + " axes[i].legend(loc=\"upper left\", bbox_to_anchor=(1.05, 1), fontsize=10, frameon=True)\n", + " else:\n", + " print(f\"Skipping {param}, columns not found in df.\")\n", + " \n", + " if (\"USA\", param, \"opt\") in df_without.columns and (\"USA\", param, \"std\") in df_without.columns:\n", + " opt_without = df_without[(\"USA\", param, \"opt\")]\n", + " std_without = df_without[(\"USA\", param, \"std\")]\n", + " std_avg_without.append(std_with.mean())\n", + "\n", + " axes[i].errorbar(df_without.index, opt_without, yerr=std_without, fmt=\"-o\", capsize=3, label = \"Simulation without Noise Model\")\n", + " axes[i].set_ylabel(param)\n", + " axes[i].grid(True)\n", + " axes[i].legend(loc=\"upper left\", bbox_to_anchor=(1.05, 1), fontsize=10, frameon=True)\n", + " else:\n", + " print(f\"Skipping {param}, columns not found in df.\")\n", + "\n", + "axes[-1].set_xlabel(\"Model\")\n", + "fig.suptitle(\"Parameter Variability Across Models with and without Noise Model\", fontsize=14)\n", + "\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7000392d-9cc1-4baa-a927-ea8b2ec3718a", + "metadata": {}, + "source": [ + "The uncertainty behind the parameters is quantified by computing the standard deviation for both models with and without the noisemodel. Please note that the parameters uncertainty is normalized using the absolute value of the parameter itself." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "b4208424-912e-4f34-b677-1c819b174fd1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "std_avg_with = [df_with[(\"USA\", param, \"std\")].mean() for param in parameters[:-2]]\n", + "std_avg_without = [df_without[(\"USA\", param, \"std\")].mean() for param in parameters[:-2]]\n", + "\n", + "\n", + "uncertainty_df = pd.DataFrame({\n", + " \"Parameter\": parameters[:-2],\n", + " \"With Noise\": std_avg_with,\n", + " \"Without Noise\": std_avg_without\n", + "})\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "bar_width = 0.35\n", + "index = np.arange(len(parameters[:-2]))\n", + "\n", + "bars1 = ax.bar(index, std_avg_with, bar_width, label='With Noise', alpha=0.7)\n", + "bars2 = ax.bar(index + bar_width, std_avg_without, bar_width, label='Without Noise', alpha=0.7)\n", + "\n", + "ax.set_xlabel('Parameter')\n", + "ax.set_ylabel('Mean Standard Deviation (Uncertainty)')\n", + "ax.set_title('Uncertainty Comparison: With vs. Without Noise Model')\n", + "ax.set_xticks(index + bar_width / 2)\n", + "ax.set_xticklabels(parameters[:-2], rotation=45)\n", + "ax.legend()\n", + "ax.grid(axis='y', linestyle='--', alpha=0.7)\n", + "ax.set_yscale(\"log\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "70107b34-ded8-4c74-b6d5-e17c7ac346ac", + "metadata": {}, + "source": [ + "The diagnostics check is conducted again and the autocorrelation problem seems to be resolved for all the models." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "eef74eec-c006-45ef-9208-308ae855639d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model name: USA_1\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.98 0.00 True\n", + "D'Agostino Normality 27.51 0.00 True\n", + "Runs test Autocorr. -1.71 0.09 False\n", + "Stoffer-Toloi Autocorr. 9.23 0.76 False\n", + "Model name: USA_2\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.97 0.00 True\n", + "D'Agostino Normality 27.49 0.00 True\n", + "Runs test Autocorr. -1.92 0.05 False\n", + "Stoffer-Toloi Autocorr. 10.15 0.68 False\n", + "Model name: USA_3\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.97 0.00 True\n", + "D'Agostino Normality 28.88 0.00 True\n", + "Runs test Autocorr. -1.28 0.20 False\n", + "Stoffer-Toloi Autocorr. 10.54 0.65 False\n", + "Model name: USA_4\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.97 0.00 True\n", + "D'Agostino Normality 29.64 0.00 True\n", + "Runs test Autocorr. -1.66 0.10 False\n", + "Stoffer-Toloi Autocorr. 16.85 0.21 False\n", + "Model name: USA_5\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.94 0.00 True\n", + "D'Agostino Normality 62.97 0.00 True\n", + "Runs test Autocorr. -2.51 0.01 True\n", + "Stoffer-Toloi Autocorr. 9.97 0.70 False\n", + "Model name: USA_6\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.95 0.00 True\n", + "D'Agostino Normality 53.71 0.00 True\n", + "Runs test Autocorr. -2.30 0.02 True\n", + "Stoffer-Toloi Autocorr. 11.43 0.57 False\n", + "Model name: USA_7\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.96 0.00 True\n", + "D'Agostino Normality 53.76 0.00 True\n", + "Runs test Autocorr. -2.08 0.04 True\n", + "Stoffer-Toloi Autocorr. 9.29 0.75 False\n", + "Model name: USA_8\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.95 0.00 True\n", + "D'Agostino Normality 57.30 0.00 True\n", + "Runs test Autocorr. -1.01 0.31 False\n", + "Stoffer-Toloi Autocorr. 13.61 0.40 False\n", + "Model name: USA_9\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.84 0.00 True\n", + "D'Agostino Normality 104.20 0.00 True\n", + "Runs test Autocorr. -3.15 0.00 True\n", + "Stoffer-Toloi Autocorr. 10.31 0.67 False\n", + "Model name: USA_10\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.90 0.00 True\n", + "D'Agostino Normality 74.41 0.00 True\n", + "Runs test Autocorr. -2.83 0.00 True\n", + "Stoffer-Toloi Autocorr. 13.38 0.42 False\n", + "Model name: USA_11\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.96 0.00 True\n", + "D'Agostino Normality 40.45 0.00 True\n", + "Runs test Autocorr. -0.80 0.42 False\n", + "Stoffer-Toloi Autocorr. 9.72 0.72 False\n", + "Model name: USA_12\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.96 0.00 True\n", + "D'Agostino Normality 43.30 0.00 True\n", + "Runs test Autocorr. -0.26 0.79 False\n", + "Stoffer-Toloi Autocorr. 11.10 0.60 False\n", + "Model name: USA_13\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.97 0.00 True\n", + "D'Agostino Normality 34.37 0.00 True\n", + "Runs test Autocorr. -0.69 0.49 False\n", + "Stoffer-Toloi Autocorr. 11.28 0.59 False\n", + "Model name: USA_14\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.97 0.00 True\n", + "D'Agostino Normality 25.57 0.00 True\n", + "Runs test Autocorr. -2.41 0.02 True\n", + "Stoffer-Toloi Autocorr. 13.01 0.45 False\n", + "Model name: USA_15\n", + " Checks Statistic P-value Reject H0 ($\\alpha$=0.05)\n", + "Shapiroo Normality 0.97 0.00 True\n", + "D'Agostino Normality 34.43 0.00 True\n", + "Runs test Autocorr. -3.90 0.00 True\n", + "Stoffer-Toloi Autocorr. 31.54 0.00 True\n" + ] + } + ], + "source": [ + "for name, model in mls_with.items():\n", + " print(f\"Model name: {name}\")\n", + " print(model.stats.diagnostics(alpha=0.05))\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "0a7445f6-173a-49aa-b7b5-7f6381cbe950", + "metadata": {}, + "outputs": [], + "source": [ + "model_with = mls_with[\"USA_1\"]\n", + "model_without = mls_without[\"USA_1\"]" + ] + }, + { + "cell_type": "markdown", + "id": "6f2af474-c29e-4844-b70e-6c0d98923251", + "metadata": {}, + "source": [ + "Autocorrelation is visually inspected and a stoffer-toloi check is computed, both showing positive results, there is no significant autocorrelation." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "5e6d33c1-1d38-45cc-b6c6-5369372f2341", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "noise = model_with.noise()\n", + "ax = ps.plots.acf(noise, acf_options=dict(bin_width=0.5), figsize=(10, 3), alpha=0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "41e0b8a4-2253-4400-9827-9803abd8d194", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Failed to reject the Null-hypothesis, no significant autocorrelation. p = 0.87\n" + ] + } + ], + "source": [ + "stat, p = ps.stats.stoffer_toloi(noise, lags=15)\n", + "\n", + "if p > 0.5:\n", + " print(\n", + " \"Failed to reject the Null-hypothesis, no significant autocorrelation. p =\",\n", + " p.round(2),\n", + " )\n", + "else:\n", + " print(\"Reject the Null-hypothesis. p =\", p.round(2))" + ] + }, + { + "cell_type": "markdown", + "id": "a3312c66-6964-4e5e-8c43-fff37a9fce20", + "metadata": {}, + "source": [ + "**Normality Checking**\n", + "\n", + "Normality is checked visually by looking at the probability plot and at the histogram of the residuals with a normal distribution fit to it.\n", + "\n", + "Most points on the probability plot lie close to the line of perfect normality, deviations are present at upper tail, suggesting presence of non-normality in the residuals.\n", + "\n", + "The histogram appears to be slightly skewed to the left.\n", + "\n", + "Normality cannot be confirmed, as the null-hypothesis of the normality check is rejected." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "be0cde5d-72d5-4b4d-ab4e-7631cf2c5112", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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176ZixYqULl2azz77LNnkrtevX2flypVJq+WkJ3YREZH8pnDhwnTp0oWBAwdy8eLFpNXV0vqd2bx5c8BMFt1u9+7d/Pbbb0nPOY888gju7u4sX748Wbldu3bdc0Xd29n6DGRPtjxj2MOIESOoUKECU6dO5erVq3h5edGsWTP2799PjRo1Uu0Zl5hYul1aP9M71atXDw8PDz799NNk+3/88ccUP6PEBNUvv/ySbP+dE8UnJhbv/JktWLDgnvd/Zz01a9bk3XffpXDhwuzbt8+m80VyAvWUEhGHeO6555g7dy69evXi+PHjVK9ene3btzN58mRat27NY489lqx88eLFad68OW+88UbS6nu///47n3/+eVKZNm3aMHHiRMaOHUuTJk04cuQIEyZMoFy5cqmuvOPs7EzLli0JCQkhISGBadOmER0dzfjx4zN9f/fddx+enp58+umnVK5cmYIFC+Lv759sZb0hQ4YkLYk8YMCATF/zbpycnJg+fTrPPPMMbdq04YUXXiAmJoa3336by5cvM3Xq1KSy1atXB2D27Nn06tULV1dXKlasiLe3d5bGKCIikpO0bduWatWqUadOHUqUKMGJEyeYNWsWZcuW5f777wfS/p1ZsWJF/vOf/zBnzhycnJxo1apV0up7gYGBvPLKK4A5XC4kJIQpU6ZQpEgROnbsyOnTpxk/fjx+fn7J5mi6G1ufgezJlmcMe3B1dWXy5Ml07dqV2bNn8/rrrzN79mwaNmxIo0aNeOmllwgKCuLq1av89ddfrF27lh9++AFI38/0TkWKFGH48OFMmjSJfv368dRTT3Hq1CnGjRuXYvjeww8/TMWKFRk+fDjx8fEUKVKEVatWsX379mTlKlWqxH333cfIkSMxDIOiRYuydu1awsPD73n/X3/9NfPmzaNDhw6UL18ewzAICwvj8uXLtGzZMoOtKuJAjpxlXURyr8SVQHbv3n3Xcr169TIKFCiQ6rELFy4YL774ouHn52e4uLgYZcuWNUaNGmXcunUrWTnAGDhwoDFv3jzjvvvuM1xdXY1KlSoZn376abJyMTExxvDhw43SpUsbHh4exkMPPWSsXr06xWp5iSvPTJs2zRg/frwREBBguLm5GbVq1TK+++67VO/T1tX3DMMwli1bZlSqVMlwdXU1AGPs2LEp4nV3dzeeeOKJtBvwDult97RWeVm9erXxyCOPGB4eHkaBAgWMFi1aGDt27Ehx/qhRowx/f3/DycnprqvFiIiI5ET3+n355JNP3vN3+TvvvGM0aNDAKF68uOHm5maUKVPG6Nu3r3H8+PFk56X1O9NqtRrTpk0zHnjgAcPV1dUoXry48eyzzxqnTp1Kdn5CQoIxadKkpOeRGjVqGF9//bVRs2bNZCu+3W3lOlufgd5+++1k56dVd3qfOwwjfc8YGVl9L62yjzzyiFGkSBHj8uXLSffWp08fo3Tp0oarq6tRokQJo0GDBsakSZOSzknPzzS1Z7+EhARjypQpRmBgYNLPaO3atUaTJk2Srb5nGIbxxx9/GMHBwYaPj49RokQJ4+WXXzbWrVuX4nnq8OHDRsuWLQ1vb2+jSJEixlNPPWWcPHkyxTPjnfH8/vvvRvfu3Y377rvP8PT0NAoVKmTUrVvXCA0NvWebiuREFsO4rY+liIhkm7Vr19KuXTvWrVuXNBGniIiIyLFjx6hUqRJjx45l9OjRjg5HRCTLKCklIpLNDh8+zIkTJxgyZAgFChRg3759qU5aKiIiInnfwYMHWbZsGQ0aNMDHx4cjR44wffp0oqOj+fXXX9NchU9EJC/QnFIiItlswIAB7Nixg4ceeoiPP/5YCSkREZF8rECBAuzZs4dFixZx+fJlChUqRNOmTXnrrbeUkBKRPE89pUREREREREREJNulbzkHERERERERERERO1JSSkREREREREREsp2SUiIiIiIiIiIiku000fk9JCQkcObMGby9vTUZsYiIiABgGAZXr17F398fJ6f8/RmfnpVERETkTul9VlJS6h7OnDlDYGCgo8MQERGRHOjUqVMEBAQ4OgyH0rOSiIiIpOVez0pKSt2Dt7c3YDakj49Pus+Li4tjw4YNBAcH4+rqmlXh5XlqR/tQO9qH2tE+1I72oXa0j4y2Y3R0NIGBgUnPCflZRp+VciL9u8o8tWHmqP0yR+2XeWrDzFH7/Su9z0pKSt1DYjd0Hx8fm5NSXl5e+Pj45Ps3Y2aoHe1D7Wgfakf7UDvah9rRPjLbjhqulvFnpZxI/64yT22YOWq/zFH7ZZ7aMHPUfind61kpf0+CICIiIiIiIiIiDqGklIiIiIiIiIiIZDslpUREREREREREJNtpTikRERERERGRXMhqtRIXF2e3+uLi4nBxceHWrVtYrVa71Ztf5Kf2c3V1xdnZOdP1KCklIiIiIiIikosYhsHZs2e5fPmy3ev19fXl1KlTWswjA/Jb+xUuXBhfX99M3auSUiIiIiIiIiK5SGJCqmTJknh5edktAZKQkMC1a9coWLAgTk6a7cdW+aX9DMPgxo0bREVFAeDn55fhupSUEhEREREREcklrFZrUkKqWLFidq07ISGB2NhYPDw88nRSJavkp/bz9PQEICoqipIlS2Z4KF/ebiURERERERGRPCRxDikvLy8HRyL5XeJ7MDPzmikpJSIiIiIiIpLL5Ic5iyRns8d7UEkpERERERERERHJdkpKiYiIiIiIiEiuZ7FYWL16dZrHjx8/jsVi4cCBA3a9blBQELNmzbJrnfmFJjoXERERERERyQPWrl2b6TpiY2Nxc3NLV9m2bdvaVHfv3r35+OOPAXB2dsbf358nn3ySyZMnU6RIEZtjvVNkZKRd6pHso6SUiIiIiIiIiGSLJ554gsWLFxMfH8/hw4fp06cPly9fZtmyZZmu29fX1w4RSnbS8D0RERERERERyRbu7u74+voSEBBAcHAw3bp1Y8OGDUnHFy9eTOXKlfHw8KBSpUrMmzcv6VhsbCyDBg3Cz88PDw8PgoKCmDJlStLxO4fv/fzzz9SqVQsPDw/q1KnD/v37k8USGhpK4cKFk+1bvXp1sgm8jx49Svv27SlVqhQFCxbk4Ycf5vvvv7/rPY4fP54yZcrg7u6Ov78/gwcPtqWJ8hX1lBIRERERERGRbPf333/z7bff4urqCsCHH37I2LFjef/996lVqxb79++nf//+FChQgF69evHee+/x1Vdf8cUXX1CmTBlOnTrFqVOnUq37+vXrtGnThubNm7N06VKOHTvGkCFDbI7x2rVrtG7dmkmTJuHh4cHHH39M27ZtOXLkCGXKlElRfs2aNcyaNYvPP/+cqlWrcvbsWQ4ePGjzdfMLJaVEREQkz7FaYds2iIwEPz9o1AicnR0dlYiIiHz99dcULFgQq9XKrVu3AJg5cyYAEydO5J133qFTp04AlCtXjsOHD7NgwQJ69erFyZMnuf/++2nYsCEWi4WyZcumeZ1PP/0Uq9XKRx99hJeXF1WrVuX06dO89NJLNsVbs2ZNatasmbQ9adIkVq1axVdffcWgQYNSlD99+jS+vr489thjuLq6UqZMGerWrWvTNfMTDd8TERGRPCUsDIKCoFkz6NHD/B4UZO4XERERx2rWrBkHDhzgp59+4uWXX+bxxx/n5Zdf5p9//uHUqVP07duXggULJn1NmjSJo0ePAuZE6QcOHKBixYoMHjw42bC/O/3222/UrFkTLy+vpH3169e3Od7r168zYsQIqlSpQuHChSlYsCC///47J0+eTLV8+/btuXnzJuXLl6d///6sWrWK+Ph4m6+bXygpJSIiInlGWBh06QKnTyffHxFh7ldiSkRExLEKFChAhQoVqFGjBu+99x4xMTGMHz+ehIQEwBzCd+DAgaSvX3/9lV27dgHw0EMPcezYMSZOnMjNmzfp2rUrXbp0SfU6hmHcMxYnJ6cU5eLi4pJtv/rqq6xcuZK33nqLbdu2ceDAAapXr05sbGyqdQYEBPDbb78xd+5cPD09GTBgAI0bN05Rr5iUlBIREZE8wWqFIUMgtWfQxH1Dh5rlREREJGcYO3YsM2bMwGq1Urp0af7++28qVKiQ7KtcuXJJ5X18fOjWrRsffvghy5cvZ+XKlVy8eDFFvVWqVOHgwYPcvHkzaV9icitRiRIluHr1KtevX0/ad+DAgWRltm3bRu/evenYsSPVq1fH19eX48eP3/WePD09adeuHe+99x6bN29m586dHDp0yIZWyT80p5SIiIjkCdu2pewhdTvDgFOnzHJNm2ZbWCIiInIXTZs2pWrVqkyePJlx48YxePBgfHx8aNWqFTExMezZs4dLly4REhLCu+++i5+fHw8++CBOTk58+eWX+Pr6plhBD6BHjx6MGTOGvn378vrrr3P8+HFmzJiRrMwjjzyCl5cXo0eP5uWXX+bnn38mNDQ0WZkKFSoQFhZG27ZtsVgsvPHGG0m9ulLz2Wef4erqSv369fHy8uKTTz7B09PzrvNf5WfqKSUiIiJ5QmSkfcuJiIhI9ggJCeHDDz/k8ccf57///S+hoaFUr16dJk2aEBoamtRTqmDBgkybNo06derw8MMPc/z4cdavX4+TU8rURsGCBVm7di2HDx+mVq1ajBkzhmnTpiUrU7RoUZYuXcr69eupXr06y5YtY9y4ccnKvPvuuxQpUoQGDRrQtm1bHn/8cR566KE076VQoUIsWrSIRx99lBo1arBx40bWrl1LsWLFMt9QeZB6SomIiEie4Odn33IiIo7yzTffYLFYsqTutm3bZkm9kjNk9uebkJBAdHQ0Pj4+qSZ6MuvOXkiJevToQY8ePVK8vlP//v3p379/mvXfOT9UvXr1UgzHu7NMhw4d6NChQ4rrJAoKCuKHH35IdnzgwIHJthOH8yUkJPDkk0/SvXv3LGm/vEitJCIiInlCo0YQEABp/R1nsUBgoFlORERERBxPSSkRERHJE5ydYfZs8/WdianE7VmzzHIiIiIi4nhKSomIiEie0akTrFgBpUsn3x8QYO7v1MkxcYmIiIhISppTSkRERPKUTp2gfXtzlb3ISHMOqUaN1ENKREREJKdRUkpERETyHGdnaNrU0VGIiIiIyN1o+J6IiIiIiIiIiGQ7JaVERERERERERCTbKSklIiIiIiIiIiLZTkkpERERERERERHJdkpKiYiIiIiIiIikYfPmzVgsFi5fvpyh8y0WC6tXr7ZrTHmFklIiIiIiIiIikuV69+6NxWJh6tSpyfavXr0ai8XioKjsIygoCGdnZ4oUKYKzszMWi4WAgAAAIiMjadWqFQDHjx/HYrFw4MABB0abcygpJSIiIiIiIiLZwsPDg2nTpnHp0iW71hsbG2vX+jJi/Pjx/P7770RERBAZGcn+/fsB8PX1xd3d3cHR5UxKSomIiIiIiIhItnjsscfw9fVlypQpdy23cuVKqlatiru7O0FBQbzzzjvJjgcFBTFp0iR69+5NoUKF6N+/P6GhoRQuXJivv/6aihUr4uXlRZcuXbh+/Toff/wxQUFBFClShJdffhmr1ZpU19KlS6lTpw7e3t74+vrSo0cPoqKibL43b29vSpUqha+vL76+vpQoUQJIPnyvXLlyANSqVQuLxULTpk1tvk5eoqSUiIiIiIiIiGQLZ2dnJk+ezJw5czh9+nSqZfbu3UvXrl15+umnOXToEOPGjeONN94gNDQ0Wbm3336batWqsXfvXt544w0Abty4wXvvvcfnn3/Ot99+y+bNm+nUqRPr169n/fr1fPLJJyxcuJAVK1Yk1RMbG8vEiRM5ePAgq1ev5tixY/Tu3TtL7v/nn38G4PvvvycyMpKwsLAsuU5u4eLoAEREREREREQk/+jYsSMPPvggY8eOZdGiRSmOz5w5kxYtWiQlmh544AEOHz7M22+/nSxZ1Lx5c4YPH560vX37duLi4pg/fz733XcfAF26dOGTTz7h3LlzFCxYkCpVqtCsWTM2bdpEt27dAOjTp09SHeXLl+e9996jbt26XLt2jYIFC6b7vkaOHJkUM8DkyZMZPHhwsjKJvaeKFSuGr69vuuvOq9RTSkRERERERESy1bRp0/j44485fPhwimO//fYbjz76aLJ9jz76KH/++WeyYXd16tRJca6Xl1dSQgqgVKlSBAUFJUsulSpVKtnwvP3799O+fXvKli2Lt7d30pC6kydP2nRPw4cPZ+vWrezbt48DBw7w3HPP2XR+fqSklIiIiIiIiIhkq8aNG/P4448zevToFMcMw0ixGp9hGCnKFShQIMU+V1fXZNsWiyXVfQkJCQBcv36d4OBgChYsyNKlS9m9ezerVq0CbJ88vXjx4pQvX54KFSpQoUIFChcubNP5+ZGG74mIiIiIiIhItps6dSoPPvggDzzwQLL9VapUYfv27cn2/fjjjzzwwAM4OzvbNYbff/+d8+fPM3XqVAIDAwHYs2ePXa9xOzc3N4BkPb7yM/WUEhEREREREZFsV716dZ555hnmzJmTbP+wYcPYuHEjEydO5I8//uDjjz/m/fffTzZ/lL2UKVMGNzc35syZw99//81XX33FxIkT7X6dRCVLlsTT05Nvv/2Wc+fOceXKlSy7Vm6gpJSIiIiIiIiIOMTEiRNTDM176KGH+OKLL/j888+pVq0ab775JhMmTMiSFfFKlChBaGgoX375JVWqVGHq1KnMmDHD7tdJ5OLiwnvvvceCBQvw9/enffv2WXat3EDD90REREREREQky4WGhqbYV7ZsWW7dupVif+fOnencuXOadR0/fjzFvt69e6dIXI0bN45x48bdNY7u3bvTvXv3ZPtuT5Q1bdo01Tmt7ownISGB6OjoFMfuPLdfv37069fvrvXlF+opJSIiIiIiIiIi2U5JKRERERERERERyXZKSomIiIjkAfPnz6dGjRr4+Pjg4+ND/fr1+eabb+56zpYtW6hduzYeHh6UL1+eDz74IJuiFREREdGcUiIiIiJ5QkBAAFOnTqVChQoAfPzxx7Rv3579+/dTtWrVFOWPHTtG69at6d+/P0uXLmXHjh0MGDCAEiVK3HUODxERyXkMA27cyHw9CQlw/To4O4NTOruweHmBxZL5a0v+pKSUiIiISB7Qtm3bZNtvvfUW8+fPZ9euXakmpT744APKlCnDrFmzAKhcuTJ79uxhxowZSkqJiOQyN25AwYL2qMkJKGzTGdeuQYEC9ri25EdKSomIiEi2s1ph2zaIjAQ/P2jUyPxUVuzDarXy5Zdfcv36derXr59qmZ07dxIcHJxs3+OPP86iRYuIi4vD1dU11fNiYmKIiYlJ2k5cZSguLo64uDg73YFjJMaf2+/DkdSGmZPYbvda5cse18iL8sv7Ly4uDsMwSEhIICEhATB7ODlqdh4zDodcOsdJ/Leb+PPJ6xISEjAMg7i4OJzveJBL779DJaVEREQkW4WFwZAhcPr0v/sCAmD2bOjUyXFx5QWHDh2ifv363Lp1i4IFC7Jq1SqqVKmSatmzZ89SqlSpZPtKlSpFfHw858+fx8/PL9XzpkyZwvjx41Ps37BhA15eXpm/iRwgPDzc0SHkemrDzMuqxNT69euzpN6cJK+//1xcXPD19eXatWvExsYC5vC923+vZqf4ePjf5xMO89///pc5c+Zw7tw5KlWqxOTJk2nQoEGmz8lIvQBXr17N1P3cS0bi2rFjB3PmzOHgwYOcPXuWpUuX8uSTTyYdj4+PZ+rUqXz55ZdERUVRqlQpevTowfDhw3FKYyxnbGwsN2/eZOvWrcTHxyc7diOd40mVlBIREZFsExYGXbqYD8+3i4gw969YocRUZlSsWJEDBw5w+fJlVq5cSa9evdiyZUuaiSnLHZOAJP4RfOf+240aNYqQkJCk7ejoaAIDAwkODsbHx8cOd+E4cXFxhIeH07JlyzR7isndqQ0zJ7H94O7/DjOjVatWWVJvTpBf3n+3bt3i1KlTFCxYEA8Pj6T9hQplvm7DMLh69Sre3t5Z9h60t+XLlzN69Gjef/99Hn30URYuXEjXrl359ddfKVOmTIbPyUi92dF+GYkrUe3atenXrx9PPfUUnp6eyX5vT548mdDQUBYvXkzVqlXZs2cPffv2pWTJkgwePDjV+m7duoWnpyeNGzdO9l6Ef3tS34uSUiIiIpItrFazh1RqH/4bhjlJ6tCh0L69hvJllJubW9JE53Xq1GH37t3Mnj2bBQsWpCjr6+vL2bNnk+2LiorCxcWFYsWKpXkNd3d33N3dU+x3dXXNM38E5qV7cRS1YeZYLJYs+4M2P/xc8vr7z2q1YrFYcHJySrMHS0YlDjlLrD8rbN++nWbNmnHt2rWk3yfHjh2jfPnyHD9+nLJly9pU36xZs+jbty//+c9/AJg9ezYbNmxgwYIFTJkyJcPnZKTetNpv165djBkzhoMHD3LhwoVk51y6dInChQtn6f0CPPnkk8l6Rt35/tm1axft27dPmqOyfPnyLF++nL1796b5XnBycsJisaT6by69/wYdM+hURERE8p1t2+4+tMAw4NQps5zYh2EYyeZ/ul39+vVTDHHZsGEDderUydN/zImIiGMdOHCAypUrJ/uA48CBAxQuXDgpITV58mQKFix4169t27YRGxvL3r17U8yRGBwczI8//pjq9dNzTkbqTcvBgwdp2rQpNWvWZOvWrXz77bcULVqUZs2asXz5cgoXLpyl95teDRs2ZOPGjfzxxx9JcW/fvp3WrVtnqt57UU8pERERyRaRkfYtJ8mNHj2aVq1aERgYyNWrV/n888/ZvHkz3377LWAOu4uIiGDJkiUAvPjii7z//vuEhITQv39/du7cyaJFi1i2bJkjb0NERPK4gwcPUqtWrWT7Dhw4QM2aNZO2X3zxRbp27XrXekqXLs358+exWq2pzpF4Z2/gROk5JyP1pmXw4MG0b9+emTNnAlClShW6d+/OTz/9lHSPWXm/6fXaa69x5coVKlWqhLOzM1arlbfeeovu3btnqt57UVJKREREskUa82ZnuJwkd+7cOXr27ElkZCSFChWiRo0afPvtt7Rs2RKAyMhITp48mVS+XLlyrF+/nldeeYW5c+fi7+/Pe++9R+fOnR11CyIikg8cOHCAHj16JNu3f//+ZEmpokWLUrRo0XvWdenSJSD1ORLvNQQ2PedkpN7bnTt3ju3bt/PDDz8k21+gQIFk9WTH/d7L8uXLWbp0KZ999hlVq1blwIEDDB06FH9/f3r16pWpuu9GSSkRERHJFo0amavsRUSkPq+UxWIeb9Qo+2PLCxYtWnTX46GhoSn2NWnShH379mVRRCIiIslZrVb+7//+L0VPqX379tGxY8ek7cmTJzN58uS71vXNN9/wyCOP4OzsnOociXf2JkpUvHjxe56TnjLpsXfvXhISEpIl3BL316lTJ2k7K+83vV599VVGjhzJ008/DUD16tU5ceIEU6ZMUVJKREREcj9nZ5g921xlz2JJnphK/HBv1ixNci4iIpJXHTlyhJs3b+Lv75+0b+fOnURERGRo+J6bmxu1a9cmPDw8WVIrPDyc9u3bp3pees7JSL2pSZz4/ObNm0mTmR86dIitW7cyYcKEbLnf9Lpx40aKCc2dnZ2T7iGr5Lqk1Lx583j77beJjIykatWqzJo1i0Z3+Ug1JiaGCRMmsHTpUs6ePUtAQABjxoyhT58+2Ri1iIiIAHTqBCtWmKvw3T7peUCAmZDq1MlhoYmIiEgWO3DgAABz5sxh8ODB/PXXXwwePBgg2cIc6R3OBhASEkLPnj2pU6cO9evXZ+HChZw8eZIXX3wxqcz777/PqlWr2LhxY7rPSU+Ze3nkkUfw9PRkxIgRjBkzhqNHj/Lyyy/z4osv0qBBg2y7X4Br167x119/JW0fO3aMAwcOULRoUcqUKUPbtm156623KFOmDFWrVmX//v3MnDkzy3MnuSoptXz5coYOHcq8efN49NFHWbBgAa1ateLw4cOUKVMm1XO6du3KuXPnWLRoERUqVCAqKor4+PhsjlxEREQSdeoE7dubq+xFRppzSDVqpB5SIiIied2BAwdo2bIlx44do1q1alSpUoWpU6fSp08f5s6dS/369W2us1u3bly4cIEJEyYQGRlJtWrVWL9+fdJKfmBOXH706FGbzklPmdDQUJ5//nmM1OYlAEqUKMEXX3zBsGHDqFGjBoGBgbz44osMHz7c5vvMzP0C7Nmzh2bNmiVth4SEANCrVy9CQ0OZM2cOb7zxBgMGDCAqKgp/f39eeOEF3nzzzQzHmh65Kik1c+ZM+vbtS79+/QCYNWsW3333HfPnz2fKlCkpyn/77bds2bKFv//+OynrGBQUlJ0hi4iISCqcnaFpU0dHISIiItnp4MGD1K5dO8Xf75ldZGPAgAEMGDAgzePjxo1j3LhxNp2TnjLHjx+nSZMmd62jTZs2tGnT5q5lbJWR+23atGmayTMAb29vZs2axaxZs+wUZfrkmqRUbGwse/fuZeTIkcn2BwcH8+OPP6Z6zldffUWdOnWYPn06n3zyCQUKFKBdu3ZMnDgRT0/PVM+JiYlJ1m0wOjoagLi4OOLi4tIdb2JZW86RlNSO9qF2tA+1o32oHe1D7WgfGW1HtbuIiIjtDh48SO/evR0dht189913zJ4929Fh5Gq5Jil1/vx5rFZrihnlS5UqlWLm+UR///0327dvx8PDg1WrVnH+/HkGDBjAxYsX+eijj1I9Z8qUKYwfPz7F/g0bNuDl5WVz3OHh4TafIympHe1D7Wgfakf7UDvah9rRPmxtxxs3bmRRJCIiInnT2bNnOXfuHDVq1HB0KHazc+dOR4eQ6+WapFQiS+LyPP9jGEaKfYkSEhKwWCx8+umnFCpUCDCHAHbp0oW5c+em2ltq1KhRSWMrwewpFRgYSHBwMD4+PumOMy4ujvDwcFq2bImrq2u6z5Pk1I72oXa0D7Wjfagd7UPtaB8ZbcfEntQiIiKSPr6+vncdPib5U65JShUvXhxnZ+cUvaKioqJS9J5K5OfnR+nSpZMSUgCVK1fGMAxOnz7N/fffn+Icd3d33N3dU+x3dXXN0EN/Rs+T5NSO9qF2tA+1o32oHe1D7Wgftraj2lxEREQk85wcHUB6ubm5Ubt27RTd68PDw5MtpXi7Rx99lDNnznDt2rWkfX/88QdOTk4EBARkabwiIiIiIiIiIpK2XJOUAnPJwv/+97989NFH/Pbbb7zyyiucPHmSF198ETCH3j333HNJ5Xv06EGxYsV4/vnnOXz4MFu3buXVV1+lT58+aU50LiIiIiIiIiIiWS/XDN8D6NatGxcuXGDChAlERkZSrVo11q9fT9myZQGIjIzk5MmTSeULFixIeHg4L7/8MnXq1KFYsWJ07dqVSZMmOeoWRERERERERESEXJaUAhgwYAADBgxI9VhoaGiKfZUqVdLKRCIiIiIiIpKnaNJwcTR7vAdz1fA9ERERERERkfwscbGNGzduODgSye8S34OZWQAm1/WUEhEREREREcmvnJ2dKVy4MFFRUQB4eXlhsVjsUndCQgKxsbHcunULJyf1YbFVfmk/wzC4ceMGUVFRFC5cGGdn5wzXpaSUiIiIiIiISC7i6+sLkJSYshfDMLh58yaenp52S3TlJ/mt/QoXLpz0XswoJaVEREREREREchGLxYKfnx8lS5YkLi7ObvXGxcWxdetWGjdunKkhWflVfmo/V1fXTPWQSqSklIiIiIiIiEgu5OzsbJfEwO31xcfH4+HhkeeTKllB7We7vDvIUUREREREREREciwlpUREREREREREJNspKSUiIiIiIiIiItlOSSkREREREREREcl2SkqJiIiIiIiIiEi2U1JKRERERERERESynZJSIiIiIiIiIiKS7VwcHYCIiIiIiEhusnbt2iyp1zCMLKlXRCSnUk8pERERERERERHJdkpKiYiIiIiIiIhItlNSSkREREREREREsp2SUiIiIiIiIiIiku2UlBIRERERERERkWyn1fdEREQkw6xW2LYNIiPBzw8aNQJnZ0dHJSIiIiK5gZJSIiIikiFhYTBkCJw+/e++gACYPRs6dXJcXCIiIiKSO2j4noiIiNgsLAy6dEmekAKIiDD3h4U5Ji4RERERyT2UlBIRERGbWK1mDynDSHkscd/QoWY5EREREZG0KCklIiIiNtm2LWUPqdsZBpw6ZZYTEREREUmLklIiIiJik8hI+5YTERERkfxJSSkRERGxiZ+ffcuJiIiISP6kpJSIiIjYpFEjc5U9iyX14xYLBAaa5Rxq2za4edPBQYiIiIhIWpSUEhERkVRZrbB5MyxbZn5PnLjc2RlmzzZf35mYStyeNcss5xCGAe+8A02bQv/+qc/ILiIiIiIOp6SUiIiIpBAWBkFB0KwZ9Ohhfg8KMvcDdOoEK1ZA6dLJzwsIMPd36pTdEf/PrVvQqxcMHw4JCeDhoWUARURERHIoF0cHICIiIjlLWBh06ZKyg1FEhLk/MenUqRO0b2+OkouMNOeQatTIgT2kIiKgY0fYvdsMYtYsGDgw7XGGIiIiIuJQSkqJiIhIEqsVhgxJfcSbYZj5naFDzWSUs7P51bRpdkeZil27zCxZZCQULQpffgnNmzs6KhERERG5Cw3fExERkSTbtsHp02kfNww4dcosl2N8/DE0aWImpKpVM3tKKSElIiIikuMpKSUiIiJJIiPtWy5LxcfDK69A794QGwsdOsCPP0L58o6OTERERETSQcP3RERE8imrNeV8UH5+6Ts3veWyzMWL8PTTEB5ubr/5JowdC076vE1EREQkt1BSSkREJB8KCzPnjrp9qF5AAMycaX6PiEh9XimLxTzeqFH2xZrC4cPQrh0cPQpeXrBkCXTu7MCARERERCQj9HGiiIhIPpO4ut6dc0dFREC3btC9u7l956J1iduzZjlwhb21a6FePTMhFRQEO3cqISUiIiKSSykpJSIiko/ca3U9gM8/hy++gNKlkx8PCIAVK8xF7rKdYcDkyeayf1evmkv+7d4NNWo4IBgRERERsQcN3xMREclH0ru6XvHicPx4yjmnHNJD6vp16NPHzJQBDBwI774Lrq4OCEZERERE7EVJKRERkXzEltX1nJ3NDkkOdfKk2TvqwAEzCTV3LvTv7+CgRERERMQelJQSERHJR3LN6npgdtPq3Bn++QdKlDAnw2rY0NFRiYiIiIidaE4pERGRPM5qhc2bYdky83VAQMpJzBNZLBAY6ODV9QAWLIDmzc2EVK1asGePElIiIiIieYx6SomIiORhYWHmxOa3zyNVrJg5d5TFknzC8xyxul5cnBnw/Pnmdrdu8NFH4OXloIBEREREJKuop5SIiEgeFRYGXbqknNj84kXze9Giyfc7dHU9MHtFPfaYmZCyWMzV9pYtU0JKREREJI9STykREZE8yGo1Oxzd3hMqUWIvKU9P+P57iIpy8Op6AAcPmhOanzgB3t7w6afQtq2DghERERGR7KCklIiISB60bVvKHlK3MwzzuLMzdO+efXGlasUK6NULbtyAChVgzRqoUsXBQYmIiIhIVtPwPRERkTwoMtK+5bJEQgK8+SY89ZSZkAoOhp9/VkJKREREJJ9QTykREZE8yM/PvuXs7upVeO45WL3a3A4JgWnTwEWPJiIiIiL5hZ78RERE8gir1Ry2FxkJJUuaE5dHRKQ+r5TFYh5v1Cj74+ToUXP+qP/7P3B3h4ULzQSViIiIiOQrSkqJiIjkUlYrbNli4Z9/4M8/4cMPk88jVazYv5Oa356YsljM77NmOWBi840boWtXcwlAPz9YtQoeeSSbgxARERGRnEBJKRERkVxo1SoLAwYEc+FC2r/KL140vxctChcu/Ls/IMBMSHXqlLUxJmMYMGeOOUzPaoW6dc2ElL9/NgYhIiIiIjmJklIiIiK5TFgYPP20M4Zx925Oib2kPD3h++8hKsrsnNSoUTb3kIqJgQED4KOPzO2ePc0hex4e2RiEiIiIiOQ0SkqJiIjkIlYrDBmSOBzPcs/yhmEO6XN2hu7dszy8lM6eNbtk7dwJTk7w9tvwyiv/jiEUERERkXxLSSkREZFcIHES840bE+eNsi2pExmZJWHd3Z490KGDOdt64cLw+efw+OMOCEREREREciInRwcgIiIidxcWBkFB0KwZTJqUsTr8/Owa0r199pk5TjAiAipXhp9/VkIqi02ZMoWHH34Yb29vSpYsSYcOHThy5Mhdz9m8eTMWiyXF1++//55NUYuIiEh+pqSUiIhIDhYWBl26JF9VzxYWCwQGmvmhbGG1wmuvwTPPwK1b0KYN7NoF99+fTQHkX1u2bGHgwIHs2rWL8PBw4uPjCQ4O5vr16/c898iRI0RGRiZ93a+fl4iIiGQDDd8TERHJoZLPH2W7xGmbZs3KponNL1+GHj3gm2/M7VGjYOLEbJ5VPf/69ttvk20vXryYkiVLsnfvXho3bnzXc0uWLEnhwoWzMDoRERGRlNRTSkREJIfati3jPaQAAgJgxQpznvEsd+QI1KtnJqQ8Pc35oyZPVkLKga5cuQJA0aJF71m2Vq1a+Pn50aJFCzZt2pTVoYmIiIgA6iklIiKSY9k6OXlAAPTvb46U8/Mzh+xlS07om2/Mpf2uXDHHCq5eDQ89lA0XlrQYhkFISAgNGzakWrVqaZbz8/Nj4cKF1K5dm5iYGD755BNatGjB5s2b0+xdFRMTQ0xMTNJ2dHQ0AHFxccTFxdn3RrJZYvy5/T4cKb+0oZHRLqzprDer6oe8/bPJL++/rKQ2zBy137/S2wZKSomIiORQ6Z2c/PXXoUWLbExCJTIMmDHDnEPKMODRR2HlSihVKhuDkNQMGjSIX375he3bt9+1XMWKFalYsWLSdv369Tl16hQzZsxIMyk1ZcoUxo8fn2L/hg0b8PLyylzgOUR4eLijQ8j11IaZl1WJqfXr12dJvTmJ3n+ZpzbMHLUf3LhxI13llJQSERHJoRo1Mns/RUSkNa+UQUAAjBtnyf5Rcjdvmt2yPv3U3O7fH95/H9zcsjkQudPLL7/MV199xdatWwkICLD5/Hr16rF06dI0j48aNYqQkJCk7ejoaAIDAwkODsbHxydDMecUcXFxhIeH07JlS1xdXR0dTq6UX9rwm8S58+zs9kSUJXFiQDtr1apVltSbE+SX919WUhtmjtrvX4k9qe9FSSkREZEcytkZZs82V9+zWJInpiwWA8OAd96x4uyczb/OT5+Gjh1hz55/gxww4N+Z1cUhDMPg5ZdfZtWqVWzevJly5cplqJ79+/fjd5dueu7u7ri7u6fY7+rqmmcewPPSvThKXm/DrEoYgflv2WKxZNk18vLPJVFef/9lB7Vh5qj90v9/jZJSIiIiOVinTuZk5UOGJJ/0vHRpeOaZ3XTsWCt7A/rxRzOoc+egWDEzuKZNszcGSdXAgQP57LPPWLNmDd7e3pw9exaAQoUK4enpCZi9nCIiIliyZAkAs2bNIigoiKpVqxIbG8vSpUtZuXIlK1eudNh9iIiISP6hpJSIiEgO16kTtG9vrsYXGWnONVWvXjzffRcJZGNS6qOP4KWXIDYWqleHNWsgg71xxP7mz58PQNM7koSLFy+md+/eAERGRnLy5MmkY7GxsQwfPpyIiAg8PT2pWrUq69ato3Xr1tkVtoiIiORjSkqJiIjkUFZr8kTU7ROZZ+uiLvHxMHy4OUwPzCzZxx9DwYLZGITcS3omRQ4NDU22PWLECEaMGJFFEYmIiIjcnZJSIiIiOcTtSag//4QPP0w+ZC8gwMwLdeqUjUFduADdusHGjeb2+PHmcn9OTtkYhIiIiIjkRUpKiYiIOFBiImrNGnMhu3/+SbtsRIQ56fmKFdC2bTYE93//B+3awd9/Q4EC8Mkn5gTnIiIiIiJ2kOs+5pw3bx7lypXDw8OD2rVrs23btnSdt2PHDlxcXHjwwQezNkAREZF0CguDoCBo1gxmzbp7Qgr+XX1v6FAzmZWl1qyBevXMhFS5crBzpxJSIiIiImJXuSoptXz5coYOHcqYMWPYv38/jRo1olWrVskm7EzNlStXeO6552jRokU2RSoiInJ3YWFmr6fbh+elh2HAqVOwfXsWLUduGDBxInToANeumRmzn382JzYXEREREbGjXJWUmjlzJn379qVfv35UrlyZWbNmERgYmLTaTFpeeOEFevToQf369bMpUhERkbRZrTBkyL89nzIiMtJ+8SS5fh26doU33zS3Bw2C776D4sWz4GIiIiIikt/lmjmlYmNj2bt3LyNHjky2Pzg4mB9//DHN8xYvXszRo0dZunQpkyZNuud1YmJiiImJSdqOjo4GIC4ujjgbljpKLGvLOZKS2tE+1I72oXa0j/zajlar2bspMhIiIy2cPu2cqfpKlIgnJsaO7Xj8OC6dO2M5dAjD1RXrnDkYffqYx/Lwzyqj78f89v4VERERyQq5Jil1/vx5rFYrpUqVSra/VKlSnD17NtVz/vzzT0aOHMm2bdtwcUnfrU6ZMoXx48en2L9hwwa8vLxsjjs8PNzmcyQltaN9qB3tQ+1oH/mhHa1WOHy4GD//7MuWLYFER7vboVaD4sVvcuNGOM7O9mnHYr/+ysPTp2OJjuZWoULsHjmSi76+sH69HeLNHWxtxxs3bmRRJCIiIiL5R65JSiWyWJLPoWEYRop9AFarlR49ejB+/HgeeOCBdNc/atQoQkJCkrajo6MJDAwkODgYHx+fdNcTFxdHeHg4LVu2xNXVNd3nSXJqR/tQO9qH2tE+8ks7rlplISTEmYgI+839ZLGY4/3mznXjiSda2qUdnRYswGncOCzx8Ri1auG8YgX1AgPtFHHOl9H3Y2JPahERERHJuFyTlCpevDjOzs4pekVFRUWl6D0FcPXqVfbs2cP+/fsZNGgQAAkJCRiGgYuLCxs2bKB58+YpznN3d8fdPeUn2a6urhl66M/oeZKc2tE+1I72oXa0j7zcjmFh8PTTmZszKjUBARZmzYJOnVyIizMrz3A7xsbC4MGwYIG53b07lv/+F9cM9ArOC2xtx7z63hURERHJTrkmKeXm5kbt2rUJDw+n421LUoeHh9O+ffsU5X18fDh06FCyffPmzeOHH35gxYoVlCtXLstjFhGR/Mcek5gnCgiA/v3h/vvBzw8aNQLnzE1FZYqKMpf+27YNLBaYMgVGjDBfi4iIiIhkk1yTlAIICQmhZ8+e1KlTh/r167Nw4UJOnjzJiy++CJhD7yIiIliyZAlOTk5Uq1Yt2fklS5bEw8MjxX4RERF72bYNTp/O+Pk+PtCnD7Rvb8ck1O0OHDArP3nSvNhnn8GTT9r5IiIiIiIi95arklLdunXjwoULTJgwgcjISKpVq8b69espW7YsAJGRkZw8edLBUYqISH4WGZm588PCoEUL+8SSwhdfQO/ecPOm2f3qq6+gUqUsupiIiIiIyN3lqqQUwIABAxgwYECqx0JDQ+967rhx4xg3bpz9gxIREfmfP//M2HkWizlcr2lTu4ZjSkiAN9+Et94ytx9/HJYtgyJFsuBiIiIiIiLpk+uSUiIiIjlVWBiMHWv7eYlTOc2alQXD9aKj4dlnYe1ac3v4cJg6NQsuJCIiIiJiGyWlRERE7CBxgvOMCAjgf6vq2TUk+Osvc/6ow4fB3R0+/BB69rTzRUREREREMkZJKRERETtI7wTnXbrA/9bnICrKzqvq3S48HLp1g0uXwN8fVq2CunXtfBERERERkYxTUkpERMQO0jvBeadOWTiROYBhwOzZMGyYOZdUvXrmuEI/vyy8qIiIiIiI7ZwcHYCIiEhekN6cT5bmhmJioE8feOUVMyHVuzds2qSElIiIiIjkSEpKiYiI2EGjRubcUImTlt/JYoHAQLNcloiMNJfuCw0FJyd491346CPw8MiiC4qIiIiIZI6SUiIiInbg7GyOmoOUiaksXV0PYPduqFMHdu2CIkXgu+9g6NC0M2QiIiIiIjmAklIiIiJ20qkTrFgBpUsn3x8QYO63++p6gOXTT83uV2fOQJUq8PPP8Nhj9r+QiIiIiIidaaJzERERO+rUCdq3N1fji4zMwtX1rFaqhIbisnq1ud22LSxdCj4+dr6QiIiIiEjWUFJKREQkE6xWMwEVEQH//AMlSpg9pbIkEZXo0iWcn36a+zdsMLfHjIEJE8y5pEREREREcgklpURERDLAaoW33jLnkbp4MeXxgADzmN2H7P3+O7Rrh9OffxLv5gaLF+PSo4edLyIiIiIikvX0kaqIiIgNrFazU1LhwjB2bOoJKYDTp6FLFwgLs+PF162DRx6BP//EKFOGbVOnYjz1lB0vICIiIiKSfZSUEhERSaewMChVykxGXbuWvnOGDjUTWZliGDB1qjlvVHQ0NGpE/I8/El2+fCYrFhERERFxHCWlRERE0iEsDDp3hgsX0n+OYcCpU+acUxl24wY88wyMGmVW+MIL8P33ULJkJioVEREREXE8zSklIiJyD1YrDBmS8fMjIzN44qlT0KED7NsHLi4wZw68+KJ5LC4u4wGJiIiIiOQASkqJiIjcw7Zt5hxRGeXnl4GTduwwu2adOwfFi8OKFdCkScaDEBERERHJYTR8T0RE5B4y2tPJYoHAQGjUyMYT//tfaNbMTEjVqAG7dyshJSIiIiJ5jpJSIiIid2G1woYNGT9/1ixwdk5n4bg4ePll6N/ffN2lC/z4IwQFZTwAEREREZEcSsP3RERE0hAWBv/5j22TmycKDDQTUp06pfOECxfgqadg0yZze8IEeP11s7uViIjkSVYrHDlShAMHSnDsWCEiIgpw/borVquFAgXiKFbsFuXLR1O58kUeeigKT8/MLucqIpKzKCklIiKSisTV9tKrQAEzp/TYY1C6tDlkL909pA4dgvbt4dgxKFgQli41t0VEJE+6cMGDdeuC+P77QC5f9ki1THS0O5GRBfn11+J89VV5XF2tPPLIWdq3/5uKFS9nb8AiIllESSkREZE72LraXu/e5jRQ6U5C3W7VKujZE65fh/LlYc0aqFYtAxWJiEhOd/WqK8uXP8D69UHEx5szqRQoEEft2ueoWPEyAQHReHvH4uxscOOGG2fPevHXX4XZu7ckZ88WYPv20mzfXpqaNf+hT5//o1y5qw6+IxGRzFFSSkRE5A62rrYXHJyBhFRCAkycCOPGmdstWsDy5VCsmI0ViYhITmcYsHWrPwsXVufqVTcAqlS5QLt2f1O37jlcXIz/lTMwDAOLxYLFYqFq1Yu0aHEaw4C///bh66/LsWVLAAcPluCVV5rw5JPHeO6533B3T3Dk7YmIZJiSUiIiInewdbU9Pz8bL3DtGvTqZY4RBLNb1owZ4KJfyyIiec2NG87MnVuTbdtKA1C2bDR9+hymVq1/0l2HxQL33RfNkCEH6dbtDz7+uAo7dvizdm15DhwowfDhe9VrSkRyJT39ioiI3MbW1fYCA835o9Lt2DHo0AF++QXc3OCDD+D5520NU0REcoGzZz156626nDjhg5NTAt26/clTT/2Z1DMqI3x9b/Laa3vZs+cUc+bU5NQpb0aMaMgrrxygQQMbP1UREXEwJ0cHICIiklOEhUGpUhAamr7yFou5wl66h+5t2gQPP2wmpEqVgs2blZASEcmjfvutCMOGNebECR+KFLnF1Kk/0r37H5lKSN2uTp0o5szZwoMP/kNMjAtTp9Zh1arydqlbRCS7KCklIiLCv6vtXbiQvvLFisGKFdCpUzoKGwbMnQstW5oXqF0b9uyB+vUzFbOIiORMv/5ajLFj63H1qhsVKlzmnXe2UanSJbtfx8cnlrFjf6Jdu78BWLy4Kp999gCGffJeIiJZTkkpERHJ9zKy2t65c+lMSMXGwgsvwKBB5oV69DBnUg8IyGi4IiKSgx08WJxx4x7h1i0XHnzwH6ZM+ZHixW9l2fWcnQ369fs/evb8DYDPP69IaGhlJaZEJFdQUkpERPK9LFtt79w5aN4cPvzQHOs3fTosXQqenhmOVUREcq4jRwozcWJdYmOdqVPnHK+//jPu7tZsufZTT/3Ff/5zCIBVqyoQFnZftlxXRCQzNNG5iIjke1my2t6+feaE5qdOQaFCsGwZtGqVkfBERCQXOHOmQFJCqlatKEaN2oOra0K2xtCmzXHi45346KOqfPxxFQoXjqFFCxs+dRERyWbqKSUiIvleupJM/5Ou1fY+/xwaNjQTUg88AD/9pISUiEgeduWKG+PGPUJ0tDsVKlxm5MjsT0gl6tDhbzp1+guAOXNqcvBgcYfEISKSHkpKiYhIvteokTnFk8Vy93L3XG3PaoVRo6B7d7h500xE/fQTVKxo75BFRCSHsFotvP32Q5w9WwBf3+u88cZPeHpmz5C9tPTq9RvNmp0iIcGJ6dNrc/asho2LSM6kpJSIiOR7zs4we7b5Oq3E1D1X24uOhvbtYepUc3vECFi7FgoXtne4IiKSgyxZUolffimBh0c8r7/+M0WKxDo6JCwWGDjwF+6//xJXr7oxZcrD3LqVnskQRUSyl5JSIiIimMmmFSugdOnk+4sWhfHj77Ha3p9/Qr16sG4deHiYk5lPm5bO2dBFRCS32rHDj1WrKgAwZMgBypS55uCI/uXmlsCoUXsoVCiGY8cKMX9+dUeHJCKSgpJSIiIi/9OpExw/Dps2wWefmd+jouDNN++SX9qwAerWhd9+MzNa27bBM89kZ9giIuIA//zjyfvv1wSgU6e/ePRRG1fNyAbFi9/itdf24ORksGlTIJs3l773SSIi2UhJKREREczpoDZvhi++MLe7doWmTe+SjDIMmDnTnDfq8mWoXx/27IE6dbInYBERcRirFd5990GuX3flgQcu0bPn744OKU3Vql2kW7c/AJg/vzp//+3ggEREbqOklIiI5HthYRAUBM2aQY8e5vegIHN/qm7dgt69YdgwSEiAPn3MblW+vtkXtIiIOMzq1ffx66/F8fCIJyRkH87OhqNDuquuXf+kSpUL3LzpSo8eEB/v6IhERExKSomISL4WFgZdusDp08n3R0SY+1Mkps6cgSZNYMmSf2dI/+9/wd0922IWERHHOXAAPv20EgD9+v2Kv/8NxwaUDs7OBsOG7adAgTh++slcSVZEJCdQUkpERPItqxWGDDFH4t0pcd/QoWY5AH76yRye9/PPUKQIfPcdDB6c9pJ9IiKSp8THQ9++EB/vRL16kbRsecrRIaVbiRI3ef75/wPgjTfMNTpERBxNSSkREcm33norZQ+p2xkGnDplzl3Oxx9D48YQGQlVq8Lu3dCiRbbFKiIijjd7NuzbBwUKxPLSS7/kus8kWrY8xWOPmaPQ+/c3R6CLiDiSklIiIpIvhYXB2LH3LudMPL7TQ8w5pGJjoX172LkT7rsvy2MUEZGc49gxczVWgOefP0yRIrGODSgDLBZYuBC8vGDLFvO1iIgjKSklIiL5TuKwvXspzCXW05pK37xr7njzTTOb5e2dtQGKiEiOYhgwYADcuGGuzJqbhu3dqVw5mDLFfD1yJERFOTYeEcnflJQSEZF8Z9u2uw/bA6jEb/xMXYIJx/Dygi+/hPHjwUm/OkVE8psVK+Dbb801LRYsyP1TCQ4cCLVrw5UrMGqUo6MRkfxMT9YiIpLvREbe/fiTfM1PPML9/MX1EmWx/PijuRSfiIjkOzdvwvDh5uuRI+GBBxwbjz04O8OcOebrjz4y1/EQEXEEJaVERCTfSXvFIYNRTOYr2uHDVY4HNaHA/+2GmjWzMzwREclBZsyAkychMBBGjHB0NPZTvz706mW+HjjwtpVmRUSykZJSIiKSr1itqU/s6skNltGdyYzBCYOPC7xE4G/hUKJE9gcpIiI5wunTMHWq+frtt80JwvOSqVPBxwf27jV7TImIZDclpUREJF/Ztg0iIpLvC+Qk22nI0ywnDhde4ANOjJiHs4erY4IUEZEcYeRIc3Lzhg2ha1dHR2N/vr4wbpz5+o034No1h4YjIvmQklIiIpKv3DmfVEO2sYc6PMR+oihBc35gIS9w//2OiU9ERHKG3bvh00/NSc1nz879k5unZeBAuO8+OHcOZs50dDQikt/YnJTat28fhw4dStpes2YNHTp0YPTo0cTGxto1OBEREXvz8/v3dX8WspEWlOQf9vMgD7Ob7TRKUU5ERPKfxFXpnnsOHnrIsbFkJTc3mDzZfD19upmcEhHJLjYnpV544QX++OMPAP7++2+efvppvLy8+PLLLxmRl2b+ExGRPKlRIwgqHcdcBrKQF3AjjuV0pSHbOUlZLBZzMttGjRwdqYiIOMr338PGjWbCZvx4R0eT9Z56Ch5+GK5fhwkTHB2NiOQnNiel/vjjDx588EEAvvzySxo3bsxnn31GaGgoK1eutHd8IiIiduV86Tw/Fw5mAPNIwMJo3uJpPucGBZKGZsyaZS6XLSIi+Y9h/NtL6qWXoGxZx8aTHSwWs5cUwIIF8L8+CCIiWc7mpJRhGCQkJADw/fff07p1awACAwM5f/68faMTERGxp19+gYcfpsT/bSbG3ZtnC65hCqMBMxsVEAArVkCnTo4NU0REHCcsDPbsgQIFYPRoR0eTfZo2hSefNFepHTvW0dGISH5hc1KqTp06TJo0iU8++YQtW7bw5JNPAnDs2DFKlSpl9wBFRETsYuVKqF8fjh/nmNN91IrZxbJrbQEoWtQcnnHsmBJSIiL5WXw8vP66+XrYMChZ0rHxZLdJk8zvy5fD//2fY2MRkfzB5qTUrFmz2LdvH4MGDWLMmDFUqFABgBUrVtCgQQO7BygiIpIpCQkkvDEWunSBGzcI5zFqJ/zMb1RJKnLxorkk9po1jgtTJLOmTJnCww8/jLe3NyVLlqRDhw4cOXLknudt2bKF2rVr4+HhQfny5fnggw+yIVqRnOmTT+D336FYMTMpld88+CB07GgOYdTcUiKSHWxOStWoUYNDhw5x5coVxt7Wr/Ptt9/m448/tmtwIiIimXL1KhENuuA0yXyyfpehtOIbLlE0RVHDgKFDzWELIrnRli1bGDhwILt27SI8PJz4+HiCg4O5fv16muccO3aM1q1b06hRI/bv38/o0aMZPHiw5gmVfCk+Ht56y3w9ciT4+Dg2HkcZN878/uWX8OuvDg1FRPIBl4ycdPnyZVasWMHRo0d59dVXKVq0KIcPH6ZUqVKULl3a3jGKiIjY7u+/udKsPaVP/koMbrzAAj6m911POXUKtm0z59UQyW2+/fbbZNuLFy+mZMmS7N27l8aNG6d6zgcffECZMmWYNWsWAJUrV2bPnj3MmDGDzp07Z3XIIjnK55/D0aNQvLg5wXl+VaMGdO5sjnqfMAG++MLREYlIXmZzT6lffvmF+++/n2nTpjFjxgwuX74MwKpVqxiVuEyFiIiII/3wA8bDD1Po5K9E4ksTttwzIZUoMjJrQxPJLleuXAGgaNGUPQMT7dy5k+Dg4GT7Hn/8cfbs2UNcXFyWxieSk1it//aSCgkxJznPzxIHxHz5JRw65NhYRCRvs7mnVEhICM8//zzTp0/H29s7aX+rVq3o0aOHXYMTERGxiWGQ8N77EPIKTglWfuZhOrKKM6S/F6+fXxbGJ5JNDMMgJCSEhg0bUq1atTTLnT17NsVCNaVKlSI+Pp7z58/jl8o/iJiYGGJiYpK2o6OjAYiLi8v1iazE+HP7fThSbm3DL7+08PvvLhQpYvCf/8Rzr/ANw8iSOBLrzar6IX0/m0qVoHNnZ1audGLcuAQ+/zx3jG3Pre+/nERtmDlqv3+ltw1sTkrt3r2bBQsWpNhfunRpzp49a2t1IiIi9hETw/EnBxK0cREAS+jJf1hIDB7prqJECWjUKKsCFMk+gwYN4pdffmH79u33LGuxWJJtJ/4xfOf+RFOmTGH8+PEp9m/YsAEvL68MRJvzhIeHOzqEXC83tWFCAowe3RQoxOOPH2H79nsvEJAdsioxtX79+nSVa9zYm5Urm7NqlYUPP9xK6dLXsiSerJCb3n85ldowc9R+cOPGjXSVszkp5eHhkfSJ2O2OHDlCiRIlbK1OREQk886e5ULTzgQd+RErToxgOjMJAVL/ozot8+aBs3PWhCiSXV5++WW++uortm7dSkBAwF3L+vr6pvhQMSoqChcXF4oVK5bqOaNGjSIkJCRpOzo6msDAQIKDg/HJ5TNDx8XFER4eTsuWLXF1dXV0OLlSbmzDNWssnDjhgre3wezZ91GkyH33POebb77JklhuT0SllRjOrFatWqW7bHh4Al9/7cSePc3o3z/n95bKje+/nEZtmDlqv3+lljdKjc1Jqfbt2zNhwgS++N+MdxaLhZMnTzJy5EhNiCkiItlv716MDh0odvo0lylEN5azgcdtrubVV6FLlyyITySbGIbByy+/zKpVq9i8eTPlypW75zn169dn7dq1yfZt2LCBOnXqpPkw7e7ujru7e4r9rq6ueeYBPC/di6PkljY0DJg2zXz98ssWSpZMX8xZlTAyYzKwWCxZdg1bfi6jRsHXX8PSpU5MnOhEblnTKre8/3IytWHmqP3S/3+NzUmpGTNm0Lp1a0qWLMnNmzdp0qQJZ8+epX79+ryVODugiIhIdli2DKNPHyy3bvEblWjPGv7kAZuq8PGB//4Xnnoqi2IUySYDBw7ks88+Y82aNXh7eyf1gCpUqBCenp6A2cspIiKCJUuWAPDiiy/y/vvvExISQv/+/dm5cyeLFi1i2bJlDrsPEXu4M9malkOHirFnTwPc3KxUrvw9a9fGZnFkuUuDBuaw9m3bYNYsePttR0ckInmNzUkpHx8ftm/fzg8//MC+fftISEjgoYce4rHHHsuK+ERERFKyWmHMGJg2DQvwNU/yDJ8STaF0V+HpCSNHmtVoyJ7kBfPnzwegadOmyfYvXryY3r17AxAZGcnJkyeTjpUrV47169fzyiuvMHfuXPz9/XnvvffU+13yjVWrzKF6LVqcolAhJaRSM3KkmZT64AMYPRqKFHF0RCKSl9iclErUvHlzmjdvbs9YRERE7u3KFejRA/43UesURvI6k0gg/Zml4sUhIgLc3LIqSJHsl55JkUNDQ1Psa9KkCfv27cuCiERytpMnC7JnTyksFoP27f92dDg5VqtWUL06HDoE8+ebiSkREXtJV1LqvffeS3eFgwcPznAwIiIid/XHH9CuHRw5wk086MNHfE53m6tZsEAJKRGR/G7NmvIAPPLIWfz9rzs4mpzLYoHXXoNnnzWH8L3yitnbWETEHtKVlHr33XfTVZnFYlFSSkREssa338LTT8OVK1zxCaB59Gr2UdumKooVg4ULoVOnLIpRRERyhUuX3Nm0yVydsmPHow6OJufr1s0c7n7iBHz2GfTt6+iIRCSvcEpPoWPHjqXr6++/s77b67x58yhXrhweHh7Url2bbdu2pVk2LCyMli1bUqJECXx8fKhfvz7fffddlscoIiJ2ZBjmzKpPPglXrnC+4qNUjN5jU0LKzQ02bIBz55SQEhER+PrrcsTHO1Op0kUqV77k6HByPBcXePll8/WsWeavZhERe0hXUiqnWL58OUOHDmXMmDHs37+fRo0a0apVq2QTdt5u69attGzZkvXr17N3716aNWtG27Zt2b9/fzZHLiIiGXLzJjz3HIwYAQkJHHusH6WPbOQcpWyq5tNPoWVLTWguIiJw86Yz33xTFlAvKVv07QsFCsCvv8IPPzg6GhHJK9I1fC8kJISJEydSoEABQkJC7lp25syZdgksrbr79u1Lv379AJg1axbfffcd8+fPZ8qUKSnKz5o1K9n25MmTWbNmDWvXrqVWrVpZFqeIiNhBRAR06AB79oCzMwnvzqbR1AHEYrGpmldfhS5dsiZEERHJfTZuDOTaNTf8/K5Rt+5ZR4eTaxQuDM8/D++/b/aWatHC0RGJSF6QrqTU/v37iYuLS3rtCLGxsezdu5eRI0cm2x8cHMyPP/6YrjoSEhK4evUqRYsWTbNMTEwMMTExSdvR0dEAxMXFJbVBeiSWteUcSUntaB9qR/tQO9pHetrR8tNPOD/1FJazZzGKFcO6bBkTtjUn4kz6E1JeXgaLFlnp3NkgL/7I9H60j4y2o9pdJHdKSIC1a8sB0L793+pBa6PBg82k1Ndfw59/wv33OzoiEcnt0pWU2rRpU6qvs9P58+exWq2UKpV8yEapUqU4ezZ9n3C88847XL9+na5du6ZZZsqUKYwfPz7F/g0bNuDl5WVb0EB4eLjN50hKakf7UDvah9rRPtJqx8CNG6k5fz6W+HiulC3Lz6NHM3duEGvWpH/EuatrPKGh63Bzg/Xr7RVxzqT3o33Y2o43btzIokhEJCvt31+CyMiCeHnF0azZaUeHk+vcfz+0aWMmpd57D+bMcXREIpLbpSspdbs+ffowe/ZsvL29k+2/fv06L7/8Mh999JHdgkuNxZL8U3LDMFLsS82yZcsYN24ca9asoWTJkmmWGzVqVLIhitHR0QQGBhIcHIyPj0+644yLiyM8PJyWLVvi6uqa7vMkObWjfagd7UPtaB9ptmN8PE6vvYbz/55wE9q3x2vxYtaN9/lfQir9vaRGjbLQoUNrO0ees+j9aB8ZbcfEntQikrusW2f2kmrR4hSenlYHR5M7DR1qJqUWL4aJE81hfSIiGWVzUurjjz9m6tSpKZJSN2/eZMmSJVmWlCpevDjOzs4pekVFRUWl6D11p+XLl9O3b1++/PJLHnvssbuWdXd3x93dPcV+V1fXDD30Z/Q8SU7taB9qR/tQO9pHsna8eNFcb/r7783tsWMxxrxJjx5OrFhhW73FisGbbzrjnE/GZOj9aB+2tqPaXCT3OXPGi717zQ+nn3zyuGODycWaN4dq1cwJzxctgmHDHB2RiORm6R4LER0dzZUrVzAMg6tXrxIdHZ30denSJdavX3/XHkiZ5ebmRu3atVN0rw8PD6dBgwZpnrds2TJ69+7NZ599xpNPPpll8YmISAb93/9B3bpmQqpAAVixgrAa4yhUxPaEFMDChVplT0REUlq/vhyGYaF27XP4+193dDi5lsVi9pYCc/ieVR3ORCQT0t1TqnDhwlgsFiwWCw888ECK4xaLJdW5mOwpJCSEnj17UqdOHerXr8/ChQs5efIkL774ImAOvYuIiGDJkiWAmZB67rnnmD17NvXq1UvqZeXp6UmhQoWyNFYREUmHNWvg2Wfh2jUICoI1awj7qwadO9telY+POZSgUye7RykiIrnczZvOfP99IABt2hx3bDB5QI8eMGIEnDgB33xjzjMlIpIR6U5Kbdq0CcMwaN68OStXrky2gp2bmxtly5bF398/S4JM1K1bNy5cuMCECROIjIykWrVqrF+/nrJlywIQGRnJyZMnk8ovWLCA+Ph4Bg4cyMCBA5P29+rVi9DQ0CyNVURE7sIwcJo8GcaNM7ebNoUvv8RapDj9m9lenY8P/PMPuLnZM0gREckrNm8O4MYNV/z9r1GrVpSjw8n1PD3h+efhnXdg/nwlpUQk49KdlGrSpAkAx44dIzAwECen9K+CZE8DBgxgwIABqR67M9G0efPmrA9IRERsc/06dd5+G+cffzS3Bw2CmTOxOrnSsqU5vZStFi1SQkpERFJnGLBuXRAArVsfx0F/xuQ5L7xgJqW++QaOHYNy5RwdkYjkRjZPdF62bFkuX77Mzz//TFRUFAkJCcmOP/fcc3YLTkRE8pgTJ3Bp147Sv/yC4eqKZe5c6N+fFSugTx+4etX2KocPhy5d7B+qiIjkDYcOFePkSR88POJp0eKUo8PJM+6/H1q2hPBwWLAApk51dEQikhvZnJRau3YtzzzzDNevX8fb2xuL5d8lui0Wi5JSIiKSuq1boXNnLOfPc6tQISwrV7OdpoypBz/9lLEqQ0Lg7bftG6aIiOQt335rTvXRtOlpChSId3A0ecuAAWZSatEiGD8eUlnEXETkrmzuvDps2DD69OnD1atXuXz5MpcuXUr6upiRMRciIpL3ffABtGgB589j1KrFuz2W4N+1CY89lrmE1Dvv2DdMERHJWy5fdmPXLj8AnnjihIOjyXvatIGAADh/HlaudHQ0IpIb2ZyUioiIYPDgwXh5eWVFPCIikpfExsJLL5lf8fHw9NOEvbKZ0fPbZmjuqETDhikhJSIi97ZxYyDx8U488MAlypePdnQ4eY6LC/Tvb76eP9+xsYhI7mRzUurxxx9nz549WRGLiIjkJf/8Y0428cEHYLHA5MlYP/mM/kO8/1fActfT0/L55zBjhv3CFBGRvCkhAb77zhy69/jj6iWVVfr1A2dn2L4dDh1ydDQiktvYPKfUk08+yauvvsrhw4epXr06rq6uyY63a9fObsGJiEgudeAAtG8PJ0+Ctzd89hm0acNbE+DSpYxX+/nn0K2b3aIUEZE87JdfinP2bAG8vOJo1OiMo8PJs/z9oUMHc/jeBx/A3LmOjkhEchObk1L9/9c/c8KECSmOWSwWrFZr5qMSEZHc68svoXdvuHEDKlSAr76CypWxWjM3KfmrryohJSKSl6xduzZL60/sJdW06Wk8PPQ3SlZ66SUzKbVkibkKn7f3vc8REYEMDN9LSEhI80sJKRGRfCwhAd54A7p2NRNSwcHw889QuTIAPXrAtWu2V+vjA198AdOn2zlekRzk2LFjjg5BJE+5dMmNXbt8AQ3dyw7Nm8MDD5i/57/4wtHRiEhuYnNSSkREJIXoaOjYESZNMreHDYN166BIEQCGD8/YQ2rXrnDxIjz1lB1jFcmBKlSoQLNmzVi6dCm3bt1ydDgiud7GjWWwWp2oWPEi5cpddXQ4eZ7FAn37mq//+1/HxiIiuYvNw/cArl+/zpYtWzh58iSxsbHJjg0ePNgugYmISC5x9Ci0aweHD4O7OyxcCM89l3R4+fKMrZQ3bJgmNJf84+DBg3z00UcMGzaMQYMG0a1bN/r27UvdunUdHZpIrpOQABs2lAHg8cdPOjia/OO552DMGNi1C/7v/6BqVUdHJCK5gc1Jqf3799O6dWtu3LjB9evXKVq0KOfPn8fLy4uSJUsqKSUikp98/73ZnenSJfDzg9WroW5drFbYvNmc7HTVKtuq9PExP2VV7yjJT6pVq8bMmTOZPn06a9euJTQ0lIYNG3L//ffTt29fevbsSYkSJRwdpkiucPCgOcF5gQKa4Dw7+fpCmzbmo8CiRTBzpqMjEpHcwObhe6+88gpt27bl4sWLeHp6smvXLk6cOEHt2rWZoY+0RUTyB8OA2bPhiSfMhNQjj2D9aQ8br9alc2fw8oLHHrM9IdWrl4brSf7m4uJCx44d+eKLL5g2bRpHjx5l+PDhBAQE8NxzzxEZGenoEEVyvA0b/p3g3N1dc95mp8QhfJ98AncMqBERSZXNSakDBw4wbNgwnJ2dcXZ2JiYmhsDAQKZPn87o0aOzIkYREclJYmLMp86hQ8FqhV69WDFoMz6V/HnsMQgLy9iDqI+P+cmqs7PdIxbJNfbs2cOAAQPw8/Nj5syZDB8+nKNHj/LDDz8QERFB+/btHR2iSI4WHe3KTz+VAiA4WEP3stsTT4C/P5w/by6+KyJyLzYnpVxdXbFYLACUKlWKkyfN/+wLFSqU9FpERPKoyEho2hQWL8ZwcmLdYzMJCF/MUz09uHEjc1UrISX52cyZM6levToNGjTgzJkzLFmyhBMnTjBp0iTKlSvHo48+yoIFC9i3b5+jQxXJ0bZuLU18vDPly1+hXLloR4eT77i4QO/e5mtNeC4i6WHznFK1atViz549PPDAAzRr1ow333yT8+fP88knn1C9evWsiFFERHKC3bvNFfYiIrhsKUzXhOWEfx9sl6qHD4cuXexSlUiuNH/+fPr06cPzzz+Pr69vqmXKlCnDokWLsjkykdwlPNyc4Pyxx/RhuaP06QOTJ8OGDXDyJJQp4+iIRCQns7mn1OTJk/Hz8wNg4sSJFCtWjJdeeomoqCgWLlxo9wBFRCQHWLoUGjWCiAgOU5mHjZ8Jxz4JqaZN4e237VKVSK4VHh7Oa6+9liIhZRhGUk90Nzc3evXq5YjwRHKFo0d9OHasEC4uVpo0iXB0OPnWffdBs2bm9JOLFzs6GhHJ6WxOStWpU4dmzZoBUKJECdavX090dDT79u2jZs2adg9QREQcyGqFV1+Fnj0hJoZvXNtSj138xf12qNzAYoHvvrNDVSK53H333cf58+dT7L948SLlypVzQEQiuc/GjYEA1Kt3Fm/vOAdHk78lTni+eDEkJDg2FhHJ2WxOSomISD5x+bK5tvP/Vlbd1mg0T8at5io+dqjcAMxhe25udqhOJJczDCPV/deuXcPDwyOboxHJfeLinNiyJQCAFi1OOTga6dQJChWCEydg40ZHRyMiOZnNc0qVK1cuaaLz1Pz999+ZCkhERHKA33+H9u3hjz/A05OERYvpMKgbqf/ZnDEhIQlMn66ZzSV/CwkJAcBisfDmm2/i5eWVdMxqtfLTTz/x4IMPOig6kdzjp59KcfWqG8WK3eTBB/9xdDj5nqcnPPsszJ1rTnjesqWjIxKRnMrmpNTQoUOTbcfFxbF//36+/fZbXn31VXvFJSIijrJ+PXTvDtHREBgIa9aw9UotLl7MfNWurvD001batv2aDh1aA0pKSf62f/9+wOwpdejQIdxu6zro5uZGzZo1GT58uKPCE8k1EofuNW9+Wiu55hB9+5pJqdWr4eJFKFrU0RGJSE5kc1JqyJAhqe6fO3cue/bsyXRAIiLiIIZhzjg+cqT5umFDWLkSSpZkRpuMV+vmZo4CHDDAnNQ8ISGB9evtFrVIrrZp0yYAnn/+eWbPno2Pjz2Gx4rkL+fPe7B/f0kAWrTQqns5Ra1aUKMG/PILLF8OL73k6IhEJCey25xSrVq1YuXKlfaqTkREstPNm2Y/+9deMxNS//kPbNyItVhJunSBdetsr/L+++H77+HGDTO31aIF+vRaJA2LFy9WQkokg374IYCEBAtVqlzA3/+Go8OR2yQuGLpkiWPjEJGcy+aeUmlZsWIFRdUnU0Qk9zl9Gjp0gL17wcUFZs+Gl15ixUoLPXpAnI0LGHl5wUcfQbduWRKtSJ7RqVMnQkND8fHxoVOnTnctGxYWlk1RieQuhvHv0L2WLdVLKqfp0QNGjIBdu+DIEahY0dERiUhOY3NSqlatWskmOjcMg7Nnz/LPP/8wb948uwYnIiJZ7McfzSVyzp2DYsVgxQqsjZrydFdYscL26kaPhgkT1CNKJD0KFSqU9ExVqFAhB0cjkjsdPlyUyMiCeHjE06BBpKPDkTv4+sLjj5vTVS5ZAm+95eiIRCSnsTkp1aFDh2TbTk5OlChRgqZNm1KpUiV7xSUiIllt0SJzgoe4OIwaNdg2bA2vvxnEtm0Zr7JlSyWkRNJr8eLFqb4WkfTbtCkAgEcfPYOnp9XB0UhqevUyk1KffAITJ4KT3SaQEZG8wOak1NixY7MiDhERyS5xcTBsGMyZA8Dhyp159HAol3sVzFS1AQHQqJE9AhTJf27evIlhGHh5eQFw4sQJVq1aRZUqVQgODnZwdCI5U2ysEzt2+APmqnuSM7VrB4UKwalTsHkzNG/u6IhEJCexOSkVERHBypUr+eOPP3Bzc6NixYp07dqVIkWKZEV8IiJiTxcuQNeu8MMPAEx0m8DY38Zg2GHdi9mz1UtKJKPat29Pp06dePHFF7l8+TJ169bFzc2N8+fPM3PmTF7SslUiKfz8cymuX3elRIkbVK16wdHhSBo8PMx5JhcuhI8/VlJKRJKz6a+QefPmcd999zF06FA+/fRTPvroI1566SUCAgJYtmwZYM4xtX///iwJVkREMuHQIXj4YfjhB+I8CtKBVbwZ+0amE1Le3ubqeveYp1lE7mLfvn00+l9XwxUrVuDr68uJEydYsmQJ7733noOjE8mZNm82h+41aRKhIWE5XOIqfCtXwrVrjo1FRHKWdP/3vW7dOgYPHsygQYOIiIjg0qVLXL58mYiICF544QV69erF9u3beeaZZ1i7dm1WxiwiIrZatQrq14djxzDKleMJn52soUOmq+3cGS5dUkJKJLNu3LiBt7c3ABs2bKBTp044OTlRr149Tpw44eDoRHKeK1fc2Lu3JADNmmnoXk5Xvz5UqADXr5uJKRGRROlOSk2fPp2RI0cyY8YM/Pz8kvb7+fkxc+ZMRowYQcuWLdm5cye9ElPhIiLiWAkJ5nJ4nTqZT4LNm7N1xm5+iKqW6arbtTNX6NOQPZHMq1ChAqtXr+bUqVN89913SfNIRUVF4ePj4+DoRHKebdv8sVqdqFDhMoGB6nqT01ks8Nxz5uslSxwbi4jkLOlOSu3fv5+ePXumebxnz57ExMSwZcsWypYta5fgREQkE65dM+ePSlygYvBgVr34HW16Fct01cOGwZo1ma5GRP7nzTffZPjw4QQFBfHII49Qv359wOw1VatWLQdHJ5LzJK6617SpeknlFol/Sm7aBCdPOjYWEck50j3ReUJCAq6urmked3V1xdPTkzJlytglMBERyYTjx6F9e/jlF3B1hfnzCSvSl86dM1dt1aqwbx+4udklShH5ny5dutCwYUMiIyOpWbNm0v4WLVrQsWNHB0YmkvOcPl2AP/8sgpNTAo0bRzg6HEmnoCBo2tRcge+TT2DMGAcHJCI5Qrp7SlWtWpU1d/lYfPXq1VStWtUuQYmISCZs3gx16pgJqVKlYPNmrL37Mnhw5qodNgx+/VUJKZGs4uvrS61atXC6bcbmunXrUqlSJQdGJZLzJE5w/tBD/1C4cKyDoxFbJM7y8vHHYBiOjUVEcoZ095QaMGAAL730Eu7u7vznP//BxcU8NT4+ngULFvD6668zb968LAtURETuwTBg/nwYMgTi46F2bXOC88BAtm2GiAx8mOzsDM8+ay7jrGSUSNa5fv06U6dOZePGjURFRZGQkJDs+N9//+2gyERyloSEf5NSmuA89+ncGQYOhD//hJ9/hkcecXREIuJo6U5K9erVi0OHDjFo0CBGjRrFfffdB8DRo0e5du0agwcPpnfv3lkVp4iI3E1sLLz8spk9AujRA/77X/D0BMxeTrYaNQomTtRE5iLZoV+/fmzZsoWePXvi5+eHxWJxdEgiOdLhw0WJivLCyyuOunXPOjocsZG3tzm7wLJl8OmnSkqJiA1JKYAZM2bQpUsXli1bxp9//glAo0aN6N69O/Xq1cuSAEVE5B6iosyPHrdvN5e3mToVXn3VfA0MH27OA2Wr4GAlpESyyzfffMO6det49NFHHR2KSI6WOMF5gwaRuLsn3KO05ETPPGMmpZYvh5kzwcWmv0hFJK+x+b+AevXqKQElIpJT7N9vfuR46hT4+JhPea1bJx2OjYV33rG92oAAaNTIjnGKyF0VKVKEokWLOjoMkRwtJsaJHTv8AQ3dy82Cg6F4cfMzte+/hyeecHREIuJI6Z7oXEREcpjly+HRR82E1AMPwE8/JUtIATz0UMaqnj1bvaREstPEiRN58803uXHjhqNDEcmxdu8uxY0brpQocYOqVS84OhzJIFdX6NbNfP3pp46NRUQcT50lRURym4QEeOMNmDzZ3H7iCbOHVOHCyYq1bw//93+2VV2smDktVadO9glVRNLnnXfe4ejRo5QqVYqgoCBcXV2THd+XkTG4InlM4tC9pk0jcNJH67naM8/A3LnmeizXr0OBAo6OSEQcRUkpEZHcJDraXA5v7Vpz+9VXYcqUFN2ali+Hr76yreo33oCxY9VDSsQROnTo4OgQRHK0K1fc2LevJKChe3lBvXpQvjz8/bf5vNK9u6MjEhFHUVJKRCS3+PNPs/vTb7+Bu7u5ut6zz6YoZrXCf/5jW9UhITBhgp3iFBGbjR071tEhiORo27b5Y7U6UaHCZQICrjk6HMkki8VcKHjSJHMIn5JSIvlXhjq+xsfH8/3337NgwQKuXr0KwJkzZ7h2Tb8gRESyxIYNULeumZDy94dt21JNSIF5KDo6/VU3aJCxydBFxL4uX77Mf//7X0aNGsXFixcBc9heRESEgyMTcbwtW0oD0LSpeknlFc88Y37/9lv45x/HxiIijmNzUurEiRNUr16d9u3bM3DgQP753/8g06dPZ/jw4XYPUEQkXzMMePddaNUKLl82+7vv2QMPP5xqcasVvvsu/dW7usLWrfYJVUQy7pdffuGBBx5g2rRpzJgxg8uXLwOwatUqRo0a5djgRBzs7FkvjhwpipOTQaNGZxwdjthJpUrmgixWK3zxhaOjERFHsTkpNWTIEOrUqcOlS5fw9PRM2t+xY0c2btxo1+BERPK1W7fg+efNsXUJCebrzZvBzy9ZMasVNm40Jyd3c4OpU9N/iaVLNYeUSE4QEhJC7969+fPPP/Hw8Eja36pVK7Yqcyz53Nat/gBUr36eIkViHByN2FNibymtwieSf9k8p9T27dvZsWMHbm5uyfaXLVtW3ctFROzlzBkzy/TTT2bW6J13YPBgsFiwWs3c1Pffw7p15oi++HjbL9GuHXTtavfIRSQDdu/ezYIFC1LsL126NGfPnnVARCI5x9at5tC9xo31t0Ze8/TTMHw47NxpTnpevryjIxKR7GZzT6mEhASsVmuK/adPn8bb29suQYmI5Gs//QR16pjfixQxJ1sYMgQsFsLCoFQpeOwxs0fUoUMZS0jVrw9r1tg/dBHJGA8PD6JTmQzuyJEjlChRwgERieQMx497c/KkDy4uVurXj3R0OGJn/v7QvLn5+rPPHBuLiDiGzUmpli1bMmvWrKRti8XCtWvXGDt2LK1bt7ZnbCIi+c+SJdCkCURGQtWqsHu3mYHCnG+hc2e4cCHzl2nRIvN1iIj9tG/fngkTJhAXFweYz1cnT55k5MiRdO7c2cHRiThO4gTndepEUbBgBj6FkRzv9iF8huHYWEQk+9mclHr33XfZsmULVapU4datW/To0YOgoCAiIiKYNm1aVsQoIpL3xcfDsGHQqxfExJhj63buhPvuw2qFLl2gWzdHBykiWWXGjBn8888/lCxZkps3b9KkSRMqVKiAt7c3b731lqPDE3EIw4Bt2zR0L6/r1Anc3eH332H/fkdHIyLZzeY5pfz9/Tlw4ADLli1j3759JCQk0LdvX5555plkE5+LiEg6XbpkTqqwYYO5/frrMH48VsOJ8W/CpEn2/+SwaVP71icimePj48P27dvZtGkTe/fuJSEhgYceeojH/tdTUiQ/+v33IkRFeeHpGc/DD59zdDiSRQoVgrZtYcUKs7fUQw85OiIRyU42J6UAPD096dOnD3369LF3PCIi+ctvv0H79vDnn+DlhfWjUDYWeYoJjWHHjqy5ZLFiSkqJ5CQJCQmEhoYSFhbG8ePHsVgslCtXDl9fXwzDwGKxODpEEYdIHLpXr14k7u4JDo5GstKzz5pJqWXLYPp0rQwskp+kKyn11VdfpbvCdu3aZTgYEZF85euvoUcPuHoVo0wZ5j++hiHPPpihicttsXChHvZEcgrDMGjXrh3r16+nZs2aVK9eHcMw+O233+jduzdhYWGsXr3a0WGKZDur1cKOHf6Ahu7lB61amWu7REaaKwxr7kuR/CNdSakOHTqkqzKLxZLqynwiInIbwzCXzhszBgyD30s1psmpFUR9mLUrbBUtCh9+aM7dICI5Q2hoKFu3bmXjxo00a9Ys2bEffviBDh06sGTJEp577jkHRSjiGAcPFufKFXd8fGKoWfO8o8ORLObmBk89ZX5w9umnSkqJ5Cfpmug8ISEhXV9KSImI3MONG2bvqNGjwTCYz4vUOBdOlJE1CakyZWDUKPj+e4iKUkJKJKdZtmwZo0ePTpGQAmjevDkjR47k008/TVddW7dupW3btvj7+2OxWO7Zw2rz5s1YLJYUX7///ntGbkXErrZuNYfuNWx4BhcXLcmWHySuwrdypbnmi4jkDzavviciIhl08iQ0bAiff068xYUXmc8A5hOHm10v4+r67yJ+J07A5MnmJ44asieS8/zyyy888cQTaR5v1aoVBw8eTFdd169fp2bNmrz//vs2xXDkyBEiIyOTvu6//36bzhext5gYJ3bu9AWgceMzDo5GskvDhlC6NERHwzffODoaEckuGZrofOPGjbz77rv89ttvWCwWKlWqxNChQ7VCjIhIWrZvh86dISqKW97FCb66km00tlv1ZcqYnzC2aGFOYq4ElEjucPHiRUqVKpXm8VKlSnHp0qV01dWqVStatWplcwwlS5akcOHCNp8nklX27i3FzZuulChxg0qVLjo6HMkmTk7QrRvMnGlOeJ7OGWREJJezOSn1/vvv88orr9ClSxeGDBkCwK5du2jdujUzZ85k0KBBdg9SRCRX+/BDjIEDscTFccynJk2j13CSsnap2sUFPvvMnIdBRHIfq9WKi0vaj2POzs7EZ/HqB7Vq1eLWrVtUqVKF119/PdWhhLeLiYkh5raxNdHR0QDExcURFxeXpbFmtcT4c/t9OJItbWgYqQ/L27LFnOC8UaMILBaDNIrlSYltklbb2ENOfn8/9ZSFmTNdWLvW4NKleAoWtO18/RvOPLVh5qj9/pXeNrA5KTVlyhTefffdZMmnwYMH8+ijj/LWW28pKSUikiguDl55BebOxQJ8wVM8H72YGxSwS/VdusDnn6tXlEhuZhgGvXv3xt3dPdXjMVk4sYqfnx8LFy6kdu3axMTE8Mknn9CiRQs2b95M48Zp9+ScMmUK48ePT7F/w4YNeHl5ZVm82Sk8PNzRIeR6GW3D69dd2LPH7D3YqNHpLE3O5HRZde/r16/PknrtwTDA17cFZ88WZOLEgzRpkrGVF/VvOPPUhpmj9oMbN26kq5zNSano6OhU5z4IDg7mtddes7U6EZG86fx5jKe6Ytm8CYDXmchbjAEsma66aVP47jtzpRoRyd169ep1zzJZtfJexYoVqVixYtJ2/fr1OXXqFDNmzLhrUmrUqFGEhIQkbUdHRxMYGEhwcDA+Pj5ZEmt2iYuLIzw8nJYtW+Lq6urocHIlW9rwm1QmDvrpJ3/i4pwJCLhKuXJXsVgy/3szN7k9EZVV956RYb7Z6fnnnZgyBY4ceYhp02radK7+DWee2jBz1H7/SuxJfS82J6XatWvHqlWrePXVV5PtX7NmDW3btrW1OhGRvOfQIa4/1o4CUce5SkGeZSlf0T7T1SoZJZL3LF682NEhJFOvXj2WLl161zLu7u6p9uxydXXNMw/geeleHCU9bZha0mXr1gAAmjSJwMkpfyWkEhmGkbQaZlbI6e/tZ5+FKVMgPNyJq1edKFrU9jr0bzjz1IaZo/ZL//81NielKleuzFtvvcXmzZupX78+YM4ptWPHDoYNG8Z7772XVHbw4MG2Vi8ikruFhRHf4zkKxFznL+6jPWs4TNUMV1e0KIwaBYMHKxklIllv//79+Pn5OToMyacuXXLjl1+KA+Z8UpI/VakC1avDoUMQFgb9+jk6IhHJSjYnpRYtWkSRIkU4fPgwhw8fTtpfuHBhFi1alLRtsViUlBKR/CMhASZMgPHjcQHCeYxuLOcSGfh4DzMBtWSJuQqNiEh6XLt2jb/++itp+9ixYxw4cICiRYtSpkwZRo0aRUREBEuWLAFg1qxZBAUFUbVqVWJjY1m6dCkrV65k5cqVjroFyed27PAnIcHCAw9cwt8/fXORSN7UvbuZlFq2TEkpkbzO5qTUsWPHsiIOEZFcy3rlGhfaPEfJ7asAeJehvMrbWG3/LxaA4sUhIkI9o0TENnv27Em2cl7ivE+9evUiNDSUyMhITp48mXQ8NjaW4cOHExERgaenJ1WrVmXdunW0bt0622MXAdi6tTQAjRurl1R+9/TTMHo0bNoEkZGgDpwieVfG/mISEREA1s35m6Ah7alq/EoMbrzIB4TyfKbqXLBACSkRsV3Tpk3vulpXaGhosu0RI0YwYsSILI5KJH3OnvXk99+L4uRk0LDhGUeHIw5Wrhw88gj89BN8+aU5jYGI5E02J6UMw2DFihVs2rSJqKgoEhISkh0PCwuzW3AiIjmV1QpDa/zAuMNPUYyLROJLJ8LYRf0M1+ntDaGh0KmT/eIUERHJDbZtM3tJVa9+nqJFYxwcjeQE3bubSally5SUEsnLnGw9YciQIfTs2ZNjx45RsGBBChUqlOwrq82bN49y5crh4eFB7dq12bZt213Lb9myhdq1a+Ph4UH58uX54IMPsjxGEcnbvvwChrq8z7uHgynGRX7mYeqwJ8MJKVdXGDsWLl1SQkpERPKnxKF7muBcEnXtChYL7NoFmkFGJO+yuafU0qVLCQsLc8h8A8uXL2fo0KHMmzePRx99lAULFtCqVSsOHz5MmTJlUpQ/duwYrVu3pn///ixdupQdO3YwYMAASpQoQefOnbM9fhHJ/aZOqEmffS8xB3Nhh094lv+wkFt42lxX5cowezY0bw7OzvaOVEREJHc4ftybEyd8cHGx0qDBWUeHIzmEnx80bWrOK7V8OYwc6eiIRCQr2NxTqlChQpQvXz4rYrmnmTNn0rdvX/r160flypWZNWsWgYGBzJ8/P9XyH3zwAWXKlGHWrFlUrlyZfv360adPH2bMmJHNkYtIbme1QuOK//D2vmfpzyKsODGct3mOJTYnpDw84Isv4PBhaNlSCSkREcnfEntJ1a79DwULxjk4GslJunc3v3/+uWPjEJGsY3NSaty4cYwfP56bN29mRTxpio2NZe/evQQHByfbHxwczI8//pjqOTt37kxR/vHHH2fPnj3ExekXnoikzxdfQD3XvXxx7BEasoPLFOJJ1vEOwwGLTXU1aADXrsFTT2VNrCIiIrmJYfyblGrS5LSDo5GcpnNncHGBgwfht98cHY2IZAWbh+899dRTLFu2jJIlSxIUFISrq2uy4/v27bNbcLc7f/48VquVUqVKJdtfqlQpzp5NvZvv2bNnUy0fHx/P+fPn8UtlbdGYmBhiYv6dXDE6OhqAuLg4mxJZiWWV/MoctaN9qB1tFxsL8+Y58c470OzccrbSF09u8TsVac8a/qCijTUaDBmSwNtvJ5CQAHesEZGv6P1oH2pH+8hoO6rdRezjyJHCREV54eERz8MPRzk6HMlhihaFxx+HdevMCc8nTHB0RCJibzYnpXr37s3evXt59tlnKVWqFBaLbb0EMuvO6xmGcdcYUiuf2v5EU6ZMYfz48Sn2b9iwAS8vL1vDJTw83OZzJCW1o32oHdMnNLQKa9bch8UwmMTrjGIqAOtoTQ8+IxpbFnUw/88ZNmw3jRpFsn59FgScS+n9aB9qR/uwtR1v3LiRRZGI5C+Jq+498shZ3N2tDo5GcqLu3c2k1Oefw/jx5uTnIpJ32JyUWrduHd999x0NGzbMinjSVLx4cZydnVP0ioqKikrRGyqRr69vquVdXFwoVqxYqueMGjWKkJCQpO3o6GgCAwMJDg7Gx8cn3fHGxcURHh5Oy5YtU/Qmk/RTO9qH2jH9XnvNidWrnfDhCp/yLG1YB8BUXmMMb5GAbRNAFSwIixZZ6dixFlArCyLOffR+tA+1o31ktB0Te1KLSMZZrbB9uz8AjRtr1T1JXfv24OkJf/4J+/ZB7dqOjkhE7MnmpFRgYKBNyRl7cXNzo3bt2oSHh9OxY8ek/eHh4bRv3z7Vc+rXr8/atWuT7duwYQN16tRJ88HT3d0dd3f3FPtdXV0z9NCf0fMkObWjfagdU2e1wsaNMG4c7NwJ9/MHa2hPZX7nJh70ZRHL6GFTnY0awRtvQPPmFpydbf6vNl/Q+9E+1I72YWs7qs1FMu/XX4tx6ZIHBQvG8uCD/zg6HMmhChaENm3gyy/NIXxKSonkLTb/pfTOO+8wYsQIPvjgA4KCgrIgpLSFhITQs2dP6tSpQ/369Vm4cCEnT57kxRdfBMxeThERESxZsgSAF198kffff5+QkBD69+/Pzp07WbRoEcuWLcvWuEUk51qxAnr2hFu3zO3H+ZbPeZrCXOEUAXRgNftI/9NPly5m93KtqCciInJ3iUP3GjSIxNXVcHA0Yi93dgqwhwoVfIGH+fjjm0yf7omTzct1iUhOZXNS6tlnn+XGjRvcd999eHl5pfik8OLFi3YL7k7dunXjwoULTJgwgcjISKpVq8b69espW7YsAJGRkZw8eTKpfLly5Vi/fj2vvPIKc+fOxd/fn/fee4/OnTtnWYwiknu8+irMmJG4ZTCMd5jGaziTwA4a0JmVnMM3XXUFBMDRo+DmlmXhioiI5BmxsfDjj+aiQ40aaeie3F3t2lF4ecVx/rwnO3aYPdJFJG+wOSk1a9asLAgj/QYMGMCAAQNSPRYaGppiX5MmTbJsRUARyb3+v737jquq/uM4/rpsFMW9ceZOzT3S1NzmyL3CNLPMzNTUNBualZWaZGWaOSrNjTM1t5LiQCUtZ4Ubc6OiAl7u74/zAyUQ2YcL7+fjwYPDud9zefNV4PC53zF8OEyebBy7co+Z9MebeQB8Tz9e5xvCiT2VNy5t2kAqvCgoIiKSYW3YALdvu5Az5z2efPKq2XEknXNxiaROnYts2eLFggUqSolkJIkuSr344oupkUNEJM0sWvSgIFWI8yynA7XYx30cGcoUvmYQkLCtXYYOhS++SL2sIiIiGVHUahr161/QlHdJkGeeOc+WLV4sWQJTp4KTluwUyRCS9a189+5dIiIiYpwzYxF0EZGEWrjQ2FoYoDa78aUjhQjmKrnoymK20CRBz+PoaNxQd+mSimFFREQyoDt3YOVK41hT9yShqlS5QvbsYVy54srmzdCihdmJRCQlJHqJuNDQUAYNGkS+fPnw8PAgZ86cMd5ERNKr9u0fFKR68wPbaUghgvmDitRkXwILUjY6drQSFqaClIiISFKsWQOhoZAv3x3Klr1hdhyxE46ONp5+Ohh4MNJOROxfootSI0eOZMuWLUybNg1XV1e+//57xo0bR6FChaJ3vRMRSW/at4dVq8CR+3zBUH6gD66Es5znqYs/QZR87HM884yVxYtXsXBhpKYaiIiIJFFUQaFBg/NYEjZbXgQwpvABLF/+YOdkEbFviS5KrV69mmnTptG5c2ecnJxo0KAB7777Lp988gnz589PjYwiIsny889GQSon11hLa4biA8A43qcTy7hNtsc+x4gRsGlTpHbXExERSYaQEFi71jiOKjCIJFT58tcoUgRu3oR168xOIyIpIdFFqWvXrlGiRAnAWD/q2rVrANSvX58dO3akbDoRkWQaOhR69YIK/MleatGcjYSShU4sZSzjsD3mx2CjRhAWBp9/njZ5RUREMrLlyyE8HMqXh+LFb5kdR+yMgwN062YcawqfSMaQ6KJUyZIlOXXqFAAVKlRg8eLFgDGCKkeOHCmZTUQkyaxWKFcOfHygLavYTR2e4G+CKE5d/PGlU7zXv/CCUYzauhWNjhIREUkhCxca73v0QFP3JEmi1gddswZuqa4pYvcSXZTq27cvv//+OwCjR4+OXltq6NChjBgxIsUDiogklNUKmzdDx47GNsHHj9t4h49ZwfNk4zZbaURN9nGYyvE+z4IF8NNPKkaJiIikpMuXYdMm47h7d3OziP2qVg1Kl4a7d43lGUTEvjkl9oKhQ4dGHzdu3JijR4+yf/9+SpUqRZUqVVI0nIhIQi1eDH37GttMA2QhlDn0pStLAPiGgQzBh/s4x/s87dvrRllERCQ1LFlivIBUvbpRVDh2zOxEYo8sFuNebfx444XEXr3MTiQiyZHokVL/VaxYMTp27KiClIikOasVNmyAIkWM9QWiClJFOc1v1KcrS4jAiVeYwSC+eWxB6q23YMWK1M8tIiKSGT08dU8kOaL+D/36K1y9am4WEUmeBBel9uzZw7r/bHHw448/UqJECfLly8crr7xCWFhYigcUEfmv8HDo0wdcXaFFCzj/0OY99fFjHzWpSiCXyMuzbGEmr8T7fA4ORkFr0qTUzS0iIpJZnT0Lfn7Gcdeu5mYR+1e+PDz1FNy/D8uWmZ1GRJIjwdP3xo4dS6NGjWjVqhUAhw8fpl+/fvTp04fy5cszceJEChUqxNixY1Mrq4gII0Y8unj0CjP4mkE4c58DVOV5VnCWoo99zkWLwN09hYOKiIhItEWLjPcNGoCXl7lZMrvVq1ebHSFF9OgBgYHw88/wSvyvP4pIOpbgkVKBgYE0adIk+uOFCxdSu3ZtZs6cybBhw5g6dWr0TnwiIqmhXbu4C1JORPANA5nBAJy5z0K6UZ/fElSQGjECOndOhbAiIiISTVP3JKVFrQG6Y0fMUfMiYl8SXJS6fv06+fPnj/54+/bttGzZMvrjmjVrcvbs2ZRNJyLyf23aQFwv7OXhMptoykC+JRILo/mEHizgLlnifT5HR2Nx9M8/T6XAIiIiAsDJk7B/v/G7Vy8ESUopWhTq1web7cFIPBGxPwkuSuXPn5+goCAAwsPDOXDgAHXr1o1+/NatWzg7x7+IsIhIYoWHG8P8f/kl9mOV+Z191KQhO7hJNtqzkk8ZDVjifc46dSAsDLp0SZ3MIiIi8kDUKKmmTSFvXnOzSMYSNfLu55/NzSEiSZfgolTLli0ZNWoUfn5+jB49mixZstCgQYPoxw8dOkSpUqVSJaSIZD5Wq7GjnqsrnDsX+/FOLGUX9SjOaU7yBHXYzRraPvZ5hw4Ff3/j1VoRERFJXTYbLFhgHEdNtxJJKV26GPd0+/cbI/JExP4kuCj10Ucf4ejoSMOGDZk5cyYzZ87ExcUl+vHZs2fTvHnzVAkpIpmH1QpjxxrFqLiWqbMQyTjeZyldyModfqU5tdjLUSrE+7xubsbzffFF6uQWERGR2A4dgqNHjd/rHTqYnUYymrx5oVkz4ziq+Cki9iXBu+/lzZsXPz8/QkJC8PDwwPE/wwyWLFmCh4dHigcUkczD1xdefBFu3477cQ9u8RPePM9KACYzjLf5DGs8P8oaNID33oNnn9XoKBERkbQWNXWvdWvw9DQ3i2RMPXrA+vXGFL5Ro8xOIyKJleCiVBTPR/w2yZUrV7LDiEjmtXRp/Gs8leRvVtKeJ/mTMFx4he/4kRfjbOvgAGPGwAcfqBAlIiJiFpvtQVFKU/cktTz/vDEi/vhxCAw0O42IJFaCp++JiKSWJUviL0g9y2b2Uosn+ZMLFOQZdsRZkHJ2NkZFhYfDhx+qICUiImKm3bvh1CnImtXYRVckNWTP/uD/16JF+vNWxN7ou1ZETLV0KXTt+qhHbbzBVH6lBbm5xh5qUYMA9lI7RqsnnoBNm+DuXRWjRERE0ouoUVLt20OWLOZmkYwtahe+xYsdiIw0N4uIJI6KUiJimvhGSLkQxve8zFTexAkrP+JNQ7YTTKEY7apXN3ZbadJExSgREZH0wmp9sGFJVMFAJLW0bm2MmDp3zsLRo1pWRsSeqCglIqbw9X30CKn8XGQrjenHbKw4MIzJvMgPhOEWo13bthAQkAZhRUREJFF27LBw8SLkzAnaoFtSm5sbdOxoHPv5FTE3jIgkiopSIpLmrFbo3Tvux6oTQAA1qIc/18lBa9YyhWGAJbqNo6MxJWDVqrTJKyIiIokTtbZPp07g4mJyGMkUokbk7dxZiIgIc7OISMKpKCUiaW78eAgNjX2+J/PxowFFOM8RylOLvWygRYw2nTtDWBh065ZGYUVERCRRIiIsLF9uvJikqXuSVp59FvLls3HrliubN1sef4GIpAsqSolImrp7Fz76KOY5B6x8xkjm8wLu3GM1bajDbv6idHQbNzdjbYolS7R2lIiISHoWGJiP69ctFCgADRuanUYyCycn6NzZWOVcu/CJ2A99t4pIqrJaYfNmGD0aihUzdt+xWh887skNVtOWkUwE4BNG8zwruEX26DZdusDt249eFF1ERETSDz+/woCxdqReSJK01K2bDYCVKy3cuWNyGBFJECezA4hIxrV0Kbz0Ety6FffjZTjOKtpRlhPcwZ2XmM0iusdoM2wYTJ6cBmFFREQk2UJDYe/eggB07/6YxiIprE4dG/nyhXLpUlZ++UUvaIrYA42UEpFUMWKEcSPwqIJUS9axh9qU5QRnKUJ9flNBSkRExM6tWmXh3j0nSpa0UaeO2Wkks7FYoEGD8wAsWGByGBFJEBWlRCTFvfUWTJr0qEdtDGciv/AcOQjhN56mBgEcpFqMVipIiYiI2J+FC40/L7p1i8SitabFBFFFqV9+gRs3zM0iIo+nopSIpKi33oIvvoj7MTfu8hPeTGQkDtj4jv48yxYukT9Gu0aNVJASERGxN5cvw4YNUbvuRZqcRjKrYsVuUqGCjfBwWL7c7DQi8jgqSolIihk69NEFqcKcYwfP8ALzuY8jr/M1rzKDCFxitf3111QOKiIiIiluyRKwWi2ULHmDcuXMTiOZlcVijNQDTeETsQcqSolIslmtUK8e+PjE/XhddhFADWoSwBVy05RNTON1IPa4/uHDwSV2nUpERETSufnzjfcNG54zN4hkelFFqc2b4d9/TQ4jIvFSUUpEkmXpUnB3B3//uB/vy2y20pgC/MshKlGTfWynUZxt27eHiRNTL6uIiIikjqAg2LULLBYb9eufNzuOZHIlS0Lt2hAZCYsXm51GROKjopSIJNnIkcYOexERsR9z5D4+vMls+uFKOMvoSD12cYoSsdo6OcHChbBiRepnFhERkZT388/G+0aNbOTOfc/cMCJAjx7Ge03hE0nfVJQSkSRZsuTRo5pycZVfacGbTAXgA8bShSWE4hGjnaMjvPce3LsH3bqldmIRERFJDTbbg6l7WuBc0ouuXcHBwRjNHxRkdhoReRQVpUQk0cLD4YUX4n6sIn+wl1o0YQu3yUpHlvEhH2B76MdNgwawYQOEhcGHHxrFKREREbFPgYFw9Ci4ukKHDjaz44gAULAgNG5sHC9caG4WEXk0FaVEJMGsVhg71lhDKjw89uPtWIk/dSnFP/xDCeriz3I6Rj/u5mYUonbsgGbNVIwSERHJCKKm7rVpA56e5mYReZim8ImkfypKiUiCLF0K2bLBuHHGopEx2XiX8azkebJxmy00phZ7+YNKMVrNn6+d9URERDISq/XBH/y9epmbReS/OnY07j0PHzbeRCT9UVFKRB5rxAhjQfO7d2M/loVQFtOV8bwPwFcMogW/cpU80W1cXWHZMuPGQERERDKOHTvg/HljhFTr1manEYkpZ05jBB/ATz+Zm0VE4qailIjEyWqFzZuN7XQnTYq7TTFOsYt6dGEp4TjzMjMZzFfcxzm6Tb16EBqqgpSIiEhGFLXAeefOxotQIulN1DqoP/9s3N+KSPqiopSIRLNajQXIn3nGWP+paVPYuzfuts+wnX3UpAqH+Jd8NGYrs3g5Rpuff4adO7V2lIiISEZ0754xvR80dU/Sr9atjRFT58/Dtm1mpxGR/1JRSkRiLGDeogX4+cH9+49uP4Bv2URT8nKF/VSjBgHs4ukYbRYufLC4pIiIiGQ8a9dCSAgULgwNG5qdRiRurq7QtatxPG+euVlEJDYVpUQyuYcXMI+IiL+tM+F8ywC+ZSDO3OdnetAAP87hFaPd8OHQrVsqhhYRERHTRU3d69EDHPRXhaRj3t7G+6VL4c4dc7OISEz69SGSSVmtRuHoUQuY/1deLrGJpgxgBpFYeJtP6cV87pIlRrthw2DixFQKLSIiIunCjRvwyy/GsabuSXpXrx6UKAG3b8OqVWanEZGHqSglkgn5+hq75CxenLD2VQhkHzV5Bj9CyE5bVvM5bwOWGO3eegsmT075vCIiIpK++PpCWBhUqABVqpidRiR+FsuDBc+1C59I+qKilEgms3QpdOpk7IiXEF1YzC7qUYwznKA0ddjNWp6L0SZbNqPA9ahd+kRERCRjiZq616uX8Qe/SHoXVZT69Vf4919zs4jIAypKiWQSxmLmDnTpkrD2FiIZz7ssphtZuMt6WlCbPRyjfHQbZ2djt77r10nw84qIiIh9O3cOtm41jrWpidiLMmWgVi3jnnjRIrPTiEgUFaVEMoHlyy306tWaTz5xTFD7bNxkBc/zLh8DMJHhPMcv3CBnjHYLF0KzZuCYsKcVERGRDGDePLDZ4JlnjHV6ROxF1ILnmsInkn6oKCWSwfn6Qrdujty755Sg9qX4C3/q0o7V3MMVb35kJBOJ5EHlKVcuWLYMOnZMrdQiIiKSHtls8OOPxnHv3uZmEUmsbt3AyQkCAuDYMbPTiAioKCWSoVmtMHhw1EePX/ChKRvZSy0qcoTzFOIZdjAPbxwcoEEDeOcd2LQJLl1SQUpERCQz2r8fjh4FNzfo3NnsNCKJkzcvtGxpHM+bZ24WETGoKCWSgW3bBufPw+MLUjaGMIX1tCQX1/GnDrUsAbg1qMWGDRAeDjt2wMcfQ5Mmmq4nIiKSWUWNknr+eWMnXxF7E7Xg+bx5EBlpbhYRgYTN5xERu7N0KfTs+fh2rtxjOgPoww8AzKEPCxp8y5mtbio+iYiISLTwcFiwwDjW1D2xV+3aGTtHnz4NO3caswFExDwaKSWSQVitsHkzjBkDFSoYu+FFRMR/TQGC2UYj+vADVhwYwhSG55zNOhWkRETszo4dO2jbti2FChXCYrGwYsWKx16zfft2qlevjpubGyVLlmT69OmpH1Ts1vr1cOUKFChgbHQiYo/c3R9MPdWC5yLmU1FKJANYutRYfLxpU/jkE2Oth8epyV4CqEEd9nCNnLRkPV8yhJnfW1SQEhGxQ6GhoVSpUoWvv/46Qe2DgoJo3bo1DRo04ODBg7zzzjsMHjyYZcuWpXJSsVdRU/d69TIWixaxV1G78C1eDPfumZtFJLPTrxMROzdiBEyalLhrXuAnZtIfN8I4QnnasYobuZ9g2XdawFxExF61atWKVq1aJbj99OnTKVq0KD4+PgCUL1+egIAAJk2aRKdOnVIppdiT1atXRx/fuuXMypXNAEeKFt3G6tW34rzGZrMBsG7dOiyWx2+yImKGhg2hSBE4dw5++QX0I0/EPCpKidgRqxX8/IzFy//9FxYuhH37En69A1Y+ZRQjMKpYq2jLtLrzmDE+O40aaQFzEZHMxN/fn+bNm8c416JFC2bNmkVERATOzs5xXhcWFkZYWFj0xzdv3gQgIiKCiMfNG0/novLb+9eRUqIKTAB+fgW5f9+REiVCKF78Jg89FOc1tkc1kHip/x4vvu/PxHwPd+/uwKRJjsydG0m7dtYUy2fv9HMwedR/DyS0D1SUErETvr7w5pvGKzpJkYPrLKAHLfkVgI8Yw9TcHxLs56BilIhIJnTx4kXy588f41z+/Pm5f/8+V65coWDBgnFeN2HCBMaNGxfr/IYNG8iSJUuqZE1rGzduNDtCurN1qxcAjRqdTXDBRIWV5FH/xW3t2rWPbZOQ7+FixbIBz7JuHfz88yZy5AhPgXQZh34OJo/6D+7cuZOgdipKidgBX19jQcak3puU5RiraEcZTnIHd/owlyV0Zcl0jY4SEcnM/ju9KuqP4PimXY0ePZphw4ZFf3zz5k28vLxo3rw52bNnT52gaSQiIoKNGzfSrFmzR44Uy0zWrVsHwIULWTl+PBcODjYaNjwf7/+Phwspmr6XeOq/x4tvmnJiv4d//DGSffscuHy5OT17RqZkTLuln4PJo/57IGok9eOoKCWSjkXtqPfCC0kvSLXmF36mJ57c5DRFac9KfucpRox4sPOIiIhkPgUKFODixYsxzl26dAknJydy5879yOtcXV1xdXWNdd7Z2TnD3IBnpK8lOaKKItu2GaOkqla9RK5c4UD8xRKbzYbFYlFRJYnUf/FLyPdmQr+H+/Y1lsL48UdH3nrLEXX5A/o5mDzqv4R9r4J23xNJd6IKUV26gIcHtGgBd+8m5ZlsvM2nrKYtntxkBw2oyT5OuD/F4sXw+ecpnVxEROxJ3bp1Y00v2LBhAzVq1Mj0N9LyQGQkbN1aBIDGjZO4hoBIOtW9O7i6wuHDcPCg2WlEMicVpUTSkaVLIVcuaNrUOE7qFrXu3GE+vfiU0ThgYzqv0pSNPNMpN7duGQUvERHJWG7fvk1gYCCBgYEABAUFERgYyJkzZwBj2l3v3r2j2w8YMIDTp08zbNgwjh49yuzZs5k1axbDhw83I76kU0eO5ObSpSxkyRJB7doXH3+BiB3JmROef944njvXzCQimZeKUiLpxMiRRrEogVNvH6kIZ/GjAT1ZQAROvMY03s7+LUNG/M6CBZFaQ0pEJIMKCAigatWqVK1aFYBhw4ZRtWpV3n//fQCCg4OjC1QAJUqUYO3atWzbto2nnnqK8ePHM3XqVDppb3R5yObNxiip+vUv4OqqNXck4+nb13g/fz48tLGoiKQRrSklYjKrFcaPh4kTk/9c9diJLx3JzyWuOeZhWfeldO7bkClPR/Drr8FA1eR/EhERSZcaNWoU725dc+MYBtCwYUMOHDiQiqnEnt2968jOnYUAePZZTd2TjKlpUyhcGM6fhzVrQHV5kbSlkVIiJlq6FAoUgDh21k60fnzPVhqTn0tcyFuZXH/to/+8hjRpoh32REREJPF27izEvXtOFC58m/Llr5kdRyRVODpC1MzmOXPMzSKSGdlNUer69et4e3vj6emJp6cn3t7e3Lhx45HtIyIiePvtt6lUqRJZs2alUKFC9O7dmwsXLqRdaJE4WK2wbRu0aWNM17tyJXnP50QEU3mD7+mPCxGcrdOZQkG7oHjxlIgrIiIimdSmTcaue02anNWuZJKh9eljvF+/HoKDTY0ikunYTVGqZ8+eBAYGsn79etavX09gYCDe3t6PbH/nzh0OHDjAe++9x4EDB/D19eXEiRO0a9cuDVOLxLR0KRQsCI0bwy+/JP/5cnGVPZ4teIOvAYgc+yFeuxZD1qzJf3IRERHJtE6cMBY5d3Cw0bjxWbPjiKSqMmWgXj3jxeN588xOI5K52MWaUkePHmX9+vXs3r2b2rVrAzBz5kzq1q3L8ePHKVu2bKxrPD09Y21z/NVXX1GrVi3OnDlD0aJF0yS7SJSRI1Nm3agoT3KYbZ7tyR0SBB4eMG8eDu3bp9wnEBERkUwrahpTtWqXyJ1bqz9LxtenD+zaZezCN3w4Gh0okkbsYqSUv78/np6e0QUpgDp16uDp6cmuXbsS/DwhISFYLBZy5MiRCilFHm3RopQtSPV0X85B17pGQapkSfD3BxWkREREJAXcvw8//GAcN216Jv7GIhlE167g7g5HjkBAgNlpRDIPuxgpdfHiRfLlyxfrfL58+bh48WKCnuPevXuMGjWKnj17kj179ke2CwsLI+yhvUBv3rwJGGtURUREJDhzVNvEXCOxZYR+XLbMQs+ejkDSX25xcLDx9NM26tez8tKFj3jipw8BiHz2Wazz50Pu3BBPH2WEfkwP1I8pQ/2YMtSPKSOp/ah+l4zs11+NdXWyZw+jZs1/zY4jkiY8PaFjR5g/3xgpWLOm2YlEMgdTi1Jjx45l3GO2Hdu3bx8AljjGT9pstjjP/1dERATdu3cnMjKSadOmxdt2woQJcWbasGEDWbJkeezn+q//TiGUpLHXfvT3L8hnn9Uk6QUpG25uEfz44zrcrXep9uWXFNq9G4C/27Thz759se3Zk+Bns9d+TG/UjylD/Zgy1I8pI7H9eOfOnVRKImK+2bON940bn8PZ2WZuGJE01LevUZRasAC++ALc3MxOJJLxmVqUGjRoEN27d4+3TfHixTl06BD//hv7VZrLly+TP3/+eK+PiIiga9euBAUFsWXLlnhHSQGMHj2aYcOGRX988+ZNvLy8aN68+WOv/e/n3bhxI82aNcPZ2TnB10lM9tyPViu8/npyvsWMm8AffnDg+SrlcerUCcsff2Bzdsb6zTcU7dOHhK6MZs/9mJ6oH1OG+jFlqB9TRlL7MWoktUhGc/kyrFplHDdtqgXOJXNp3Bi8vODsWVixAh7zp6qIpABTi1J58uQhT548j21Xt25dQkJC2Lt3L7Vq1QJgz549hISEUK9evUdeF1WQOnnyJFu3biV37tyP/Vyurq64urrGOu/s7Jykm/6kXicx2WM/7tgB588n/XovLws+PtAxpx/U6wJXr0L+/Fh8fXGK5/99fOyxH9Mj9WPKUD+mDPVjykhsP6rPJaOaN89YU6pmTShW7JbZcUTSlIODMVrqww/h++9VlBJJC3ax0Hn58uVp2bIl/fv3Z/fu3ezevZv+/fvTpk2bGDvvlStXjuXLlwNw//59OnfuTEBAAPPnz8dqtXLx4kUuXrxIeHi4WV+KZBK+vvD880m7tnVr2LoVgv6x0TH4G2jWzChIVa9urLqYxIKUiIiISHxsNpg1yzh+6SVzs4iY5aWXjJ33Nm+Gv/82O41IxmcXRSmA+fPnU6lSJZo3b07z5s2pXLkyP/30U4w2x48fJyQkBIBz586xatUqzp07x1NPPUXBggWj3xKzY59IYvn6QqdOcPt24q7LmxcWL4ZffoFG9cJxHPgqDBpkzAPs2RP8/KBIkdQJLSIiIpleQAD8+aexjo5GiEhmVawYtGhhHH//vblZRDIDu9h9DyBXrlzMmzcv3jY224OFGIsXLx7jY5G0YLXCK68k7po33jB2+mjQABwdgX//NapaO3caL9N89hkMH24ci4iIiKSSqAXOO3WCHDlMjSJiqv79Yf16Yxe+Dz8EzdgWST12U5QSsQcff2zMtEuowYPhyy8fOnHggDHv7+xZY1/aBQugVauUjikiIiISQ2go/Pyzcdy3r7lZRMzWti3kz2+8VrxmDXToYHYikYxLRSmRFGK1/qfAlAAxfsEtXGhMYr97F8qUMba+eWjNNBEREZHUsmgR3LwJpUoZO5CJpFerV69+5GNRM2XWrVuHJQmzDNq2bQsYI6P69DEmLMycqaKUSGqymzWlRNI7Pz+4di3h7b28jCl7WK0wejT06GEUpFq1gj17VJASERGRNDNjhvH+lVeMHchEMruXXzber18PZ86Ym0UkI9OvHJEUEhyc8LYWC/j4gOPtEGjfHj791Hhg5EhYvVoLOYiIiEiaCQyEvXsfjA4REXjiCWPUoM32YL01EUl5KkqJpJCTJxPWLnt2WLoUOlY6CXXqGNvtubnBvHnGGGFHx9QNKiIiIvKQ774z3nfoAPnymZtFJD3p3994P3u2MblBRFKeilIiKWDpUvjgg8e3y54dLl+Gjll/hVq14NgxKFzYmPvXq1fqBxURERF5yO3bxutikPgdhEUyug4dIFcuYw+iX381O41IxqSilEgyLVkC3bsnrO2c2TZcvv4CWreGGzegbl3Ytw9q1EjVjCIiIiJxWbQIbt16MFVJRB5wc4PevY3jmTPNzSKSUakoJZIMvr7QtWvChvN+9O49Oq7qA2+9BZGRxk57W7dCwYKpnlNEREQkLlELnPfvrwXOReISNYVv9erErSErIgmjXz0iSWS1wptvJqxtQS7w6oKG8OOPxppRX34J338Prq6pG1JERETkEQ4eNAZsa4FzkUerUAHq1TPu/efMMTuNSMbjZHYAEXthtRpLP50/b6wLtWMHnDv3+OtqsYfldCDP38GQM6cx369Jk9QPLCIiIhIPLXAukjCvvAK7dhnfM2+/rX2JRFKSilIij2G1wscfG4Obrl1L3LW9+YHveAVXwrFVrIhl5UooVSp1goqIiIgk0O3bMH++cfzqq+ZmEUnvunaFYcPg9GlYtw7atDE7kUjGoel7IvHw9YX8+Y2d9RJTkHLkPpMZxg/0wZVwLtRsj8XfXwUpERERSRcWLnywwHmjRmanEUnf3N2N5WABvvnG3CwiGY2KUiKP4OsLnTrB1auJuy4H11lLa4YxBYAjnd+n0G5fyJYtFVKKiIiIJI7N9uAP61de0QLnIgkxYABYLLB+Pfz9t9lpRDIO/QoSiUNiFjF/WHmOsJdaNGcjoWRh17AlVFgyTnd7IiIikm74+0NgoLHdfdToDxGJX6lS0LKlcTx9urlZRDIS/aUsEgc/v4QtYv6wNqxmN3UozV+cohjzBuyk3uTOqRNQREREJIm+/tp436MH5M5tbhYRezJwoPF+9my4e9fcLCIZhYpSIg+xWmHbNvjss8RcZWM0n7CS9mTnFttoSMtc+3j566dSJ6SIiIhIEl28CEuXGseDBpmbRcTetGoFxYoZa80uXmx2GpGMQUUpkf/z9YXixaFxY2OueEK4c4cF9OATxuCAjWm8RjM28tGMvNoqVkRERNKdmTMhIgLq1IFq1cxOI2JfHB2NtaUApk0zN4tIRqGilAhGQapz58RN2fPiDL9Rn+4sIgInXmU6rzONoSOc6axZeyIiIpLOREQ8WAtHo6REkqZfP3Bxgb17ISDA7DQi9k9FKcn0ohY1t9kSfk19/AigBtU4yCXy8ixbWJ73VRYvhs8/T72sIiIiIkm1ciVcuAD58qEX0ESSKG9e6NrVONZoKZHkU1FKMr3ELmren+/YYmlCPi5zqfBT7PLZx/itDQgOhi5dUi+niIiISHJELXD+yivg6mpuFhF7FrXg+YIFxvpSIpJ0KkpJpma1wubNCWvrRARf8zrf8SrOtgjo2pV8x3/j+TeL0agRWkNKRERE0q3Dh2H7duN+5dVXzU4jYt/q1IGnnoJ792DWLLPTiNg3FaUk04pa2Pyjjx7fNg+X2UgzXmcakViIHP8xLFwIWbOmek4RERGR5IqaZvT881CkiKlRROyexQKDBxvHX30F9++bm0fEnqkoJZlSYhY2r8zv7KMmjdjOLTzYPWolDu++Y/w2EhEREUnnQkLgp5+MYy1wLpIyevQw1mc7exaWLzc7jYj9UlFKMp3wcGMr14QsbN6RZeyiHsU5zSmnUuyespt6E9qmfkgRERGRFDJrFoSGQsWK0LCh2WlEMgY3N3jtNePYx8fUKCJ2TUUpyVR8faFwYbh8Of52FiIZx/ssozNZucO16k3xurCXZkMqpk1QERERkRRw/z5MnWocv/mmBnqLpKQBA8DFBXbtgr17zU4jYp9UlJJMI2rK3pUr8bfz4BbL6MT7jAfgWKsh5Nq9Dse8udIgpYiIiEjKWb4cTp+GPHnghRfMTiOSsRQoYEzjA42WEkkqFaUkU0jolL0S/MMu6tGBFYThQh/mcHHkFHBySpugIiIiIiloyhTj/Wuvgbu7uVlEMqI33zTeL1mSsPVqRSQmFaUkw0volL3GbGEfNanEHwRTgEZsZ4tXHxo0SJucIiIiIilp927w9zemFw0caHYakYypalVjrbb79x/scikiCaeilGRoCZuyZ2MQX7GB5uTmGnupSQ0C2GOpg48PODqmUVgRERGRFBQ1SqpnT2OakYikjiFDjPczZsCdO6ZGEbE7KkpJhmW1GsNp45uy50IYM+nPVwzGCSs/4s0z7MDRqzBLl0LHjmmXV0RERCSlnD4NS5cax0OHmptFJKNr2xZKlIBr12DePLPTiNgXFaUkw/Lzi39ed34usoVneZlZWHHgXbdJWH74gfVb3QgKUkFKRERE7NdXX0FkJDRtCpUrm51GJGNzdITBg41jHx/je09EEkZFKcmwgoMf/Vh1AthHTZ5mFzfw5DnWUm3+W3j3ttCokabsiYiIiP26dQtmzjSONUpKJG289BJkywZHj8LatWanEbEfKkpJhlWwYNzne/AzfjTAi3Mcoywtc+7llWUtNDJKREREMoRZs+DmTShXDlq2NDuNSOaQPbux2zfA55+bm0XEnqgoJRmO1QrbtsH585Anz4PzDlj5lLf5mV64c49faM1zufew42IZFaREREQkQwgPhy++MI6HDgUH3e2LpJk33wRnZ2MZEX9/s9OI2Af9mpIMxdcXiheHxo3hhRce7LqXnRBW0Y63MV62+JRRtGcVE7/zxMXFvLwiIiIiKWnBAjh71thtr3dvs9OIZC6FC4O3t3H82WfmZhGxFypKid2LGhk1dCh06hR7cfPSnGAPtXmOtdzFjR78zKTcE1i8zFEjpERERCTDiIx88Ifw0KHg5mZuHpHMaMQI4/3KlXDsmLlZROyBilJilx4uRBUsaIyM8vGJ3a4F69lLLcpxnLMUoT6/sZAeuLtD+/ZpnVpEREQk9axebSyy7On5YG0bEUlb5co9+Dtj4kRzs4jYAxWlxO48PEXPxwcuX46rlY3hTOQXniMHIfzG09QggANUB4zRVH5+aRhaREREJBXZbDBhgnE8cKCx6LKImOPtt433P/1krHMrIo+mopTYFV9f6Nw59hS9h7lxlx/pzURG4kgkM3mZJmzmEvljtAsOTuWwIiIiImlk+3bYswdcXY3FlkXEPHXrQoMGEBEBX35pdhqR9E1FKbEbVqtxk2WzPbpNIc6zg2fwZh73cWQQX/EK3xGOa6y2BQumYlgRERGRNPTpp8b7l16C/PnjbysiqS9qtNT06XDjhqlRRNI1FaXEbvj5xT9Cqg7+BFCDmgRwlVw0ZwPfMAiwxGhnsYCXl/HqhYiIiIi9O3gQfv0VHBxg+HCz04gIQKtWULEi3LoF33xjdhqR9EtFKbELVits3vzox/swh200oiAXOcyT1GQfW3k2VjvL/+tTPj7g6Jg6WUVERETSUtQoqW7doGRJc7OIiMHBAcaMMY6/+MIoTolIbCpKSbrn71+QJ55w4qOPYj/myH2mMIQ5vIQr4fjSgbr4E0Tcd2RFisDSpdCxYyqHFhEREUkDR47AkiXGcdR0IRFJH7p2hTJl4No1jZYSeRQnswOIxMVqNabr+fo68NVXNeNsk5NrLKIbzdgEwFg+4EPex/b/WuuQIdCmjdH20iVjDakGDTRCSkRERDKOjz4y1tt8/nmoUsXsNCLyMEdHePdd6N0bJk+GQYPAw8PsVCLpi4pSku74+hoLmhvrR8VdQarAn6ykPU/wN7fJyov8gC+dAGO9KB8fjYYSERGRjO3oUVi40Dh+/31zs4hI3Hr0gA8/hL/+MhY917pvIjGpKCXpiq8vdO4c/w577VjJPF4gG7cJojjtWcnFvJUZ0gvat9doKBEREckcXnvtHDZbEWrXvsi5c/vi3RBGRMzh5GSsLdW3L0ycCAMHQpYsZqcSST+0ppSYzmqFbdtg/nwYMCC+gpSNMXzESp4nG7fZSiNqso/271YmOBimTIFGjVSQEhERkYzv2DHYsaMwAN27Hzc5jYjEp1cvKFHCWFLku+/MTiOSvqgoJaby9YXixaFxY3jhBbh8Oe52WQhlEd34iPcA+IpBNGcDV8lDkyYqRImIiEjmYqwlZaFWrYuUKnXT7DgiEg9nZ3jnHeP4s8/g7l1z84ikJypKiWmipuo9bqh5UU6zk6fpyhLCcaY/3zGYr7BanPHyMqbriYiIiGQWx47BggXGcY8eJ8wNIyIJ0rs3FC0KFy/CzJlmpxFJP1SUElNYrcZi5vGtHQXQgB0EUIOn+J1L5OVZtvA9/bFYjMd9fDRKSkRERDKXjz6CyEj+P0oqxOw4IpIALi4PRkt98gmEhpqbRyS9UFFKTOHn9/gRUq8ync00IS9XOEBVahDATuoDUKQILF2qHfZEREQkczl69MEoqe7dNUpKxJ707QslS8K//8LUqWanEUkfVJQSUwQHP/oxZ8L5lgFM5zWcuc9CulEfP85SlCFDYOtWCApSQUpEREQyn3ffNUZJtW8PTzyhUVIi9sTFBcaNM44//xyuXzc3j0h6oKKUmKJgwbjP5+Eym2jKAGYQiYXRfEIPFpC7SBaWLdMOeyIiIo8zbdo0SpQogZubG9WrV8fPz++Rbbdt24bFYon1duzYsTRMLAm1d6+xJqfFAh9/bHYaEUmKHj3gySfhxg2YONHsNCLmU1FKTNGggTEFL2ptKIAqBBJADZ7Bj5tkwzv7KsrNHcH48Ts5efK+RkaJiIg8xqJFixgyZAhjxozh4MGDNGjQgFatWnHmzJl4rzt+/DjBwcHRb6VLl06jxJIYo0cb73v3hooVzc0iIknj6GisCwfw5ZfGwucimZmKUmIKR0fjhzAYhanOLGEnT1OMM5zkCeqwh05z2tCzp41Kla5qZJSIiEgCfPHFF/Tr14+XX36Z8uXL4+Pjg5eXF99++2281+XLl48CBQpEvznqF2+6s2kTbNliTP8ZO9bsNCKSHO3aQe3acOeORj2KqCglpunYEZYujmSKx3ssoStZucOvNKdj4b18tKy8RkaJiIgkQnh4OPv376d58+Yxzjdv3pxdu3bFe23VqlUpWLAgTZo0YevWrakZU5LAZnswSmrAAChe3NQ4IpJMFouxAx/AjBlw6pSpcURM5WR2AMlcrFZj573gYCiS/SYdfvTGcmsVAEefewu3oZ8S2MhJI6NEREQS6cqVK1itVvLnzx/jfP78+bn4iPkhBQsW5LvvvqN69eqEhYXx008/0aRJE7Zt28YzzzwT5zVhYWGEhYVFf3zz5k0AIiIiiIiISKGvxhxR+dPb1+HrayEgwImsWW2MHHmfqHg2m83cYHGIypQes9kD9V/yJLf/0vJ7v0EDePZZR7ZsceC99yKZPduaZp87Pun156C9UP89kNA+UFFK0oyvL7z5Jpw7ByX5m1W0w8IRrM6uOH7/HeV796a82SFFRETsnOXhBRsx/jj777koZcuWpWzZstEf161bl7NnzzJp0qRHFqUmTJjAuKjtox6yYcMGsmTJkozk6cfGjRvNjhDt/n0Lw4Y9C3jQps1xAgKOmx0pwVRYSR71X/Ikpf/Wrl2bCkkerWXLHGzZ0pD58y1Uq/YbJUveTNPPH5/09HPQHqn/4M6dOwlqp6KUpAlfX+jc2Rh+3oRNLKYrubjOBQrSMWI5Iz1qo9l6IiIiSZcnTx4cHR1jjYq6dOlSrNFT8alTpw7z5s175OOjR49m2LBh0R/fvHkTLy8vmjdvTvbs2RMfPB2JiIhg48aNNGvWDGdnZ7PjAPDNNw5cuOBI3rw2vvmmFNmzl4p+bN26dSYmi9vDhYBHFUPl0dR/yZPc/mvVqlVKxnms1q0hICCSxYsdWL26IevXWzH7nz09/hy0J+q/B6JGUj+OilKS6qxWY4SUzWbjTb5kMm/hSCR7qEUHlnPRUoghQ6B9ezRtT0REJIlcXFyoXr06GzdupEOHDtHnN27cSPv27RP8PAcPHqRgwYKPfNzV1RVXV9dY552dnTPMDXh6+VquX4fx443j8eMt5M4dM1N6LVpEjc5Lr/nSO/Vf8iSn/8z4vv/sM1i5ErZudeDXXx1o2zbNI8QpvfwctFfqv4R/P6koJSnu4XWjChY0Pr50LozZDKAvcwH4gd68ygzCcAMbnD1rXNOokanRRURE7NqwYcPw9vamRo0a1K1bl++++44zZ84wYMAAwBjldP78eX788UcAfHx8KF68OBUrViQ8PJx58+axbNkyli1bZuaXIf83fjxcuwYVK0K/fmanEZHUULw4DBliFKdGjICWLSGT1zIkk1FRSpLkv4WnBg2MUU4PrxsVpXyOYLbRkbrsxooDw5mED0OAmK9eBAen6ZcgIiKS4XTr1o2rV6/y4YcfEhwczJNPPsnatWspVqwYAMHBwZw5cya6fXh4OMOHD+f8+fO4u7tTsWJFfvnlF1q3bm3WlyD/d/IkfP21cTx5Mjjprl0kwxo9GmbNguPH4bvv4PXXzU4kknb0601ieFSx6WFxFZ6KFIEePWDSJGPdqCg12MfyGx0ownmuk4NuLGIjMbeqjhLPTAERERFJoIEDBzJw4MA4H5s7d26Mj0eOHMnIkSPTIJUk1siREBEBrVpBixZmpxGR1OTpCR9+CAMHwgcfQK9ekCOH2alE0oaD2QEk/fD1NYaPNm4MPXsa74sXN84/3KZz55gFKTA+njgxZkGqF/PwowFFOM8RylOLvXEWpCwW8PIyCmAiIiIimd327bBihfHC4KRJZqcRkbTQvz+ULw9Xrz5YS04kM1BRKgOzWmHbNliwwHhvtT667aOKTefPG+d9fR9esDz+z+uAlc8ZwTy8cSOMVbSlDrv5i9Kx2katP+jjo0XORURERO7fh8GDjeNXXoEKFczNIyJpw8nJmKoLMHUqHDlibh6RtGI3Ranr16/j7e2Np6cnnp6eeHt7c+PGjQRf/+qrr2KxWPDx8Um1jOlJQkY9RYmv2BR1bsgQo7D136LVf3lygzW0YQTGy3of8w7Ps4JbGFtE58oVs32RIrB0KXTsmJivTkRERCRjmjYNDh2CnDmN6Twiknm0agXt2hnF6UGDHj8YQCQjsJuiVM+ePQkMDGT9+vWsX7+ewMBAvL29E3TtihUr2LNnD4UKFUrllOlDQkY9PczPL/5ik+3/u+Nt2xb/5y3LMfZQm1as5w7udGMh7/Ixtof+my1eDFu3ws8/G++DglSQEhEREQFjTc/33jOOJ0yAPHnMzSMiac/HB9zcjL+VFi82O41I6rOLotTRo0dZv34933//PXXr1qVu3brMnDmTNWvWcPz48XivPX/+PIMGDWL+/Pk4Z4K9NRM66unhqXwpsetdK9ayh9qU5QRn8KI+v7GYbtGPR60b1aiR8dajh/FeU/ZEREREDCNHws2bULMmvPyy2WlExAwlShi78QG89Rbcvm1uHpHUZhdFKX9/fzw9Paldu3b0uTp16uDp6cmuXbseeV1kZCTe3t6MGDGCihUrpkVU0yV01JOf34NzCd31rlEjY7pd1DpQ/39GRvIZa2iDJzfxoz612MdBqkW30LpRIiIiIvHbsQPmzTPum775RvdMIpnZyJFQsqQx00WLnktG52R2gIS4ePEi+fLli3U+X758XLx48ZHXffbZZzg5OTE4arXIBAgLCyMsLCz645s3bwIQERFBREREgp8nqm1irkkJZ89aSMg/69mz94mIMIZO1akDhQs7ceEC2GyWWG0tFhuFC8PTT99n8mQL3bs7YrGAm+0u3/MyPVkAwHf05683v8RpqRucf3B94cI2Jk+20ratjcR2h1n9mNGoH1OG+jFlqB9ThvoxZSS1H9XvkpIiIuD1143jV14xRkqJSObl5gZffglt28IXX0CfPsbOfCIZkalFqbFjxzJu3Lh42+zbtw8AiyV2scRms8V5HmD//v18+eWXHDhw4JFt4jJhwoQ4M23YsIEsWbIk+HmibNy4MdHXJMfp07mB+glot5u1a69Gf/zCCwX57LOagA14uL9s2GzQq9c+fv01GFdXGDmyIGtn5GTOje5U5wARODEm60QcXq/L0/U2UOcZOHIkN9evu5Ez5z0qVLiKoyOsXZv0ryut+zGjUj+mDPVjylA/pgz1Y8pIbD/euXMnlZJIZuTjA3/8Ablzw8cfm51GRNKDNm2MotTq1Uaxevt2cLCLeU4iiWNqUWrQoEF079493jbFixfn0KFD/Pvvv7Eeu3z5Mvnz54/zOj8/Py5dukTRokWjz1mtVt566y18fHw4depUnNeNHj2aYcOGRX988+ZNvLy8aN68OdmzZ0/AV2WIiIhg48aNNGvWLE3XsmrRAqZPtz121NPw4bVjDAtv3RqqVbMybJgj5x8a5VSkCEyebKVDh6pAVQCey+nPhLkNsPAv9zxy8+fYRXz4+jMxnq9t25T5eszqx4xG/Zgy1I8pQ/2YMtSPKSOp/Rg1klokuf76C95/3zj+/HOjMCUiAvD117BlC/z2G3z3HQwYYHYikZRnalEqT5485EnAtiJ169YlJCSEvXv3UqtWLQD27NlDSEgI9erVi/Mab29vmjZtGuNcixYt8Pb2pm/fvo/8XK6urri6usY67+zsnKSb/qRel1TOzjB1qrHLnsUSc8FzY8CYhS+/BDe32Jm6doVOnYz1poKDjbWmGjSw4Oj40H+TWbPgtdeMceaVK+O2ciXVixdP7S8rzfsxo1I/pgz1Y8pQP6YM9WPKSGw/qs8lJdhsxgiIe/egSROI5xZVRDKhokWNnTgHDzbWmWrbFgoXNjuVSMqyiwGA5cuXp2XLlvTv35/du3eze/du+vfvT5s2bShbtmx0u3LlyrF8+XIAcufOzZNPPhnjzdnZmQIFCsS4JiPq2BGWLo39A6tIEeN8x46PvtbR8RG740VEGD8NX37ZOO7UCXbuhDQoSImIiIhkRLNmGdu+u7sboyASseKEiGQSAwcaawDfumUcx7XLuog9s4uFzgHmz5/P4MGDad68OQDt2rXj66+/jtHm+PHjhISEmBEv3enYEdq3/++opyTu5HL1qjGMassW4+MPP4QxYzSpWUREROQxVq9eHef5q1ddGTKkMeBM9+5/8uef//Dnn2mbTUTS1qN+HjzOCy94EBDQkFWrHBg1KoD69YNjtWmbUuuniKQxuylK5cqVi3nz5sXbxvaYsvGj1pHKqKJGPSXL4cNGdSsoCLJmhZ9+gg4dUiKeiIiISKZks8GMGZUIDXXmiSdu0K5dkNmRRCQdK1r0Np07n2ThwrLMmFGJypWvkD27doGVjEFDXeTRli+HunWNglSJEuDvr4KUiIiISDLt2FGI3bsL4ugYyRtvBOLoqPk4IhK/Ll3+wsvrFiEhrkyfXknT+CTDUFFKYouMNKbodewIoaHw7LOwbx9UqmR2MhERERG7duWKG9OnG/dUXbqcpESJWyYnEhF74OwcyZAhB3F0jOS33wqzY0chsyOJpAgVpSSm27eN9aM++MD4+I03YP167U8sIiIikkyRkfDll08RGupC6dLX6dr1pNmRRMSOlC4dQrduJwCYPr0SV664mZxIJPlUlJIHgoLg6adh2TJwdobvv4epU41jEREREUmWX34pwe+/58XFxcrQoQdxctL8GxFJnM6d/6J06euEhrowdepTmsYndk9FKTFs2wY1a8KhQ5A/v/Fxv35mpxIRERHJEM6e9eCHH8oD0LfvEYoUCTU5kYjYIycnG0OHHsTFxUpgYF7Wri1udiSRZFFRKrOz2WDaNGjWDK5eherVjfWj6tUzO5mIiIhIhhARYWHKlKqEhztSteolWrc+ZXYkEbFjRYqE0qfPEQDmzKnA6dPZTE4kknROZgcQE4WHG2tGffed8XHPnsaUPXd3c3OJiIiIZCBz51bgr79y4OERzuDBv2OxmJ1IROxd69anCAjIz4ED+fj88+rkz78WNzdrsp/X9v/5gOvWrcPy0A+rtm3bJvu5ReKikVKZ1aVL0KSJUZCyWOCzz2DePBWkRERERFKQv38BVq8uCcCQIYHkzn3P5EQikhE4OMDQoQfJlesuZ89mY8aMJ82OJJIkKkplRgcPQo0a8NtvkD07rFkDI0eil+1EREREUk5QEEyd+hQAHTr8Ra1a/5obSEQyFE/PcIYPP4iDg43Nm4uyZUsRsyOJJJqKUpnNokXGDntnz0KZMrBnD7RubXYqERERkQwlPBy6dYPQUGfKlr2Gt/cxsyOJSAb05JNX6d79OADffluJc+c8TE4kkjgqSmUWkZHwzjvQvTvcvQstWxoFqXLlzE4mIiIikuEMH27sHePhEc7IkQdwctK+7SKSOrp0OUnlypcJC3NiwoQa3LnjaHYkkQRTUSozuHkT2reHCROMj0eMMKbs5chhaiwRERGRjGjuXPjqK+N4yJBA8ua9a2oeEcnYHB3hrbcerC/l41OVyEizU4kkjIpSGd3Jk1CnjlGEcnWFn36Czz83fnKJiIiISIraswdefdU4/uADtI6UiKSJnDnDGDUqACcnK7t3F2Tx4tJmRxJJEBWlMrING6BWLTh6FAoVAj8/eOEFs1OJiIiIZEgXLkCHDsZ6Us8/D++/b3YiEclMypW7wWuvHQbg55/LsWdPfpMTiTyeilIZkc0GU6ZAq1Zw44YxUiogAGrWNDuZiIiISIZ07x507AjBwVCxIvz4o7Flu4hIWmrW7CzPPRcEwBdfVOXMGS18LumbflWayGqFbdtgwQLjvdWaAk967x707QvDhhmLm/ftazx5wYIp8OQiIiIi8l82G7z8sjF1L2dOWLkSsmUzO5WIZFb9+v1JxYpXuXvXmQ8/rM31665mRxJ5JBWlTOLrC8WLQ+PG0LOn8b54ceN8kl24AI0awQ8/GGtG+fjArFnGWlIiIiIikirGjIH588HJCRYvhlKlzE4kIpmZk5ONUaMCKFAglEuXsjB+fC3u3dOawpI+qShlAl9f6NwZzp2Lef78eeN8kgpTe/ZAjRoPXqJbvx7efBMslhTJLCIiIiKxffvtgw2OZ86Epk3NzSMiAuDpGc7YsXvInj2Mv/7KwcSJ1bBa9behpD8qSqUxq9WoFdlssR+LOjdkSCKn8v34IzRsaCxiUKEC7N2rOyIRERGRVLZqFQwaZBx/+CH06WNqHBGRGAoVCuXdd/fh4mJl374CfPfdk3H+HSpiJhWl0pifX+wRUg+z2eDsWaPdY92/D2+9BS++CGFh0K4d+PvDE0+kWF4RERERiW3XLuje3VjC8+WX4d13zU4kIhJbuXLXGTbsABaLjXXrirNgQRmzI4nE4GR2gMwmODiF2l2/btwJbdhgfPzuuzBunLZ5EREREUmE1atXRx/b/j+EYN26dVjiWQLh5ElP3nuvLnfvOlOjxr8899w+1qzR8AMRSZ/q1btI//5/8N13lVi4sCxublY6dvzb7FgigIpSaS6hm+DF2+7oUWNU1F9/QZYsMHcudOmSEvFEREREJB5BQdn44IM63LnjzJNPXuHtt/fj6KiClIikb23anOLOHSfmzSvP3LkVcHO7T+vWp82OJaLpe2mtQQMoUuTR649bLODlZbSL05o1ULu2UZAqWhR27lRBSkRERCQNnD3rwfvv1+X2bRfKlr3Gu+/uxdU1MQuBioiYp2vXv+jS5SQA06dXZvPmIiYnElFRKs05OsKXXxrH/y1MRX3s42O0i8FmM7Z2adcObt2CZ56BgAB46qlUTiwiIiIi58558N57dQkJcaVkyRA++GAPWbKoICUi9uWFF47Rtu0/AEyd+hSbNnmZnEgyOxWlTNCxIyxdCoULxzxfpIhxvmPH/1xw5w707AnvvGMUpwYMgI0bIW/eNMssIiIikln9/Xd2Ro2qx7VrbhQrdpMPP9yNh8d9s2OJiCSaxQIvv/wnLVuewmazMHXqU/zyS3GzY0kmpjWlTNKxI7Rvb+yyFxxsrCHVoEEcI6TOnIHnn4eDB8HJCb76yihKiYiIiEiqO3YsJ+PG1SY01JlSpW4wbtwesmcPNzuWiEiSWSzw2muHcXW1snJlKWbMqMS9e4506qTFzyXtqShlIkdHaNQonga//QadOsGlS5AnDyxbZkzbExEREZFU9/vvefj445rcu+dE+fLXeP/9PWTNqhFSImL/LBZ46aUjuLpaWby4DD/8UIG7d53o2fOY2dEkk1FRKr2aORNefx0iIqBKFVixAooXNzuViIiISKawdWthvvrqKe7fd+Cppy7zzjv7cHPTGlIiGdnq1avNjpCmLBZ44YXjuLlZ+fHH8ixeXIYrV9x47bVAXFxitk3tvmnbtm2qPr+kXypKpTcRETB0KHzzjfFxly4wZw5kzWpuLhEREZFMwGaDRYvKsGBBOQDq1bvAW28dxNk50uRkIiKpo3Pnv/DwCGf69Eps2VKUK1fcGTVqHx4eKsRL6tNC5+nJlSvQvPmDgtT48bBokQpSIiIiImkgIsLC1KlVowtSHTv+xciR+1WQEpEMr2XLM7z33j7c3O5z6FBeRo2qz+XL7mbHkkxARan04tAhqFkTtm0DDw9jut677xpjKkVEREQkVV2/7sr779dj69aiODhEMnDgIfr0OYqD7pZFJJOoXv0SEyb8Rs6c9zhzJjvDhjXg0KHcZseSDE6/ZtMDX1+oVw9OnYJSpWD3bmNrPhERERFJdUeO5GTo0Gc4ciQ37u4RvPfeHlq2PG12LBGRNFey5E0+/3w7JUveICTElfffr8OKFSWx2cxOJhmVilJmioyEsWONHfZCQ6FpU9i7FypWNDuZiIiISIZns8GaNcUZM6Ye16654eV1k0mTtlOt2mWzo4mImCZv3nt8+ulvNG58lshIB2bPrsikSdW4e9fR7GiSAakoZaZ334Vx44zjIUNg3TrIlcvUSCIiIiKZwdWrxn4y331XCavVgQYNzjNxoh+FC4eaHU1ExHSurpEMGRLIK68cxtExEj+/wgwd+gwnT3qaHU0yGBWlzPTaa1C0KMyeDVOmgJM2QxQRERFJbZs3Q+XKsGwZODpG0q/fnwwffgB3d+00JSISxWKBNm1O8fHH/uTJc5cLFzwYObI+S5c+gVU/LiWFqApiJi8vOH4c3NzMTiIiIiKS4d29C++9B5MnGx+XKQMDBvzGE0+EAGjNFBGROFSocI0vv9zON99UZteuQvz4Y3kOHszLG2/8ToECd1Lkc6xevTpFnicubdu2TbXnluTTSCmzqSAlIiIikuq2bYMqVR4UpF59FQ4cILogJSIij5YtWwRvv72fN94IxM3tPocP5+GNNxqycmVJjZqSZFFRSkREREQyrOvX4eWXoXFjOHkSChaEVatg+nTImtXsdCIi9sNigWbNzuLjs51Kla4QFubErFkVGTmyPkFB2cyOJ3ZKRSkRERERyXCsVvj+eyhXDmbNMs69+iocOQKaySEiknSFCt1h/Hh/Xn/9d7JmjeDkyZwMHfoMM2dW5PZtZ7PjiZ1RUUpEREREMpQdO6BmTejfHy5dgrJljXPTp0OOHGanExGxfw4O0KLFGb7+eiv16l0gMtKB1atL8uqrz7J2bTGsVovZEcVOqCglIiIiIhnCH39Ax47QsCEcPAiensYaUocOQYMGZqcTEcl4cucOY9So/Ywf70+xYje5dcuF6dMrM3hwQ3buLEhkpNkJJb1TUUpERERE7NqxY9C9O1SuDMuXG6/gDxhgrCE1bBi4uJidUEQkY6tS5Qo+Pjt49dXDZMsWztmz2fjssxoMHfoM+/bl0+6m8khOZgcQEREREUmKwECYOBEWLiT61fguXWDsWKhQwcxkIiKZj6OjjeeeO0WjRudYubIkK1eWJCjIk/Hja1O69HU6dvybOnWCcXQ0O6mkJypKiYiIiIjdiIyE9euNaXlbtjw4//zzMG6cMVpKRETMkzXrfXr2PEGbNkEsX16K1atLcvJkTj77rAYFCoTSrt0/NG16Fjc3q9lRJR1QUUpERERE0r2rV2HePGOx8mPHjHOOjtC1KwwfDtWqmZtPRERiyp49ghdfPEb79v/wyy8lWLu2OBcvZuW77yrx889ladz4HC1anKZo0dtmRxUTqSglIiIiIulSZCRs3w4zZ4KvL4SFGeezZzd21hs8GIoWNTejiIjEL0eOcHr1Ok7nzn+xeXMRVq4sSXCwB6tXl2T16pKUK3eNFi1OU69eMO7uGj2V2agoJSIiIiLpUqNG4Of34OOnnjKKUS+8YBSmRETEfri6Wmnd+jQtWpwmMDAfv/5alL1783PsWC6OHcvF9OmVqFXrXxo0uEC1apdwcdHWfZmBilIiIiIiki49/bSxmHmvXvDyy1C9utmJREQkuRwdoXr1S1Svfolr11zZtMmLTZuKcvFiVvz8CuPnV5gsWSKoXfsitWr9S9Wql8mS5b7ZsSWVqCglIiIiIunSyJHw7ruQNavZSUREJDXkyhVG165/0aXLX/z1lyd+foX57bdCXLniztatXmzd6oWjYyQVKlyjRo1/qV79El5et7FYzE4uKUVFKRERERFJl3LmhNWrV5sdQ0REUpnFAqVLh1C6dAh9+hzh2LFc+PsXICAgP+fPe3D4cB4OH87DnDkV8fQM48knr1Kp0hWefPKq6UWqh39P2Ww2ANatW4fFDipnbdu2NTuCilIiIiIiIiIikj44OECFCteoUOEa/fod4cKFLAQE5CcgID9HjuQiJMSVnTsLsXNnIQCyZQundOkbPPHEjej3uXOHmfxVSEKpKCUiIiIiIiIi6VKhQndo1y6Idu2CiIhw4MSJHPzxR27++CM3R4/m4tYtFw4cyMeBA/mir8mV6x4lS4bg5XWLq1ehQgUoXx6yZTPxC5E4qSglIiIikoFMmzaNiRMnEhwcTMWKFfHx8aFBgwaPbL99+3aGDRvGn3/+SaFChRg5ciQDBgxIw8QiIiIJ4+wcScWK16hY8Rrdup0kIsJCUJAnf/3lycmTOfjrrxycPZuNa9fcuHbNjYCA/Cxf/uD6okWhXDkoUSL2W+7caK0qE6goJSIiIpJBLFq0iCFDhjBt2jSefvppZsyYQatWrThy5AhFixaN1T4oKIjWrVvTv39/5s2bx86dOxk4cCB58+alU6dOJnwFIiIiCefsbKNMmRuUKXMDOA3AvXuO/POPJ6dPZ+PsWQ/u3CnJkSNw8SKcOWO8xcXDA4oUgYIF434rUMAoXOXMCc7OafYlZngqSomIiIhkEF988QX9+vXj5ZdfBsDHx4dff/2Vb7/9lgkTJsRqP336dIoWLYqPjw8A5cuXJyAggEmTJqkoJSIidsnNzRq9JhVA27YlAbh2DY4cgZMnISgo5tuFC3D7Nhw7Zrw9TrZskCuX8RYZWQcPjwiyZQsnS5YIXF3v4+5uxd3dipvbfbJkuY+bm3Ecdc7FxYqLSyTOzpE4OtpSszvSPRWlRERERDKA8PBw9u/fz6hRo2Kcb968Obt27YrzGn9/f5o3bx7jXIsWLZg1axYRERE466VgERHJIHLlgvr1jbf/unsXTp82ilPBwXG//fsvhISAzQa3bhlvp08D5E1WLgcHG87OVpydI3FxicTJKfL/x8Y5Z2fjnKOjDQcHG46ONhwdH3wcde5xjxlvYLEYxxaLUaBr2hQqV07Wl5AsKko9RtSWjjdv3kzUdREREdy5c4ebN2/qhi4Z1I8pQ/2YMtSPKUP9mDLUjykjqf0YdV8QdZ+QHly5cgWr1Ur+/PljnM+fPz8XL16M85qLFy/G2f7+/ftcuXKFggULxromLCyMsLAHuxqFhIQAcO3aNSIiIpL7ZcQSGhqa4s/5KA//e9rDVt7pkfowedR/yaP+S76M2IdXr15NULu8eY23KlUe3cZqNQpT16/DjRsWrl+HHTsOExrqwu3bLty540BYmBN37zoRFubEvXuO/38zjqMei4x0iH7OyEgICzPeYrIAjv9/Sy03+eKL+xQunPL3M7du3QIef6+kotRjRHWkl5eXyUlEREQkvbl16xaenp5mx4jhv39E2Gy2eP+wiKt9XOejTJgwgXHjxsU6X6JEicRGFREREZMNG2a8pZbH3SupKPUYhQoV4uzZs2TLli1RleKbN2/i5eXF2bNnyZ49eyomzNjUjylD/Zgy1I8pQ/2YMtSPKSOp/Wiz2bh16xaFChVKxXSJkydPHhwdHWONirp06VKs0VBRChQoEGd7JycncufOHec1o0ePZthDd6+RkZFcu3aN3Llz2/2r6vq+Sj71YfKo/5JH/Zd86sPkUf89kNB7JRWlHsPBwYEiRYok+frs2bNn+v+MKUH9mDLUjylD/Zgy1I8pQ/2YMpLSj+lthJSLiwvVq1dn48aNdOjQIfr8xo0bad++fZzX1K1bl9WrV8c4t2HDBmrUqPHI6Yyurq64urrGOJcjR47khU9n9H2VfOrD5FH/JY/6L/nUh8mj/jMk5F7J4bEtRERERMQuDBs2jO+//57Zs2dz9OhRhg4dypkzZxgwYABgjHLq3bt3dPsBAwZw+vRphg0bxtGjR5k9ezazZs1i+PDhZn0JIiIikolopJSIiIhIBtGtWzeuXr3Khx9+SHBwME8++SRr166lWLFiAAQHB3PmzJno9iVKlGDt2rUMHTqUb775hkKFCjF16lQ6depk1pcgIiIimYiKUqnE1dWVDz74INbwdkkc9WPKUD+mDPVjylA/pgz1Y8rIiP04cOBABg4cGOdjc+fOjXWuYcOGHDhwIJVT2YeM+P8hrakPk0f9lzzqv+RTHyaP+i/xLLb0tJexiIiIiIiIiIhkClpTSkRERERERERE0pyKUiIiIiIiIiIikuZUlBIRERERERERkTSnolQaaNeuHUWLFsXNzY2CBQvi7e3NhQsXzI5lV06dOkW/fv0oUaIE7u7ulCpVig8++IDw8HCzo9mdjz/+mHr16pElSxZy5Mhhdhy7Mm3aNEqUKIGbmxvVq1fHz8/P7Eh2ZceOHbRt25ZChQphsVhYsWKF2ZHs0oQJE6hZsybZsmUjX758PP/88xw/ftzsWHbn22+/pXLlymTPnp3s2bNTt25d1q1bZ3YsMcH169fx9vbG09MTT09PvL29uXHjRoKvf/XVV7FYLPj4+KRaxvQssf0XERHB22+/TaVKlciaNSuFChWid+/emereOLH3E9u3b6d69eq4ublRsmRJpk+fnkZJ06fE9J+vry/NmjUjb9680T/rf/311zRMm/4k9X52586dODk58dRTT6VuQDuQ2D4MCwtjzJgxFCtWDFdXV0qVKsXs2bPTKG36p6JUGmjcuDGLFy/m+PHjLFu2jL///pvOnTubHcuuHDt2jMjISGbMmMGff/7JlClTmD59Ou+8847Z0exOeHg4Xbp04bXXXjM7il1ZtGgRQ4YMYcyYMRw8eJAGDRrQqlWrGFurS/xCQ0OpUqUKX3/9tdlR7Nr27dt5/fXX2b17Nxs3buT+/fs0b96c0NBQs6PZlSJFivDpp58SEBBAQEAAzz77LO3bt+fPP/80O5qksZ49exIYGMj69etZv349gYGBeHt7J+jaFStWsGfPHgoVKpTKKdOvxPbfnTt3OHDgAO+99x4HDhzA19eXEydO0K5duzRMbZ7E3k8EBQXRunVrGjRowMGDB3nnnXcYPHgwy5YtS+Pk6UNi+2/Hjh00a9aMtWvXsn//fho3bkzbtm05ePBgGidPH5J6PxsSEkLv3r1p0qRJGiVNv5LSh127dmXz5s3MmjWL48ePs2DBAsqVK5eGqdM5m6S5lStX2iwWiy08PNzsKHbt888/t5UoUcLsGHZrzpw5Nk9PT7Nj2I1atWrZBgwYEONcuXLlbKNGjTIpkX0DbMuXLzc7RoZw6dIlG2Dbvn272VHsXs6cOW3ff/+92TEkDR05csQG2Hbv3h19zt/f3wbYjh07Fu+1586dsxUuXNj2xx9/2IoVK2abMmVKKqdNf5LTfw/bu3evDbCdPn06NWKmK4m9nxg5cqStXLlyMc69+uqrtjp16qRaxvQsJe7HKlSoYBs3blxKR7MLSe2/bt262d59913bBx98YKtSpUoqJkz/EtuH69ats3l6etquXr2aFvHskkZKpbFr164xf/586tWrh7Ozs9lx7FpISAi5cuUyO4ZkAuHh4ezfv5/mzZvHON+8eXN27dplUioRQ0hICIB+HiaD1Wpl4cKFhIaGUrduXbPjSBry9/fH09OT2rVrR5+rU6cOnp6e8f58j4yMxNvbmxEjRlCxYsW0iJouJbX//iskJASLxZLhlxVIyv2Ev79/rPYtWrQgICCAiIiIVMuaHqXE/VhkZCS3bt3KlL8zk9p/c+bM4e+//+aDDz5I7YjpXlL6cNWqVdSoUYPPP/+cwoULU6ZMGYYPH87du3fTIrJdcDI7QGbx9ttv8/XXX3Pnzh3q1KnDmjVrzI5k1/7++2+++uorJk+ebHYUyQSuXLmC1Wolf/78Mc7nz5+fixcvmpRKBGw2G8OGDaN+/fo8+eSTZsexO4cPH6Zu3brcu3cPDw8Pli9fToUKFcyOJWno4sWL5MuXL9b5fPnyxfvz/bPPPsPJyYnBgwenZrx0L6n997B79+4xatQoevbsSfbs2VM6YrqSlPuJixcvxtn+/v37XLlyhYIFC6Za3vQmJe7HJk+eTGhoKF27dk2NiOlaUvrv5MmTjBo1Cj8/P5ycVDpISh/+888//Pbbb7i5ubF8+XKuXLnCwIEDuXbtmtaV+j+NlEqisWPHYrFY4n0LCAiIbj9ixAgOHjzIhg0bcHR0pHfv3thsNhO/gvQhsf0IcOHCBVq2bEmXLl14+eWXTUqeviSlHyXxLBZLjI9tNluscyJpadCgQRw6dIgFCxaYHcUulS1blsDAQHbv3s1rr73Giy++yJEjR8yOJSkgMb8X4/o5Ht/P9/379/Pll18yd+7cDPs7IDX772ERERF0796dyMhIpk2bluJfR3qV2PuJuNrHdT6zSOr92IIFCxg7diyLFi2Ks5iaWSS0/6xWKz179mTcuHGUKVMmreLZhcT8H4yMjMRisTB//nxq1apF69at+eKLL5g7d65GS/2fyp1JNGjQILp37x5vm+LFi0cf58mThzx58lCmTBnKly+Pl5cXu3fvzvTTBBLbjxcuXKBx48bUrVuX7777LpXT2Y/E9qMkTp48eXB0dIz1CsilS5divVIiklbeeOMNVq1axY4dOyhSpIjZceySi4sLTzzxBAA1atRg3759fPnll8yYMcPkZJJcCf29eOjQIf79999Yj12+fPmRP9/9/Py4dOkSRYsWjT5ntVp566238PHx4dSpU8nKnh6kZv9FiYiIoGvXrgQFBbFly5YMP0oKknY/UaBAgTjbOzk5kTt37lTLmh4l535s0aJF9OvXjyVLltC0adPUjJluJbb/bt26RUBAAAcPHmTQoEGAUWCx2Ww4OTmxYcMGnn322TTJnl4k5f9gwYIFKVy4MJ6entHnypcvj81m49y5c5QuXTpVM9sDFaWSKKrIlBRRr26EhYWlZCS7lJh+PH/+PI0bN6Z69erMmTMHBwcN9IuSnP+P8nguLi5Ur16djRs30qFDh+jzGzdupH379iYmk8zIZrPxxhtvsHz5crZt20aJEiXMjpRh2Gw2/W7OIBL6e7Fu3bqEhISwd+9eatWqBcCePXsICQmhXr16cV7j7e0d64/aFi1a4O3tTd++fZMfPh1Izf6DBwWpkydPsnXr1kxTXEnK/UTdunVZvXp1jHMbNmygRo0amW592qTejy1YsICXXnqJBQsW8Nxzz6VF1HQpsf2XPXt2Dh8+HOPctGnT2LJlC0uXLs2U9x9J+T/49NNPs2TJEm7fvo2HhwcAJ06cwMHBQS8qRjFhcfVMZc+ePbavvvrKdvDgQdupU6dsW7ZssdWvX99WqlQp271798yOZzfOnz9ve+KJJ2zPPvus7dy5c7bg4ODoN0mc06dP2w4ePGgbN26czcPDw3bw4EHbwYMHbbdu3TI7Wrq2cOFCm7Ozs23WrFm2I0eO2IYMGWLLmjWr7dSpU2ZHsxu3bt2K/v8G2L744gvbwYMHM8VuSynptddes3l6etq2bdsW42fhnTt3zI5mV0aPHm3bsWOHLSgoyHbo0CHbO++8Y3NwcLBt2LDB7GiSxlq2bGmrXLmyzd/f3+bv72+rVKmSrU2bNjHalC1b1ubr6/vI58isu+/ZbInvv4iICFu7du1sRYoUsQUGBsb4ORYWFmbGl5CmHnc/MWrUKJu3t3d0+3/++ceWJUsW29ChQ21HjhyxzZo1y+bs7GxbunSpWV+CqRLbfz///LPNycnJ9s0338T4v3bjxg2zvgRTJbb//ku77yW+D2/dumUrUqSIrXPnzrY///zTtn37dlvp0qVtL7/8sllfQrqjolQqO3TokK1x48a2XLly2VxdXW3Fixe3DRgwwHbu3Dmzo9mVOXPm2IA43yRxXnzxxTj7cevWrWZHS/e++eYbW7FixWwuLi62atWq2bZv3252JLuydevWOP/vvfjii2ZHsyuP+lk4Z84cs6PZlZdeein6+zlv3ry2Jk2aqCCVSV29etXWq1cvW7Zs2WzZsmWz9erVy3b9+vUYbR73PZaZi1KJ7b+goKBH/hzLLPci8d1PvPjii7aGDRvGaL9t2zZb1apVbS4uLrbixYvbvv322zROnL4kpv8aNmyoe4//SOz/v4epKGVIbB8ePXrU1rRpU5u7u7utSJEitmHDhunFxIdYbDatti0iIiIiIiIiImlLi/KIiIiIiIiIiEiaU1FKRERERERERETSnIpSIiIiIiIiIiKS5lSUEhERERERERGRNKeilIiIiIiIiIiIpDkVpUREREREREREJM2pKCUiIiIiIiIiImlORSkREREREREREUlzKkqJSIKdOnUKi8VCYGCg2VESpXjx4vj4+KTY8zVq1IghQ4ak2POZyWKxsGLFCsB+/31FREQk7Tx87xCX1LqfSOn7ORFJH1SUEhHAuMGI761Pnz5mR3ysuXPnkiNHjljn9+3bxyuvvJKmWe7evcsHH3xA2bJlcXV1JU+ePHTu3Jk///wzTXNEGTt2LE899VSs88HBwbRq1SrtA4mIiEiq6NOnT/T9m5OTE0WLFuW1117j+vXrKfL8uncQkZTkZHYAEUkfgoODo48XLVrE+++/z/Hjx6PPubu7p9jNTGJZrVYsFgsODkmro+fNmzeFE8UvLCyMpk2bcubMGSZPnkzt2rX5999/mTBhArVr12bTpk3UqVMnTTM9SoECBcyOICIiIimsZcuWzJkzh/v373PkyBFeeuklbty4wYIFC5L93Lp3EJGUpJFSIgIYNxhRb56enlgslljnovzzzz80btyYLFmyUKVKFfz9/WM8165du3jmmWdwd3fHy8uLwYMHExoaGv349evX6d27Nzlz5iRLliy0atWKkydPRj8eNeJpzZo1VKhQAVdXV06fPk14eDgjR46kcOHCZM2aldq1a7Nt2zYAtm3bRt++fQkJCYl+dXDs2LFA7OHeN27c4JVXXiF//vy4ubnx5JNPsmbNGgCuXr1Kjx49KFKkCFmyZKFSpUqJvoHz8fHB39+fNWvW0LVrV4oVK0atWrVYtmwZ5cuXp1+/fthsNiDuqYDPP/98jJFp8+bNo0aNGmTLlo0CBQrQs2dPLl26FP34tm3bsFgsbN68mRo1apAlSxbq1asXXVScO3cu48aN4/fff4/um7lz5wKPH4J/5MgRWrdujYeHB/nz58fb25srV65EP7506VIqVaqEu7s7uXPnpmnTpjH+rUVERCTtubq6UqBAAYoUKULz5s3p1q0bGzZsiH58zpw5lC9fHjc3N8qVK8e0adOiHwsPD2fQoEEULFgQNzc3ihcvzoQJE6If/++9w969e6latSpubm7UqFGDgwcPxsgS10j2FStWYLFYoj/++++/ad++Pfnz58fDw4OaNWuyadOmeL/GsWPHUrRoUVxdXSlUqBCDBw9OTBeJSDqhopSIJNqYMWMYPnw4gYGBlClThh49enD//n0ADh8+TIsWLejYsSOHDh1i0aJF/PbbbwwaNCj6+j59+hAQEMCqVavw9/fHZrPRunVrIiIiotvcuXOHCRMm8P333/Pnn3+SL18++vbty86dO1m4cCGHDh2iS5cutGzZkpMnT1KvXj18fHzInj07wcHBBAcHM3z48FjZIyMjadWqFbt27WLevHkcOXKETz/9FEdHRwDu3btH9erVWbNmDX/88QevvPIK3t7e7NmzJ8H98/PPP9OsWTOqVKkS47yDgwNDhw7lyJEj/P777wl+vvDwcMaPH8/vv//OihUrCAoKinM65ZgxY5g8eTIBAQE4OTnx0ksvAdCtWzfeeustKlasGN033bp1e+znDQ4OpmHDhjz11FMEBASwfv16/v33X7p27Rr9eI8ePXjppZc4evQo27Zto2PHjtEFNxERETHfP//8w/r163F2dgZg5syZjBkzho8//pijR4/yySef8N577/HDDz8AMHXqVFatWsXixYs5fvw48+bNo3jx4nE+d2hoKG3atKFs2bLs37+fsWPHxnn/9Ti3b9+mdevWbNq0iYMHD9KiRQvatm3LmTNn4my/dOlSpkyZwowZMzh58iQrVqygUqVKif68ImI+Td8TkUQbPnw4zz33HADjxo2jYsWK/PXXX5QrV46JEyfSs2fP6NE/pUuXZurUqTRs2JBvv/2Ws2fPsmrVKnbu3Em9evUAmD9/Pl5eXqxYsYIuXboAEBERwbRp06ILO3///TcLFizg3LlzFCpUKDrH+vXrmTNnDp988kmMEV6PsmnTJvbu3cvRo0cpU6YMACVLlox+vHDhwjFupt544w3Wr1/PkiVLqF27doL658SJEzRu3DjOx8qXLx/dJq41nuISVVyKyjp16lRq1arF7du38fDwiH7s448/pmHDhgCMGjWK5557jnv37uHu7o6HhwdOTk6JGnL/7bffUq1aNT755JPoc7Nnz8bLy4sTJ05w+/Zt7t+/T8eOHSlWrBiAbghFRETSgTVr1uDh4YHVauXevXsAfPHFFwCMHz+eyZMn07FjRwBKlCjBkSNHmDFjBi+++CJnzpyhdOnS1K9fH4vFEv07Pi7z58/HarUye/ZssmTJQsWKFTl37hyvvfZaovJWqVIlxot5H330EcuXL2fVqlUxXtiMcubMGQoUKEDTpk1xdnamaNGi1KpVK1GfU0TSB42UEpFEq1y5cvRxwYIFAaKnk+3fv5+5c+fi4eER/daiRQsiIyMJCgri6NGjODk5xSjw5M6dm7Jly3L06NHocy4uLjE+z4EDB7DZbJQpUybGc2/fvp2///47wdkDAwMpUqRIdEHqv6xWKx9//DGVK1cmd+7ceHh4sGHDhke+UpdYUaOIXFxcEnzNwYMHad++PcWKFSNbtmw0atQIIFam+P5dkmL//v1s3bo1Rn+XK1cOMIqEVapUoUmTJlSqVIkuXbowc+ZM09YdExERkQcaN25MYGAge/bs4Y033qBFixa88cYbXL58mbNnz9KvX78Yv98/+uij6PupPn36EBgYSNmyZRk8eHCMaX//dfToUapUqUKWLFmiz9WtWzfReUNDQxk5ciQVKlQgR44ceHh4cOzYsUfef3Xp0oW7d+9SsmRJ+vfvz/Lly6NH7YuIfdFIKRFJtKjh30D0egCRkZHR71999dU45/UXLVqUEydOxPmcNpstxtoC7u7uMT6OjIzE0dGR/fv3R0+1i/LwaKHHcXd3j/fxyZMnM2XKFHx8fKhUqRJZs2ZlyJAhhIeHJ/hzlC5dmiNHjsT52LFjxwCii2IODg6xprs9PI0xNDSU5s2b07x5c+bNm0fevHk5c+YMLVq0iJUpvn+XpIiMjKRt27Z89tlnsR4rWLAgjo6ObNy4kV27drFhwwa++uorxowZw549eyhRokSSP6+IiIgkT9asWXniiScAYzpe48aNGTduXPSoo5kzZ8YaAR51f1WtWjWCgoJYt24dmzZtomvXrjRt2pSlS5fG+jwJmbL/uHsdgBEjRvDrr78yadIknnjiCdzd3encufMj77+8vLw4fvw4GzduZNOmTQwcOJCJEyeyffv2GPdDIpL+qSglIimqWrVq/Pnnn9E3Qv9VoUIF7t+/z549e6Kn7129epUTJ05ET22LS9WqVbFarVy6dIkGDRrE2cbFxQWr1RpvvsqVK3Pu3DlOnDgR52gpPz8/2rdvzwsvvAAYhZmTJ0/Gm+2/evTowZgxY/j9999jDEWPjIxkypQp1KhRgwoVKgDGzoAP73xotVr5448/oqf/HTt2jCtXrvDpp5/i5eUFQEBAQIKzRElI3/xXtWrVWLZsGcWLF8fJKe5fFxaLhaeffpqnn36a999/n2LFirF8+XKGDRuW6IwiIiKSOj744ANatWrFa6+9RuHChfnnn3/o1avXI9tnz56dbt260a1bNzp37kzLli25du0auXLlitGuQoUK/PTTT9y9ezf6hb/du3fHaJM3b15u3bpFaGgoWbNmBYyR6w/z8/OjT58+dOjQATDWmDp16lS8X5O7uzvt2rWjXbt2vP7665QrV47Dhw9TrVq1hHSJiKQTmr4nIinq7bffxt/fn9dff53AwEBOnjzJqlWreOONNwBjFFH79u3p378/v/32G7///jsvvPAChQsXpn379o983jJlytCrVy969+6Nr68vQUFB7Nu3j88++4y1a9cCxi57t2/fZvPmzVy5coU7d+7Eep6GDRvyzDPP0KlTJzZu3Bj9SuD69esBeOKJJ6JH/xw9epRXX32VixcvJqoPhg4dSq1atWjbti1LlizhzJkz7Nu3j06dOnHy5Mnone8Ann32WX755Rd++eUXjh07xsCBA7lx40b040WLFsXFxYWvvvqKf/75h1WrVjF+/PhE5Ynqm6CgIAIDA7ly5QphYWGPveb111/n2rVr9OjRg7179/LPP/+wYcMGXnrpJaxWK3v27OGTTz4hICCAM2fO4Ovry+XLlxNVwBMREZHU16hRIypWrMgnn3zC2LFjmTBhAl9++SUnTpzg8OHDzJkzJ3rNqSlTprBw4UKOHTvGiRMnWLJkCQUKFIi1gx5Az549cXBwoF+/fhw5coS1a9cyadKkGG1q165NlixZeOedd/jrr7/4+eefY9wLgXH/5evrS2BgIL///js9e/aMd7T33LlzmTVrFn/88Qf//PMPP/30E+7u7vGufyUi6ZOKUiKSoipXrsz27ds5efIkDRo0oGrVqrz33nvRaxyBsQ1x9erVadOmDXXr1sVms7F27drHDreeM2cOvXv35q233qJs2bK0a9eOPXv2RI8gqlevHgMGDKBbt27kzZuXzz//PM7nWbZsGTVr1qRHjx5UqFCBkSNHRo8ieu+996hWrRotWrSgUaNGFChQgOeffz5RfeDm5sbmzZvp3bs3o0ePplSpUtSqVYs//viDP/74g4oVK0a3femll3jxxRfp3bs3DRs2pESJEjEWSc+bNy9z585lyZIlVKhQgU8//TTWzV5CdOrUiZYtW9K4cWPy5s3LggULHntNoUKF2LlzJ1arlRYtWvDkk0/y5ptv4unpiYODA9mzZ2fHjh20bt2aMmXK8O677zJ58mRatWqV6HwiIiKSuoYNG8bMmTNp0aIF33//PXPnzqVSpUo0bNiQuXPnRk+99/Dw4LPPPqNGjRrUrFmTU6dOsXbtWhwcYv/p6OHhwerVqzly5AhVq1ZlzJgxsab958qVi3nz5rF27VoqVarEggULGDt2bIw2U6ZMIWfOnNSrV4+2bdvSokWLeEc85ciRg5kzZ/L0009TuXJlNm/ezOrVq8mdO3fyO0pE0pTFpr27RURS3bp16+jQoQOTJk2KcxcZERERERGRzEYjpURE0kCrVq1Yt24d165d48qVK2bHERERERERMZ1GSomIiIiIiIiISJrTSCkREREREREREUlzKkqJiIiIiIiIiEiaU1FKRERERERERETSnIpSIiIiIiIiIiKS5lSUEhERERERERGRNKeilIiIiIiIiIiIpDkVpUREREREREREJM2pKCUiIiIiIiIiImlORSkREREREREREUlzKkqJiIiIiIiIiEia+x8fzaWK054CkwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", + "\n", + "\n", + "stats.probplot(noise, dist=\"norm\", plot=axes[0])\n", + "axes[0].set_title(\"Probability Plot\")\n", + "axes[0].set_xlabel(\"Theoretical Quantiles\")\n", + "axes[0].set_ylabel(\"Sample Quantiles\")\n", + "axes[0].grid()\n", + "\n", + "axes[1].hist(noise, bins=20, density=True, alpha=0.6, color=\"gray\", label=\"Residuals\")\n", + "\n", + "\n", + "mu, std = stats.norm.fit(noise)\n", + "x = np.linspace(min(noise), max(noise), 1000)\n", + "pdf = stats.norm.pdf(x, loc=mu, scale=std)\n", + "axes[1].plot(x, pdf, color=\"blue\", label=f\"Normal Fit\\n$\\mu$={mu:.2f}, $\\sigma$={std:.2f}\")\n", + "axes[1].set_title(\"Histogram of Residuals\")\n", + "axes[1].set_xlabel(\"Residuals\")\n", + "axes[1].set_ylabel(\"Density\")\n", + "axes[1].legend()\n", + "axes[1].grid()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "37f08f45-502c-48ec-b32c-222cc0d823b2", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reject the Null-hypothesis. p = 0.0\n" + ] + } + ], + "source": [ + "stat, p = stats.normaltest(noise)\n", + "\n", + "if p > 0.5:\n", + " print(\n", + " \"Failed to reject the Null-hypothesis, residuals may come from Normal distribution. p =\",\n", + " p.round(2),\n", + " )\n", + "else:\n", + " print(\"Reject the Null-hypothesis. p =\", p.round(2))" + ] + }, + { + "cell_type": "markdown", + "id": "98a2eff1-1d76-46a9-aca3-348022e16655", + "metadata": { + "tags": [] + }, + "source": [ + "**Homoscedasticity Checking**\n", + "\n", + "Homoscedasticity is visually inspected, the goal is to check wheter values of the residuals are independent of the observed groundwater levels.\n", + "\n", + "The spread of residuals seems consistent across the range of simulated groundwater levels, with no clear pattern of increasing or decreasing variance. The residuals appear randomly distributed around zero, without any systematic trend or curvature. \n", + "These observations suggests that the assumption of homoscedasticity might be valid." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "498a61ff-0b01-40d2-b313-eb53394f880f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(model.observations(), model.noise(), marker=\"o\", linestyle=\" \")\n", + "plt.xlabel(\"Simulated Groundwater level [m]\")\n", + "plt.ylabel(\"Model residual [m]\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "a5e65432-e39c-47fc-9c01-2d1f3a270d08", + "metadata": {}, + "source": [ + "**Performance Assessment**\n", + "\n", + "After the diagnostics checking and the reduction of autocorrelation the performance of the model is assessed using two different metrics, as requested from the groundwater challenge. \n", + "The metrics applied are:\n", + "- Nash-Sutcliffe Efficiency (NSE) over the two periods;\n", + "- Mean Absolute Error (MAE) over heads value below the 0.2 quantile and above the 0.8 quantile for both calibration and validation periods. \n", + "\n", + "The results show better fit in the calibration period, with better representation of high end values." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "8b4f7106-6008-40ea-9e13-e5fcd01387f6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of fit test for model with noisemodel:\n", + " - NSE over calibration period: 0.8776.\n", + " - MAE_02 over calibration period: 0.3334.\n", + " - MAE_08 over calibration period: 0.2850.\n", + "\n", + " - NSE over validation period: 0.7854.\n", + " - MAE_02 over validation period: 0.2692.\n", + " - MAE_08 over validation period: 0.3121.\n", + "\n" + ] + } + ], + "source": [ + "sim_cal_with = model_with.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val_with = model_with.simulate(tmin = tmin_val, tmax = tmax_val)\n", + "heads_sim_with = model_with.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "\n", + "nse_cal_with = ps.stats.metrics.nse(obs = head_cal, sim = sim_cal_with)\n", + "nse_val_with = ps.stats.metrics.nse(obs = head_val, sim = sim_val_with)\n", + "\n", + "q02_obs_cal_with = head_cal[head_cal <= head_cal.quantile(0.2)]\n", + "q02_sim_cal_with = sim_cal_with.loc[q02_obs_cal_with.index]\n", + "\n", + "q02_obs_val_with = head_val[head_val <= head_val.quantile(0.2)]\n", + "q02_sim_val_with = sim_val_with.loc[q02_obs_val_with.index]\n", + "\n", + "q08_obs_cal_with = head_cal[head_cal <= head_cal.quantile(0.8)]\n", + "q08_sim_cal_with = sim_cal_with.loc[q08_obs_cal_with.index]\n", + "\n", + "q08_obs_val_with = head_val[head_val <= head_val.quantile(0.8)]\n", + "q08_sim_val_with = sim_val_with.loc[q08_obs_val_with.index]\n", + "\n", + "mae_cal02_with = ps.stats.metrics.mae(obs = q02_obs_cal_with, sim = q02_sim_cal_with)\n", + "mae_cal08_with = ps.stats.metrics.mae(obs = q08_obs_cal_with, sim = q08_sim_cal_with)\n", + "\n", + "mae_val02_with = ps.stats.metrics.mae(obs = q02_obs_val_with, sim = q02_sim_val_with)\n", + "mae_val08_with = ps.stats.metrics.mae(obs = q08_obs_val_with, sim = q08_sim_val_with)\n", + "\n", + "\n", + "print(f\"Results of fit test for model with noisemodel:\\n\"\n", + " f\" - NSE over calibration period: {nse_cal_with:.4f}.\\n\"\n", + " f\" - MAE_02 over calibration period: {mae_cal02_with:.4f}.\\n\"\n", + " f\" - MAE_08 over calibration period: {mae_cal08_with:.4f}.\\n\"\n", + " \"\\n\"\n", + " f\" - NSE over validation period: {nse_val_with:.4f}.\\n\"\n", + " f\" - MAE_02 over validation period: {mae_val02_with:.4f}.\\n\"\n", + " f\" - MAE_08 over validation period: {mae_val08_with:.4f}.\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "6e47366c-c570-4565-9867-9f7137fa728c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of fit test for model without noisemodel:\n", + " - NSE over calibration period: 0.8795.\n", + " - MAE_02 over calibration period: 0.3396.\n", + " - MAE_08 over calibration period: 0.2832.\n", + "\n", + " - NSE over validation period: 0.7961.\n", + " - MAE_02 over validation period: 0.2654.\n", + " - MAE_08 over validation period: 0.3019.\n", + "\n" + ] + } + ], + "source": [ + "sim_cal_without = model_without.simulate(tmin = tmin_cal, tmax = tmax_cal)\n", + "sim_val_without = model_without.simulate(tmin = tmin_val, tmax = tmax_val)\n", + "heads_sim_without = model_without.simulate(tmin = tmin_cal, tmax = tmax_val)\n", + "\n", + "nse_cal_without = ps.stats.metrics.nse(obs = head_cal, sim = sim_cal_without)\n", + "nse_val_without = ps.stats.metrics.nse(obs = head_val, sim = sim_val_without)\n", + "\n", + "q02_obs_cal_without = head_cal[head_cal <= head_cal.quantile(0.2)]\n", + "q02_sim_cal_without = sim_cal_without.loc[q02_obs_cal_without.index]\n", + "\n", + "q02_obs_val_without = head_val[head_val <= head_val.quantile(0.2)]\n", + "q02_sim_val_without = sim_val_without.loc[q02_obs_val_without.index]\n", + "\n", + "q08_obs_cal_without = head_cal[head_cal <= head_cal.quantile(0.8)]\n", + "q08_sim_cal_without = sim_cal_without.loc[q08_obs_cal_without.index]\n", + "\n", + "q08_obs_val_without = head_val[head_val <= head_val.quantile(0.8)]\n", + "q08_sim_val_without = sim_val_without.loc[q08_obs_val_without.index]\n", + "\n", + "mae_cal02_without = ps.stats.metrics.mae(obs = q02_obs_cal_without, sim = q02_sim_cal_without)\n", + "mae_cal08_without = ps.stats.metrics.mae(obs = q08_obs_cal_without, sim = q08_sim_cal_without)\n", + "\n", + "mae_val02_without = ps.stats.metrics.mae(obs = q02_obs_val_without, sim = q02_sim_val_without)\n", + "mae_val08_without = ps.stats.metrics.mae(obs = q08_obs_val_without, sim = q08_sim_val_without)\n", + "\n", + "\n", + "print(f\"Results of fit test for model without noisemodel:\\n\"\n", + " f\" - NSE over calibration period: {nse_cal_without:.4f}.\\n\"\n", + " f\" - MAE_02 over calibration period: {mae_cal02_without:.4f}.\\n\"\n", + " f\" - MAE_08 over calibration period: {mae_cal08_without:.4f}.\\n\"\n", + " \"\\n\"\n", + " f\" - NSE over validation period: {nse_val_without:.4f}.\\n\"\n", + " f\" - MAE_02 over validation period: {mae_val02_without:.4f}.\\n\"\n", + " f\" - MAE_08 over validation period: {mae_val08_without:.4f}.\\n\")" + ] + }, + { + "cell_type": "markdown", + "id": "b1cf1aee-253e-4d35-b62d-4fb1d3cd038a", + "metadata": {}, + "source": [ + "The performance metrics show very similar results for the two models, over the calibratiton period the model with noisemodel performs better according to the NSE. Over the validation period, the model without noisemodle performs better. The MAE values result to be very similar for the two models." + ] + }, + { + "cell_type": "markdown", + "id": "4994ddbf-1779-4b94-b510-4f7e094a290d", + "metadata": {}, + "source": [ + "The quality of the 95% prediction interval is tested by computing the Prediction Interval Coverage Probability (PICP) to assess the share of values falling the wanted interval. \n", + "The computed PICP is higher that 95% showing a slight overestimation of the uncertainty. \n", + "Please note that the head observation values are not available for the entire validation period (2017-01-01, 2022-05-31), the test is therefore performed until 2021-12-31." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "ce7dec67-a05f-4314-b563-367c0cdf5a94", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The computed PICP in the Calibration Period is: 0.988.\n", + "The computed PICP in the Validation Period is: 1.000.\n", + "The computed PICP in the Total Period is: 1.000.\n" + ] + } + ], + "source": [ + "periods = [(ci_cal, head_cal, \"Calibration\"), (ci_val, head_val, \"Validation\"), (ci_tot, heads_sim, \"Total\")]\n", + "\n", + "\n", + "for period in periods:\n", + " low = period[0].iloc[:, 0].reindex(period[1].index)\n", + " up = period[0].iloc[:, 1].reindex(period[1].index)\n", + " bound = pd.DataFrame({'low': low, 'up': up})\n", + " within = period[1][(period[1] >= low) & (period[1] <= up)]\n", + "\n", + " PICP = len(within)/len(low)*100\n", + " PICP = ps.stats.picp(period[1], bound)\n", + " print(f\"The computed PICP in the {period[2]} Period is: {PICP:.3f}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0c5b5805-522d-408e-8efa-3706532094b3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Groundwater_modeling_challenge/USA/data/heads.csv b/Groundwater_modeling_challenge/USA/data/heads.csv new file mode 100644 index 0000000..3221da3 --- /dev/null +++ b/Groundwater_modeling_challenge/USA/data/heads.csv @@ -0,0 +1,5269 @@ +Date,head +2002-03-01,151.30143249009447 +2002-03-02,151.32581530021335 +2002-03-03,151.39896373056993 +2002-03-04,151.43553794574825 +2002-03-05,151.4812557147211 +2002-03-06,151.53611703748857 +2002-03-07,151.56049984760742 +2002-03-08,151.58793050899115 +2002-03-09,151.63974398049373 +2002-03-10,151.68850960073146 +2002-03-11,151.6946053032612 +2002-03-23,152.09387381895763 +2002-03-24,152.12435233160622 +2002-03-25,152.1548308442548 +2002-03-26,152.20969216702224 +2002-03-27,152.29807985370311 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