{ "cells": [ { "cell_type": "markdown", "id": "fb62eabb", "metadata": {}, "source": [ "# Sea-Surface-Calibration scans and evaluation\n", "\n", "This notebook contains the evaluation of the Sea-Surface-Calibration scans and their evaluation with the different water-range determination methods." ] }, { "cell_type": "code", "execution_count": 1, "id": "227c49e9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using lidar_monitoring.mplstyle as matplotlib style template\n", "Using lidar_monitoring.mplstyle as matplotlib style template\n", "\n", " __ __ __ \n", " / _\\ ___ __ _ / _\\_ _ _ __ / _| __ _ ___ ___ \n", " \\ \\ / _ \\/ _` | \\ \\| | | | '__| |_ / _` |/ __/ _ \\ \n", " _\\ \\ __/ (_| | _\\ \\ |_| | | | _| (_| | (_| __/ \n", " \\__/\\___|\\__,_| \\__/\\__,_|_| |_| \\__,_|\\___\\___| \n", " ___ _ _ _ _ _ \n", " / __\\__ _| (_) |__ _ __ __ _| |_(_) ___ _ __ \n", " / / / _` | | | '_ \\| '__/ _` | __| |/ _ \\| '_ \\ \n", " / /__| (_| | | | |_) | | | (_| | |_| | (_) | | | | \n", " \\____/\\__,_|_|_|_.__/|_| \\__,_|\\__|_|\\___/|_| |_| \n", " \n", " Scripts for the leveling (SSL) of wind lidars and calibration (SSC) of inherent scanner offsets.\n", " Authors: Paul Meyer, Andreas Rott et al. (ForWind)\n", " Version: V1.0\n", " Date: 2026-01-06\n", " \n" ] } ], "source": [ "\n", "from lidalign.io import WindCubeScanDB\n", "from lidalign.utils import load_template, publication_figure\n", "load_template()\n", "import xarray as xr\n", "\n", "import plotly.graph_objects as go\n", "from PIL import Image\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from scipy.optimize import curve_fit\n", "from lidalign.SSC import SSC" ] }, { "cell_type": "code", "execution_count": null, "id": "36393a6a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Timedelta('5599 days 16:45:28')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pathlib \n", "savepath = pathlib.Path.home() /'Figures'\n", "savepath.mkdir(exist_ok=True)\n", "\n", "datapath = '' \n", "if datapath == '':\n", " raise ValueError('You must download the data and put here the path to the directory (end with top level)')\n", "\n", "time_difference_lidar_actual = pd.to_datetime('2025-05-03 10:37') - pd.to_timedelta('2h') - pd.to_datetime('2010-01-02 15:51:32') ## PC time - Lidar time - correction for UTC\n", "time_difference_lidar_actual" ] }, { "cell_type": "markdown", "id": "b54f6737", "metadata": {}, "source": [ "load data and correct azimuht (only!)" ] }, { "cell_type": "markdown", "id": "1e17875d", "metadata": {}, "source": [ "## Load and correct data" ] }, { "cell_type": "code", "execution_count": 3, "id": "c5706b8f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Finding all files for wind_and_aerosols_data\n", "\t --> 4 files found\n", "\t Filtering for 2010-01-02 17:36:30+00:00 to 2026-01-12 19:04:33.170864, None \n", "\t --> 4 files found for given regex and time range\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Reading files: 100%|██████████| 4/4 [00:00<00:00, 13.14it/s]\n" ] } ], "source": [ "\n", "# SSLgroup ='HelgoHarbour_ppi1' # does not work, not enough data \n", "# SSLgroup = 'HardTarget_25mSSL_ppi' # few datapoints for 25m\n", "L_rg = 50\n", "\n", "DB = WindCubeScanDB(datapath +fr\"C_SSC\\{L_rg}m\\\\\", file_structure='flat')\n", "SSLdata = DB.get_data(returnformat = 'xarray')\n", "for ds in SSLdata:\n", " ds['time'] = pd.to_datetime(ds['time']) + time_difference_lidar_actual\n", " if L_rg==25:\n", " ds = ds.sel(time = slice(pd.to_datetime('2025-05-03 10:15:00'),None))\n", " # print('Yes')\n", " # print(len(ds['time']))\n", " # print(len(ds['time']))\n", " # print(ds['time'].values[0])" ] }, { "cell_type": "code", "execution_count": 4, "id": "7a6e2af7", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "def angle_offset_function(azimuth, phase, amplitude, offset):\n", " return np.cos(np.deg2rad(phase + azimuth))* amplitude + offset\n", "\n", "\n", "# --------------- from hard target mapping, see other notebook --------------- #\n", "azimuth_phase = 322\n", "azimuth_ampl = 0.05\n", "azimuth_offset = 41.86 + 0.38 # 0.38° repositioning offset, theodilite has been moved and not perfectly aligned with first positions\n", "\n", "for ds in SSLdata:\n", " ds['azimuth'] = (ds['azimuth'] - angle_offset_function(ds['azimuth'],azimuth_phase, azimuth_ampl, azimuth_offset)) %360\n" ] }, { "cell_type": "markdown", "id": "57355f7c", "metadata": {}, "source": [ "### Plot and filter CNR " ] }, { "cell_type": "markdown", "id": "227b03b7", "metadata": {}, "source": [ "Some filters are required to obtain purely valid measurement data. \n", "\n", "Unfortunately, due to the installation at a (busy) quay, we had to filter out ships, pedestrians and other things that blocked our measurements. In an offshore application, significantly less disturbance will be seen." ] }, { "cell_type": "code", "execution_count": 5, "id": "26f381f1", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqYAAAGyCAYAAAA21AaPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/GU6VOAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC6VUlEQVR4nOydd5jcxPnHv5K2791ev3O3ccFUm44BA6YbktATTGgJoQQIv4RACgkJIRBIqAmBhBRCB9MDhGYMmGqqMWCMjcG4+3x97267pPn9oZVW2ibt3vZ7P8/jx7darXbmq5H2q3dm3uEYYwwEQRAEQRAEUWb4cheAIAiCIAiCIAAypgRBEARBEESFQMaUIAiCIAiCqAjImBIEQRAEQRAVARlTgiAIgiAIoiIgY0oQBEEQBEFUBGRMCYIgCIIgiIqAjClBEARBEARREdjKXYCRIMsytmzZgvr6enAcV+7iEARBEARBEEkwxjA0NIRx48aB57PHRKvamG7ZsgUTJ04sdzEIgiAIgiAIEzZu3IgJEyZk3aeqjWl9fT0ApaI+n6+k3y3LMrq7u9HW1mbq/kczpJM5pJE1SCdrkE7mkEbWIJ2sQTqZMzg4iIkTJ2q+LRtVbUzV7nufz1dyY8oYgyzLaGhooGEEWSCdzCGNrEE6WYN0Moc0sgbpZA3SyTpW9OEYY6wEZSkKg4ODaGhogN/vL7kxJQiCIAiCIMzJxa9RzDlP1IG8VezrSwLpZA5pZA3SyRqkkzmkkTVIJ2uQToWFjGmeMMYQCASoIZpAOplDGlmDdLIG6WQOaWQN0skapFNhIWNKEARBEARBVARkTAmCIAiCIIiKgIxpnnAcB7fbTTPwTCCdzCGNrEE6WYN0Moc0sgbpZA3SqbDQrHyCIAiCIAiiaNCs/BLAGIPf76fBziaQTuaQRtYgnaxBOplDGlmDdLIG6VRYyJjmCWMMoVCIGqIJpJM5pJE1SCdrkE7mkEbWIJ2sQToVFjKmBEEQBEEQREVAxpQgCIIgCIKoCMiY5gnHcfB6vTQLzwTSyRzSyBqkkzVIJ3NII2uQTtYgnQqLrdwFqFY4jkN9fX25i1HxkE7mkEbWIJ2sQTqZQxpZg3SyBulUWChimieMMfT19dFgZxNIJ3NII2uQTtYgncypVo3Ovu5hzLv4b5AkuSTfV606lRrSqbCQMc0Txhii0Sg1RBNIJ3NII2uQTtYgncypRo0YY7jruffx2vK1+HD1ppJ9Z7XpVA5Ip8JCxpQgCIIgKpxQJKb9bRPop5uoXah1EwRBEESFMxSMaH8/8NKyMpaEIIoLGdM84TgOPp+PZuGZQDqZQxpZg3SyBulkTjVqNBxKGNObH34d6zv7iv6d1ahTOSCdCgsZ0zzhOA4ej4caogmkkzmkkTVIJ2uQTuZUo0b6iCkA9A2Giv6d1ahTOchFJ1GUSlCi6oaMaZ7Isoyenh7IcmlmR1YrpJM5pJE1SCdrkE7mVKNGw6Foyb+zGnUqB1Z1emjxR6g76td45q3PSlSy6oSM6QgQRbHcRagKSCdzSCNrkE7WIJ3MqSaNYqKER1/9uCzfXU06lRMrOn33qgcQiYo49pd3laBE1QsZU4IgCIKoYK65ZzFufexNwzaZUhMRNQoZU4IgCIKoYP71zLsp22I0VrGqueXh1/HNn9+Jx5d8Uu6iVBxkTPOE4zg0NTXRoHATSCdzSCNrkE7WIJ3MqWSN/vLoG5h/6b8MeUtFKdWERmPF72KvZJ0qiXx0+vjLLXh26edYu6W3iCWrTsiY5gnHcXA6nXTBmkA6mUMaWYN0sgbpZE4la/STW5/Ci++txr91UVJJTu22j8SKHzGtZJ0qiXx0Uodi8DxpmwwZ0zyRZRnbtm2j2YomkE7mkEbWIJ2sQTqZUw0aBcKJWfhSmnKWImJaDTpVAvnoJMcfNniObFgypMgIoHVxrUE6mUMaWYN0sgbpZE6la6QPvklSalmjJRpjWuk6VQq56qSu3kUR01TImBIEQRBEhcEhYVjSjzGlyU+1AE/DJFIgY0oQBEEQFYYhYppmjCkZ09qAIqap2MpdgGqF4zi0tLTQoHATSCdzSCNrkE7WIJ3MqQaN9GVLN8Y0UqJZ+ZWuUyVgptMJv7rbkGVBD0VMUyFjmiccx0EQBLpgTSCdzCGNrEE6WYN0MqcaNNIXTU4XMS3BikzVoFMlkE2n4WAE/31jRcbPUsQ0FerKzxNZltHV1UWzFU0gncwhjaxBOlmDdDKnGjTSjzFNRym68qtBp0pgJDpRxDQVMqYEQRAEUQHoZ3abRSlpjGltQBHTVMiYEgRBEEQFIEqJiJtZIK0UY0yJkZNufLAeipimQsaUIAiCIAqMKEo5d+3GdLlJUyKmHGBv5wFBeVmqPKbEyJBN8ptSxDQVMqZ5wvM82tvbwfMkYTZIJ3NII2uQTtYgncwptkaiKGGnM27Afj/8a06fMxpT43uuaQKaj3Gh6UgnIJRm5SdqS9bIplO6iWuGz9LKTynQrPw8YYxBkiRwHEczFrNAOplDGlmDdLIG6WROsTVavbEbazb1AFBMqs0mWPqcoSs/afKTvUUxMI4OAY3znAiXwJhSW7JGNp1MjSlFTFMgq54njDH09vbScm0mkE7mkEbWIJ2sQTqZU2yNXI5EzCcUTZ+/Mh36iCmDsWxCfeLn2jlRwFL715BZcWfLU1uyRjadTMeYkjFNgYwpQRAEQRQQhy1hTINh68ZUHzGVpGRjqhiY5i4PwIANjn787t0XyTRWOKZjTCkSnQIZU4IgCIIoIPpoZzActfw5fcRUlIyTmwSvYmDO2mEf3DbvJADAPz9bils/fn0kRSWKTPIDRjIUMU2FjOkIoDE31iCdzCGNrEE6WYN0MqeYGunHFQYzLEWZjpioi5jqjsHZAM6mlLfB7sbJ02fj9/vOBwBc9+HLuH/VByMtckaoLVkjnU6MMRx+yT+yfo4ipqmQMc0TnufR0dFBsxVNIJ3MIY2sQTpZg3Qyp9ga6bvXc4mY6qOk+m593q2YFxZj8NjsAIDzdtkfP559EADg528/g2fXrRxRmdNBbckamXSKiRK+2Nht8lkypslURGvz+/3YZ599UFdXhxUrEmvKPvroo9h///1x2GGHYdOmTWUsYSqMMUQiERrfYwLpZA5pZA3SyRqkkznF1kg2GNMcIqY6M6qaVMYYeJdiXuQwg6AzP7/c8zCcMXMvyIzhglcfxZtb1o606AaoLVkjk05mM/IBipimoyKMqcfjwbPPPouTTz5Z2yaKIm6++WYsWbIEv//973H11VeXsYSpMMbQ399PF6wJpJM5pJE1SCdrkE7mFFsjY1d+fmNM1a78mCgZjKlNSPxscxyHP+7/TXxjyk6IyhLOWvwgPu7ZMtLia1BbskYmncxm5AMUMU1HReQxtdvtaGtrM2xbs2YNdtxxRzgcDhxwwAG47LLLMn5+YGBAW2GD4zi4XC44HI6UdYc5jgNjLO325BU6rGxnjGnv8zyfcuxct5uVMdft+dQp37Jn2q7+rdeq2utUjPOk16dW6mSl7LnUSd0nuS1Vc51y3W6l7Pr2VCt1KvR5UjVS/y50nfSGJBCOplzbmcquN6YxUVIicTERnCte7rBiZBhjWp04AH898AQMhIN4q3MdvvviffjvMd/HtIbWEdcpl7ZUq9eTle2Z2lLM4upco8FH5LIKWkUY03T09/fD5/NpryUp8wmePHmy4fWVV16JSy65BKFQSNvm9XpRX1+P/v5+RKOJJ1ifzwePx4O+vj6IYiJhcVNTE5xOJ7q7uw0nq6WlBYIgoKurC36/H4wxbdUHSZLQ29ur7ctxHDo6OhCNRtHf369tt9lsaG1tRSgUwuDgoLbd4XCgubkZw8PDCAQC2na3242GhgYMDg4WvU56ClEnu10ZDxUIBBAMBmuiTsU4TwMDA1pbqpU6Ffo8qT/G0WgUfr+/JupUjPMUCAS0e1N9fX1N1KnQ50lvuHp6egpepwF/4u/Orl5NN7M69fUPaNsGB4cQCoUQDEsQPPGIaYhheGgQ0Wg0pU5/mnU4Loj+D5/2deI7z9+Du/c/AR2uuhHVaWBgQGtLLpdrVF5PVupUV6fo3NfXZzBgTHDCjMFBv1a3SqpToc9Td3f2sbZ6OJZswYtIZ2cnFixYkLJ94cKFGDNmDL73ve/hsssuwy677IKVK1fixhtvxH/+8x8AwH777YelS5caPjc4OIiGhgasX79eM7EcV5qIqSiK6O/vR1NTE3ier+knnZHUiTGm6cRxiS6Laq5Toc9TcluqhToVK2I6MDCQ0paquU65brdSdkmStPYkCEJN1KnQ50mWZfT396OlpQXJFKJOn6/vwi5n3ggA+PulJ+K8Y+dYKvvLH6zRZnH/5NsH4uaLj8WEE6/G8I5huKfZMPRBFA+ddjq+dcDOaevaGw7g+Of+g6/8vZjZ2IYnjvk+mpyevOuUS1uq1evJynb1d66xsRE8z0OWZSz7YjPGtvgw6eQ/IBvP3fADHLXPzIqrU6HPk9/vR1NTE/x+vyHomI6SRkzHjBmDJUuWWNp3xowZ+PzzzxGNRvHBBx9g1qxZGfdtbGxMW9HkHy91W7rtmWYdZtpus9lShh9kOna5tudap3TbC1GW1tbWlP3yPX6l1KmQ29O1pUxlz7S90upUjPPE83xB21Il1KkY23O5N1VLnQp9nnieT3vNFaos+h/4cFRMKVOm4+iHAEiy0kOwpWcQzT4l8iYNMjjsNu2zycdt89Rj4VFn4Vv/+xdWD3TjrMUP4eH5Z8HLO4relmr1esrnd+6Gh5bgl3c8hwNnb5e2LnpsgmCoWyXVCSjcecols0NFTH4CgGOOOQaLFi3Cueeei7vvvht2ux0/+clPMG/ePFxxxRW44ooryl1EA4wxBIPBlCcYwgjpZA5pZA3SyRqkkznF1kh/2Jxm5WdIsC/4lJ9qaUg2ncU9sb4RC+efhUaHGx90bcS5rzyMmGxtrGMy1JaskazTDQ8tAQC88fHXhv2EBg6+/R0Q6nQP3CbnczRSMWNMn3vuuZRtp5xyCk455ZQylMYcxhgGBwfhcrnSPmUQCqSTOaSRNUgna5BO5hRbI326qFiW+RHJpEuwz9kB3qmUURpilsq7Q1M77jvyNHzn+XvwyqY1+PHrT+K2g08Ez+UWi6K2ZI1kneyCkHa/piOcEOp42Fp59P0vDACQISMqiWn3LwUOoWJsoEbllYggCIIgqhh9uiirM7OB9An2+fhSpHKEgeXgX/bumIR/H3YKznrpQTzx1Sdodnpw9ZyjyWCWAJst/QOAUKdstzfz6DjTAwA44+MHgI9LVjQD7e46fPLdn5fny7NQMV35BEEQBFEL6COm+hWczBgOJWZFDwyHsL6zT+v2lQK5d6cfNnF7/OWgEwAA/175Dv7y8es5H4PIHX2uWZX6fe1lKEl1QhHTPOE4Dg6Hg54+TSCdzCGNrEE6WYN0MqfYGunHZFqNmG7Y1o97Xkisef/Ea5/iidc+hXum8jMtDVs3uHpOmj4b/ZEQrnjnOfzxw5fR7PLgzB32tvRZakvWSNYpuSvfuZ0Az45GY+p/PYLIRgkv3Hgu5uxiTHlZKir1rJIxzROO49Dc3FzuYlQ8pJM5pJE1SCdrkE7mFFsjfVe+1YjpzO/+CeFoal+9GjGVh/OfgHTOznPQGw7gluWv4Rdv/Q9NTg++td3Opp+jtmSNZJ2SI6aOMakRVHFABosB9Q4nfA5X0ctYTVBXfp4wxjA0NESzFU0gncwhjaxBOlmDdDKn2BrJeURMVVMqNHBo+oYTrulK1E0dY6p25ecbvPz5HofizB32AgPDRUsewxtbvjL9DLUlayTrZEuKmAqeVKslxR80aFZ+KmRM84QxhkAgQBesCaSTOaSRNUgna5BO5hRbo3wipgDAOYDWE9xwtAnw7ecAALgmKyZHGkHEFFCietft9018c8rOiMoSvrf4ISzv3pz1M9SWrCFJkkEne9LkJ/XhQiWyWQKLDyfmeTKmyZAxJQiCIIgCks8YUwBoPjrRpcsJHNwzBHBC/pOfkhF4HrfPOwkHjpuKQCyK7y66D18O9Jh/kMjIirVb0fatq/C3p97TtiV35QtxY9r7VAjb7gli4KWI9l4uiedHC6QIQRAEQRSQfGfl25qMP8m+AxJrrYu9ynGc9pFNDXEKNtx12KmY3ToOfeEgTnnhHmwJ+Ed0zNHM+Tc8joHhEK6+P5HxQN+V79nZBt7JgckM0hADkp4vqCs/FTKmecJxHNxuN81WNIF0Moc0sgbpZA3SyZxia2TMY2rRmOqGJUY7jVHWofejAANOPHhXHLDrlBGXr87hxANHnoHpDa3YHPBjwQv3oi8cTNmP2pI5w6FE9FOblR/vyudsQN2eymz80GoxbR5a6spPhYxpnnAch4aGBrpgTSCdzCGNrEE6WYN0MqfYGhkjpta68j0NioERwGPw7ajhPSnA8O4//g+PX3NWwbp+W91ePHTUmRjr8eGLgW6cseh+BGLG7622tnTBjY/jpCvuwYq1W0v2ncFIYslZVSc1Yio08ODixnPoPWU/u804MYoipqmQMc0Txhj8fj8NCjeBdDKHNLIG6WQN0smcYmtkGGNqsStfHYc41lOPGU1t2HZ3IoJZJzqxz06TCltIABPrG/HQ/DPR6HDjw+5NOOflhYblMautLS16/ws88dqnGAxEzHcuEAHdogjJk59sTco5jWyRtC785KEYFDFNhYxpnjDGEAqFquaCLRekkzmkkTVIJ2uQTuYUW6Nc00UNDIWAZuUzE72NEOJmpee/IfS/FIY9mH7t9UKwQ1M7HjjqdLhtdry6+Uv8+PUnITPFTFdbWwqEFZNY53aU/DsBvTFVzpe9WbFYYn/i4cRhp4ipGWRMCYIgCCILPQMBfPqV9e7hXNJFfbmpB03H/Ab2CcrP8fyJO0KId9dLAwzRzXJK92+h2bN9Iu48bAFsHI8n136K37zzfNWYUT3qeE9vCY1pMBzN+J69TTmPsR6dMU3uyqeIaQpkTAmCIAgiC2OOvwqzvncTPv5yi6X9c4mY3vXc+wAA3q0YlB2aOjRjqpJu7fVCc+iEGfjrwSeCA4c7V76LW5a/VvTvLCSyLCMYVsZx1rmdJnvnx1ebe/DAomWQ5YTR1D94LPtiE55+8zNIkgxwgE2NmHYr+yy59QIaY2oBWpI0TziOg9frrZpB4eWCdDKHNLIG6WQN0smcXDWS4ubj5Q/WYPb0cab766ONSz76Ct39w2hrqku77/g2n1Imp1KWVrcXgmAsV7EjpionTJuF3nAQV7zzHK5f9gqanW6cNHGnqmhLoUhM093rKk7EdPqCPwJQJrSddfTeKe/vfe6tAIAxzfUQvBw4gQOTmLY4wsG7T0s5txQxTYUipnnCcRzq6+ur4oItJ6STOaSRNUgna5BO5hRbI31XPgB8/7qHM+7b3lgH8ABvV8rS5vGWJWKqcs7Oc3DJbgcDAC5f+hxe6V5fFW1JP9bT47IX9bve+PjrrO939g2h6WglaiuHjG0heblSipimQsY0Txhj6Ovrq8pxOKWEdDKHNLIG6WQN0smcYmskJx335Q/XZC4LAD7e88xkhmaPO8WYlipiqvLzPQ7FmTvsDQaGi5Y8htc2fVnS78+H4fjseI/LXvTVlMxaDecCBK9SBqEu+0MGRUxTIWOaJ4wxRKNRuvmbQDqZQxpZg3SyBulkTrE1So6YRmKZx5mKkqx147MoYBNs8HmNYyST114vNhzH4br9voFvTdkZIpPx/Zcfwkfdm0tahlxR0zYVa3ypHrN2Y29NnK+h942To1KMKUc2LBlShCAIgiAKSLJvyWZkJEkGHzemckTZ768/OcGwT3L3bykQeB63HnQC9m2dgKAYw2kv3oc1A90lL4dVEqmiymxMecC7szKUILJZQvAz43JPydFwipimQsaUIAiCIHS8t3ID/vTAKxCTZtQz005cheSu/GxIsgzeZTSm0ye04rZLEua01BFTFadgwy17Ho3dWsehLxLEghfuxeZhf1nKYoaWKqpIE5/0ZDu97mkCHGMFMJlh6L3UVFKpEVMypsmQMc0TjuPg8/mqYlB4OSGdzCGNrEE6WYN0MsdMo33PvxW/vOM53P38B5aPuXpDF7571QP47OtOQzqhbESiIr537cPaqk9yIOF43M7EBB57GSKmgKLTmOYW3H/k6Zje0IrNAT8WvHgv+sJB8w+XGK0r31O6HKbpsDUptiq0WoTkT3WwNMbUHDKmecJxHDweD938TSCdzCGNrEE6WYN0MseqRqs3dGmposw46tJ/4aHFH2Huhbdbjpj+/b9vAwB4j1IOKZj4XIvPo/1dyln5elSdWt11WDj/TIzz+rBmoBunLboPgVjplv20gjr5qSQR0yyRc6FeXe0p/T6RmLFrnyKmqZAxzRNZltHT02P5yXi0QjqZQxpZg3SyBulkjlWNblz4GsYcd5X2OpvfXN/ZDwAYGA5l3U/Ppm6lWzxdxLStMZH3tNSz8lX0Ok2oa8TC+WehyenGR92b8YOXFyIqieYHKREHzZ6KR39/Bi4//dCCHVOSZGzY1p+yPdv5FeriDxnD6dvWhm0DhtcUMU2FjOkIEMXKuSgrGdLJHNLIGqSTNUgnc6xq1OMP5HxsNWLKOQDey8G1nYBQNHW8oTp7X4uY6oxpe1P5jSlg1Gn7xjY8cOTp8NgcWLL5K/zf609CZsV5APpw9SZ8scH6ZKuJHY04+ZDZOHTPGQUrw+lXP4jJJ/8B/3trpWF7tslPCWOafp++QeMwCDKmqZAxJQiCIIg4yROe8kGWGTgH0HqiG23fdqPhYCdu+/jN1P3iBkeLmAb1EVOv9ndrgxeVwh7tE/GfwxbAzgv479pP8eulzxU87VZn7yD2OufPmHnanwp63Fz4anMPFr68HABwzb2LDe9lqi7nBDg7B8ZYRmM6fUKr4TV15adCxpQgCIIg4gyFMo+dtGrAGGNwjhe02fYA8NS6FfjlHc/iocUfadtkmQFc+oipz+vS/p7Y3mC5/KVg3oTp+OvBJ4IDh7s+fw83fbSkoMf/cnNvQY+XDzucdr32tz8QNrynjjH97+srDNvtbYqlkoMMyBBIfura72HmpDbtNUVMUyFjmiccx6GpqYkmGJhAOplDGlmDdLIG6WRONo2GgiOf1CMzBsd4Y/f7mi978KcHXsV3r3pAt58M3gVwPAcmM8PylRzHwWFXjnHs3J1HXKZ8yKbT8VN3xR/2OwYAcONHr+Kule8VpQzlWihC1E168w8nGdN4kU749d3aNvsYHk2HKw8TmaKlALDTdmPwr59/W3tNEdNUyJjmCcdxcDqddPM3gXQyhzSyBulkDdLJnGwaZTOmVjWVZaZFz1REIWF0+oeCEEUJjAF8fOlKOcRw0Kyphs+suv/neOP2i7DbjPGWvrfQmLWls3faF5fuPg8A8Kulz+K/az8tyPfqzahoMStCMRkMJhvTVOPp3SWR3ktNE3Xut/Y1PXaxl0+tRkiRPJFlGdu2baOZryaQTuaQRtYgnaxBOpmTTaPBpG5bPVajd8NSBLYG5ee173nleOo4UgBoPua3OOjiv0GWmTZZxse5sPjP5xuOs924FsydtZ2l7ywGVtrSZbsfgu/vuA8YGC5+7Qks2fTliL9Xr3OsAGN+R4qaI1UlbTPQeffAihgA4LIF80yPTRHTVMiYjgBai9oapJM5pJE1SCdrkE7mZNIoW8TUan7SbbEhAIAjJkDsU0wd7+LA2RL7LF2xHjJjsDUqP8OtQl1ZZ99nwqwtcRyHP+x3DI7bbhfEZAlnv7wQy7o2Fuz7KyFiaooNsLcq53HglQikQUUzW4YVu/QRaBpjmgoZU4IgCIKIk5wAXY8k5WZM3VEHWAyQo/G0UF6jCZFlBltDPGLKXKhWeI7HXw8+EfPGT0NQjOK0RffjiwHrqZ6S0XvhSjSmyQn2XVME8E4O4qCMyMZEhLep3m16LIqYpkLGlCAIgiDixMTMRkiUrHUrr4hsBQB4YsoqROpkGLXbXoUxBqFe2dZQxcYUAByCDXcetgC7t41HfySEBS/cg03DA3kdS2/8KqErP5nkKLKjXYl0R9ZJ0HvWxjoLxpQipimQMc0TjuPQ0tJCEwxMIJ3MIY2sQTpZg3QyJ5tG2YxQtuidajB4F7A2pqQ76hiuB5BY0UldrlJFZgy8W/lcHZw51KA05NqWvHYn7j/ydMxoaMWWwCBOfeFe9IZzX6BA/3BQ6ojpA4uWYdop12XdhzGjObXFu/Fj3cayWtGNrtNUyJjmCcdxEASBGpUJpJM5pJE1SCdrkE7mZNMomxHK9p56LNVoSiGGuphiNmPditl1TjSOIZVkWdvfDTsqjXzaUovLi4Xzz8J4bwPW+Htw+qL7EYhZT8G1cdsANnUNaK+tRqkLxelXP4i1W7LnUWWMIRqLl4uDNhwj1l95ww6qETKmeSLLMrq6umjmqwmkkzmkkTVIJ2uQTuZk0yjviKlqTONJ9eVwIqIWXqcc0zGGN/zqRiCCi0daHUw3M6pCyLctja9rwML5Z6LZ6cFH3Ztx9uKFiEjmS8AOByOYdPI1OPuPj2jbsg2tKBdfbenFw68sB6AsjsAJHJjEtMi4nnGtPgDlXVa22iBjShAEQRBxRtyVH4+AyiEGSWZ4/bYLIQ0yyGEGTuBgb0n87AZ4JQ2RHGYQauzneEZjG+4/6nR4bA68tuUrXPzaE5BMDO6mbn/KtmJ25d/z/Pt4OL7sqBn6rvvla7bgrD8sBABtjLA0zAAGjGlWhm/YBOV8vnTzefjWATvhnTsuLmDJa5vauhIIgiAIYgTEdF3HtlYe7h0SkcysXfnx/9WIKQszSLKMA2dPhcMuINqlHNc9M3G8L3xdAAApyGoyxdcebRNw1+ELYOcFPP31Cvxq6bNZ65luhno0JuKCGx/HCb+6G529gwUr28BQCN+79mEs+N39CGRZhlbl6Tc/S7tdHZ4h+ZW28ek9l+Fnp87DJ3dfCkBZ6enpP56NPWZO0D4zqaNxhKWvbciYEgRBEEQcfddxyzdd8M1xwD3TBr6OQ1SKQcwQUU1MfopH0MJMM7J2m4DgZ0pXtms7Qfnl5YAhh5J8P/SFiNqzpQoHj5+O2w4+CRw43LPqfdz40asZ9003Q/3TtZ2446ml+O8bK/D0WysLVq6omBhasK1/2HT/4391d8o29/Y2eHdWxgYHv1CO19roxfUXfhM7TunIeKxJHU147oYfYClFUdNCxjRPeJ5He3s7LSdmAulkDmlkDdLJGqSTOdk0SteV79vPgbaT3XhwyzJM/vYfMBRMXR2K55Rj6bvyNWMqCIhtkw3d+bYmDjLPIEcZQqvFioyYFqotHTd1F1y3/zcAADd9tAR3rnw37X7puvr1WgfD0ZT386VLZ0Y7e4dS3ufsQOORTtTtkX5Smq2Zg29/h/Y6ujm3IQdHz9kRc3aenNNnRgt058oTxhgkSarIm0klQTqZQxpZg3SyBulkTjaNVDPJpcne5NnJji09g3j+nVUp7yVHTFmYQYofSx1vGN2mmN7mb7jQcqyS41LslQGWYZnLMlPItvS9HffBz/Y4BABwxdLn8ORXn6Tsk+6hIBiOaX9rM+FHSEyUsOtZN2mvt6YZIlC3lx3OcQK8s+zaOFI99rbEZKbQGhE1G/IuA2RM84Qxht7eXrr5m0A6mUMaWYN0sgbpZE42jVRzJNSl/jyqKzjVe5xY/MEXuP/FD7X3ErPy4/uGYejKB4DwV6nGShyUtTJVGoVuSz/dbR7O3mlfMDBc/NoTeHXTGsP76WbgByMJY5ptVa5c6B8KGl5v6TEaU1srD8/MRKS09SQ3+KRc+UJ8Fa/IJgmD7xQukkuQMSUIgiAIDdWYenZMTd+kzs3xuhw44pJ/4oxrHsIXG7oN72ld+fHJTwBgj6+ZHtkgofFrj5bXFAAkf+UZ0mLBcRyumXM0Tpi6K0Qm4+yXF+LDro3a++kjpgnTFy3QKlBC0tCE7gHjGFPXdqmpndpO8SS69TlAiOcujW6VgMpbnKqqIWNKEARBEHHUqJ29Q/l5HF4Whf81ZdY2Z+fA2Yyz81VTkzL5STfGVB8JfO/yn6Dv2Qj6ng8juDKG4GolCpi8/nqtwnM8/nLQCThk/HSExBhOX3Q/Vvcr2QnSZT0I6IxpJFqYiGlyADg5UmtvVs69//WINvwCgJahoeEgB1yTlb+lNLlLiZFBxnQE0Moq1iCdzCGNrEE6WYN0MieTRmq6KCEe+QyvlRD+WgKLKQaEd3PwBxITctxOJYrGc4pp5WyJiKlqtAaGQ9r+9Z74alDbZAy9F9OibRXYkw+gOG3JIdjw78MWYI+2CeiPhLDghXuxaXjAfIxpgSKmyatJqa/98fPEexO5SYfeT3w/7+DQeIQTru10KcR6K28BgGqHjGme8DyPjo4OmvlqAulkDmlkDdLJGqSTOdk0iokSOHvCYEohxTGqKznxLg4DQwmj6XLY8NXmHnQPBLRufBZjgJiYZR7SjZPMZPQqcYxpMduS1+7A/UeejhmNbdgaHMSCF+5FbySQsl8wUviIqSSzlNf+4RAaj/4NgMT4UWmYQeyR0b84kefUOV7p5o/1yuh5PARpKHEseiAsDHTnyhPGGCKRSEXeTCoJ0skc0sgapJM1SCdzsmkkSjJ4TzzqGWVaRFMKp4+Yyoxh+oI/Ku8lLUeay6pFcgWer2K3pWaXBw/PPxPjvQ340t+D6796BVzS0F59xPSOp5YWxJwmp6USJRkfrNoEQDm/nMCByQxy/KEkuklCZIsxyjr0ftRgSonCQcY0Txhj6O/vp5u/CaSTOaSRNUgna5BO5mTTKCZKhlykKurfvJvDP59+R7d/wuSMxJhW4ukqRVsa523Aw/PPQrPLg3XhPjQc6jQ4k+TcpX984JURf6eUdF4kWYYgKOdO8MWjpQFmSAEV3Zowpr3PhBHrpC78YkHGlCAIgiDixERJG18qB/XGVPmfdwGfr+/StuvHK2qpouImNtkAZWM0P0hMb2zFg0eeASdng3OcgIaDHNoar/p0UQDS5pC1wj+eWopdz7oRV921KE1Xvgwu/oU21ZgmZUsIrhQR/DyGgVciGceVjuZzWEjImBIEQRBEnJiY6MqXdBHTKc1NABJRUf3+KolUUcrrXCKmo53d2sbjB+1zwCQG1xQb6ufY4d7BhjWzt2kZEoD8hzz0+oNYsbYTq3u6cduqN8DXJc6jKMpaVgWhQfkuNb+shgQMvRtDZAPlhio2ZExHgM2WmueOSIV0Moc0sgbpZA3SyZxMGsWk1K781Q/8Aj/6xgEAAHsbr0XzAOOa68mGNtmYZpscU6nBtlK2pan2Fvhfj4IxBs9MO3xzHIAANB/t0oykLKcK9fryr/DUGyvQnWXNe4ddAO/m8HbDWixc/xE8OyTqJcmydlx1lSdpsEJPyCiAjGme8DyP1tZWmvlqAulkDmlkDdLJGqSTOZk0YozhkVc+ThjTeFf+9pPacNTkHcDLHOytAryzdOmCdOZTqFeOJw0p25In2bgcmU1eJXYDl7otxUQJkfUShpbGUt5Tk96nM6YX3fIkjv/V3fjkq60Zjy0JMhqPcCIsKMfm7Lr3ZKatKiXEHy7OOWzfvOtBjAy6c+UJYwzBYLAibyaVBOlkDmlkDdLJGqSTOZk0WvTeFwCQdvLTZF8zZvjbAQCOCYmVgfS5N7Vo23B8jGmSiVJznqYtU861KD6lbkuxuMkPfSGif1EYw8sSE59sjYpdSdeV74gv+aqPXusJizE8EfpYS5wPAJyg68qXZERjynlUo94+wZm1rH/84TE4aPZU0zoRuUPGNE8YYxgcHKSbvwmkkzmkkTVIJ2uQTuZk0mjF10rETY2a6Y0pALSKXgAJkwToxphygFBn7AZOTuSebEznztpO+/vg3SrP5JS6LelNfnSLjMAnIoJvKGbTOUGAe0cbJJY6btcZj0Sr5lKPJMu46LXHsV7shxxlaPXXAQA43aqjDy3+CFfdvQjgEg8lc6ZOyVrWcIFyqhKpkDElCIIgCABjW3wAEuZEChoNWQPcYBIDb+c0E6qaKVszD47nIEeYNgRA7eY//sBdAAA//+48w/F4jsPahy/Hwt+djtOP3KM4laoi9Mb0O4fOBgAEu5Sud97JwbevA8NTQimfS0RMjcaUMYZfLX0Wz65bCQE8Bl6JwBWIPxwIxmN8sGqTksOUV3KYHr37Dvjvtd/LWNahYCTje8TIoBHyBEEQBAHA41Qm2/DO9BFTp80GaZjB1sCB93KQhhm6B5QJN/Z2Jc4T60pE9FRjuvB3p+PTtVuxx/bjDcfjeQ7bjWvBduNailanakLV64yj9kSLzwMAkIYYop0SHGMUJxkaGwNjzDCRzGFXrExy8v1blr+Ge1a9Dw4czmjdC3/qXAJ5Z+U79F352nHGxWfk+xkEnsdx8QeKZOw2AT88bj98sGrjSKpLZIAipnnCcRwcDgctQWYC6WQOaWQN0skapJM5mTQSdTPymcTAjLndYbcJhkT7AHDBTU8o77XFjWl3Imqn5jF1OmzYa4eJKZOIhAqfoFbqtqRGTO02AQ11Lm27/7UIBt+JnwwbsDngN3wuXcT0/lUf4PplSjL+P+x3DPZpnAwAkOPelUsjvbrcaGRd9m76nv9dhekTWukaKxKVfVVUMBzHobm5mRqmCaSTOaSRNUgna5BO5mTSSJRkLbk+S+0xhsOeakxV7K1xY9qTGjHNxC5Tx+Rc9lJS6raUMKY8GrxubbscAkKrRMT6FD0/6+00fM5hjxvT+Mz659d9jp+//QwA4CezD8LZO+2rmVcpFj8nSV35AGBrSj2H6fB5FdOsl+XIvbfH//50tmkdCXPImOYJYwxDQ0M0wcAE0skc0sgapJM1SCdzMmkkyUyLfArh1J9Hu5AwpoLOmHIOwOZT9t+5OWE2MxnTpXdcjJ98+0Bcfc5RI6tIkSl1W1Jn5dsFY8RURfIr7z/+wSeG7c54V35UlPBu53pcsORRyIzhu9vvgV/seZhyzLgxFWMZuvL5xHKkwnDu1uixq07FMfvtmPPniFTImOYJYwyBQIBu/iaQTuaQRtYgnaxBOpmTSSNRkuCcqBgYoSs1pGa38VryfDWtEADYW+JjE4dk3HHxyTh53iwAwCXfOSjt98/ZeTJu+b/jUO9JNV+VRKnbkqEr32vUZs7Ok7U0XAvf/sjwnhox3RwewJkvPYCwJOLISTNx/QHf0qK96j6SZkyN323zKROf5CiDU0pkT5g5qS1jeTndSgt0zRUOMqYEQRAEgXhXfoNiNuxD6YypAGkoHjH1JUyJTTWmPTIEgce9V5yKV/7yQ/zpgm+UoNS1g5bhQOBTIqa/+/6RmjHl6zjIusULHDYbeC+HxyIfwx8NY+/2ibjjkG/Dxgu6feIR06iuK58DnJMFNMxzoGm+8n3igIw6j0P73Lv/+D/882cnpy0vDZcpDmRMCYIgCAJASIxB8Cg/i/ZoemMqDijGRp/LVIh344sDMniOg9tpxyF7TNe6jwlrqEMfkiOm41p9OGrfmZACyvuCl0evP5j4oIOh6QgnAohi+8Y23HvkafDYHIZjp3blA95dbWg8xAnXFBt4l2IyxX6GR646Q/tcQ50b5x47h9J5lRAypnnCcRzcbjc9MZlAOplDGlmDdLIG6WROJo16YwEAgCBzsMtpxpjaeEh+puQydSRymTrHx5ciDTAIfO3oXuq21FjnxqSORjT73IbJT9PGK+m01Iip4OWwtXcQABAUo1jq/Rq2Rh4e5sBDR52JJqcn5dhqV34smhhjWreHI2W/Q6ZOw367TEnZvufMCSnb9LLQNVc4KI9pnnAch4aGhnIXo+IhncwhjaxBOlmDdDInk0Z9ojIV3yXaYRdSfx7tNgFgQKxXhqNdgGuqYDA30jADX2PGtJRt6aofHIWrfqBMCNvWN6RtVyc3yYF4V76Lw9ddfdhpagfOf+UR9AgByBGGefIMjK9LX95EV74EAYlctYCS4ov3cpDDwE5N6TMlXHjC/li9oRtHz9lB26Y3onTNFQ6KmOYJYwx+v58GO5tAOplDGlmDdLIG6WROJo0CkrKaj4PZYBNSfx61fJlblahbcsRNHmbgayhqVs62pO/Kl+LjSVkMkCNKWd5Ztx4/e+sZvLTxCwiMx8DLEXhi9rTHAhJJ+KNRY6YEKSCj79kIeh4Lo+9/4ZQhAPrP//2yk3Ds3J21bScepCTgH9/WQNdcASFjmieMMYRCIWqIJpBO5pBG1iCdrEE6mZNJo4CkJHF3MiGtMVXXuo9uSV2TnUkM0jCDkOZz1Uo525LLmTCZMVExkyfPmwUpHjV9qG8ZHvpiGXiOw3xhR8S6ZERjqedFxW5TzsvQUNiwXR0eAFn5p3b5W+G8Y+fg2et/gA///WO65gpI7VxBBEEQBDECgrJqTO1ZjWmsWwaTjSak7zkl2lpLEdNKQU2c/+CVp2GvccpYz7A7BgC44YBjMdPRHt8vszF12JSIKUvaRTOmcdRhA1bgeR7H7Lcj2hrrLH+GMIeMKUEQBEFAZ0yRvivf5YhH8WQAOoMT65UhxlclqqWIaaUQ1eU3PWTCdG37z/c4FKfN3FOLckZimZcS1SKhEhD8PKZtV89byn5E2aArKE84joPX66VZeCaQTuaQRtYgnaxBOpmTSaMQUwyLi7PBJqQaFLeue1kfZ+t7JqxtqKWIaaW0JX0kdF7HdEQ2ScAqDpfsdjAA48pPmdCn7hp6N4Zt9wUhvgEEPzeaWTWymguVolOtQMY0TziOQ319PTVEE0gnc0gja5BO1iCdzMmkUcKYZu/KB4DIRsUEScPGiFutzcqvhLYU0xnORrcHA4sjiH4mp6zqFM0WMU3OKSsB9n5BiX7ryKUrX6VSdKoVyJjmCWMMfX19NNjZBNLJHNLIGqSTNUgnczJpFIZibDycw9SYDr0bReCTGPoXRQz7CHzt/KxWSlvSR0I1E6rfFo9yZp/8lBoBT9dtn09XfqXoVCvUzhVUYhhjiEaj1BBNIJ3MIY2sQTpZg3QyJ5NGkbgxdfMZIqaORDSNRYDhZTFIg8Zj1FJXfrnb0tXnzAcA3HHZSdo2rds+lmpWs40xTTf2N110NJ+Iabl1qjXImBIEQei494UPcNvjb2Jzt7/cRSFKTIRTjI2XTx8x1acwyoQg1I4xLTdXnHU4hl78A+bvm0hqr3bJx0RJM4IOu5Ley2wYxd8vPdHw2ulINaE0+an80MpPBEEQOq6972Ws3tCNWdPGYnwbreYyWhBlCTFOicIpxjTN5CeHuTHlQMa0kNR5nIbXeuP4/Wsfxg6T2/HL0w9FbMn1psfyuIzJ8yPR1AgrGdPyQxHTPOE4Dj6fjwY7m0A6mUMaWaNUOqndgfl06VUCtd6eBoZCOOsPD2HxB1/kfYx0Gg1EEonXvYIT83afmvI5t4WIaUzKPM6x2qjEtuTQXZf3vPABFr683PJnk6Pg/UOhlH3ynfxUaTpVM9V5560AOI6Dx+MpdzEqHtLJHNLIGqXSKRJVjEW6br5qoJbbkyTJ+PW/nse9L3yIe1/4EOyNG/M6TjqN+iNBAMqSl/Z6Hud+aw6cdhvmztpO28eKMW2sc+dVpkqkEttS8ux6/dKlZiRPgBIlOWWflNn7FqhEnaoZipjmiSzL6OnpgSynNmwiAelkDmlkjVLppEZM8/mBqgRqtT2t3dKLtm9dib89+faIj5VOo57gsPJehMEm8BAEHt//xj6YMbFN28esm3f1A79I6S6uZiqxLSVPYmqos25MkyOmoWgsZR9HHhHTStSpmqkIY+r3+7HPPvugrq4OK1as0LafeeaZaGtrw2233VbG0mVGFDPPACQSkE7mkEbWKIVO6mzfao2YArXZnn777xfTdr3q+XJTD5at3mTpeMkaXXn/IgAAi7C040sBmHbVbj+pLev71Uilt6WcIqZJ5zXdGFNnnmNMK12naqIijKnH48Gzzz6Lk08+2bD9j3/8I2644YYylYogiNHGstWbMBxS8lJW6xjTWsXKbPcZp/4Re57zZ3T2DuZ8/Dc+XwsAkCOpkTWicsklwmmzmZ/XfCKmRGGpiDNgt9vR1pb6pDlu3DhLnx8YGNBC6BzHweVyweFwGHKKcRwHjuPAGEu7PTkEb2U7Y0x7n+f5lGPnut2sjLluz6dO+ZY903b1b71W1V6nYpwnvT61UicrZc+lTuo+yW2pkHXa85w/a6/tNh6yLFdd29O3p1q6ntLlB02+p6is2dSD9qa6jGVXNdIfg3cqn5cjDIKQua7ZSL6GK/l6srI9l7ZU6jqpSJJseC9bnaw8cNhtyudzqVNyW8q3TrV8L89lmENFGNORMnnyZMPrK6+8EpdccglCoUS3j9frRX19Pfr7+xGNRrXtPp8PHo8HfX19hlB8U1MTnE4nuru7DSerpaUFgiCgu7sboiiiu7sbHMehvb0dkiSht7dX25fjOHR0dCAajaK/v1/bbrPZ0NrailAohMHBxJO9w+FAc3MzhoeHEQgEtO1utxsNDQ0YHBwsap26uroMOhaiTna7HU1NTQgGgzVTp0Kfp/7+fkNbqoU6FeM8qceJxWIYGBgoeJ0kzng79Pf3g0WDVdf2gsGg1p7q6upq5nqK6cqvoi+Pz+fT/u7t60NXlydjnRhj8Pl8YIyhu7sbQMKYsggDn3RsfZ2yoX6mGq4nK+fJ7/drbcnpdFZUnVRCoZD2nlmdJDF1TOmjvz8Dz7y5Avcu+ggAMDjQj0G3kFOd6uvr0dTUhP7+fki6rAyVfD2Z1anQbU+9zqxQUmPa2dmJBQsWpGxfuHAhxowZk/dx169fr92UOC4RMa2vr9f2UZ+mm5qaUp4KAKC5udlwTHV7ciRXfSro6OgwbOd5XjOoyTgcjrTb3W43XK7E+Bj1O+vq6uD1elO2+3y+otYpuYyFqhPHcXA4HDVVJ6Bw56mlpaXm6lSs86Q+fRejTm9+8rXheBPGjYHLaa/ptldNdaqv8yKZdMcHgIaGBu09q3Xi4uky5QiD3W7LWKdsJH/naDxPpaqTVn6nM+W9THWqS5o5f/U583HyIbPhsNs0YzpubAd8Pm/OdeI4ju7lWeqUrlc8EyU1pmPGjMGSJUsKftzGxkbD07KKKmDytnTb+QzrG2faDgDd3d1oa2vT9sl07HJtz7VO6baPtCyyLKOrq8ug00iOXwl1KvR2ILUtZSp7pu2VVqdinCdZlrFt27aCtaXk7dv6hw3vP/vOKnQ01eGg3aYVrU7F2K5GAdva2rR9auF6StcNqy+PKOrzh3IpZdW/TndfSnTlI76KUPq67jSlAyvXbUt5L/k7rNTJ6vZynadc2lI56gQo6bms6q5PF9XeVIdfn3kYAGO2BbfTkXNdzX7nKvF6srq9UG0vm5dKOYblPYvMMcccg0WLFuHcc8/F3XffDQC4/PLLccMNN+C2227DJZdcUt4CpsFsvBGhQDqZQxpZo5g66dfeBoDv/PY+/OmBV4v2fcWkFttTurXO9Uiyfjyyef2Txy/ru/L7BjPP/n/s6jMxa9pY0+PXCpXelq4463DL++qN6Y6T2zUjpn/oyTdNXKXrVE1UzBjT5557LmXbddddh+uuu64MpSEIYrQRE1NX7InE0q/ic+8LH2A4FMGFJxyQ8t7n67bhP8++h1+cdihaG1O7n4n8EEzWQZd0kysYcjMJoUgMnG7y08augYz77jilAx/ffSn2Pe8veO/zjTl9D1FY5u87Ex3N9eY7xtEbUJdueVn9drMHIKL4VIwxJQiCKCfpjGk0TW5CWZZx1h8WAgCOPWBnTGhvNLy/29k3IxqT8NWWXjzxh+8Vo6ijErMZ1ZJh1n1uxjQQjoLXxpgCc3aeZPoZKcfvIApP8kpOuezv0uUpnj6+Vfs703AronSQMc0TjlMGOlMjzg7pZA5pZI1i6xRNFzFNk4Bbv4yhPxDGhOTjxKOs73y2oaDls0qttifBZIyaJOm65k26VZM1Gg5Fta782390Ik6eN8u0PLma32qkUtvS/rtMwdsr1uG8b83J6XP6hxv9AhoT2hvx6q0/zHs52UrVqVohY5onHMdBEARqiCaQTuaQRtYotk5Wu/KtjmUs15izWm1P6bpYJUnWtucSMU3WqG84CM6m/H3qQbtZmqhhZn5rgUptSy//+Xys3dKLnbbLLZuP3abvyjfan3m7T8+7PJWqU7VCgynyRJ2FR2vjZod0Moc0skaxdUpvTNNFTBP7SVnKUi7bUqvtKd0YU32UW38usp0XIFWjLUPxPJAyUGd3WiqP2XfUApXallxOe86mFIBhqVn9GNORUqk6VStkTAmCIGC9K9/QZTwKunMrhXRd+VHdg4P+vOiHW1jh6x4lobkgZU7ployU43cQ5SdbxJSoHMiYEgRBINPkp9Rt1z+YSCGVrTuX0scUFj5dxDSWPmKa7lxm4+uePgCAE9ajaDT5qfrQR0zVJWuJyoOMKUEQBJSUQcmki5hed/8r2t/ZomajyZgyxpIS3BeedFpn6sqPiblFMzfGl7itE7Kv7KRnNIwxrTX0EdNxLamL8hCVARnTPOF5Hu3t7TmtZjAaIZ3MIY2sUUyd1nf24foHl2iv99lxIoDUMabJZjNWgd255WhPZ1z9ENqP/R16/QHznfMkXYTS0JWve98sYpqsUeewMsa00WF9VvZoGMZRa/cmfcR0bGvhjGmt6VRuSMU8YYxBkqRRFRXJB9LJHNLIGsXUSR8F/eFx++HRq88EkGpMk81INM3kKJVync5ytKcHXlqG/qEQ7l+0rGjfkW6ykSFiKlnvyl+6Yh1Wrd+maTQYiwAAGp3WjelomPxUa/cmuy6zw8Sk/MMjodZ0KjdkTPOEMYbe3l5qiCaQTuaQRtYopk68bsJLe1MdnHZlYkQ0ZvyxSTYj2bqMc119qFCUsz3lmi1nU9cAblq4BP7hzEuAqugnN6kYx5jqIqZSZmP69ZZe7H/Bbdj5zJs0jSKc8oDRYKeIqZ5auzfZbAJ+8u0D8YNv7IOdpnQU7Li1plO5oWlpBEGMevRdfHaboBlTQIm+OeKvUyKmaVaGIqwz96Lbsb6zHx+u3owHrzwt677qQwHnBFgUADNGTPWperLNyv90bWfKtmjcmI4kYrrr1LGWP0uUj1v+77hyF4EwgYwpQRCjHn2OTIdNMKwKE4mJmjHNKWI6CoMnHHILma7v7AcAPP/OKtN9JVmGvY1H09FOhL4QMfRODIFQRPe+tTGmetPKGMOjr34MfzQMJwQ05WRME9/35/87DqccOtvyZwmCyAx15Y8AWuXBGqSTOaSRNYqlk35VISVimoigRqLpu4uB7GNMy0m52lO+X2tl2IMkM/j2d4DjOXh2UNI69fiDuvetzcrX7xeNSfjOb++DUK8UfKzH+oQYfYT2x98+EGNqdJY33ZusQToVDjKmecLzPDo6OmgWngmkkzmkkTWKqZM+YmoTePA8r62rHTHM/M4lYlqekGk1ticzqXr9Abz16dfgPboffxvQPTCsvcwnYhoVJYAHBJ9y3O0b2y2X+fFrzkKd24l//+Lblj9TbVRjWyoHpFNhoa78PGGMIRqNwuFw0JNSFkgnc0gjaxRTJ/2qQqr5dNgFiJJsiIrmMsa0nLPyq609mU0k2uXMG9HpH0L7vomudnsTj65+nTFNMyt/8QdfgDHgiL23T3kPUHLXCj4OHM9BjjJM8jVaLvOBs6di4PmrDdH2WqMa21I5IJ0KS+1eUUWGMYb+/n6ahWcC6WQOaWSNYuqkNxdqRE2dABXJsLoQkPsKQ6WgnO0p3x9ls678zr4h2BqMy4XW7+vANkPE1NiVH4rEcMQl/8SRP/0nhoJh7b1AKKr9HYrEYGtQzr3ol+FxWU+wD6CmTSlA9yarkE6FpbavKoIgCAvoDab6d8KYpl+PHUhdslQftStXuqhykm+wyErqJaHe+HNlb+XxZbBHe63vyhclybBq12AgMUkqEE4ypo1KoaUBBrfT+pKkBEEUB+rKJwhi1KM3MVrEND4zX/+eWcRUb1QpeGIdK5Em3qUYyPB6EbYGHrZGHn1SYqUpQ1e+JBseDGKihHkX/w0dzfXYcXJiHGmPP2CImJIxJYjyQ8Z0BNhsJJ8VSCdzRqtG73++AZ19Q5g9fRwmdTSZ7l8snaJpIqb3/noBREnGDjojk7w+uj7Bu/K6Mmbpl6s95ZouSsWKh+edyv8z2tvQ0VyHD0IbERZi2vvGrnwJom5i2qdrt+K15WsBAJd85yBt+9beIQiNcWM6wAzZGAiF0XpvyhXSqXCQknnC8zxaW1vLXYyKh3QyZzRrdM29L+PpNz/Dv37+bZzzrX2z7ltMnfRRUXWm/UG7TUvZT5JMIqYxfcL38s3KL1d7KmZXPueMp3Ty+dDuqgNCQNgmIhIV8fhrnxgi1DFRSkkLpdI7mIiydvYNwRafkS/5ZZpVncRovjflAulUWOgqzBPGGILBIA12NoF0Mmc0a6QuBZociUxHMXXSjyOdNr4l434peUyTjKn+OMOhCM754yN45cM1BSqlNaqxPVnqyo8bUy/vQJvDCwCI2kVcc+9inPb7B3H61Q9q+4ajoiEtlP7vnoGEMV3p7wRn48AkBmm4evQqFdXYlsoB6VRYyJjmCWMMg4OD1BBNIJ3MGc0aqRE2Wc6cD1SlWDq9vvwr3L9oGQCgtcGL7x29V8Z9zcaYvvnJ14bXdz77HlZt6CpQSa1RzvaU76x8Kw8memPa7qwHAMQcEp5647OUfYPhqMGMhiKJLv+B4cQM/aWicr6iW2Rr4wlGGaP53pQLpFNhIWNKEETZUCOm5byf66Oe1553NGy2zOMMk7ucB0Nhw+sX3l2d8hl1dv9oIN/0WdnOv/rQwruU117BgTFuZZUlySnD5Uw9X8FIzPAQMRRMzMr3B0LK8TwcuuxKuqmh96LwuGjiE0FUAmRMCYIoGzxvvSu/GERjxi5fh8nkF73ZcU4W8ETdx7jsqae1bf5AOOUzjhqfFKGPEl385/+ibzCYZW/zYySjjg9Vx5jW2ZxodXrBJAZwANeSGqUNRWKG82o0pso5coxTfv6i3RLGuHzY8NgVOZebIIjCQ8Y0TziOo1UeLEA6mTOaNeI55RZkafJLEXQ68qf/xNGX/Vt7HQzHsuxtHGPaeIgTnMDh/p4PtG2DaYyp01Hamd6lbk/J5+6RV5YX9PjquF21K79OcMBpFxDrUYynvyPVCCd35RuMabwr3zFGOS+xrTL23WkSWhq8BS13LTCa7025QDoVFjKmecJxHJqbm6khmkA6mTOaNcolYloMndQUQirb+oey7p88Kx+AYWziUCiS8napI6albk/J567Q0e9ITAS4hDGtF1yw2wQEPlEeIgKeeMJ8HuDiUgcjMcO5GtadF9WkOsbEI6adEurcua34NFoYzfemXCCdCgsZ0zxhjGFoaIgGO5tAOpkzmjVKTH6yNiu/2DrtNKUj6/uq6eKciW18lMMZVz+INRu7KyJiWur2lGzWk1fHGinRmARO5xvrbE7YBB7RThmQgZggwd7Oo/UkF1pPdoNzZO/K5z0c6ufYIdTxYDJDrEuGN8elSEcLo/nelAukU2Gp7cFPRYQxhkAgAK/XS09JWSCdzBnNGiUmP1kzpsXSaXxbA6783hE4ed6srPupJkztBgYA2cmw8L2P4A+EMRiIwNbKw7OjDZH1EiIbpJJHTEvdnkoRMVVXfZIjDA6bALtNACRAHJRha+Th288BwavEWRzjBASHjMZUHzFtOsIJW5Oyb6xHBhOBOrfuSYPQGM33plwgnQoLGVOCIMpGuSc/qUwb14Jzj51jup86xlSdOKPi2cWOZ95cCdc0AS0HKtPH3dNsEP0y3vSvxVxpOziF2rzdJke7C72wQCQqat34coSB5zjFmAIQBxRjqhpNAPDuakfwjWjaWfl8HWfYN9ap7ENd+QRROVBXPkEQZUNLsF+mVZJUIhaXElXNjmOssXued3NwTODRcGAi8sYkBlsDj7+vewv7PnIL/vbpmxiKpnb1VzvJuV1lZp6TNhciMUkzpizCEBUl2AR1ffvUdmNv4SHsDwSiUW3bcEj5296W+MmTemWE1ijn3UvGlCAqBjKmecJxHNxuN4XtTSCdzBnNGql1tjr5qVg6WTWmsszgmMDD5uPBYgz+1+KROCfgnpqIiHIbOXQvDGHo/ShaHB50Bofw+/cWYc+Hb8a1H7yE7tBwweugfXeJ21NKV36hI6YxEbxb+VsKMQTD0UTEtN9ognv/F4YcZbC387jhy1e0XzhtwlPcmAY/j2Hal62QhpSyUld+ekbzvSkXSKfCYtmYDg4Omv4bHi7ezbbS4DgODQ0N1BBNIJ3MGc0a5TLGtJg66ddSz4Yky3CMU0xR6CsRoj+e/N3LQ2hUbqfSoIzG9V6wGBD8TMRDc8/CzQcej+kNrRiMhnHrx29gr4dvxs/fehpfD/YWvC6lbk8pXfmFHmMaFcG74w8wISAQjsIuxFM9bUsYUyYxiD0yBhZHwESGj4e2oOFAB8DFx5hygHOK8vAQ3Spjrx0naZ/da4eJBS1zrTCa7025QDoVFsvGtLGxEU1NTWhsbMz4b+bMmcUsa0XBGIPf76dZeCaQTuaMZo1yGWNaTJ2sd+Uz2Orj3cj9DFJAKYvg5mBvjudkXcrDzSVWEapzOvDd7ffA6yf9CHcddir2bJuAiCTi3lUf4IDHbsV5rzyCT3q2FKwupW5P+Y4xTV6+9fl3PseRP/0n1nf2GbZHRSkx+SnEEAzHtK58OZT4Lk5Q9ol1yRh4NQIBHFzb2VA/x4GhYBjOiQIEDwc5yhDZJGH/nSZon919xjiLtR1djOZ7Uy6QToXFsjGdPXs2JEmCLMsZ/7W3txezrBUFYwyhUIgaogmkkzmjWSPNmFpMF1UonRhjGAomxnvmMsZUqFfKLA3KYBFoUVMAYCJDPRyGFaTUJUl5jsfRU3bE/751Lp485mwcNmEGZMbw9NcrcORTd+A7z9+N1zd/NeL6lbo9pY4xtfa9B150u+H1MT+7Ey+9/wX+7y9PGbYHw9FExDSsGFO7btlYlqbtRDfL6H01DCYzeGbaIJwANB6qdNeL/UqaqWljfHjrbxfhy4W/BM/TqLZ0jOZ7Uy6QToXF8jTRv/71rwXZhyAIQoXPYYxpITnnT4/i7uff115b7coXpYQxFePjEyObJdgaeO3vDrfbYEwdNuNEKY7jsN/YKdhv7BSs7OvE7Z+8if+uXYHXt6zF61vWYlbrOFy061x8c8pOEKrAMBV6jOnAUMjw2h8Ia8bUIQm46MT9YbcldBl4JYKmw10YXm5ctSuyXsLg21E0zDWOHxUHFCNttwnYe8fJZEoJosKwfEXOnTu3IPsQBEGoaJOfSjgr/8tNPfjPs+8ZvjNbxDQcieG+Fz5EZ+8geqMBcAIHJjPI8W784KcxSMMy5AhD4BMRPq8THBJjzZyOzM//OzWPwe3zTsbSb/8YP9hpX7gFOz7p2YLzX30Ecx+/Ffeueh9hMfsyqeUm+dypEdRoTMSDLy1Dz0Agp+P5vEYj6R9OGNP//f4HmNDeaIiYRjfJ6FoYRGB5qk7hLyUMvRc1bIt1xzMr2MiQEkQlYvnKDIVC+Pvf/46FCxdClmVcdtll2HXXXXHyySdj8+bNxSxjRcJxHCXTtQDpZM5o1ijXyU+F0KmzL3XZ0Ug0szH93V2LcOYfHsKBP/obOsPKZ6Vhhtf/eiEAZUJOz+NhdC8MQeyVUe8xGqvkiGk6JtU34Q/7fQMfLPgpLt19Hpqcbnw92Iefv/UM9n7kFtz68evwR0KmxwFK354yRUyP+dmdOO33D+La+17O6Xg+r8vwWh8xHe9rAABtjKkKy5KFK7hShP+tRIL9yDolOt7g843Kay4XRvO9KRdIp8Ji2Ziee+65ePbZZ/HPf/4TRx11FAYGBnD99ddju+22ww9/+MNilrEi4TgO9fX11BBNIJ3MGc0a5TL5qVA6RdNER7Ot+PTYkk8AKJHWrqhiTH3MhQNnT8U9v16Ag2ZPBRiUf0g1VvpufTNaXF78bI9D8cEpl+LqfY/GeG8DukPDuPaDxdjz4Ztx1XsvojMwmPUYpW5PyUuSqufy5Q/XAADue/HDnI7XkKRfz/AweLtSlzZXHQAYIqYqV58zH78+87C0OUnDayT0PBlCz+MhsPjpb21uHJXXXC6M5ntTLpBOhcXyGNNly5Zh5cqVCIfDGDt2LF588UXwPI+jjz4au+66azHLWJEwxtDf34+mpiZqjFkgncwZzRrlkmC/UDpFxdTxpNecOz/j/vrJPV+EugEAzohy6zxz/l6QZYbXP16r7ePzuOAfToTw8hnD6LU7cO4u++F7O+2D/371KW7/9E2s6u/C3z99C//+7B18e/psXLjrXExvbE35bKnbU/JDRfIzxpSxTTkdL9nYd4eGARdgAw+vXTGd6erV0VSHc4+dg1eWfYmlK9anvC8lJeMfHvTD1doy6q65XBjN96ZcIJ0Ki+U7ptOpdE+5XC5MmTLFcLO12+2ZPlazMMYQjUZpFp4JpJM5o1mjXBLsF0qnWBpjahMyRzUlKfF9nwaUtE4Ng27dZ4230XqPEztMLkyGEjsv4NszdsOrJ1yE+444DXM6JiMmS3jwi2U48PG/4uzFD2FZ10bDZ0rdntKNMdVPYNLrlw7ezcG9g00Lk7idxt+TvvgQhjrOmfVHXz0PHqe1VZwkSRyV11wujOZ7Uy6QToXFcsQ0HA7j008/BWPM8DegjD8lCILIlVzSRRWKdDPwk82lHjViytmBcLwf2BNOmJ/kbuV6jxMzJ7UVoqgaHMfhiEkzccSkmXh/2wbc9smbeHHDKjy3/nM8t/5z7DdmCn40ay4OnTCjoN9rxrqtfXjunVWGbbLM0HTMb7TXopR9idL6OXa4Jtvg6ODhfy2aMjTAH1N+X+pt2VdnEuLn0O3M/LM2Z+fJeOez1GgqQRCVg2VjGgqFcOyxx2qv9X9T6JogiHzIZfJToUjXlZ/NmKqmWculGWWwcwkzmvzZie2N+M4hs/Hc0lXYZeqYQhTZwN4dk3DPEd/F6v4u/O3Tt/DEV59gaec6LO1ch52aO3DhLgdgjrc0OaW3+861KduSo9+ilDkVF2cHXJOVnyHXdjb4X49CSnpIGYopE5fq7NmNqRYxdWWOmB43d2fsOLkdU8bkNryAIIjSYdmYrlu3rojFqD44joOPZnWaQjqZM5o1ynXyk16nvz35Fr7e0ofrL/xmTtql68rPli9UjZgmlsVkWnQOSI2Ybj+xFTabgPt/+13LZcqHmU3t+MtBJ+AXex6Kf6xYivtXf4CVfdvwo9efwHivDxfuOhenztwDHpu1ru1CccdTSw2vs0VM7W1G3QUfl2Jkg6KS7qneqjF1Zh5a1ljnwn8uP0VLiD4ar7lcGM33plwgnQoLJXLLE47j4PF4qCGaQDqZM5o1ymXyU7JOF938JG5c+Bre/nRdTt+Ze1d+fNnR+oQx5XXnKvmzMyYUthvfjHHeBly173x8eMql+OWeh6HF5cXmwCB+/c5z2Ovhm3HTR6+iLxwsWXkCIWPe0KzGtN1o6h1jhJSIaUhW8pM2uNzIhjpOOHmMqp6GOuUYo/maywXSyRqkU2GxHDHleT6r6FKW7ppaRJZl9PX1obm5mVYOyQLpZM5o1iiXyU+ZdNrc48/pO6Niaroom8AjEIti4/AANgz1Yf1gP9YP9WPDcD+EwxjaPW5w9vQR02RjOqalPqfyFIpGpxs/2e1gnLvTHNz18Vu4d+1ybBgewA3LXsVtn7yJ02fuifN32R8T6hpLWq5sxtQ5UTGTLMbA2Tl4drKljDENyyIc4NGUZEz32XEi3vs8MfHLSle+mopqNF9zuUA6WYN0KiyWjenQ0BAYY/jzn/+MUCiECy64AABwxx13wO3O/iRbq4hpfuCIVCpZpw3b+rG1ZxD77jy5rOWoZI2KidqVb3WIqaqTqOuOHwxEMu2eFjVi6t7BBnsbD6Gew96P3YzucPoViviGxDhYaZghtEaEMD3xkK7vyn/9tgvLHjVx2+w4eeJOOG/3A/Hc+lW47ZM3sKKvE//67B3ctfI9HD9tV1y061zs2NyR93c8+/ZKbOsftrRvJmPKezjYW3gwmaHvhQhavuWC4OMQG07sL0kyRF6CAzya3R7D59+4/SKs3dKHHU+/HgAgxNtStq58fY7U0XrN5QrpZA3SqXBYNqZerxcA8OSTT+LDDxMJk6+55hrsueee+PWvf1340hFEkZl88h8AACvv+xl2nJL/DzWRH1pXPss+czsZ/RKig4Esy/6kISZKsLfx8M1JRNZUU9rocGNSfSMm1Tdjcn0TJtU34eJrn0SwNwYpwIB4MYXt00dMk3NwlhMbL+D4abviuKm74LXNX+G2T97Am1u/xmNffozHvvwYR0zcHj+adSD2HZP7Q9lv/v0iPlpjbcW/dJOfOnsHYWtSzr3kZxD7ZDCZgeM5BOTEg8ZgMKxFqtvqvIZjOOw2dDTXaa/Vh5u2xjpMHtOE9Z39Kd/bWD86gygEUU1YNqYqQ0ND6OrqQnu7Muuzq6sLQ0OpS/wRRDXx0ZrNZEzLQL7poiK6caKDwdyMaVSUYGtUvjfWJyPwcQzv/fnHmFTfhEZnqnE5f8vjkKLG8qnlBozG1J5lrGq54DgO8yZMx7wJ0/FR92bc9skbeG7d53hp4xd4aeMX2Lt9In4060AcMWl78Jy18jsdJj8dAoD4KUoXMT36Z/+GrVH5LnFABhgghwHBAwSRWPPePxwGHw+ANro8Kcex6/LPsvjSWxefPBcXnzwX3IGXpeyfvKoUQRCVR87G9NJLL8Xs2bNxzDHHAABeeOEF/O53vyt0uSoejuNolQcLVItO5SxftWhUDPgcxpjqddKvbd83mFse5WhMguBTTFGsU0JkvYRZreMy7p885jEZfVd+tkT9pSJbe9q9bTzuPGwBvvL34O+fvoVH1izH+10bcdbiB7F9YxsumjUXJ0zdFQ4h+0+DM8Myq87JAtwzbXCM4TH8YQzBz8S06bmWr9mC+jmK4xQHGd6542Ic+8KdgAcIITF5yh8Ig3Mo9ah3pM7KzzZpLR0NdYoxHc3XXC6QTtYgnQpLzo/3559/PhYvXozddtsNu+22GxYtWoRzzz23GGWraDiOg9OZfSUSonp04stsTKtBo2KgTX6yOCtf1Unfld83mNuM85goQfAp3ysOWph0lcY0r97Qrf1tiJjayh8xtdKepjW04sa5x+H9U36KH82ai3q7E18MdOPHrz+JOY/+Gf9Y8TYCscxjd12ONOM4BaDxECec4wRwPIf6vZWhEvqHCEM5hfjY3RjDtPGt2K65GQAQ0BvT4RB4T7wr31WXcgz9Q4GVccpeV2JJ09F6zeUC6WQN0qmw5HUX3XnnnXHxxRfj4osvxs4771zoMlUFsixj27ZtkOXcxsaNNqpFJ33XbKmpFo2KQSLBvvm+ep30xnQ4lOPkJ1GCEDc7csBKNoDUfdZu6dX+1puj5Jym5SCX9tThqccVex+JDxdciiv2PgLt7jpsCQziyndfwJ4Lb8afPnwZPaHUSWHJXfm8G2g9IX03uSjJ6aPO6iXHAEHg0C4oxrPXnvi+4XAUQp2y4xRfc8oh9NkRks/T49ecBYddwMNXnY7uZ65C/3NXazOmR/M1lwukkzVIp8Ji2ZheeOGFBdmnlqB1ca1RDTqVM2IKVIdGxSCXBPtAQqdwVG9Mo5l2T0s0JiWS5Yfz030omDDD+uT8uXYtF4tc25PP4cKPZh2I90/5KW6aexym+lowEA3hluWvYa+Hb8Llb/8P64cSk4mSu/KbjnRBqEutu6qz/kEi8Wa8rLJy/U23Kflf+5wJY7otNASO5wAZ6PCkRkz1qGNMVU48eFcEFl2L7xy6G1obvSkTn0brNZcrpJM1SKfCYXmM6dNPP40ddtgh6z6vvPLKiAtEEKVCH8UpZ8R0NJNIsJ/jrHydMR3KcfJTRIyBjyfLl0L5/ZjMnp4Yk6p/qKmEiOlIcAo2nDZzTyyYsTueX/85bvvkTSzv2Yy7Pn8P9676AMdutzN+NOtAOO2Jnw73DjbYmuJjdnsk2FsTGrhnCAh8IiISE1Pyi3L6iCnPY5y9AQgBUUHCYDQMn8OFrZFBAIA9IphOzErnC2xVfj4IYjRi2ZgeccQR+Oijj7LuM3/+/BEXiCBKhX5pSg5kTMuBak6sRkxVjF35uUVMQ5IIzpZIlm/GGUftifteVFLk1bmd+OkpB+F7R++lva+P1FW7MVUReB7f3G5nfGPKTnhr69e4/ZM38ermL/Hk2k/x5NpP0dZaB/sYHrFOGZ6ZiZ+R/pciaD81MXveOcWmGNN040xVn8mUB0OvzQEpxCC4Oaz192K3tvHoiigZXxzRnOfpEgRRpVi+2u+6665ilqPq4DgOLS0tNNjZhErWSayQiGkla1RsckkXpddJb0z13epWGJaU/eUY01IaZeMvPz5OM6ZjWupx1Q+OyrhvJXTlF7I9cRyHueOmYu64qfi0Zytu//RNPP31CnQ7htE834VYt6RFS7seCoJFgP7FYdjbBHhn2WBv5uGYICAUiaU5dvwPmUHgeQgCD8kvQ3AL+HowbkyjShJ/Z8z8p2qfHSfmVK/Res3lAulkDdKpsJT/LlqlcBwHQRCoIZpQyTrFdIm/yz0rv1I1KgaiKOHTr7aCMaZ1z1oJmOp1Mnbl52ZMhzil659Z7MbX58pMZzz1badSjGkx2tOurWNxxyHfxtKTf4wZYhuYyGBvU7QRB2Ww+GmIbpIR+CiGyPr4ClvThPRRbd2qXzzPQeA5SMPKOdk4PAAA6I4bU7eYeTWnvud+j68evhwT2hst12W0XXP5QjpZg3QqLOW/i1Ypsiyjq6uLZuGZUMk6Gbryy3g/qWSNisGZf1iIWd+7CX99/M2cJj/pddIn2B8ORXKaeDAoxMekDlo76cY8pam3zOkTWnHk3tvj24fMgsNe/i7nYrenyb5mHIhp6H4shOGPYxD9MoKfp3bVh+PGlHdz6TMnaBFTZTlRm8Arq2sB2DzsBwD0iUoqMLeU2Zg21XswdVxLTnUYbddcvpBO1iCdCkv576IEUSb0Xfm5jnEk8uehxcpY9T/c+zKuOPNwAPms/JQwQqIkIxIV4cqyRrqKLMvYElNMz1jBhx6YJ+fX5ybVz8BX4TgOL958npVi1wxOhw0sDAQ+iiHwUWo3PZAYv8u7ubRRbXUukxIx5SHwvJa+a0tAOUeDkvIQ4WGOlM8TBFGbFMSYPvnkkzjhhBMKcSiCKBn6iGmuxogYOTFR0k1+yn9WPqBMgLJiTFes7UTQFoUdAi4//jCsHNOFg3ebmvUzfAWmgyo3TguRYc2Yurj0Xfm6iCmg5CSVAsqLd7/egLuffx/D8fEBHpAxJYjRQk532cceeww33XQTVq9eDQB48cUXsccee+Dyyy8vSuEIopjExIQZksiYlpyoKGld+bkGrIcjEbhmCBAalM+v2dSdcV9RlDD/0n/hstufQf9QCIJXue3tOnYsrj5nPg7fa3vL3ytQWjEAORpTJ4e+QABd/UPwD4cS3Z26dFGAYvql+Epcfi6Ec259BAwAkxk8nPlDB0EQtYFlY/rTn/4Uv/jFL/D+++/jhBNOwKWXXopTTjkF3//+97FixYpilrEi4Xke7e3thmgKkUol66TvypfKODaokjUqJtGYlMhjasGZ6nV6aXg1Gg5wovkYFzgn8I+n3sF/X09/H3r5wy/x4nurcdPC19AfCmpJ3yfWNeZc5u3G5jaWsRyUoj1ZGdPLogAT45OZhgbQcexVaDz6N9jSo+QmVbvyXTbF5Ao8D2mIQQrI4AQOzinK2F45xOAQCjvqbLRec7lCOlmDdCoslq/2559/HsuXL0d9fT22bt2KKVOm4IMPPsCuu+5azPJVLIwxSJIEjuNoJl4WKlknfVd+2iUTS0Qla1RMYqKkWyLSgtGJ67R2sBfvRzYAnBKNc4wVcM8LH+DRJR9j9QO/SJmdrU/Av3FoAADASxwanMaVgLLx/WP2xrIvNuO2Syp/yFIp2lMwTfqndMR6ZTg6BHwxnIho3/bEW8of8bLd/5vvAkhEo2PbZAhTebjixlQKsILnhx2t11yukE7WIJ0Ki2V773a7UV9fDwAYO3Ystt9++1FrSgGlIfb29tIyZCZUsk6VMvmpkjUqNrlETFWdnln7GWQusb9jjHIbC4ZjuGnhaymf08/g/3RwCwDAHc5tzOJ/Lj8Fy+/6KVobvTl9rhyUoj0FLC5qEOtWrrH1kT5t25ebepQ/4r8+XqdyLtTxu+KA8hl1BSnJzwo+tnc0X3O5QDpZg3QqLJYjpgMDA3j66ae118Fg0PD62GOPLWzJCKLIGCOmdEMpB9rkpxyGUnywcaPymQEGvpGDY4wAQIngPfP2Stx88bGGqIV+Bv+qUBcAoC2cfd11Ijtp0z+lQTWmXZySj5TjOGzpjXflx0+RmidWUI2p33gtin4Z9jG1saIWQRDmWDamkyZNwi233JL2NcdxZEyJqsNgTCn/XFlQI6ZWAw2MMazpVyJu08RWrEMvbI08xk/wYfOmQXy1uRcDwyE01SeWxdTP4O+N58VsgvVufCKVo/aZmeiST+LGi76Jy27/H4CEMR22RwABcAoCNnYNAACaGz0YRBi2+HAONRWXNGi8FsUB2ZCyiyCI2sayMV2yZEkRi1Gd0FgSa1SqTvqu/I+/3IJwJGYp5VAxqFSNik0uCfYvuOlx/PPpd9F6sgtCHY9JziZwXmBtoBdiowR7p4CYKGE4GDUaU13EdFAOAxzQbPOk+4qaodjt6Rv772h4fdQ+M/Hie0q2lksXzMOND72Gzr4hyEEGJjNwPAfeyUFgvDb5yed1YjAYhi0+C0rtrleT7KvEuuSipOkarddcrpBO1iCdCgc9huYJz/Po6OigWXgmVLJO+iVJ//zoG/hyc09ZylHJGhUbdUlSK5Of/vn0uwAP8F7lB2C8pwF7tSnro0d8IrwuZaxiMGIc/6gaU84BxDjlnLc6Kn+saL6Uoj1xHIf9d5libWf1+Y9TxqYypqymxeK/4wIf78pXU4fpTh+TGFgUBZ/8NJqvuVwgnaxBOhUWyyryPA9BELR/+tc22+hbQIoxhkgkt6UQRyOVrJO+Kx8o/I+fVSpZo2KTSLBvre5CnTLrVY4xjK3z4aDxSnJ8oY3Toq/JE3PUrnyhLh6dDTM0uGq3K79U7YnPktNVHz1Si8FxwKSORoRfvg5fLbxcO+dqxDTdqlpq9LQYs/JH6zWXC6STNUinwmLZmA4NDWFwcFD7NzQ0hPvuuw+TJ0/GvHnziljEyoQxhv7+fmqIJlSyTmJSiqhyGtNK1ajYaF35Fhc4EOqV/aUhhqZ6D+ZNmg4AsDXxiAnKg0YgbDSm6ms1sb40LMPjqt2VhErVnniD+TR+l6FXU32LVxLzO+w2TOxohBhf7UsdY6q/HpkyVwqhNcpDRTFm5Y/Way4XSCdrkE6FxXKo0+tNdH0tXboUv/jFLxAIBPCPf/wDRxxxRFEKRxDFRL/yE5CYHUyUjsTkJ4vG1Bc3l0MymurdaPXUwSe5MCiEUT/RgaH+SIoxVZfD5OMRU2mYad3+RP5ki5ga0HXlOx2Jnxx1wqHaBvTnrfkzL9ZL/ZoxpWuTIEYPOT2Grlq1CscffzzOOOMMXHDBBfjwww/JlBJVS2pXPo0PKgX6yHTy5KdAKH13mJpOytao7C8OMLjiJufbu84GAHgnxMeYho3J39XURoI3YUy3n9hWmMqMYtJ1vadD68rnjUuZJkdM9SmoGjg3Ql+IWrS1XL0ZBEGUHsu/xOeeey4OP/xwHHHEEVi9ejVOPfXUYparKhiNY2vzoVw6LV2xDs8t/Rxbevxp36+UrnxgdLUl/QOAlmBfZti4bQB1R/4ax11+V8pn1CT5tsZ4xHRA1gzP/mO3U/bxKYY0eYypGjEVfAljeuQ+2xeqOhVJKdqTPmKaNd6tDtPgkoyp+rARH2N61D4z0VDnwmF7zoDHZcyOUYyHxtF0zY0E0skapFPhsHy133nnnRgYGMAVV1yBtrY2NDc3o7m5GU1NTWhubi5mGSsSnufR2tpKs/BMKKdOv/rn8/jGz+/E68vXpn2/UiY/jba25NDdwDndyk93P/8+AOCZt1amfEadwGRrUDTasbUDR+ytmMs5YyYr+7hEcE4gEDYmfx8OKq/tbcr53d7XVtOpXUrVnrKPMdXpy7SNcDoS15gUj5iqkdeGOje2PfU7vHTLeaj3uIzfZXXYgEVG2zWXL6STNUinwmLZ4n/99dfFLEfVwRhDKBSC2+2u6R+5kVJOndQxbJkmTlSKMR1tbclhT+jM6caYZtM/EhMBAeBdyv6Lr/2hNl6xxeXFDk3tWNXfBccYIU1XfhS8l4Pg5sAkhhZWu6migNK1J6tmMe4/U7vykyKmQGIMap3bOAbY6hKoVhlt11y+kE7WIJ0Ki2V739TUBMYYJk+ebPjHGENTU1Mxy1iRMMYwODhIs/BMKKdOale9kMGYTp/QanhtL0ISbyuMtrakN6Dqw4PMWNbu2nA0BsGt3PBdgg1NTmO6J7U73zGGTzP5KZKYzT/M0Oip3VRRQOnaE58mJVT6AsX/5wCXwx7fn6VETPWo+6n4A+ERlTWlSKPsmssX0skapFNhsfxL/POf/xwffvhhyvZly5bhF7/4RUELRRCFQJKyR0wP2WM6TjhoF+11JgNLFBaHzphG42NHZZkZuviTb/CRqKQl1h/r8aVEJfYfMwUAYO8QNGOqRsSHQ1EInrgxDTDUu50FrM3oJedZ+bqIqT5vrS2tMTV25g0GIin7EARRm1j+JX7vvfdw0kknpWw/8cQT8frrr4+oEH6/H/vssw/q6uqwYsUKAEre1EMPPRQHHXQQDj30UKxfv35E30GMHoajEcx97FZ0TRsE+Ow5EPX5M6kLpjToz0fvYABAasRUNawqkZiomcsx3vqUY85RjWkzj4FICPe98CE8h1+Op9/8DIFwVDO1cpDB53WlfJ7InWyz8m/98fEAgAuO38+QYF8dY6rOyAeMXfkq+i5/AIiKYso+BEHUJpbHmIpZbgwjHfDr8Xjw7LPP4mc/+5m2zW634/7778e4cePw4osv4oYbbsBtt902ou8pJBzHweFwkJkxoRw6fd6/DV/6e4BWoGFu6nev2diNlz9cg0kdTVpXcjkZbW1JHy378V+eUrbJDDZdrspAOGrIeRmJieDjxnSstyHlmK1uL5rhQR+C2AI/zvzDQwCA4y6/C163wxAx9XlrO2JaqvZkmJWfFOE+8eBd0ffc7+FxOvDwnz+KfyBhOEXddcebGNNJHY341RmHFbLoo+6ayxfSyRqkU2GxbExjsRgGBwfh8/kM2/1+P2KxWIZPWcNut6OtzZhX0OVyYdy4cQAAh8OR1fwODAxoeQ45joPL5YLD4TDcLDlOWcqQMZZ2u5xkUMy2M8bQ2NioHY/n+ZRjA8hpu1kZc92ea52StxeqTs3NzWCMGY5fzDrFpMRDlGuqDQ9s/QBHSDPAcRx4nse7KzfggpuewOF7zTCMdyzXeUpuS+U6T6Vqe5KU+jDAGDM8JATDUTTVu7VjhyIxXVd+fVoNJgqN6JOC6OQGDe8FQlE01ilmVA7IqIt35Vfr9WTlfKjtSX2vGHXK9BMsyzJ4nkdjnVvZPyldFGPMcI0Kuglwahkd9sT9ft2jvzbcPwp1npqamsp+nqxuL2fbs9qWqqlOIy17pt85WZZHVNdKq1Mhz1Py9mxYNqYLFizAGWecgbvvvlub7NTf348f/OAHWLBggeUvzJVoNIrf/e53+Pe//51xn8mTJxteX3nllbjkkksQCoW0bV6vF/X19ejv70c0mpgc4fP54PF40NfXZ4gKNzU1wel0oru723CyWlpaIAgCtm3bhnA4DJfLBY7j0N7eDkmS0Nvbq+3LcRw6OjoQjUbR39+vbbfZbGhtbUUoFMLgYOJH1OFwoLm5GcPDwwgEAtp2t9uNhoYGDA4OFrVOXV1dBh0LUSe73Q6HQ5lhW6o69fT1KW9KAOMZXur9Ar9/61lcsP0+aG9vRySqPEjJkoiwmHioKtd56u3txfDwsNaWynGeStn2Yml6X6LRGPoHBrTXQ8EwRNGr1WlbV48W9WxzegwaqHWayDfiY2kLemzDKccXGuKJ+QcZnPFnkWq8nqycp2AwqN2b6urqilanmO54+mN3d3cb6tTodSGAGDieg9NhQygUQmdP4jhDfj9cLa2GOs0YkxiuUYzzxBiDy+WCz+dDd3d3Wc5TNbQ9v9+vtSWn01kTdSrGeaqvVx6Ww+EwJCkxDKma61To85R8nWXDsjG94oorcPbZZ2PixImYMWMGAGDNmjU46aST8Jvf/MbSMTo7O9Oa2IULF2LMmDFpP3Peeefhwgsv1L4zHevXr9ciuRyXiJjW1ydublz8qVzNLpC8PTkXq7o9OZKrPhW0tbWhu7sbbW1t4HkePM9rBjUZh8ORdrvb7YbLlRjvpn5nXV2dYQlYdbvP5ytqnZLLWIg6McY0nUpVp7qYcpHyAQ4Dn0Xh28+Bf6z5ABOb23DOmDHaXAyP26Ulbs+lToU+T01NTRBFUWtL5ThPJW17abpueUGA0+XRXociImw2m1b2255+Avw45RgT6pvS1mmHug78r38lgs4YOCfA1PkyPCCoy5H6GXaaOq7wdUraXs7z5PV6tWtOiA+PKEad3O5Euez2xCx69bNqnca3NuKLYLcWMXW73ahvatT2b2lqTqnTqfPbEIUdu00fV5TzJMsyuru70dDQUP3XU9L2QrY9h8OR0paqvU7FOE/q71xyLtNqrlOhz1Py/tmwbEwFQcA999yD3/72t1i2bBkAYI899sC0adMsf9mYMWOwZMkSy/tfddVVmDp1Kk455ZSs+zU2NqYMMQASAiZvS7c901CBbNs5jtNMabZjl2t7PnUqdFn03W+FOL6VsqvGkzEgtFrE+d+eg4c2LcNv3n0BLW6v1pXssNsQiiSeBMt5npLbktW6lrvs+ZyndF35MmOGlbiCkZjh2K8tX4vWmUqap3HehrTHb3XVQeyXYWvi4egQENmgrhbFgeM5yFEGOZRYjrQarycr2/XtSd2nGHW6+KS5ePiVj3Hk3tsjqssJnHw/FNQHEQ5w2gVwHId3uzYAALZvbMt4/zz7G/sY6mVVA6t1Uj9b7deT1e3FbkvVUqdibFd/55Lv4dnKnml7pdQpn7Jn2p7p9z8TOa+hNW3atJzMqFWOOeYYLF++HKtXr8b555+Pww47DFdffTXmzp2LV155Bfvttx+uu+66gn8vUXtoYxXj/3130h5w++z4z8p3cfFrT+Dbnt0AKLPDZWZ93AtRGPSTn7RtMkN3bBicDWBiakJ13hNPkC8zbN+U/snb5bAhuk2CrYmHvZ1XjKkAtByrGNrYNuVcT+poKnCNRicHzNoOW578Ldqb6nDyb+7NuJ+aDorjE/lJn1//OQDg6Mk7Fr+gBEFUFRWzuOtzzz2Xsi1bJoByw3EcrfJggXLopKaiYfFJF3abgGvmHI3+cBBPrv0UjwWWw97GK8ZUTjVJpWa0taV0mRAiLTHcJ76PhkOdGFgUMSTJZ4zB3qKYG3GAwWtPP6ve6bAh1hOPhrcKAGLa5wAg/LVyP6n1fLWlbE9jW5Weqlt/fDw6+4bw45Pnpuyj5SnllHMUFmN4ZdMaAMD8MhnT0XbN5QvpZA3SqbBUjDGtNjiOQ0NDatoawkg5dFJT0ajBUJvAg+d4/OWgEzAQDeHVTV+i8XAnwkOxtNG7UjPa2pIkGTUXGjgMzgyBBwdbo2JigjpjGgxHIfiUG/4BU6ZkvPm7HDaIffFFFZqVfWxNyvGkEEN4rZT2c7VGOdrTxI5GLL3j4rTvacaUV7ry39z6NQKxKMZ6fJjdOraEpUww2q65fCGdrEE6FZbaDh0UEcYY/H5/SvoGwkg5dJKSIqZqInCHYMO/D12AsZwPvJPDB00bELGVPyo/2tqSPmLK2YHGQ53gHfHxfvFgqD5iOhhILCm6+9gxGXVy2m0Q/fG0Ng4OnAtwb688e4e/VM7zL087tLCVqUAqrT3ZeGXSDBef/PRCvBv/qMk7pM1hWgoqTaNKhXSyBulUWMiY5gljDKFQiBqiCeXQSY2YxmKpS5J67Q4cw+0EsV9GRBCxecYAuDIvBDTa2pI+Su2b64CtgYcUihtKgQME4xjTwWAYQp1yDjscnow6uRx2QAK4+LLqzvGC1pX/60MOx+PXnIXfn3NUMapUUVRae9JWduI42O0CXtywGgBw9OQdylamStOoUiGdrEE6FRYypkTNoS13GL9HJC9JapMF9L8UgUe2Q3RJaDrCBc4OokSos/K9s2xwTbaBSQwDL0e0CLdzooA1vd14fflX+PSrrRgKJiKm4z2p2TdUtJWigsq+jnFKpC7WK2OX1rE48eBdDQsqEKVB35W/VR5Ed2gYPocL+8WXkSUIgtBDxpSoOSQ5qSs/yZiKkgw5yHBIeHvwMQ72Fh6NhzoNyfaJ4tAzEEA4KsIxjod3d+VpYOidKMQeGSweJG2c58QTwsc49Fd3YNb3bsIz766ErUE5hzPqWzIe2xU3pmG/0m3vGKuYUGlQJkNaRuxCoiv/s9BWAMBhE2bAIdAUB4IgUiFjmiccx8Hr9dIsPBPKoZO2DneGiKkYX5mjifegZWUd5CiDY6yAC5Y8BlEu/QSZ0dSWjv7Zv8B7OTQc5ATHcQiuFhFao2guR3XJne0cXNMU47Jw2UcAAFuYx8Tm1ow6qeurxwaV86+uFCUOMjjso8eYVlp70kdMlw9vBlC+2fgqlaZRpUI6WYN0KixkTPOE4zjU19dTQzShHDqpk5/UPKYCnxoxBRTDKgwJGHglAiYxPL/+c/z8rWdKPk5oNLWlD1ZtQuM8B3gXB7mfYeg9Xb7SpOrX7WYHX8chVqdEQL1hZ1ad1IipPGxMRyX2j66IaaW1JzViamvk0RkdgoMXcOiE6WUtU6VpVKmQTtYgnQoLGdM8YYyhr6+PBjubUA6dYvGoJ8sYMU0YU1lmiHXK8L8WBc9xePCLZfjDBy+VrKxKOUdPWxIaONjbBDCRwbbMBugC1GoCfElnLB1tPESf8roh5sqqkxoxlYaN74u9Muw1nrtUT6W1JzVi6pykGNS546ai3lHeGYeVplGlQjpZg3QqLKPnbl1gGGOIRqPUEE0oh07BSDwKp8tjqicWXz7RJvC46UffAgBcvP9c3Dj3OADAbZ+8ib99+mZpCovR1ZbUNetFP4NHdhjeG3w7iv6Xwuh7LoJQPL0TX8dBrFfOV7PszaqTy5lqTOUwgzTE4LCPnvGMldae1IipmhKsElZ7qjSNKhXSyRqkU2EZPXdrYtQQiBtT9R6xqduPR175GPUeJxYcvrsuYirgiL23h/+Fa+DzKhGc/nAQV7+/CL9/bxGanB6cuv0eZalDraKmfZKGZbidSakQZCC6WY2aKifP0cZDdjIwmaEVdVmP7XU5UO9xYmg4ArFfhq2JR3C1YnDtNnoGLxcOITGMggNw1KSZ5SsMQRAVD92tiZpj/bZ+5Y/4rPxPv9qK8254DLc88joAY1c+AM2UAsBFs+biwl0PAABc+uZTWjJwojCoEVNpmMGTbEx1yAHlHDknKc/O4gBDvSP9UqQqPM8rk5wY0Pd8GP2LwwgsVzItjKYxppWGnU9ov6OvA+2e+jKWhiCISoeMaZ5wHAefz0eDnU0oh05vf7ZO+SMeMZ06TkkxtGHbAICEMc0URfvN3kdiwYzdITOG8199FG9v/bqYxR1VbUldclQaYqkRUwAT2pVl/cRBY5dY+CsRLqfNVKcffGMfAACLAtFNstYGHKPImFZae7LrIqYHtG1XxpIkqDSNKhXSyRqkU2EhY5onHMfB4/FQQzShHDoNhSMAAHVy/nZjmwEAnX1DiERFQ1d+OjiOw41zj8X8STsgIok466UH8WnP1qKVd7S0JcYY7G3KLSfWk6YrH8Bn9/4Md/7yO3jjDxcZtgdXifA4HaY6/fL0QzFrWur666MpYlpp7UlvTE/cflYZS5Kg0jSqVEgna5BOhYWMaZ7Isoyenh7Ismy+8yim1DpFoiL8wfialPFoWWujVzNB6zr7tDymyZOi9Nh4AXcc8m3sN2YKhmIRnPrivVjr7y1KmWutLQ0HI+gfCqZs3xYcAu/iwGQGsS+9MXU5bDj7G/tg35mT0S4rXb5DH0YBSXnPTKemeg9+/O0DU7aPJmNaae1JnZU/ydOI3cdNKHNpFCpNo0qFdLIG6VRYyJiOAFEUy12EqqCUOq3d0pvIhxm/R3Ach/FtShfxOX96NGWMaSZcNjvuOeK72LVlLHrCAZzywj3oDAwWpdy10pYYYxh/4tVoPua3CIQihvf6IopZlSMAZOD6C76Jj/5ziWEfvYE8HNuj77kwgp8q2ridNks6peu2H00J9oHKak8zGtsAAGfstFeZS2KkkjSqZEgna5BOhYOMKVFTDAyHoPam6DN37Di5HQAQiYmGdFFm+BwuPHjUGdjO14yNwwNY8OK9GIiECl7uWmE4FMFgQIlYf7nZGGFWdWPxFZ6mT2jFbjPGG/bRd4XV8y7EuhIRCLcj82QpPelMqD3DsA2i+Jw4bRY+POVSXDRrbrmLQhBEFUDGlKgK/vHUUty0cIlh28qvO3HhTY9jc7df2xaNSYlWLSec6UUnKDPtY6JkOWKq0uauw8Pzz0KHpx6r+rtwxqL7ERSj5h8chXQPBLS/ozFjBMEfUQyrfunRbESSPu+0akxtqVnwRlNXfiUyvq4BPEc/NwRBmEN3ijzhOA5NTU002NmEQugUjYn44Y2P47Lb/4fO3kRX+gEX3o6//3cpTr3qfm1bJCYiETJNHEOdga83prmYlUn1TVh41JlocLjwftdGnPPyw9oKUyOlltpSd/+w9vfAcNjw3kA0HjE19vBnJBI1GlOPy25Jp7QR01GUx7SW2lOxII2sQTpZg3QqLKPnbl1gOI6D0+mkhmhCIXQaGE50nUsyQzAcRTgS07a/9ek67f1ITIQamGG6ceiqCY2Jcs4RU5Udmztw/5Gnwy3Y8cqmNfjx609CZiMf7F7stpRuIlKx0EdMk793fU8fgPwjph6nw5JO6Ywpz4+eWx3dm8whjaxBOlmDdCoso+duXWBkWca2bdtoFp4JhdCpfyhhTMPRGMYcdxXGHv973XckjE4kKiYmPxkipqoxlUzTRWVj745J+Pdhp8DG8Xjiq0/wm3eeH/EydMVsS/e/+CGaj/ktrr77pYIfOx3dA4mIqf68/f3Jt3HNQy8DAFiEYfqEVtNjRWLGiLTTIVjSKXny06F7TDf9rlqC7k3mkEbWIJ2sQToVFjKmI4DWxbXGSHUa0Bmczd1+DAUjhigqAPzn2fcQDEcVM5MmYqpGR0Up/4ipymETt8etB58IALhz5bu4ZflreR1HT7Ha0jnXPwoA+O2dLxbl+MnoI6b6c/T6x2vBxxdukqPAklsvMD3W2BbjCkFup92STg57Yozpqgd+jsV/Pt/0M7UG3ZvMIY2sQTpZg3QqHGRMiYqnP6krPx0/+OMjuP2JtxCNidoQ00wR01xm5WfixGmzcM2cYwAA1y97BXd//l7ex6olhnQpovQRU47jwDmUE8OiDE576gSlxjq34fXPv3uI4XW9O/uSpCr6iGlTvZu61wiCIKoIMqZExaOPmAZCmWfDL/1svTIuUZuVn3jPHjehMSn3WfmZOGfnOfjp7vMAAJe//SyeWrtiRMcrBqV6il+3tQ/HXX4Xnn9nlbZNHzENRWLg48ZUjrK040CbfR7Da5/XhV+cljCnDXUuS2XRn9d8hmsQBEEQ5SM1bEFYguM4tLS0UDTGhELopI+8BSOZjens6eMQiUm6PKZMMzvGyU8jj5iq/Gz3Q9AXDuLuz9/Dj157HA0OF+ZNyG1MYzHbUql6l75/3cNY8tFXhm368xaKxMDVxcsUSZ8Ev9nnTtmmP0eNdW40eM0nGPB84v1CnONqg+5N5pBG1iCdrEE6FZbRd9cuEBzHQRAEaogmFEInfeQtW8RUlGRl8pOgfNcfz/sGvn7kVwASxjQaEzEUVLqbC2FaOI7DH+Ycg+O22wUxWcLZLy/Esq6NOR+j2tvSxq6BlG2qMZVlGe+v2gjemT5iesVZhwMA/vJ/x6ccQ58yqqHObUknXve+wFevpvlSC+2p2JBG1iCdrEE6FRYypnkiyzK6urpoFp4JhdBpWGdGA+HMxjQmSojERPAu5eaw07gO+LxK969qTMNRERu2DcDjsmOnKWPyLpMegefx14NPxLzx0xAUozht0f1Y3d9l+fPFbEul6spPlxNWfaD45R3PoW8waBhjqk/fdPU58zG86A/Yf9cpKcfQz8wXeM6STvpjj8aufLo3mUMaWYN0sgbpVFjImBIVTygS0/4OhmMZ94vGJERFCXx8KGKL26u9lxwd/eVph6K10YtC4RBsuPOwBdijbQL6IyGc+uK92DQ8ULDj50up5omm65r/fF0XrrprEW54aAkAaLPyf3L8QSn7ejNMbApHM5/vTDR4E2NRR2PElCAIopohY0pUPHpjqo+YOsbxaP6WC7YmxXxERRHhaEyLmLa4EsYzOaJ32J4zCl5Or92J+488HTMa27AlMIgFL9yLnlDA/IM1QLrJTMOhCH73n0XKCwHg4kMsfnPaEZaPG05a/ckKY1t9uP2nJ+Cuy0+BjZYiJQiCqCrImBIVTyZj2nSkC/YWHg0HKdG2mCgjEItqBqjVlZjlnbwkpdtpbd31XGl2efDw/DMx3tuAL/09OG3RfRiOWlyDswiUqis/3fr0emwNyjmxcwLq7A7Lx01e/ckqF55wAL53zN55fZYgCIIoH2RM84TnebS3t4+qpQ7zoRA66aNmwTRjTG1NyrGjMRFDkrI+uwAeHlvCANmTxhoWy5gCwDhvAx6efxaaXR583LMF31v8ICJSZoNVzLZUqln5BuPPAbyHg72d1+4wrqmKcT2gbTvwnPV6XnrKwQCA7xw6m645i5BO5pBG1iCdrEE6FRZSMU8YY5AkiVZ7MKEQOoWiqRFTod44dpCzAVFRwoCsTLjxwmGYIZncle92FjdT2vTGVjx01Jnw2h14c+vXuHDJY5AyDIyvhbakX22p5TgX2r7jRvMxLnh3UbY7OpRbzaHjchtCsc9Ok9D9zFV46MrTakKnUkA6mUMaWYN0sgbpVFjImOYJYwy9vb3UEE0ohE6Grvz4DH1bo7HpOsYJiMYkdAnKWu0TbY2G9wWhNF35ema3jsM9h38XDl7As+tW4hdvP5NWh2K2pdJ15SvGn/dwhnPjGCdA8HGwtynv7zt2Us7Hbm30gud5uuYsQjqZQxpZg3SyBulUWMiYEpbo7B3E+Tc8huVrNpf8uw2z8uN/qxOeVOr2tCMqiuhzBAEAU50tWY/pchTfmALA3HFT8fdDvg2e43D/6g/xxw9fLsn3lho1Im1rNp4XexuP+r2VIRXRbRKmN7WWvGwEQRBE9UDGlLDE2X98BP98+h3sfvYtJf9ufcqgQCgKcIB7ptJFHPgsblQbeAzYQhh2KmNMZ7jasx6zFBFTlW9M2Qk3HHAsAOAvH7+Of6x4u2TfXSrUWfn2VuX/0FoR4pAMTuDgnKhsG/4oVlLdCYIgiOqDjOkIGE2rPCz7Iv9I6Uh10kdMhyMR2Jo4CF4ecpRheFkMkc1KEvYN7X1gHCAOyhjjqs96zHQJ4YvJaTP3xK/3UlY4uvLdF/DImuWG96u9Lald+c5J8RW2NksILEucNynE8OND5454ckC161QqSCdzSCNrkE7WIJ0KBxnTPOF5Hh0dHaNmFl6+K1oUQqdQRJnR7tpOwOZ9+tEwL54eqkfG7T8+AfMmT1P28yhGKPylWHLjaYUfzToQ5++yPwDgkjf+i0UbVgGo7ra0tWcQy9dshk3gIdRzsDfzYDJDZKOEyBYJTFLGXAU+iWG3aRNG9F3VrFMpIZ3MIY2sQTpZg3QqLKRinjDGEIlERs1gZznPehZCJzVi6p1lB3jA5lOardgjo87txG7t4w37RzbLsAuV17Q5jsOV+xyJ78zYDRKTcd4rj+CdznVV3ZYOuvhv2P3sW/D+qo2JaGmnDBYFWAQYWBxB/+IIQp+LKatv5Uo161RKSCdzSCNrkE7WIJ0KS+X9elcJjDH09/ePmoYoy/kb05HqFI7GABsgNBq7SmK9MrwuB2bUGSfUiP1yRUZMAYDneNw89zgcOWkmwpKIM196ECt6t1ZcW5JlGb/99wt48d3VWff7clMPAOCzr7fBOVnRPLI+sb59dKuM6CbldSGMaaXpVImQTuaQRtYgnaxBOhUWMqaEJfKNmBaCUCQGWx2XMoYn1ivD47Kjw+3TttkCAiCXfgxpLth4Af845DuY0zEZg9EwvrvoPmwM+MtdLAMPv/Ixrr5nMeZf9i9L+3N2wN6q3E4iG6W0+1TyOSEIgiAqAzKmhEYwHM34xJdvxHSkhCMxhKMihHj3faxHRnidiNBXIuRhBq/LAYddQP/iMGz9PHyfuQFUvgly2+y498jTsHPzGHSHArjgvWewLThU7mJprNval9P+9lYeHM9BGpIhB9O3lZFGTAmCIIjah34pRoDNZH3wamLl153wHvErnHf9Y2nfH0nE1KpOjDF88uUWRHRLkG7sGgCQWOlJGpThXxLF4BtKon2v2wm7TUB0kwzHew6wgPI5RxZjqqY2Kjc+hwsPHXUGptQ3YVNwEKctuh/+SKjcxQJgbYap/iHG1pJ4cMhEIYxpLV1zxYR0Moc0sgbpZA3SqXCQMc0TnufR2tpaM7Pwrr3vFQDAv//3btr3JSn/WflWdXpg0TLM/v7NOPHXd2vbNmwbAJAwpuKQ0SB7nHbNhEZFCTFR6UZOFzG95tz5aKxz4/oLvplPVYpCu6ceD88/C+3uOqzs34YzX3oAQTFa7mLBSuYTfZtQI9qiP/MDzEij2LV2zRUL0skc0sgapJM1SKfCQirmCWMMwWCwZgY765PYp2Mks/Kt6nTTw68BAJ57Z5W2bf22fgAJ4yMNGQ2y1+3QIqDRmKgzpqlN+9dnHo7+56/Gj799YB41KR6T6ptw18Hfgc/hwrvbNuC8Vx5BTE4/TrNUcDB3plExUUabLqINAPvtMjll/0JMfqqla65YkE7mkEbWIJ2sQToVFjKmecIYw+DgYM00xLCu+zwdI5mVb1WnaCzVjG3pGQSg78o3HsfrcmjLiwYjMcRExRhV+hhTPYwxjBdcuOfwU+EW7Fi88Qtc8sZ/IbP8otSZyCUXLc9bMKa686Wdn3hE+7Grz8TPTp2Htkavtk8hjGktXXPFgnQyhzSyBulkDdKpsJAxJQBYMKZJF5wsy3l37+vZ1DWA3c++Gf98+h1DBE4lGI6C93IQ6tJHTD0uB9qb6gAoy5X2DwUBVJcxVdm3YzL+eeh3IHA8HvvyY/zu3RcLeqOTcni4MOvKX9/Zh53PvCG+M8B74sZ0WDk/41obcP2F38TMSYmlYWnyE0EQBGEG/VIQACx05etMjShK2P+C2zD7+zeN2Jxe+Z9FWL5mC86/4THDpCeVYCSGut3s4DggulWCrJsb1NrghcthQ73HCY/LHq+Hcgy7UH3GFACOmDQTfznoBADAPz9bils/fr1gx46lMf758n9/eUqLZvNuDhzPgckMcti4n35IRTU+LBAEQRClhYxpnnAcB4fDUTPr45pFTPX17B8K4d2VG/DZ19uwrjN7WiEznQYDCSeTLmLaFRuCa5piaIY+TJjn2396AjY+fgU4TslvOrbFZ/hcujGmlUqyRidPn42r9z0aAHDdhy/jvlUf5H3s5Xf9VPtbzOEhQj/GNF3UVn/enBOU8yMHGZC0q0M3U3WkEdNau+aKBelkDmlkDdLJGqRTYameX+8Kg+M4NDc310xDNIuYCroxh33x7nLA3GyY6aSPokVjqeZ4hXMrOJ5Da7AOoi4V0ZhmH1xOu/Y61ZhWT3QunUbn7rIffjL7IADAz996Bs98/Vlex955Sof2d07GVFeWtz9dl/K+3qz69ncAgDbcQo/+AcE2wih2rV1zxYJ0Moc0sgbpZA3SqbCQMc0TxhiGhoZqZrCzPmI67+K/4Vf/eM7wvn6Maa8/YUzNxi2a6aQ3LoPBiOG9Zd2b0OUeApMZ9sYkw3s+r9PwekxzveF1peQqtUImjX6x52E4c4e9wMBw0ZLH8MaWr3I+tqB7cBAl6135+vvr3Ituz7yj7g4S6001vg57ImI60ih2rV1zxYJ0Moc0sgbpZA3SqbCQMc0TxhgCgUDNNES9MX1t+Vp8sHqT9lqWZcMY086+xApF6caF6jHTSX9c/XjVb/3yTlzz3iKlbF9JmN7Qavicz+MyvL76nPmG19UUMc2kEcdxuG6/b+KbU3ZGVJbwvcUP4aPuzTkdm+M4LaqtZiyw+jkr76uTngDA/1okZT/9WN9CzMqvpWuuWJBO5pBG1iCdrEE6FRYypgSA1Ikx241t1v5O7gLWL1e593l/ySkNUTL+QDjt9kVrV+PtznXgZGB4eQxtjXWG931eozHdYXI7Who82utqnfyUjMDzuH3eSTho3FQEYlGc9uJ9WDPQndMxVEOYS8TUcvnixlQclFNSeQHGyPVIu/IJgiCI2oeMKZEWvTHVm1beBTzbtxKCTzEkgVAUm7r9eX9P/1Bimv2V3z9C+7tuT2X8aH2XC3KAoaOpDlPHtWjv13uMXfkAMGVMoszVFDE1wynYcNfhp2K31vHoiwSx4IV7sXnYuuaqFrmMMbX65K9GTOVgpqEahYuYEgRBELUP/VLkCcdxcLvdNTPYObkemSKmDYc68ZlzK5qOclpqPWY6DQwrxvSZP56Ny08/DADgnCzA3irAxdvhXKcYVI/Lgff/9WPtc16XI+VY+nGm1TYr36wtee1OPHDU6ZjR0IrNAT8WvHAPesMBS8fPpyvfzMSqxlUwMaa8rk4jfViotWuuWJBO5pBG1iCdrEE6FZbq+fWuMDiOQ0NDQ802RGPEVDEpvJeDo10xF4KXh61Bqftxl9+FhxZ/lPY4ZjoNxSc8tTfVKd2+HFC3h2JGv9mxEyLDSrTW7bSj2efBtecdjWvPOxqN9e6UYzXWJbZV05rFVttSi8uLhfPPwnhvA9b4e3D6ovsRiKWO60wmn658q9FVLbF+BmOqr1Ih0kXV8jVXKEgnc0gja5BO1iCdCkv1/HpXGIwx+P3+mh3snK4r3zHW2FzU9euXr9mCD1ZtTHscM51UY1rnVnLAuacLsDXwkMMMRzbvgGBESWPljqeGuvyMw3D5GYelPVZjvSvt9konl7Y0vq4BC+efiWanBx91b8bZixciImWfgJZPV77VfQVv9oipfixwISY/1fI1VyhIJ3NII2uQTtYgnQoLGdM8YYwhFArVTENMrkerbo1z1aR4d7Yb9nGM46HmYdfP1E8+bjadhkNxY+pxIiTG4N1N+Y7hj2MQZA6huDH1OO1pP69HHzGtJnJtSzMa2/DAUWfAY3PgtS1f4UevPQ4pywS0RFe+9Yhp8vHSZQwA0kdMv3/M3trf/3fyXHAch0kdjXA5bBgJtXbNFQvSyRzSyBqkkzVIp8Iysl8KombQm5bGOuNYmZgkwTGWh62Jhx08+pdHULebHZ6ZdjjHCQh8KmJzX+4ToKIxEdGY8r31Hifu+vxdCF4e0rCM0GoRUVHSjKm7ho1pPuzeNh53H34qTl90P575+jM0Od340/7fStuVpM6GH0nEVJTktGNEkyc/PXb1mTj+wF209yd1NKHzqd/CJghVNbyCIAiCKA/0S0EAME6M0UdLlfckuHdQnmEOaZ2BwMcxDL0fhRRiEOp5+PZ3YPWMbbhz5bsIi9lXkNIzHIpqf0sCw63L3wAAjOtpBGQlR2okvhqUlWjb5DFNlr+7Fjho/DTcPu9kcOBw76oPcP2yV9Lup04Ey8mYJk2USrcqF/hEV740rBjTXaaOMST1B4D2pno0+zwpHycIgiCIZMiY5gnHcfB6vTUz2DmmmxjjS0rF9IW/G85JSrTsxEmzAAYEPxPR81gIg+9GIQVkMBfDr5c+i30euQX/WPE2gqJiOrPppHbjOx02/HvlUgxEQ9i+sQ1jgsryoqFITEvAr19BKBMnHrQrvn/M3vjbT0/MQ4HyMZK29K3tdsb1B3wLAHDL8tfw78/eSdlH7cr/x1Op72UieaJUNGkYAGMMQh0Hjucgx5gWMZ3Y3phL8XOi1q65YkE6mUMaWYN0sgbpVFjImOYJx3Gor6+vmYao78pPzhH60tbVSj23cti1fWziDQkIfS6i54kwBpdGMc7jQ1doGFe++wL2fvgW3PbJGwjEohl1GlYnPjU68I/PlgIALt/zcDjjJlQfUXVYSDUkCDz+c/kpuOCE/a1XvAIYaVs6Y4e98Ms9lQlhV7zzHB7/8mPD+zynXOYPvLQMW3sGLR0zObqqDrnQY2tQjqtPrO9Jk8arUNTaNVcsSCdzSCNrkE7WIJ0KCxnTPGGMoa+vryYGO0uSccnR5FWVlvUpy5Paung0eNOM45SA0GoRvU+GcdHUuZhU34TecADXvP8S9n7kZly79AX4I6GUj6kz8p078wiJMezRNgHzJ++gM6aJVEj6FYRqjUK0pR/PPgjn7byf8vfrT2Lxxi+092SWMJmBcDTls8nc+b938edH3zBsS2dM7W3K7UP2K+U+Zs4OuRc8B2rpmismpJM5pJE1SCdrkE6FhYxpnjDGEI1Ga6IhJs/W1kdMw2IMawO9AAC73wafN3XFJZUNWwfwl5vexFsn/x/+ctAJmOprQX8khFtXvo19HrkF1y97Bf2RoLb/cCgKoY6DNFExTr/e+whwHKeZUH3EtJZWckqmEG2J4zj8bt+jcPK02RCZjHNffhjvbVsPAJB0Dx1WUjad86dHU7ZFxdQxpo5xyrHmtE/Be//8Pzx69Zn5Ft8StXTNFRPSyRzSyBqkkzVIp8JCxpQwjC8FjMb0i4FuyGCQwwwOUYDDbsNJB++a8VgDw2HYeQGnzNgdb5x0MW476ERMrWuCPxrGzR8twV4Lb8Z3HrwH/3rxHQwGw/Dubgd44JDx03HA2O0AJLrtr73vZe241EViDs/xuOWg43H4xO0RkmI4Y9ED+LxvmyEanizj0hXrsGLtVtNjp0RMOcDWqNw+xnL12HvHSUXtxicIgiBGB5QuikhZqnKX7cYAAJZ89CUeWq2s6CT2y7DH0w49ds1Z4A68LO2x9L5H4HmcOG0W9q/rwPvBHvzlk9exsm8bXhe/whvrv8Js13i4pirHvHyvw7XPWZnoRKTHzgv456Hfwakv3It3t23AghfvRcyRiHbqo6dbewax/wW3AQDYGzcCAPqHgkhH8uQnUZDA2TgwxtAojJ40XQRBEERxoYhpnnAcB5/PVxORPH1X/mULDsYPj1PGKh7yf3fggTc+BABIQyyv7nSO49DY0IBjp+6CxcdfgF/NPByxHhlMAJbHNoPjOGwnt2BW6zjtMwJf/ZrmQqHbksfmwL1HnIYdmzqwLTiE0J4R8PFhw5JuUtPaLb3a33I8of76zn5tm62F0yLayemiYg6lzcgBBpfNPMdsIaila66YkE7mkEbWIJ2sQToVFjKmecJxHDweT000RLWb1m4TcMNF34JNZ0B5VzyBepiBg3ldk/XQ68RzPI6bvgv6/hfG0KsxuAMOSMMyTu6YbfhMMGw9F2otUIy21OB0Y+H8MzGpvgnMAzQe6QJnV2bbM8bAGIOsGw81+/s34/N12wxd9i3fcqNuth3uGbaUrnzVmErDbMRLjVqllq65YkI6mUMaWYN0sgbpVFjImOaJLMvo6enRIk3VjDrGVE3EDiQiaLw7YUxXbegyPVbydZmsU1tjHQAguD4G6TWg57Ewdhs33vCZId1s/NFAsdpSh6cej8w/C4gA9mYejYc5MRyJYM75t+Lgi/9mGHu6Ym0nzrjmIW0pUnViE6Ak0U/uyo/Zlf2kAANfogh3LV1zxYR0Moc0sgbpZA3SqbCQMR0BYpqZyqVm7ZZefPzllhEdQ+3K13fVq2mFtIhpiGnLgwLA8zeek/ZY6Z4Y9Tp5XA543cokmY1dA/Ftxq5gNb/paKJYbWmKrxncOwLkKINjjIB/rXoH732+EW98/DU6+4YM+/YNBpUxqDxQv29iIhPnSJ38JNrjXfkhBr6EUYJKuOaqAdLJHNLIGqSTNUinwkHGtEr46IvNWLj4o5R0FNNOuQ67ff9mdPUPZfikOZoxFRLGVM0xqkZMpZDxe+fvuwMCL12LwEvXoqO5XttuxaK0JS156nYmGdOQea5NwjrMDwy/r2i6MtCpbe8eGDbs57ALkCQZ3l1sWvJ8ABC8fEq6KMmmRAbkEAPP022EIAiCKAw0/blK+M6V9+HLTT3Y1O3HZafOAwCDSV27pQ/tTfUZPp0ddVa+PmI6GIjAOUnQUgKpa6HrUdMDOXXJ762MsWlt8GLd1sQkm1RjOvoipsVEkmREtynneF24T3l6YEiJmDpsNmwJ+eGdrZyP0BoR7hk28HUcwlGjMRXtCWM62iarEQRBEMWDQh15wnEcmpqaSjbY+ctNPQCAvzyWWJFHP8N6JIl91RnX+tWVPuvZCt+BivEMfBaDnMaYqtgEvTE1vpdOJ4/TmO/S5TA+H516+O65VaDKKXZbkhmDNMjAZAaRyVoUfGtvkjF18Lhr43vgBA6RLRICK5ShG4KXQ/+QceUutStfCjIIJYqYlvqaq1ZIJ3NII2uQTtYgnQoLGdM84TgOTqez5A1RkhIGMWYwptk/xxhDMM1ylH964BXM+eFfASQipv5ICFevXATeziG6VcLwB9lnyesnTaWblZ+sU7IRTY6YXrrgYDzzx7OzV6iGKHZbUic5yWHltZo6qrN30LBfrFXCJ8NbwCQGzxdOPPzL05X9HRy2+hP7MsYQsyfSRZVq8lO5rrlqg3QyhzSyBulkDdKpsJAxzRNZlrFt27aSz8LTR0b1uSXNIqbX3LMY3iN+hTc/+dqw/Zd3PKf9bRd4yEzGRa89js7oEKRhGQNLIoCJ6dUPAUhOKZVOJ6eJMbXbBHzzgJ2yf2kNUey2pM60lyPKieSdyjnSd+VzNmDrOD8AIPCpiHEuH06aOxsOppzbTUMD2r5doWEwAWAyU2bll+hmXK5rrtogncwhjaxBOlmDdCosZExHQLnXxdXPlJazlGVb3xB+e+eLAIAbHlqibV+3tc+wn90m4IZlr2Lxxi9gA4+BVyJgEaDZ58GMCa149PdnpD2+WR7LZJ1SIqaO9AnahRLlx6wEitmWVGPKwnFjGs+0sOyLzQAAoY5D/X4O8B4OjqiAwKcxrXveFw+vbg0N4osN3Xj45eVYN6i0GznAABkli5gC5b/mqgXSyRzSyBqkkzVIp8JBk5+qGP0a97GkPJN6fvPvF7S/p45txkdfbMajr36M6+5/xbCf2CbhluWvAQD2iU7Gk32f4UcnHoC/XnJC1nIYIqYWPIozaclRW4YVpQSeg5S5WoRFEl35yv+cM3GSOAfQenJiSdFtrwUACZoxHWP3oScawDZpCDNP+xMA4CeXzAUAiENxo0uTnwiCIIgCMXpCUlVMpicxfcRUTYAuSbIh3ygA9PgDhv32+MEtKaZUaOAwuIMyweXcnedgYJUyIHGP7Y3J79Ohj5haGWPjyhAhTaZUk2pqHUk1phFjxBSAlnUBAMIbREQ3K9FVQVD22b6uDQDQ5Up0+//r1XeV48YnxNF5IgiCIAoFRUxz4LQX78OX/h7tNWPWIoRW4cDhBzvti3N32c+wXT/7Xo8+ShqNSfjVP57Dnx99A1efcxQuXTBPe0+/xKd/OJz6vXag7UgPYpCw35gp+O0+R2H6jdcBAHac0mGp3CrJ4w05jkNLS4vBsDod6SOkyYyWSFw6jQqJOsxDm/zkVP4XGjg0HuHU9ht8KzE5Tn3Y2LdtEp7o+wQRrwj7GB6xThlCXTy37VB8dbASjTEttk61AulkDmlkDdLJGqRTYSm7MfX7/TjiiCOwcuVKvPPOO9hll10AACeddBJ6enoQDodxww034KCDDipzSYGtwUGsH+o333EE3L3qvRRjaph9r9uuXyYyEhNR53YiFIlpYwdVgpGE4Vj62fqU72w40AHmZRjvbcA/D/0O7LygmVmfx5myfzL68a3p0kUJgmA0pnZrzc7ncSEwCpLtp9OokHicdgwFIykR08ZDneDtyt+hNSKYLn2sGgWd7mtDdKsEx1gBNh+HWCcg1KvGVDmePs1YMSm2TrUC6WQOaWQN0skapFNhKbsx9Xg8ePbZZ/Gzn/3MsP2hhx6Cw+HAunXrcM4552Dx4sVlKmGC2w4+CSFRMWyyLKO/vx9NTU0FWflmVX8XLn3zKYhpZvVlGj+aHDHdY6bS7f7mJ1/j8SWf4Jj9doTbaTdETNdu6TUcw7ubHc5JNjCJ4c7DFqDNHV/LPm5m1ST62ZCyzESUZRldXV1ob2/XdLLa9fvfa7+HU353H2644JuW9q9W0mlUSJ674RwceNHthslPjrG8YXUnadh4DtVz5HTYIA4yOMYmVgHTFl0YlDF1XEvJ8s4WW6dagXQyhzSyBulkDdKpsJTdmNrtdrS1taVsdzgUQzQ0NKRFUTMxMDCgpWngOA4ulwsOh8MwNpPjOHAcB8ZY2u3JaR7Sbd+hsV3bLooiupkDba1t4HkePM+nHBuA9e3x/6X4tkxpoQCmlSmiW40nFIlh9rSxAIAN2wZw8m/uxQ0XfgM/PeVgLX+pd5YN3tl2xLplDL4Tha2eR91uynjPxq+8mNUyFrIsx3OeKmbW7bSnaJNcdn1+VElmhv3VfRhLbJeZ8Xj6/fXnaa8dJuCrhZdrn7d6nrJtH/F5gnlbynW7qrm+DReyTvvvMhmH7D4Nb3UqqcJ4Nwff3MQDx2R3Ez78akvSZ5XvcdptkOPL0fJuDkI9B97JgUkM3z9wH/zj0pNHVPZc6qTuo/++bPsX4zwVuk65brdSdn17qpU6Ffo8qRqpf9dCnbJtz7dOubSlaqlTMc5TprZUzXUq9HnKJZVW2Y1pNg466CB88cUXuPfee7PuN3nyZMPrK6+8EpdccglCocRqNV6vF/X19ejv70c0mjBSPp8PHo8HfX19EHXrgTc1NcHpdKK7u9twslpaWiAIArq6uuD3+8GYslZ4e3s7JElCb28iIslxHDo6OhCNRtHfnxgCYLPZ0NrailAohMFBJXG53z8AQDFtw8PDCAQSE5YGw7rZ9zEJXV1dyvahxFrnvf39YNGgQYfHl3yMXSY14fP1XbA1cajbQzEjjjECWo9PzMQOrozhrZ+eox1XP3nKYeO07Znq5B9O6ByNiYb97XbF+AYCAQSDwfjfxnLq9y/GedIz0vMEKA9Nzc3NKefJ7XajoaEBg4ODObe9gYEBrS0Vo07hSKIrXz/h6bjYDjh66vY4YXih4ZhSLIauri6I0XDCmHo42JqVz4p9MjweR0nPk/pwEo1G4ff7y3KeqqHtBQIB7d5UX19fE3Uq9HnSG66ensS8gWquE1D48zQwMKC1JZfLVRN1KsZ5qqtTehr7+voMBqya61To89Td3Q2rlMyYdnZ2YsGCBSnbFy5ciDFjxqT9zOuvv44NGzbguOOOw5FHHpnx2OvXr4fP5wNgjJjW1yfWjlfHfjQ1NaU8FQBAc3Oz4Zjq9uRorvpU0N6uRE/b2hIRU3V7Mg6HI+12t9sNl0vJE9klxGfVM4a6ujp4vV5tv2hX4kdYYkw7lrA5MVPa7nBhzBjjRCWPy4Vv/vpBAIBrqnKqxX4Z4KF140a3Shh6PwaXw472FkWDXt0s/nqPGw11nqx1Cukit5GYhLa2Nk0/xhi6u7vh9Xq1i9flSpjiVQ/8HO3trdrrYpwnPSM9T/rvTD5P6nafz5dz25MkSWtLxagTxwva5CeV8Ncipu04Bt66+pTPud0utLe3Iwo/5GB89r2XB+9WbrpSgMHVaCvpeVJNRDnPU6HrpFLIOnm9Xu3eJMSXC672OhX6PMmyjO7ubi2oUAt1UrcX8jw5HI6UtlTtdSrGeWKMYXh4GM3NzYau/GquU6HPU7qe8UyUzJiOGTMGS5YssbQvYwyiKMJut6Ourk4zNJlobGzUjKkeVcDkbem2ZxoXkmm7zWZDR0dHSiPM5Tv12+2CciokXZeJSnK+UvU7B3Qz7C+9/X+4+OQDDcff0DUASZLBuQD3Dsrxh5fFIA7IaDnWBdEvo3+xsrKT3cZrxw1Hle9z2IWMOUb1ZRzWTVB65KrTDeYKQNZxNzMnpV5oycfXk+t5Srd9JOepGNvTtaVMZc+03ew7Y5Ks5TFViW6VYdtFQLoeFpugtAe3045Yr7KDrZmDrUH5DjnC4HbaS3qeVBOR6RjFPk/V0vZyuTdVS50KfZ54nk97zZW77JV2ngr9O5dv2TNtr6TzlO3eVK11yrXsmbZzHJfT2NuK6Mo/5phjsHz5cqxevRrnn38+FixYgPnz5wMAJEnCtddeW+YSpsIYgyRJGU9mrqgpd9Kt4BQTE85Bn7v0pCvuMez35SZjl9SGbUrY37uTHbydw/b1bXhjozIrv/uxEFgMQPzQDluiKWgTn5zmE58A41jXkw+ZbXgvnU60PoaRQreldMRECZAB/5sRNMxVMi1Et0oQBB7zdp+GHSe34/P1iS4YddUtl9MGOcgQ65Nhb+bhnKQ8qMjh1BW8ik0pdKoFSCdzSCNrkE7WIJ0KS0UY0+eeey5lm9XoarlgjKG3t1fr0h8pAhef6cxSw1fv6FI8iZKsjbVLJnl2vGpi7e3KsX+w0xxsnRDAl5t6DKmBAGPKH3Xik8dlLRF+NtLplDyAe7RT6LaUDjGeciz8pQR7mwjIDNIQg8BzcDps+Oy+n2HW927CirWdAHSz8uOpvcS4MRW8ynYWYYaHmVJQCp1qAdLJHNLIGqSTNUinwlIRxpRQlt8ElDGkyXz/uocNrzd3+3H1PanpswYDkZRtQGKyy+z2cfj/9u4+OKry3gP49+xudjcJeQVUEK2NBUQrIgrmlSjUgLWMVi+oVYtjBRwdRmbqjHDriNzrHbVvYq12rF6pjvZ6Uafc9s7YVrnt7VRQqi1UfEHQq0AhIiQkIdns6+/+sdnNbrJwnpw8e/aczfcz4xg2yzlnv3nY/PZ5O+eedeqwnlUA8PsyC1P1raKsSN0ik+yTubVYz7bBqRepAtQwDEyoKs94fGCKiS+5N1/s2JCdFML8GRIRkX7ccMshPCfpMc1k+IG66x7Ez3/9ZvIBH9I/xZ6+4YVp6Tk+eIIGJCGYXnsKTp8wfC4uMDh0CwB9A6vyywJqPaapfSyXL75E6fmLLpkOwP6h4LEsdoK7h2X+3LML08GCNej3JRfNZUj0D9+6hIiIaLRYGYyCzi5770nmmKYEzvKiap4f0c8T6HwtDv9kD6oXBGAYBhL9gnt2/xo1CwOIhwSJkEBiQPn5yeIytDuGUl8JpkysNn0tI+0xffqeJbipbTbmz/6K6bEB4OsNM/D6IytxrsLtTseKfA//ZPaYLrhoKra8swfAYM8okPxgsWPvQew9cCSrYA2U+NB1ZHALMQCIHZOTttV84TCZGuZkjhmpYU5qmJM+7DG1yGxV50il55gOmSfan7GnaMXFJTA8BvyTvCid7kPZjJL0PwZP0EB7tCf5vTofys8rwbgLSmB4ktsCPblwCQDg9qsbcFptBS698GzctSR7FX/KSHtMy4J+fL1hBoI5np8rJ8MwsODiqZh0gt7bsUZ3W8olcwHd4qZz019n3oWrbe50fHvhRQOPD77JBv0+SBjp1fnRL+JI9IrtUzLsyKkYMCdzzEgNc1LDnPRiihaJCMLhsLbhzFSP6dA5pl29yS2hvBUGvOMGf1yVl/gROD05L/Tob/pxZHMI15fOxuOt1+K+i9sQ3T9YiBz/axQTqpNbbtVWlmH/K/fifx69HaX+3IWnxzBwam0FJlSX5/z+SOjOqRjZkVEsY8uxzKJz6O1hUx+MMh8PBpIDK11/CqP7rQiO/SHZo253jynbkhrmZI4ZqWFOapiTXixMLRIRdHZ2amuIqTmmguy5e10De5X6JyW/H+0Y0qO6L4bY0QTixwS14TJc+5ULcMcFzYi+KejdFUXfX2OI90jW4ibfwIKWE408XLdgFtr/ax3+c/3No35dunMqRnZklNljmll0er3ZjSA+0Aua+XhqZX68SxD6IJbecH/qlAmwE9uSGuZkjhmpYU5qmJNenGPqEJm9WHFJwGckC8nuvoHC9LTkn8OfxeCrLIHhSz6/60+DK6wzFz+VeL3oeHvwz5nbQdHYk7n4KXP+6LAe03iOHtOMnvWGr34JD99+Jd56fx+uaT0/X5dLRERjFHtMHSI1xxTIHs5P9Zim9iKNfJ5ApD2j1zSG9FzR7ozCtKM7+370/pLhn0E4WXvsOPFQ/tAe01yF6WDbGVcaQMsFdbj7hkvZfoiISDv2mI6CT+MG414ju8c0pau3H/AAnrKBOajHEuh+I4yKuX70vZ+849IdVzdi0SXT8eVJ2fe0zeTPcWtRu7Zr0plTscp3RtH4iYbyh84xTX4o8g1ZlZ9SURbI1yUqYVtSw5zMMSM1zEkNc9KHSVrk8XgwYYK+OXaejB7TzNXOff0ReMsNGB4DEhMkkh2o6PrfwSH8aWdOxLQzJ570+LmG8ldd24xNf9iJJZfOHOXVn5junIqRHRnFT1SYKg3lZ/aY5uemCyrYltQwJ3PMSA1zUsOc9GJhapGIIBQKobS0VNMtSXP3mIajMXjHJb83bcIpmDw1ih17Do74+Ll6TKsrSvHus3dbuFp1unMqRnZn5DnpUP7wxU+Z24AVsseUbUkNczLHjNQwJzXMSS/OMbVIRNDd3a1xu6jcc0wzC9Mzx1VbPn6uOaZ20J1TMbIjo38a6BWfd0Fd9hzTIUP5qbmoJ5tjWihsS2qYkzlmpIY5qWFOerHH1CE8J+oxjcThrUgWCWdW1OB9fGHp+Ll6TGns+Pc1S3FF/Tm4uuWr6bs+Abn2MR3oMfUM3y4KKGxhSkRExY+FqUMYhgGPYSAh2bd6jMQGe0zPqKi2fHxuFzW2VZYHceuVcwEMnWM6ZCg/NcfUm7vHtNCLn4iIqLhxKN8iwzDg9/u1zidJ35Y0q8c0Bk96KL8GVkcKCjWUn4+cio3dGWUWox6l7aIG55gWcvET25Ia5mSOGalhTmqYk17sMbXIMAzU1p54eyYrvIaBKAaHUwEgHI3DV5ksEr5UUWt5DkuhhvLzkVOxsTujk67KzzmUP9h2CjmUz7akhjmZY0ZqmJMa5qQXe0wtEhH09PRoneyc2jIqkdFj2h3thyeYLBLqqsZbPvbQRS52yUdOxcbujDJX3A8vTHP0mDpoVT7bkjnmZI4ZqWFOapiTXixMLRIR9Pb2am2IqS2jMlflH4kfBwCUix/lJX7LQ/mFko+cio3dGZ18jmlqu6jcc0yrx5Xm+epOjG1JDXMyx4zUMCc1zEkvFqYOkmuOaZckd9SvNnIXBHde02h63D3/sUbD1VGx8Jxku6jBHtPcq/JrKgpXmBIRUfHjHFMHSRUMmT2mxyUMAKj0BIc9f9/L92LKKVWmx/3KFN6RggadfI7p8KH8zB0dCtljSkRExY+FqUWGYWi/y4M3xxzTPiRvPVrlSxYEgsGi9YxTq7WdO1/ykVOxsTsjr9KdnwYL02gsnv66kD2mbEtqmJM5ZqSGOalhTnqxMLXIMAxUVZn3Vo5Eeo5pxqr8kBEFAFT5kj2m8y6ow65P2l2zL2k+cio2dmeU1WM6ZCh/5tmT0NPXj9MnVKYfC4Vj6a8zF0LZjW1JDXMyx4zUMCc1zEkvFqYWpW5BVllZqe1TUs59TD3JoqCmpAwA8NDtX8fpE6rSt5h0unzkVGzsziizGB06lP+vty0a9vxQOJr3a1LBtqSGOZljRmqYkxrmpBcXP1kkIgiFQpq3i0o26Myh/Ig3WZjW+pOFaUVZEP/87QWYdubEkx4rtSjq35Zfoe36rMhHTsXG7oxONpSfS3/EOYUp25I55mSOGalhTmqYk14sTB1ksMd0sHHHvMkitTYwsrl9P7nrarz33N1Ye/N8fRdIReFkQ/m53LWkBWXBEnxn4JamRERE+cKhfAfxplflJ4vRSDyGhC9ZpI4vLR/RsTweD8798ml6L5CKQvZQvnmP6Zmn1uDof/8LAn6+XRARUX7xN41FhmGgvLxc63yS1J2fYgNb9nT09wEAJCGoCZRpO4+d8pFTsbE7o+yhfLVBk0IuekphW1LDnMwxIzXMSQ1z0ouFqUWGYaCiokLrMb3pOabJXtKjA4VpIpx99x03yUdOxcbujDzGyAtTJ2BbUsOczDEjNcxJDXPSyz2/lRxGRNDR0aH5lqTZq/KP9vcmz9UvKAv4tZ3HTvnIqdjYnZEna46pez7hsy2pYU7mmJEa5qSGOenFwtQiEUEkEtFcmGbf+SlVmCb6BaUOGEq1Ih85FRu7M8ocbXJTjynbkhrmZI4ZqWFOapiTXu75rTQGeIbc+Sk9lN8vKAu6szAlZ3NTYUpERMWPv5UcZOidn46EjgNwd48pOZubhvKJiKj4sTC1yDAM7Xd5SPVepeaYHu5zf2Gaj5yKTSEzclOPKduSGuZkjhmpYU5qmJNe7lzq7QCGYaCsTO8WTpkb7IsIvkgXpnDt4qd85FRsCpmR2wpTtiVzzMkcM1LDnNQwJ73c81vJYRKJBI4cOYJEImH+ZEVBb/JzQvuxbpx21Xq8/X/7AQASFvhLvNrOY6d85FRsCpmRmz7gsy2pYU7mmJEa5qSGOenFHtNRiMVi2o51rCeE48fDAIBXt3+Iw53HEQ/F4PN7UJLwunqIQGdOxcrOjKZOmYCLpk9BVXkQJT53feBhW1LDnMwxIzXMSQ1z0oeFqUPU3/4THDqrC6V1Pog3ufjJE0gWo4EEf0ykj8fjwV+eugsAXP2Bh4iIig+H8h1i974vgIEPXH/5aD9gAJ5gsmgIwp0Ln8i5DMNgUUpERI7DwtQiwzBQU1Oj9Ze7xJM9pd3hMDyBgcdEUGq4tzDNR07FhhmpYU5qmJM5ZqSGOalhTnpxjNgiwzAQCAS0HlMGekwNL2AM9JZKGCgPunNFPpCfnIoNM1LDnNQwJ3PMSA1zUsOc9GKPqUWJRAKff/651lV4Ek/+3/ANDuO7eQ9TID85FRtmpIY5qWFO5piRGuakhjnpxcJ0FHTfF1diyeMZXgPesoHCNCRo+upZWs9jN94/2BwzUsOc1DAnc8xIDXNSw5z0YWHqAKkGndlj6q1M/mhiPYKVVzUU6tKIiIiIbMPC1AFC4Wjyi3SPKeCtSPaYxrsTOPv08YW6NCIiIiLbcPGTRYZhYPz48VpW4fWGIgAGe0zhM1BSlTzutNqJrl7ppzOnYsWM1DAnNczJHDNSw5zUMCe9WJhaZBgGvF49d2Q6Hkre8Sm1Kj8wOXk3Hm/cwG/u/s6oj19IOnMqVsxIDXNSw5zMMSM1zEkNc9KLQ/kWJRIJHD58WMsqvBe37AAwuI9pykUlZ2BKTfWoj19IOnMqVsxIDXNSw5zMMSM1zEkNc9KLhakDbPrDTgBAvEsgiWRx2v9ZDA3BLxfysoiIiIhsxaF8B1h62QXYsecg4scFR17uR6JfgARQOStY6EsjIiIisg0LUwdYe/MCAMA///xVJPoGh/MDJfzxEBER0djBoXyLPB4PTjnlFHg8eiL0eIZPmi6GwlR3TsWIGalhTmqYkzlmpIY5qWFOejFFi0QE8Xhc290eli+ux8Tq8qzHAn6vlmMXku6cihEzUsOc1DAnc8xIDXNSw5z0YmFqkYjg6NGj2hpibWUZDm1el/VY0F+i5diFpDunYsSM1DAnNczJHDNSw5zUMCe9WJg6iNfrQYlvsJe0ehwXPxEREdHYwcLUYTLnldZWlhXwSoiIiIjsxcJ0FPJxl4cS3+CPZHxl+Ume6R68G4Y5ZqSGOalhTuaYkRrmpIY56eP+Zd8F4vF4cOqpp2o/bn8klv66GHpM85VTMWFGapiTGuZkjhmpYU5qmJNe7DG1SEQQDoe1T3YOhaPprwN+939uyFdOxYQZqWFOapiTOWakhjmpYU56sTC1SETQ2dnJhmiCOZljRmqYkxrmZI4ZqWFOapiTXixMiYiIiMgRWJg61IwvnVLoSyAiIiKyFQvTUfD59M8BXXVtM0p8Xrxw343aj10o+cip2DAjNcxJDXMyx4zUMCc1zEkfQ1w8KaK7uxtVVVXo6upCZWVloS9HCxFBX38E5aWBQl8KERER0aiNpF5jj6lFIoK+vj7tk50NwyiqojRfORUTZqSGOalhTuaYkRrmpIY56cXC1CIRQXd3NxuiCeZkjhmpYU5qmJM5ZqSGOalhTnqxMCUiIiIiR2BhSkRERESOwMLUIsMw4Pf7eX9cE8zJHDNSw5zUMCdzzEgNc1LDnPTiqnwiIiIiyhuuyreBiKCnp4eTnU0wJ3PMSA1zUsOczDEjNcxJDXPSi4WpRSKC3t5eNkQTzMkcM1LDnNQwJ3PMSA1zUsOc9GJhSkRERESOwMKUiIiIiByBhalFhmGgtLSUq/BMMCdzzEgNc1LDnMwxIzXMSQ1z0ouFqUWRSASPPPIIIpFIoS/F0ZiTOWakhjmpYU7mmJEa5qSGOenF7aIs6urqQnV1NY4dO4aqqipbz+0mzMkcM1LDnNQwJ3PMSA1zUsOczHG7KBuk6nkX1/W2YE7mmJEa5qSGOZljRmqYkxrmpBcLUyIiIiJyBF+hL2A0Up9Ouru7bT936pzd3d3weFjfnwhzMseM1DAnNczJHDNSw5zUMCdzqYxUepVdPcf0wIEDOOOMMwp9GURERERkYv/+/ZgyZcpJn+PqwjSRSODgwYOoqKjgNg1EREREDpS6bevkyZNNe5VdXZgSERERUfHgZAgiIiIicgQWpkRERETkCGOyMO3q6sLcuXMxbtw47Nq1CwDw0ksvobGxEQsWLMCBAweynt/T04P58+dj3rx5mD9/Pj777DMAwMqVK9HY2Ij6+nq89tprw87z4YcfYt68eWhsbMSWLVsAAL29vbjmmmvQ3NyM73//+3l+paNjV04PPPAA5s2bhzlz5uCxxx4DAMTjcdx6661oaWnB6tWr8/tCR0lXTrlyyNTe3o62tjY0NTXh+eefB+CenOzK6JlnnkFLSwvq6+uxdu3a9OP33HMPWlpacPPNNyMajebxlY6OrpyA5Bz8c889Fz/96U+HnYfvTWo5ufm9SVdGt9xyC+bMmYNLL70UP/jBD4adh21JLSc3tyXbyRgUiUTk8OHDsmzZMnn33XclGo1KfX29hMNh+fOf/ywrVqzIen4oFJJ//OMfIiLy29/+Vu68804REfn4449FRKSjo0PmzJkz7Dzf/OY35aOPPpKuri5pbGwUEZENGzbIU089JSIiCxculAMHDuTtdY6WXTmFw2EREYlGozJjxgyJxWKyefNm+d73viciIrfddpts3bo1b69ztHTllCuHTKtXr5bXXnstffxQKOSanOzKKPV9EZHW1lbZv3+/7NixQ2688UYREXnggQfkl7/8Zd5e52jpyklE5Pnnn5eFCxfKY489Nuw8fG9Sy8nN7026Mkr9/RNhW1LLyc1tyW5jsse0pKQEEydOTP95z549mDFjBvx+P5qamvD3v/8dAPCLX/wC27ZtQzAYxOTJkwEAfr8/vaKsrq4OABAIBNK7AuzYsQM/+9nPAAAHDx7E1KlTUVlZidraWhw5cgRbt25FW1sbAODyyy/Htm3b7HnRFtiVk9/vBwCEw2GcffbZ8Hq9WTktWrQIb7zxhg2v2BpdOeXKob29HevWrQMAbN++HfPnz4fP58PFF1+MXbt2uSYnuzJKfT8Wi6Gmpga1tbWuyQjQl1M8HsdLL72EpUuXpo/F96aR5+Tm9yZdGRmGgeXLl+Pyyy/Hzp07AbAtWcnJzW3Jbq7eYF+Xzs7OrHu3xuNxAMmu+UyRSAT3338/nn766azH165di1WrVgEAZs2ahVmzZgFIDhGlVFVVoaOjI+tcqcfcIl85AcDq1auxadMm3HnnncPONZZyGprDaaedhvXr1wMAotFo+k3Q7e0pXxkBwEMPPYQnn3wSbW1tKCsrQ2dnJyZNmgTAXRkB1nN64YUXsGTJkqxpC3xvGnlOQPG8N1nN6Ic//CHGjx+PDz/8EMuWLcNbb73FtoSR5wQUT1vKtzHZYzpUdXV11t2jvF5vzuetWLECd9xxB6ZOnZp+7JlnnkEsFsNNN9007PmZe3V1dXWhtrY261ypx9wiXzkBwIYNG/DJJ5/gV7/6FQ4dOjRmcxqaQ6aSkpL0LwG3t6d8ZQQAa9aswd69e3Ho0CG8+eabrs0IsJZTPB7Hpk2bcP3115/wuHxvUssJKJ73Jqv/5saPHw8AOOecc2AYRrpQS2FbUssJKJ62lG8sTAFMnToVH3zwASKRCLZu3YqZM2cOe8769etRV1eH6667Lv3Y66+/jldeeQWPPvpozuNOmjQJH3/8MXp6etDR0YEJEyagsbERr7/+evrv19fX5+dF5UG+cgqHwwCSQ/1lZWUIBoNZOf3ud79DU1NTHl5RfljNKVcOmebMmYM//vGPiMVieOedd3Deeee5Nqd8ZZT6vtfrRXl5OcrKylybEWAtp/b2drS3t+PKK6/Ej370IzzxxBPYvn171t/he5NaTsX03mT131yqcDp8+DAikciwQo1tKcksp2JqS3lX6EmuhXLFFVfIpEmTpL6+XjZu3CgvvviiNDQ0yGWXXSb79u0TEZGNGzfK1q1bZd++feL1eqW1tVVaW1tlzZo1IiJSV1cns2fPltbWVlm0aJGIiPztb3+TJ554QkRE3nvvPWlubpaGhgb5/e9/LyIiPT09ctVVV0lTU5M8+OCDBXjlI2NHTitXrpTW1lZpaGiQxx9/XESSE8SXLVsmzc3NsmrVqgK88pHRkVOuHA4dOiT33XefiIgcPHhQvva1r0lDQ4M8++yzIuKunOzIaN26ddLa2ipNTU1y7733ps999913S3Nzs3zrW9/KWiDlRDpyStm4cWN6UQ/fm0aek9vfm3RktHjxYmlqapL6+nrZsmWLiLAtWcnJ7W3JTrzzExERERE5AofyiYiIiMgRWJgSERERkSOwMCUiIiIiR2BhSkRERESOwMKUiIiIiByBhSkREREROQJvSUpElCep2xFGIhHs3r0b559/PgBg+vTp6f9uvPHGAl4hEZGzcB9TIqI8+/TTTzFr1iwcO3as0JdCRORoHMonIiqAW265BRs2bAAA3H///Vi6dCkWL16MadOm4Rvf+AZ27dqFhQsXYtq0abjhhhuQSCQAAD09PVi+fDnmzp2LmTNnYsWKFYhEIgV8JURE+rAwJSJygLfffhvPPfccdu/ejZ6eHtx22214+eWX8f777+ODDz7Aq6++CgD47ne/i5aWFmzfvh07d+5EIpHAo48+WuCrJyLSg3NMiYgcoK2tDTU1NQCA2bNnIxAIoKKiAgBw4YUXYs+ePQCAzZs3Y9u2bfjxj38MAAiFQvB6vYW5aCIizViYEhE5QDAYTH/t9XqH/TkWiwEARASvvPIKpk2bZvs1EhHlG4fyiYhc5Oqrr8bDDz+cLlQ7Ozuxd+/eAl8VEZEeLEyJiFzkkUceQWlpKWbNmoWZM2diwYIF+PTTTwt9WUREWnC7KCIiIiJyBPaYEhEREZEjsDAlIiIiIkdgYUpEREREjsDClIiIiIgcgYUpERERETkCC1MiIiIicgQWpkRERETkCCxMiYiIiMgRWJgSERERkSOwMCUiIiIiR2BhSkRERESO8P9H7O+RTht30QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "combdata = xr.concat(SSLdata, dim = 'time')\n", "fig, ax = plt.subplots(dpi = 200)\n", "combdata['cnr'].plot(y = 'range', ax = ax, vmin = -25, vmax = 0, alpha = 0.3, add_colorbar = False)\n", "combdata = combdata.where((combdata['cnr'].max(dim = 'range')<-8) & # remove too high CNR\n", " (combdata['cnr'].max(dim = 'range')>-20) & # remove too low CNR\n", " (combdata['cnr'].idxmax(dim = 'range')!= combdata.range[0]) & # remove if first data had max CNR\n", " (combdata['azimuth']>(140-azimuth_offset)) & # removing reflections from the dock\n", " (combdata['azimuth']<(240-azimuth_offset)) & # removing reflections from the dock\n", " (~((combdata['time'] > pd.to_datetime('2025-05-03 09:55:00')) & (combdata['time'] < pd.to_datetime('2025-05-03 10:15:00'))))\n", " )# removing beginning and end of datas with bad CNR\n", "\n", "rollmean = combdata['cnr'].max(dim = 'range').rolling(time=10, center=True).mean().interpolate_na(dim = 'time').bfill(dim = 'time').ffill(dim= 'time')\n", "\n", "rolling_condition = np.abs(combdata['cnr'].max(dim = 'range') - rollmean) > 1 ## remove outliers \n", "combdata = combdata.where(~rolling_condition)\n", "\n", "combdata['cnr'].plot(y = 'range', ax = ax, vmin = -25, vmax = 0, alpha =1)\n", "\n", "fig, ax= plt.subplots()\n", "ax.plot(combdata.time, combdata['cnr'].max(dim= 'range'))\n", "ax.plot(rollmean.time, rollmean)\n", "ax.set(ylabel = 'CNR [dB]', xlabel = 'Time')\n", "\n", "combdata_nona = combdata.dropna(dim = 'time', how = 'all')" ] }, { "cell_type": "markdown", "id": "b0210b21", "metadata": {}, "source": [ "## Get lidar-water distances for all methods" ] }, { "cell_type": "code", "execution_count": 6, "id": "81ec8d66", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Obtaining lidar-water range: 100%|██████████| 642/642 [01:53<00:00, 5.67it/s]\n", "Obtaining lidar-water range: 100%|██████████| 642/642 [00:12<00:00, 52.26it/s]\n", "Obtaining lidar-water range: 100%|██████████| 642/642 [01:37<00:00, 6.61it/s]\n", "Obtaining lidar-water range: 100%|██████████| 642/642 [00:10<00:00, 61.76it/s]\n" ] } ], "source": [ "\n", "## works better with CNR noise at -27 for Gra24 because it is fitted in dB scale - need to remove the unneccessary noise first\n", "from lidalign.SSC import GaussianTruncatedPulse\n", "waterranges_convo = SSC(combdata_nona.copy()).get_all_water_ranges(func = 'Convo',# cnr_noise_cut = -28,\n", "pulse = GaussianTruncatedPulse(50)).distance_ds\n", "\n", "waterranges_linsig = SSC(combdata_nona.copy()).get_all_water_ranges(func = 'LinSig', cnr_noise_cut = -28,\n", "pulse = GaussianTruncatedPulse(50)).distance_ds\n", "\n", "waterranges_linconvo = SSC(combdata_nona.copy()).get_all_water_ranges(func = 'LinConvo',\n", "pulse = GaussianTruncatedPulse(50)).distance_ds\n", "\n", "waterranges_gra = SSC(combdata_nona.copy()).get_all_water_ranges(func = 'Gra24', cnr_noise_cut = None).distance_ds" ] }, { "cell_type": "markdown", "id": "f361c09c", "metadata": {}, "source": [ "with convolution water ranges:" ] }, { "cell_type": "code", "execution_count": 7, "id": "9aeb9c6c", "metadata": {}, "outputs": [], "source": [ "waterranges_gra_raw = waterranges_gra.copy()" ] }, { "cell_type": "code", "execution_count": 8, "id": "75e3f38e", "metadata": {}, "outputs": [], "source": [ "mean = waterranges_gra_raw['water_range'].rolling(time = 10, center = True).mean()\n", "std = waterranges_gra_raw['water_range'].rolling(time = 10, center = True).std()\n", "waterranges_gra = waterranges_gra_raw.where(((mean + 2* std) > waterranges_gra_raw['water_range']) & (mean - 2* std < waterranges_gra_raw['water_range'] ), drop = True)\n", "waterranges_gra25 = waterranges_gra.copy()\n", "waterranges_gra25['water_range'] = waterranges_gra25['water_range'] - 25 " ] }, { "cell_type": "markdown", "id": "eec34d7c", "metadata": {}, "source": [ "#### Save to files (to use later)" ] }, { "cell_type": "code", "execution_count": 9, "id": "36d78e33", "metadata": {}, "outputs": [], "source": [ "waterranges_convo.to_netcdf('data/fitresults/waterranges_ConvoDB.nc')\n", "waterranges_linsig.to_netcdf('data/fitresults/waterranges_LinSig.nc')\n", "waterranges_linconvo.to_netcdf('data/fitresults/waterranges_Convo.nc')\n", "waterranges_gra.to_netcdf('data/fitresults/waterranges_Gra24.nc')\n", "waterranges_gra25.to_netcdf('data/fitresults/waterranges_Gra24-PV2.nc')" ] }, { "cell_type": "code", "execution_count": 10, "id": "aacbd9f2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots()\n", "combdata['cnr'].plot(y = 'range', ax = ax, vmin = -25, vmax = -8, alpha =1, add_colorbar = False)\n", "ax.scatter(waterranges_gra['time'], waterranges_gra['water_range'], label = 'Gra24', c = 'r', s =5)\n", "ax.scatter(waterranges_gra_raw['time'], waterranges_gra_raw['water_range']-25, label = 'Gra24 Raw', c = 'r', s =5, marker = 'x')\n", "ax.scatter(waterranges_convo['time'], waterranges_convo['water_range'], label = 'Convolution', c = 'blue', s =1)\n", "ax.scatter(waterranges_linconvo['time'], waterranges_linconvo['water_range'], label = 'LinConvo', c = 'purple', s =1)\n", "ax.scatter(waterranges_linsig['time'], waterranges_linsig['water_range'], label = 'LinSig', c = 'green', s =1)\n", "ax.set(ylim = (100,600))\n", "ax.legend(loc = 'upper left')" ] }, { "cell_type": "markdown", "id": "625ffa13", "metadata": {}, "source": [ "## Get the actual SSL misalignment and calibration values\n", "
\n", "Attention: We have to subtract the 1.66m offset in the range for all range measurements (see other notebook or following link)\n", "
\n", "\n", "[Lidar Range error from distance measurements](20_CornerScanTest_Heligoland.ipynb#Check-distance-error-against-the-wall)\n", "\n", "we can either:\n", "- use the data stored before (safe and reproducable)\n", "- use the now aquired data" ] }, { "cell_type": "code", "execution_count": 11, "id": "2b1806b5", "metadata": {}, "outputs": [], "source": [ "water_range_source = 'data/fitresults/' # latest version\n", "water_range_source = 'data/fitresults/PaperResults/' # Results for Paper" ] }, { "cell_type": "code", "execution_count": 13, "id": "6f81eff6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "for name in ['ConvoDB','Convo' ,'LinSig', 'Gra24', 'Gra24-PV2']:\n", " ranges = xr.load_dataset(water_range_source + f'waterranges_{name}.nc')\n", " fig, ax = publication_figure(1/2, dpi = 150, height = 2)\n", " ax.set(ylim = (130,550))\n", " ranges_copy = ranges.copy()\n", " ranges_copy['water_range'] = ranges_copy['water_range'] -1.66\n", " res = SSC.get_misalignment(\n", " ranges_copy, consider_elevation_offset=True, plot=True, print_help=False,ax = ax,\n", " x0 = [0.1,0.1,6.17], \n", " consider_earth_curvature=True,\n", " reduce_errors = 'ranges',\n", " fit_method = 'lorentz',\n", " error_normalized = True,\n", " fixed_height = None, \n", " )\n", " roll, pitch, height, ele_offset = res.x\n", " text = (\n", " f'\\n$z_0$: {height:.2f}m'+\n", " f'\\n$pitch$: {pitch:.3f}° '+\n", " f'\\n$roll$: {roll:.3f}°\\n'+\n", " r'$\\Delta\\varphi$'+f': {ele_offset:.3f}°'\n", " )\n", " ax.text(0.98, 0.9, text, ha = 'right', va= 'top', transform=ax.transAxes)\n", "\n", " ax.set(title = f'${name}$')\n", " ax.set(xlabel = 'Lidar azimuth [°]', ylabel = r'Lidar-sea surface range $r_{\\rm w}$ [m]')\n", " plt.legend().remove()\n", "\n", " plt.savefig(savepath + f'SSC_Misalignment_{name}_{L_rg}.pdf', dpi = 300, bbox_inches = 'tight', pad_inches = 0)\n" ] }, { "cell_type": "markdown", "id": "13d4c13a", "metadata": {}, "source": [ "## Appendix\n" ] }, { "cell_type": "markdown", "id": "c6824e39", "metadata": {}, "source": [ "## Earth curvature considerations\n", "Depending on the installation height of the lidar, we cannot detect the water at each elevation angle. " ] }, { "cell_type": "code", "execution_count": null, "id": "987da7f2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.159°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.158°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.157°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.156°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.155°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.154°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.153°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.152°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.151°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.150°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.149°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.148°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.147°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.146°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.145°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.144°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.143°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.142°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.141°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.140°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.139°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.138°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.137°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.136°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.135°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.134°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.133°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.132°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.131°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.130°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.129°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.128°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.127°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.126°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.125°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.124°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.123°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.122°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.121°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.120°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.119°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.118°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.117°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.116°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.115°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.114°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.113°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.112°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.111°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.110°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.109°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.108°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.107°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.106°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.105°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.104°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.103°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.102°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.101°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.100°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.099°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.098°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.097°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.096°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.095°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.094°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.093°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.092°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.091°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.090°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.089°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.088°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.087°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.086°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.085°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.084°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.083°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.082°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.081°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.080°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.079°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.078°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.077°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.076°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.075°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.074°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.073°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.072°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.071°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.070°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.069°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.068°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.067°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.066°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.065°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.064°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.063°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.062°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.061°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.060°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.059°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.058°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.057°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.056°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.055°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.054°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.053°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.052°\n", "f(a) and f(b) must have different signs\n", "No solution found, maybe you will never touch the water at this elevation -0.051°\n" ] }, { "data": { "text/plain": [ "[Text(0.5, 1.0, 'Earth Curvature Effect on Lidar Water Surface Interception\\nLidar height: 20 m')]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from lidalign.SSL import EarthCurvature\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "h = 20\n", "elevations = np.arange(-1,-0.050,0.001)\n", "radii = []\n", "flats = []\n", "for v in elevations:\n", " radii.append(EarthCurvature.get_intercept_with_curvature(h, v))\n", " flats.append(h/np.arcsin(np.deg2rad(-v)))\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(radii,elevations, label = 'With Earth curvature')\n", "ax.plot(flats, elevations, label = 'Flat Earth approximation')\n", "ax.set(xlabel = 'Range [m]', ylabel = 'Elevation angle [°]')\n", "max_ele = elevations[np.nanargmax(radii)]\n", "ax.axhline(max_ele, ls = '--', label = f'Max elevation for EarthCurvature interception: {max_ele:.3f}°')\n", "ax.legend()\n", "ax.set(title = \"Earth Curvature Effect on Lidar Water Surface Interception\\n\" + f\"Lidar height: {h} m\")\n", "\n", "# fig, ax = plt.subplots()\n", "# ax.plot(np.array(radii)-np.array(flats), verts)\n", "# ax.set(xscale= 'log')\n", "# EarthCurvature.get_intercept_with_curvature(50, verts)" ] }, { "cell_type": "markdown", "id": "d1a4a8bb", "metadata": {}, "source": [ "### investigate single timestamps" ] }, { "cell_type": "code", "execution_count": null, "id": "34445863", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "first guess for middle range: 160\n", "first_guess: [200, np.float64(-31.282), np.float64(-13.158), 0.01, 0.01]\n", "bounds: Bounds(array([ 1.0e+02, -4.0e+01, -2.3e+01, 5.0e-04, -1.5e-02]), array([ 8.e+02, -2.e+01, -3.e+00, 1.e+00, 3.e-02]))\n", "Using fit method: LSQ\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from lidalign.SSL import WaterRangeDetection, inverse_sigmoid_Gra24\n", "%matplotlib inline\n", "t = '2025-05-03 10:22:08.12'\n", "t = '2025-05-03 10:22:20.35'\n", "t = '2025-05-03 10:22:19.2'\n", "res = WaterRangeDetection(combdata.sel(time = t, method = 'nearest').sel(range = slice(None, 800)),\n", "pulse = GaussianTruncatedPulse(50), verbose = 2).get_water_range_from_cnr(func = 'Gra24', show_plot = True, cnr_noise_cut = None, use_bounds = True, dist_guess = 200)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 5 }